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.
### Here are the imports that you will require
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import urllib.request
def load_data():
# the data is a standard pcap packet capture file (saved as a csv output)
file_name = './data/movie_lines.txt'
# this will then put the csv data into a pandas dataframe
#data = pd.read_csv(file_name, sep='+++$+++')
lines = []
with open(file_name, 'r', encoding='utf-8', errors="replace") as f:
for line in f:
line = line.split(" +++$+++ ")
line[4] = line[4].split('\n')[0]
lines.append(line)
data = pd.DataFrame.from_records(lines, columns=['ID1', 'ID2', 'ID3', 'ID4', 'Text'])
return data
data = load_data()
data
| ID1 | ID2 | ID3 | ID4 | Text | |
|---|---|---|---|---|---|
| 0 | L1045 | u0 | m0 | BIANCA | They do not! |
| 1 | L1044 | u2 | m0 | CAMERON | They do to! |
| 2 | L985 | u0 | m0 | BIANCA | I hope so. |
| 3 | L984 | u2 | m0 | CAMERON | She okay? |
| 4 | L925 | u0 | m0 | BIANCA | Let's go. |
| ... | ... | ... | ... | ... | ... |
| 304708 | L666371 | u9030 | m616 | DURNFORD | Lord Chelmsford seems to want me to stay back ... |
| 304709 | L666370 | u9034 | m616 | VEREKER | I'm to take the Sikali with the main column to... |
| 304710 | L666369 | u9030 | m616 | DURNFORD | Your orders, Mr Vereker? |
| 304711 | L666257 | u9030 | m616 | DURNFORD | Good ones, yes, Mr Vereker. Gentlemen who can ... |
| 304712 | L666256 | u9034 | m616 | VEREKER | Colonel Durnford... William Vereker. I hear yo... |
304713 rows × 5 columns
large_data_string = ' '.join(data['Text'].values)
large_data_string = large_data_string.replace(".", " ")
large_data_string = large_data_string.replace(",", " ")
large_data_string = large_data_string.replace("-", " ")
large_data_string = large_data_string.replace("--", " ")
large_data_string = large_data_string.replace("!", " ")
large_data_string = large_data_string.replace("?", " ")
#large_data_string # this will output the full string
print (len(large_data_string)) # this is the number of characters in the string
17147986
large_data = large_data_string.split(" ") # we split by the space to create an array of words
ld = []
for i in large_data:
if len(i) > 1:
ld.append(i)
#ld
Below we are now processing the text to have a sequence of words, which we will use to train our ML model.
val1 = 0
val2 = 5
ld_matrix = []
for i in range(len(ld)):
ld_matrix.append(ld[val1:val2])
val1 = val1+1
val2 = val2+1
ld_matrix
[['They', 'do', 'not', 'They', 'do'], ['do', 'not', 'They', 'do', 'to'], ['not', 'They', 'do', 'to', 'hope'], ['They', 'do', 'to', 'hope', 'so'], ['do', 'to', 'hope', 'so', 'She'], ['to', 'hope', 'so', 'She', 'okay'], ['hope', 'so', 'She', 'okay', "Let's"], ['so', 'She', 'okay', "Let's", 'go'], ['She', 'okay', "Let's", 'go', 'Wow'], ['okay', "Let's", 'go', 'Wow', 'Okay'], ["Let's", 'go', 'Wow', 'Okay', "you're"], ['go', 'Wow', 'Okay', "you're", 'gonna'], ['Wow', 'Okay', "you're", 'gonna', 'need'], ['Okay', "you're", 'gonna', 'need', 'to'], ["you're", 'gonna', 'need', 'to', 'learn'], ['gonna', 'need', 'to', 'learn', 'how'], ['need', 'to', 'learn', 'how', 'to'], ['to', 'learn', 'how', 'to', 'lie'], ['learn', 'how', 'to', 'lie', 'No'], ['how', 'to', 'lie', 'No', "I'm"], ['to', 'lie', 'No', "I'm", 'kidding'], ['lie', 'No', "I'm", 'kidding', 'You'], ['No', "I'm", 'kidding', 'You', 'know'], ["I'm", 'kidding', 'You', 'know', 'how'], ['kidding', 'You', 'know', 'how', 'sometimes'], ['You', 'know', 'how', 'sometimes', 'you'], ['know', 'how', 'sometimes', 'you', 'just'], ['how', 'sometimes', 'you', 'just', 'become'], ['sometimes', 'you', 'just', 'become', 'this'], ['you', 'just', 'become', 'this', '"persona"'], ['just', 'become', 'this', '"persona"', 'And'], ['become', 'this', '"persona"', 'And', 'you'], ['this', '"persona"', 'And', 'you', "don't"], ['"persona"', 'And', 'you', "don't", 'know'], ['And', 'you', "don't", 'know', 'how'], ['you', "don't", 'know', 'how', 'to'], ["don't", 'know', 'how', 'to', 'quit'], ['know', 'how', 'to', 'quit', 'Like'], ['how', 'to', 'quit', 'Like', 'my'], ['to', 'quit', 'Like', 'my', 'fear'], ['quit', 'Like', 'my', 'fear', 'of'], ['Like', 'my', 'fear', 'of', 'wearing'], ['my', 'fear', 'of', 'wearing', 'pastels'], ['fear', 'of', 'wearing', 'pastels', 'The'], ['of', 'wearing', 'pastels', 'The', '"real'], ['wearing', 'pastels', 'The', '"real', 'you"'], ['pastels', 'The', '"real', 'you"', 'What'], ['The', '"real', 'you"', 'What', 'good'], ['"real', 'you"', 'What', 'good', 'stuff'], ['you"', 'What', 'good', 'stuff', 'figured'], ['What', 'good', 'stuff', 'figured', "you'd"], ['good', 'stuff', 'figured', "you'd", 'get'], ['stuff', 'figured', "you'd", 'get', 'to'], ['figured', "you'd", 'get', 'to', 'the'], ["you'd", 'get', 'to', 'the', 'good'], ['get', 'to', 'the', 'good', 'stuff'], ['to', 'the', 'good', 'stuff', 'eventually'], ['the', 'good', 'stuff', 'eventually', 'Thank'], ['good', 'stuff', 'eventually', 'Thank', 'God'], ['stuff', 'eventually', 'Thank', 'God', 'If'], ['eventually', 'Thank', 'God', 'If', 'had'], ['Thank', 'God', 'If', 'had', 'to'], ['God', 'If', 'had', 'to', 'hear'], ['If', 'had', 'to', 'hear', 'one'], ['had', 'to', 'hear', 'one', 'more'], ['to', 'hear', 'one', 'more', 'story'], ['hear', 'one', 'more', 'story', 'about'], ['one', 'more', 'story', 'about', 'your'], ['more', 'story', 'about', 'your', 'coiffure'], ['story', 'about', 'your', 'coiffure', 'Me'], ['about', 'your', 'coiffure', 'Me', 'This'], ['your', 'coiffure', 'Me', 'This', 'endless'], ['coiffure', 'Me', 'This', 'endless', 'blonde'], ['Me', 'This', 'endless', 'blonde', 'babble'], ['This', 'endless', 'blonde', 'babble', "I'm"], ['endless', 'blonde', 'babble', "I'm", 'like'], ['blonde', 'babble', "I'm", 'like', 'boring'], ['babble', "I'm", 'like', 'boring', 'myself'], ["I'm", 'like', 'boring', 'myself', 'What'], ['like', 'boring', 'myself', 'What', 'crap'], ['boring', 'myself', 'What', 'crap', 'do'], ['myself', 'What', 'crap', 'do', 'you'], ['What', 'crap', 'do', 'you', 'listen'], ['crap', 'do', 'you', 'listen', 'to'], ['do', 'you', 'listen', 'to', 'this'], ['you', 'listen', 'to', 'this', 'crap'], ['listen', 'to', 'this', 'crap', 'No'], ['to', 'this', 'crap', 'No', 'Then'], ['this', 'crap', 'No', 'Then', 'Guillermo'], ['crap', 'No', 'Then', 'Guillermo', 'says'], ['No', 'Then', 'Guillermo', 'says', '"If'], ['Then', 'Guillermo', 'says', '"If', 'you'], ['Guillermo', 'says', '"If', 'you', 'go'], ['says', '"If', 'you', 'go', 'any'], ['"If', 'you', 'go', 'any', 'lighter'], ['you', 'go', 'any', 'lighter', "you're"], ['go', 'any', 'lighter', "you're", 'gonna'], ['any', 'lighter', "you're", 'gonna', 'look'], ['lighter', "you're", 'gonna', 'look', 'like'], ["you're", 'gonna', 'look', 'like', 'an'], ['gonna', 'look', 'like', 'an', 'extra'], ['look', 'like', 'an', 'extra', 'on'], ['like', 'an', 'extra', 'on', '90210'], ['an', 'extra', 'on', '90210', 'You'], ['extra', 'on', '90210', 'You', 'always'], ['on', '90210', 'You', 'always', 'been'], ['90210', 'You', 'always', 'been', 'this'], ['You', 'always', 'been', 'this', 'selfish'], ['always', 'been', 'this', 'selfish', 'But'], ['been', 'this', 'selfish', 'But', 'Then'], ['this', 'selfish', 'But', 'Then', "that's"], ['selfish', 'But', 'Then', "that's", 'all'], ['But', 'Then', "that's", 'all', 'you'], ['Then', "that's", 'all', 'you', 'had'], ["that's", 'all', 'you', 'had', 'to'], ['all', 'you', 'had', 'to', 'say'], ['you', 'had', 'to', 'say', 'Well'], ['had', 'to', 'say', 'Well', 'no'], ['to', 'say', 'Well', 'no', 'You'], ['say', 'Well', 'no', 'You', 'never'], ['Well', 'no', 'You', 'never', 'wanted'], ['no', 'You', 'never', 'wanted', 'to'], ['You', 'never', 'wanted', 'to', 'go'], ['never', 'wanted', 'to', 'go', 'out'], ['wanted', 'to', 'go', 'out', 'with'], ['to', 'go', 'out', 'with', "'me"], ['go', 'out', 'with', "'me", 'did'], ['out', 'with', "'me", 'did', 'you'], ['with', "'me", 'did', 'you', 'was'], ["'me", 'did', 'you', 'was', 'looked'], ['did', 'you', 'was', 'looked', 'for'], ['you', 'was', 'looked', 'for', 'you'], ['was', 'looked', 'for', 'you', 'back'], ['looked', 'for', 'you', 'back', 'at'], ['for', 'you', 'back', 'at', 'the'], ['you', 'back', 'at', 'the', 'party'], ['back', 'at', 'the', 'party', 'but'], ['at', 'the', 'party', 'but', 'you'], ['the', 'party', 'but', 'you', 'always'], ['party', 'but', 'you', 'always', 'seemed'], ['but', 'you', 'always', 'seemed', 'to'], ['you', 'always', 'seemed', 'to', 'be'], ['always', 'seemed', 'to', 'be', '"occupied"'], ['seemed', 'to', 'be', '"occupied"', 'Tons'], ['to', 'be', '"occupied"', 'Tons', 'Have'], ['be', '"occupied"', 'Tons', 'Have', 'fun'], ['"occupied"', 'Tons', 'Have', 'fun', 'tonight'], ['Tons', 'Have', 'fun', 'tonight', 'believe'], ['Have', 'fun', 'tonight', 'believe', 'we'], ['fun', 'tonight', 'believe', 'we', 'share'], ['tonight', 'believe', 'we', 'share', 'an'], ['believe', 'we', 'share', 'an', 'art'], ['we', 'share', 'an', 'art', 'instructor'], ['share', 'an', 'art', 'instructor', 'You'], ['an', 'art', 'instructor', 'You', 'know'], ['art', 'instructor', 'You', 'know', 'Chastity'], ['instructor', 'You', 'know', 'Chastity', 'Looks'], ['You', 'know', 'Chastity', 'Looks', 'like'], ['know', 'Chastity', 'Looks', 'like', 'things'], ['Chastity', 'Looks', 'like', 'things', 'worked'], ['Looks', 'like', 'things', 'worked', 'out'], ['like', 'things', 'worked', 'out', 'tonight'], ['things', 'worked', 'out', 'tonight', 'huh'], ['worked', 'out', 'tonight', 'huh', 'Hi'], ['out', 'tonight', 'huh', 'Hi', 'Who'], ['tonight', 'huh', 'Hi', 'Who', 'knows'], ['huh', 'Hi', 'Who', 'knows', 'All'], ['Hi', 'Who', 'knows', 'All', "I've"], ['Who', 'knows', 'All', "I've", 'ever'], ['knows', 'All', "I've", 'ever', 'heard'], ['All', "I've", 'ever', 'heard', 'her'], ["I've", 'ever', 'heard', 'her', 'say'], ['ever', 'heard', 'her', 'say', 'is'], ['heard', 'her', 'say', 'is', 'that'], ['her', 'say', 'is', 'that', "she'd"], ['say', 'is', 'that', "she'd", 'dip'], ['is', 'that', "she'd", 'dip', 'before'], ['that', "she'd", 'dip', 'before', 'dating'], ["she'd", 'dip', 'before', 'dating', 'guy'], ['dip', 'before', 'dating', 'guy', 'that'], ['before', 'dating', 'guy', 'that', 'smokes'], ['dating', 'guy', 'that', 'smokes', 'So'], ['guy', 'that', 'smokes', 'So', "that's"], ['that', 'smokes', 'So', "that's", 'the'], ['smokes', 'So', "that's", 'the', 'kind'], ['So', "that's", 'the', 'kind', 'of'], ["that's", 'the', 'kind', 'of', 'guy'], ['the', 'kind', 'of', 'guy', 'she'], ['kind', 'of', 'guy', 'she', 'likes'], ['of', 'guy', 'she', 'likes', 'Pretty'], ['guy', 'she', 'likes', 'Pretty', 'ones'], ['she', 'likes', 'Pretty', 'ones', 'Lesbian'], ['likes', 'Pretty', 'ones', 'Lesbian', 'No'], ['Pretty', 'ones', 'Lesbian', 'No', 'found'], ['ones', 'Lesbian', 'No', 'found', 'picture'], ['Lesbian', 'No', 'found', 'picture', 'of'], ['No', 'found', 'picture', 'of', 'Jared'], ['found', 'picture', 'of', 'Jared', 'Leto'], ['picture', 'of', 'Jared', 'Leto', 'in'], ['of', 'Jared', 'Leto', 'in', 'one'], ['Jared', 'Leto', 'in', 'one', 'of'], ['Leto', 'in', 'one', 'of', 'her'], ['in', 'one', 'of', 'her', 'drawers'], ['one', 'of', 'her', 'drawers', 'so'], ['of', 'her', 'drawers', 'so', "I'm"], ['her', 'drawers', 'so', "I'm", 'pretty'], ['drawers', 'so', "I'm", 'pretty', 'sure'], ['so', "I'm", 'pretty', 'sure', "she's"], ["I'm", 'pretty', 'sure', "she's", 'not'], ['pretty', 'sure', "she's", 'not', 'harboring'], ['sure', "she's", 'not', 'harboring', 'same'], ["she's", 'not', 'harboring', 'same', 'sex'], ['not', 'harboring', 'same', 'sex', 'tendencies'], ['harboring', 'same', 'sex', 'tendencies', "She's"], ['same', 'sex', 'tendencies', "She's", 'not'], ['sex', 'tendencies', "She's", 'not', "I'm"], ['tendencies', "She's", 'not', "I'm", "workin'"], ["She's", 'not', "I'm", "workin'", 'on'], ['not', "I'm", "workin'", 'on', 'it'], ["I'm", "workin'", 'on', 'it', 'But'], ["workin'", 'on', 'it', 'But', 'she'], ['on', 'it', 'But', 'she', "doesn't"], ['it', 'But', 'she', "doesn't", 'seem'], ['But', 'she', "doesn't", 'seem', 'to'], ['she', "doesn't", 'seem', 'to', 'be'], ["doesn't", 'seem', 'to', 'be', "goin'"], ['seem', 'to', 'be', "goin'", 'for'], ['to', 'be', "goin'", 'for', 'him'], ['be', "goin'", 'for', 'him', 'really'], ["goin'", 'for', 'him', 'really', 'really'], ['for', 'him', 'really', 'really', 'really'], ['him', 'really', 'really', 'really', 'wanna'], ['really', 'really', 'really', 'wanna', 'go'], ['really', 'really', 'wanna', 'go', 'but'], ['really', 'wanna', 'go', 'but', "can't"], ['wanna', 'go', 'but', "can't", 'Not'], ['go', 'but', "can't", 'Not', 'unless'], ['but', "can't", 'Not', 'unless', 'my'], ["can't", 'Not', 'unless', 'my', 'sister'], ['Not', 'unless', 'my', 'sister', 'goes'], ['unless', 'my', 'sister', 'goes', 'Sure'], ['my', 'sister', 'goes', 'Sure', 'have'], ['sister', 'goes', 'Sure', 'have', "Eber's"], ['goes', 'Sure', 'have', "Eber's", 'Deep'], ['Sure', 'have', "Eber's", 'Deep', 'Conditioner'], ['have', "Eber's", 'Deep', 'Conditioner', 'every'], ["Eber's", 'Deep', 'Conditioner', 'every', 'two'], ['Deep', 'Conditioner', 'every', 'two', 'days'], ['Conditioner', 'every', 'two', 'days', 'And'], ['every', 'two', 'days', 'And', 'never'], ['two', 'days', 'And', 'never', 'ever'], ['days', 'And', 'never', 'ever', 'use'], ['And', 'never', 'ever', 'use', 'blowdryer'], ['never', 'ever', 'use', 'blowdryer', 'without'], ['ever', 'use', 'blowdryer', 'without', 'the'], ['use', 'blowdryer', 'without', 'the', 'diffuser'], ['blowdryer', 'without', 'the', 'diffuser', 'attachment'], ['without', 'the', 'diffuser', 'attachment', 'How'], ['the', 'diffuser', 'attachment', 'How', 'do'], ['diffuser', 'attachment', 'How', 'do', 'you'], ['attachment', 'How', 'do', 'you', 'get'], ['How', 'do', 'you', 'get', 'your'], ['do', 'you', 'get', 'your', 'hair'], ['you', 'get', 'your', 'hair', 'to'], ['get', 'your', 'hair', 'to', 'look'], ['your', 'hair', 'to', 'look', 'like'], ['hair', 'to', 'look', 'like', 'that'], ['to', 'look', 'like', 'that', "You're"], ['look', 'like', 'that', "You're", 'sweet'], ['like', 'that', "You're", 'sweet', 'You'], ['that', "You're", 'sweet', 'You', 'have'], ["You're", 'sweet', 'You', 'have', 'my'], ['sweet', 'You', 'have', 'my', 'word'], ['You', 'have', 'my', 'word', 'As'], ['have', 'my', 'word', 'As', 'gentleman'], ['my', 'word', 'As', 'gentleman', 'counted'], ['word', 'As', 'gentleman', 'counted', 'on'], ['As', 'gentleman', 'counted', 'on', 'you'], ['gentleman', 'counted', 'on', 'you', 'to'], ['counted', 'on', 'you', 'to', 'help'], ['on', 'you', 'to', 'help', 'my'], ['you', 'to', 'help', 'my', 'cause'], ['to', 'help', 'my', 'cause', 'You'], ['help', 'my', 'cause', 'You', 'and'], ['my', 'cause', 'You', 'and', 'that'], ['cause', 'You', 'and', 'that', 'thug'], ['You', 'and', 'that', 'thug', 'are'], ['and', 'that', 'thug', 'are', 'obviously'], ['that', 'thug', 'are', 'obviously', 'failing'], ['thug', 'are', 'obviously', 'failing', "Aren't"], ['are', 'obviously', 'failing', "Aren't", 'we'], ['obviously', 'failing', "Aren't", 'we', 'ever'], ['failing', "Aren't", 'we', 'ever', 'going'], ["Aren't", 'we', 'ever', 'going', 'on'], ['we', 'ever', 'going', 'on', 'our'], ['ever', 'going', 'on', 'our', 'date'], ['going', 'on', 'our', 'date', 'You'], ['on', 'our', 'date', 'You', 'got'], ['our', 'date', 'You', 'got', 'something'], ['date', 'You', 'got', 'something', 'on'], ['You', 'got', 'something', 'on', 'your'], ['got', 'something', 'on', 'your', 'mind'], ['something', 'on', 'your', 'mind', 'Where'], ['on', 'your', 'mind', 'Where', 'There'], ['your', 'mind', 'Where', 'There', 'Well'], ['mind', 'Where', 'There', 'Well', "there's"], ['Where', 'There', 'Well', "there's", 'someone'], ['There', 'Well', "there's", 'someone', 'think'], ['Well', "there's", 'someone', 'think', 'might'], ["there's", 'someone', 'think', 'might', 'be'], ['someone', 'think', 'might', 'be', 'How'], ['think', 'might', 'be', 'How', 'is'], ['might', 'be', 'How', 'is', 'our'], ['be', 'How', 'is', 'our', 'little'], ['How', 'is', 'our', 'little', 'Find'], ['is', 'our', 'little', 'Find', 'the'], ['our', 'little', 'Find', 'the', 'Wench'], ['little', 'Find', 'the', 'Wench', 'Date'], ['Find', 'the', 'Wench', 'Date', 'plan'], ['the', 'Wench', 'Date', 'plan', 'progressing'], ['Wench', 'Date', 'plan', 'progressing', 'Forget'], ['Date', 'plan', 'progressing', 'Forget', 'French'], ['plan', 'progressing', 'Forget', 'French', "That's"], ['progressing', 'Forget', 'French', "That's", 'because'], ['Forget', 'French', "That's", 'because', "it's"], ['French', "That's", 'because', "it's", 'such'], ["That's", 'because', "it's", 'such', 'nice'], ['because', "it's", 'such', 'nice', 'one'], ["it's", 'such', 'nice', 'one', "don't"], ['such', 'nice', 'one', "don't", 'want'], ['nice', 'one', "don't", 'want', 'to'], ['one', "don't", 'want', 'to', 'know'], ["don't", 'want', 'to', 'know', 'how'], ['want', 'to', 'know', 'how', 'to'], ['to', 'know', 'how', 'to', 'say'], ['know', 'how', 'to', 'say', 'that'], ['how', 'to', 'say', 'that', 'though'], ['to', 'say', 'that', 'though', 'want'], ['say', 'that', 'though', 'want', 'to'], ['that', 'though', 'want', 'to', 'know'], ['though', 'want', 'to', 'know', 'useful'], ['want', 'to', 'know', 'useful', 'things'], ['to', 'know', 'useful', 'things', 'Like'], ['know', 'useful', 'things', 'Like', 'where'], ['useful', 'things', 'Like', 'where', 'the'], ['things', 'Like', 'where', 'the', 'good'], ['Like', 'where', 'the', 'good', 'stores'], ['where', 'the', 'good', 'stores', 'are'], ['the', 'good', 'stores', 'are', 'How'], ['good', 'stores', 'are', 'How', 'much'], ['stores', 'are', 'How', 'much', 'does'], ['are', 'How', 'much', 'does', 'champagne'], ['How', 'much', 'does', 'champagne', 'cost'], ['much', 'does', 'champagne', 'cost', 'Stuff'], ['does', 'champagne', 'cost', 'Stuff', 'like'], ['champagne', 'cost', 'Stuff', 'like', 'Chat'], ['cost', 'Stuff', 'like', 'Chat', 'have'], ['Stuff', 'like', 'Chat', 'have', 'never'], ['like', 'Chat', 'have', 'never', 'in'], ['Chat', 'have', 'never', 'in', 'my'], ['have', 'never', 'in', 'my', 'life'], ['never', 'in', 'my', 'life', 'had'], ['in', 'my', 'life', 'had', 'to'], ['my', 'life', 'had', 'to', 'point'], ['life', 'had', 'to', 'point', 'out'], ['had', 'to', 'point', 'out', 'my'], ['to', 'point', 'out', 'my', 'head'], ['point', 'out', 'my', 'head', 'to'], ['out', 'my', 'head', 'to', 'someone'], ['my', 'head', 'to', 'someone', 'Right'], ['head', 'to', 'someone', 'Right', 'See'], ['to', 'someone', 'Right', 'See', "You're"], ['someone', 'Right', 'See', "You're", 'ready'], ['Right', 'See', "You're", 'ready', 'for'], ['See', "You're", 'ready', 'for', 'the'], ["You're", 'ready', 'for', 'the', 'quiz'], ['ready', 'for', 'the', 'quiz', "C'esc"], ['for', 'the', 'quiz', "C'esc", 'ma'], ['the', 'quiz', "C'esc", 'ma', 'tete'], ['quiz', "C'esc", 'ma', 'tete', 'This'], ["C'esc", 'ma', 'tete', 'This', 'is'], ['ma', 'tete', 'This', 'is', 'my'], ['tete', 'This', 'is', 'my', 'head'], ['This', 'is', 'my', 'head', 'Let'], ['is', 'my', 'head', 'Let', 'me'], ['my', 'head', 'Let', 'me', 'see'], ['head', 'Let', 'me', 'see', 'what'], ['Let', 'me', 'see', 'what', 'can'], ['me', 'see', 'what', 'can', 'do'], ['see', 'what', 'can', 'do', 'Gosh'], ['what', 'can', 'do', 'Gosh', 'if'], ['can', 'do', 'Gosh', 'if', 'only'], ['do', 'Gosh', 'if', 'only', 'we'], ['Gosh', 'if', 'only', 'we', 'could'], ['if', 'only', 'we', 'could', 'find'], ['only', 'we', 'could', 'find', 'Kat'], ['we', 'could', 'find', 'Kat', 'boyfriend'], ['could', 'find', 'Kat', 'boyfriend', "That's"], ['find', 'Kat', 'boyfriend', "That's", 'shame'], ['Kat', 'boyfriend', "That's", 'shame', 'Unsolved'], ['boyfriend', "That's", 'shame', 'Unsolved', 'mystery'], ["That's", 'shame', 'Unsolved', 'mystery', 'She'], ['shame', 'Unsolved', 'mystery', 'She', 'used'], ['Unsolved', 'mystery', 'She', 'used', 'to'], ['mystery', 'She', 'used', 'to', 'be'], ['She', 'used', 'to', 'be', 'really'], ['used', 'to', 'be', 'really', 'popular'], ['to', 'be', 'really', 'popular', 'when'], ['be', 'really', 'popular', 'when', 'she'], ['really', 'popular', 'when', 'she', 'started'], ['popular', 'when', 'she', 'started', 'high'], ['when', 'she', 'started', 'high', 'school'], ['she', 'started', 'high', 'school', 'then'], ['started', 'high', 'school', 'then', 'it'], ['high', 'school', 'then', 'it', 'was'], ['school', 'then', 'it', 'was', 'just'], ['then', 'it', 'was', 'just', 'like'], ['it', 'was', 'just', 'like', 'she'], ['was', 'just', 'like', 'she', 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['loop', 'or', 'is', 'it', 'just'], ['or', 'is', 'it', 'just', 'me'], ['is', 'it', 'just', 'me', 'No'], ['it', 'just', 'me', 'No', 'just'], ['just', 'me', 'No', 'just', 'wanted'], ['me', 'No', 'just', 'wanted', 'What'], ['No', 'just', 'wanted', 'What', 'To'], ['just', 'wanted', 'What', 'To', 'completely'], ['wanted', 'What', 'To', 'completely', 'damage'], ['What', 'To', 'completely', 'damage', 'me'], ['To', 'completely', 'damage', 'me', 'To'], ['completely', 'damage', 'me', 'To', 'send'], ['damage', 'me', 'To', 'send', 'me'], ['me', 'To', 'send', 'me', 'to'], ['To', 'send', 'me', 'to', 'therapy'], ['send', 'me', 'to', 'therapy', 'forever'], ['me', 'to', 'therapy', 'forever', 'What'], ['to', 'therapy', 'forever', 'What', 'just'], ['therapy', 'forever', 'What', 'just', 'wanted'], ['forever', 'What', 'just', 'wanted', 'You'], ['What', 'just', 'wanted', 'You', 'set'], ['just', 'wanted', 'You', 'set', 'me'], ['wanted', 'You', 'set', 'me', 'up'], ['You', 'set', 'me', 'up', 'Let'], ['set', 'me', 'up', 'Let', 'go'], ['me', 'up', 'Let', 'go', 'So'], ['up', 'Let', 'go', 'So', 'did'], ['Let', 'go', 'So', 'did', 'you'], ['go', 'So', 'did', 'you', 'You'], ['So', 'did', 'you', 'You', 'looked'], ['did', 'you', 'You', 'looked', 'beautiful'], ['you', 'You', 'looked', 'beautiful', 'last'], ['You', 'looked', 'beautiful', 'last', 'night'], ['looked', 'beautiful', 'last', 'night', 'you'], ['beautiful', 'last', 'night', 'you', 'know'], ['last', 'night', 'you', 'know', 'guess'], ['night', 'you', 'know', 'guess', "I'll"], ['you', 'know', 'guess', "I'll", 'never'], ['know', 'guess', "I'll", 'never', 'know'], ['guess', "I'll", 'never', 'know', 'will'], ["I'll", 'never', 'know', 'will', 'Not'], ['never', 'know', 'will', 'Not', 'all'], ['know', 'will', 'Not', 'all', 'experiences'], ['will', 'Not', 'all', 'experiences', 'are'], ['Not', 'all', 'experiences', 'are', 'good'], ['all', 'experiences', 'are', 'good', 'Bianca'], ['experiences', 'are', 'good', 'Bianca', 'You'], ['are', 'good', 'Bianca', 'You', "can't"], ['good', 'Bianca', 'You', "can't", 'always'], ['Bianca', 'You', "can't", 'always', 'trust'], ['You', "can't", 'always', 'trust', 'the'], ["can't", 'always', 'trust', 'the', 'people'], ['always', 'trust', 'the', 'people', 'you'], ['trust', 'the', 'people', 'you', 'want'], ['the', 'people', 'you', 'want', 'to'], ['people', 'you', 'want', 'to', 'God'], ['you', 'want', 'to', 'God', "you're"], ['want', 'to', 'God', "you're", 'just'], ['to', 'God', "you're", 'just', 'like'], ['God', "you're", 'just', 'like', 'him'], ["you're", 'just', 'like', 'him', 'Just'], ['just', 'like', 'him', 'Just', 'keep'], ['like', 'him', 'Just', 'keep', 'me'], ['him', 'Just', 'keep', 'me', 'locked'], ['Just', 'keep', 'me', 'locked', 'away'], ['keep', 'me', 'locked', 'away', 'in'], ['me', 'locked', 'away', 'in', 'the'], ['locked', 'away', 'in', 'the', 'dark'], ['away', 'in', 'the', 'dark', 'so'], ['in', 'the', 'dark', 'so', "can't"], ['the', 'dark', 'so', "can't", 'experience'], ['dark', 'so', "can't", 'experience', 'anything'], ['so', "can't", 'experience', 'anything', 'for'], ["can't", 'experience', 'anything', 'for', 'myself'], ['experience', 'anything', 'for', 'myself', 'guess'], ['anything', 'for', 'myself', 'guess', 'thought'], ['for', 'myself', 'guess', 'thought', 'was'], ['myself', 'guess', 'thought', 'was', 'protecting'], ['guess', 'thought', 'was', 'protecting', 'you'], ['thought', 'was', 'protecting', 'you', "I'm"], ['was', 'protecting', 'you', "I'm", 'not'], ['protecting', 'you', "I'm", 'not', 'stupid'], ['you', "I'm", 'not', 'stupid', 'enough'], ["I'm", 'not', 'stupid', 'enough', 'to'], ['not', 'stupid', 'enough', 'to', 'repeat'], ['stupid', 'enough', 'to', 'repeat', 'your'], ['enough', 'to', 'repeat', 'your', 'mistakes'], ['to', 'repeat', 'your', 'mistakes', "That's"], ['repeat', 'your', 'mistakes', "That's", 'not'], ['your', 'mistakes', "That's", 'not', 'No'], ['mistakes', "That's", 'not', 'No', 'you'], ["That's", 'not', 'No', 'you', "didn't"], ['not', 'No', 'you', "didn't", 'If'], ['No', 'you', "didn't", 'If', 'you'], ['you', "didn't", 'If', 'you', 'really'], ["didn't", 'If', 'you', 'really', 'thought'], ['If', 'you', 'really', 'thought', 'could'], ['you', 'really', 'thought', 'could', 'make'], ['really', 'thought', 'could', 'make', 'my'], ['thought', 'could', 'make', 'my', 'own'], ['could', 'make', 'my', 'own', 'decisions'], ['make', 'my', 'own', 'decisions', 'you'], ['my', 'own', 'decisions', 'you', "would've"], ['own', 'decisions', 'you', "would've", 'let'], ['decisions', 'you', "would've", 'let', 'me'], ['you', "would've", 'let', 'me', 'go'], ["would've", 'let', 'me', 'go', 'out'], ['let', 'me', 'go', 'out', 'with'], ['me', 'go', 'out', 'with', 'him'], ['go', 'out', 'with', 'him', 'instead'], ['out', 'with', 'him', 'instead', 'of'], ['with', 'him', 'instead', 'of', 'helping'], ['him', 'instead', 'of', 'helping', 'Daddy'], ['instead', 'of', 'helping', 'Daddy', 'hold'], ['of', 'helping', 'Daddy', 'hold', 'me'], ['helping', 'Daddy', 'hold', 'me', 'hostage'], ['Daddy', 'hold', 'me', 'hostage', 'wanted'], ['hold', 'me', 'hostage', 'wanted', 'to'], ['me', 'hostage', 'wanted', 'to', 'let'], ['hostage', 'wanted', 'to', 'let', 'you'], ['wanted', 'to', 'let', 'you', 'make'], ['to', 'let', 'you', 'make', 'up'], ['let', 'you', 'make', 'up', 'your'], ['you', 'make', 'up', 'your', 'own'], ['make', 'up', 'your', 'own', 'mind'], ['up', 'your', 'own', 'mind', 'about'], ['your', 'own', 'mind', 'about', 'him'], ['own', 'mind', 'about', 'him', 'Why'], ['mind', 'about', 'him', 'Why', "didn't"], ['about', 'him', 'Why', "didn't", 'you'], ['him', 'Why', "didn't", 'you', 'tell'], ['Why', "didn't", 'you', 'tell', 'me'], ["didn't", 'you', 'tell', 'me', 'After'], ['you', 'tell', 'me', 'After', 'that'], ['tell', 'me', 'After', 'that', 'swore'], ['me', 'After', 'that', 'swore', "I'd"], ['After', 'that', 'swore', "I'd", 'never'], ['that', 'swore', "I'd", 'never', 'do'], ['swore', "I'd", 'never', 'do', 'anything'], ["I'd", 'never', 'do', 'anything', 'just'], ['never', 'do', 'anything', 'just', 'because'], ['do', 'anything', 'just', 'because', '"everyone'], ['anything', 'just', 'because', '"everyone', 'else"'], ['just', 'because', '"everyone', 'else"', 'was'], ['because', '"everyone', 'else"', 'was', 'doing'], ['"everyone', 'else"', 'was', 'doing', 'it'], ['else"', 'was', 'doing', 'it', 'And'], ['was', 'doing', 'it', 'And', "haven't"], ['doing', 'it', 'And', "haven't", 'since'], ['it', 'And', "haven't", 'since', 'Except'], ['And', "haven't", 'since', 'Except', 'for'], ["haven't", 'since', 'Except', 'for', "Bogey's"], ['since', 'Except', 'for', "Bogey's", 'party'], ['Except', 'for', "Bogey's", 'party', 'and'], ['for', "Bogey's", 'party', 'and', 'my'], ["Bogey's", 'party', 'and', 'my', 'stunning'], ['party', 'and', 'my', 'stunning', 'gastro'], ['and', 'my', 'stunning', 'gastro', 'intestinal'], ['my', 'stunning', 'gastro', 'intestinal', 'display'], ['stunning', 'gastro', 'intestinal', 'display', 'But'], ['gastro', 'intestinal', 'display', 'But', 'Just'], ['intestinal', 'display', 'But', 'Just', 'once'], ['display', 'But', 'Just', 'once', 'Afterwards'], ['But', 'Just', 'once', 'Afterwards', 'told'], ['Just', 'once', 'Afterwards', 'told', 'him'], ['once', 'Afterwards', 'told', 'him', "didn't"], ['Afterwards', 'told', 'him', "didn't", 'want'], ['told', 'him', "didn't", 'want', 'to'], ['him', "didn't", 'want', 'to', 'anymore'], ["didn't", 'want', 'to', 'anymore', "wasn't"], ['want', 'to', 'anymore', "wasn't", 'ready'], ['to', 'anymore', "wasn't", 'ready', 'He'], ['anymore', "wasn't", 'ready', 'He', 'got'], ["wasn't", 'ready', 'He', 'got', 'pissed'], ['ready', 'He', 'got', 'pissed', 'Then'], ['He', 'got', 'pissed', 'Then', 'he'], ['got', 'pissed', 'Then', 'he', 'broke'], ['pissed', 'Then', 'he', 'broke', 'up'], ['Then', 'he', 'broke', 'up', 'with'], ['he', 'broke', 'up', 'with', 'me'], ['broke', 'up', 'with', 'me', 'You'], ['up', 'with', 'me', 'You', 'did'], ['with', 'me', 'You', 'did', 'what'], ['me', 'You', 'did', 'what', 'He'], ['You', 'did', 'what', 'He', 'said'], ['did', 'what', 'He', 'said', 'everyone'], ['what', 'He', 'said', 'everyone', 'was'], ['He', 'said', 'everyone', 'was', 'doing'], ['said', 'everyone', 'was', 'doing', 'it'], ['everyone', 'was', 'doing', 'it', 'So'], ['was', 'doing', 'it', 'So', 'did'], ['doing', 'it', 'So', 'did', 'it'], ...]
ld
['They', 'do', 'not', 'They', 'do', 'to', 'hope', 'so', 'She', 'okay', "Let's", 'go', 'Wow', 'Okay', "you're", 'gonna', 'need', 'to', 'learn', 'how', 'to', 'lie', 'No', "I'm", 'kidding', 'You', 'know', 'how', 'sometimes', 'you', 'just', 'become', 'this', '"persona"', 'And', 'you', "don't", 'know', 'how', 'to', 'quit', 'Like', 'my', 'fear', 'of', 'wearing', 'pastels', 'The', '"real', 'you"', 'What', 'good', 'stuff', 'figured', "you'd", 'get', 'to', 'the', 'good', 'stuff', 'eventually', 'Thank', 'God', 'If', 'had', 'to', 'hear', 'one', 'more', 'story', 'about', 'your', 'coiffure', 'Me', 'This', 'endless', 'blonde', 'babble', "I'm", 'like', 'boring', 'myself', 'What', 'crap', 'do', 'you', 'listen', 'to', 'this', 'crap', 'No', 'Then', 'Guillermo', 'says', '"If', 'you', 'go', 'any', 'lighter', "you're", 'gonna', 'look', 'like', 'an', 'extra', 'on', '90210', 'You', 'always', 'been', 'this', 'selfish', 'But', 'Then', "that's", 'all', 'you', 'had', 'to', 'say', 'Well', 'no', 'You', 'never', 'wanted', 'to', 'go', 'out', 'with', "'me", 'did', 'you', 'was', 'looked', 'for', 'you', 'back', 'at', 'the', 'party', 'but', 'you', 'always', 'seemed', 'to', 'be', '"occupied"', 'Tons', 'Have', 'fun', 'tonight', 'believe', 'we', 'share', 'an', 'art', 'instructor', 'You', 'know', 'Chastity', 'Looks', 'like', 'things', 'worked', 'out', 'tonight', 'huh', 'Hi', 'Who', 'knows', 'All', "I've", 'ever', 'heard', 'her', 'say', 'is', 'that', "she'd", 'dip', 'before', 'dating', 'guy', 'that', 'smokes', 'So', "that's", 'the', 'kind', 'of', 'guy', 'she', 'likes', 'Pretty', 'ones', 'Lesbian', 'No', 'found', 'picture', 'of', 'Jared', 'Leto', 'in', 'one', 'of', 'her', 'drawers', 'so', "I'm", 'pretty', 'sure', "she's", 'not', 'harboring', 'same', 'sex', 'tendencies', "She's", 'not', "I'm", "workin'", 'on', 'it', 'But', 'she', "doesn't", 'seem', 'to', 'be', "goin'", 'for', 'him', 'really', 'really', 'really', 'wanna', 'go', 'but', "can't", 'Not', 'unless', 'my', 'sister', 'goes', 'Sure', 'have', "Eber's", 'Deep', 'Conditioner', 'every', 'two', 'days', 'And', 'never', 'ever', 'use', 'blowdryer', 'without', 'the', 'diffuser', 'attachment', 'How', 'do', 'you', 'get', 'your', 'hair', 'to', 'look', 'like', 'that', "You're", 'sweet', 'You', 'have', 'my', 'word', 'As', 'gentleman', 'counted', 'on', 'you', 'to', 'help', 'my', 'cause', 'You', 'and', 'that', 'thug', 'are', 'obviously', 'failing', "Aren't", 'we', 'ever', 'going', 'on', 'our', 'date', 'You', 'got', 'something', 'on', 'your', 'mind', 'Where', 'There', 'Well', "there's", 'someone', 'think', 'might', 'be', 'How', 'is', 'our', 'little', 'Find', 'the', 'Wench', 'Date', 'plan', 'progressing', 'Forget', 'French', "That's", 'because', "it's", 'such', 'nice', 'one', "don't", 'want', 'to', 'know', 'how', 'to', 'say', 'that', 'though', 'want', 'to', 'know', 'useful', 'things', 'Like', 'where', 'the', 'good', 'stores', 'are', 'How', 'much', 'does', 'champagne', 'cost', 'Stuff', 'like', 'Chat', 'have', 'never', 'in', 'my', 'life', 'had', 'to', 'point', 'out', 'my', 'head', 'to', 'someone', 'Right', 'See', "You're", 'ready', 'for', 'the', 'quiz', "C'esc", 'ma', 'tete', 'This', 'is', 'my', 'head', 'Let', 'me', 'see', 'what', 'can', 'do', 'Gosh', 'if', 'only', 'we', 'could', 'find', 'Kat', 'boyfriend', "That's", 'shame', 'Unsolved', 'mystery', 'She', 'used', 'to', 'be', 'really', 'popular', 'when', 'she', 'started', 'high', 'school', 'then', 'it', 'was', 'just', 'like', 'she', 'got', 'sick', 'of', 'it', 'or', 'something', 'Why', 'Seems', 'like', 'she', 'could', 'get', 'date', 'easy', 'enough', 'The', 'thing', 'is', 'Cameron', "I'm", 'at', 'the', 'mercy', 'of', 'particularly', 'hideous', 'breed', 'of', 'loser', 'My', 'sister', "can't", 'date', 'until', 'she', 'does', 'Cameron', 'No', 'no', "it's", 'my', 'fault', 'we', "didn't", 'have', 'proper', 'introduction', 'Forget', 'it', "You're", 'asking', 'me', 'out', "That's", 'so', 'cute', "What's", 'your', 'name', 'again', 'Okay', 'then', 'how', "'bout", 'we', 'try', 'out', 'some', 'French', 'cuisine', 'Saturday', 'Night', 'Not', 'the', 'hacking', 'and', 'gagging', 'and', 'spitting', 'part', 'Please', 'Well', 'thought', "we'd", 'start', 'with', 'pronunciation', 'if', "that's", 'okay', 'with', 'you', 'Can', 'we', 'make', 'this', 'quick', 'Roxanne', 'Korrine', 'and', 'Andrew', 'Barrett', 'are', 'having', 'an', 'incredibly', 'horrendous', 'public', 'break', 'up', 'on', 'the', 'quad', 'Again', 'did', 'You', 'think', 'you', 're', 'the', 'only', 'sophomore', 'at', 'the', 'prom', "don't", 'have', 'to', 'be', 'home', "'til", 'two', 'have', 'to', 'be', 'home', 'in', 'twenty', 'minutes', 'All', 'know', 'is', "I'd", 'give', 'up', 'my', 'private', 'line', 'to', 'go', 'out', 'with', 'guy', 'like', 'Joey', 'Sometimes', 'wonder', 'if', 'the', 'guys', "we're", 'supposed', 'to', 'want', 'to', 'go', 'out', 'with', 'are', 'the', 'ones', 'we', 'actually', 'want', 'to', 'go', 'out', 'with', 'you', 'know', 'Bianca', "don't", 'think', 'the', 'highlights', 'of', 'dating', 'Joey', 'Dorsey', 'are', 'going', 'to', 'include', 'door', 'opening', 'and', 'coat', 'holding', 'Combination', "don't", 'know', 'thought', "he'd", 'be', 'different', 'More', 'of', 'gentleman', 'Is', 'he', 'oily', 'or', 'dry', 'He', 'practically', 'proposed', 'when', 'he', 'found', 'out', 'we', 'had', 'the', 'same', 'dermatologist', 'mean', 'Dr', 'Bonchowski', 'is', 'great', 'an', 'all', 'but', "he's", 'not', 'exactly', 'relevant', 'party', 'conversation', 'Would', 'you', 'mind', 'getting', 'me', 'drink', 'Cameron', 'Great', 'Joey', 'Who', 'Where', 'did', 'he', 'go', 'He', 'was', 'just', 'here', 'You', 'might', 'wanna', 'think', 'about', 'it', 'No', 'Did', 'you', 'change', 'your', 'hair', 'You', 'know', 'the', 'deal', 'can', 'go', 'if', 'Kat', "doesn't", 'go', 'Listen', 'want', 'to', 'talk', 'to', 'you', 'about', 'the', 'prom', "You're", 'concentrating', 'awfully', 'hard', 'considering', "it's", 'gym', 'class', 'Hi', 'Joey', 'Hey', 'sweet', 'cheeks', 'My', 'agent', 'says', "I've", 'got', 'good', 'shot', 'at', 'being', 'the', 'Prada', 'guy', 'next', 'year', 'Neat', "It's", 'gay', 'cruise', 'line', 'but', "I'll", 'be', 'like', 'wearing', 'uniform', 'and', 'stuff', 'Queen', 'Harry', 'So', 'yeah', "I've", 'got', 'the', 'Sears', 'catalog', 'thing', 'going', 'and', 'the', 'tube', 'sock', 'gig', "that's", 'gonna', 'be', 'huge', 'And', 'then', "I'm", 'up', 'for', 'an', 'ad', 'for', 'Queen', 'Harry', 'next', 'week', 'Hopefully', 'Exactly', 'So', 'you', 'going', 'to', 'Bogey', "Lowenbrau's", 'thing', 'on', 'Saturday', 'Expensive', "It's", 'more', 'Perm', 'Patrick', 'is', 'that', "It's", 'just', 'you', 'Is', 'that', 'woman', 'complete', 'fruit', 'loop', 'or', 'is', 'it', 'just', 'me', 'No', 'just', 'wanted', 'What', 'To', 'completely', 'damage', 'me', 'To', 'send', 'me', 'to', 'therapy', 'forever', 'What', 'just', 'wanted', 'You', 'set', 'me', 'up', 'Let', 'go', 'So', 'did', 'you', 'You', 'looked', 'beautiful', 'last', 'night', 'you', 'know', 'guess', "I'll", 'never', 'know', 'will', 'Not', 'all', 'experiences', 'are', 'good', 'Bianca', 'You', "can't", 'always', 'trust', 'the', 'people', 'you', 'want', 'to', 'God', "you're", 'just', 'like', 'him', 'Just', 'keep', 'me', 'locked', 'away', 'in', 'the', 'dark', 'so', "can't", 'experience', 'anything', 'for', 'myself', 'guess', 'thought', 'was', 'protecting', 'you', "I'm", 'not', 'stupid', 'enough', 'to', 'repeat', 'your', 'mistakes', "That's", 'not', 'No', 'you', "didn't", 'If', 'you', 'really', 'thought', 'could', 'make', 'my', 'own', 'decisions', 'you', "would've", 'let', 'me', 'go', 'out', 'with', 'him', 'instead', 'of', 'helping', 'Daddy', 'hold', 'me', 'hostage', 'wanted', 'to', 'let', 'you', 'make', 'up', 'your', 'own', 'mind', 'about', 'him', 'Why', "didn't", 'you', 'tell', 'me', 'After', 'that', 'swore', "I'd", 'never', 'do', 'anything', 'just', 'because', '"everyone', 'else"', 'was', 'doing', 'it', 'And', "haven't", 'since', 'Except', 'for', "Bogey's", 'party', 'and', 'my', 'stunning', 'gastro', 'intestinal', 'display', 'But', 'Just', 'once', 'Afterwards', 'told', 'him', "didn't", 'want', 'to', 'anymore', "wasn't", 'ready', 'He', 'got', 'pissed', 'Then', 'he', 'broke', 'up', 'with', 'me', 'You', 'did', 'what', 'He', 'said', 'everyone', 'was', 'doing', ...]
from sklearn.preprocessing import LabelEncoder
le = LabelEncoder()
ld_labels = le.fit_transform(ld)
len(ld_labels)
3020266
len(ld)
3020266
ld_labels
array([34392, 47997, 61203, ..., 40874, 68484, 26595], dtype=int64)
val1 = 0
val2 = 5
ld_labels = list(ld_labels)
ld_label_matrix = []
for i in range(len(ld_labels)):
ld_label_matrix.append(np.array(ld_labels[val1:val2]))
val1 = val1+1
val2 = val2+1
ld_label_matrix = np.array(ld_label_matrix)
ld_label_matrix
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) ~\AppData\Local\Temp\ipykernel_37580\3087744578.py in <module> ----> 1 ld_label_matrix = np.array(ld_label_matrix) 2 ld_label_matrix ValueError: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3020266,) + inhomogeneous part.
ld_label_matrix
[array([34392, 47997, 61203, 34392, 47997], dtype=int64), array([47997, 61203, 34392, 47997, 73639], dtype=int64), array([61203, 34392, 47997, 73639, 54483], dtype=int64), array([34392, 47997, 73639, 54483, 70143], dtype=int64), array([47997, 73639, 54483, 70143, 31662], dtype=int64), array([73639, 54483, 70143, 31662, 61692], dtype=int64), array([54483, 70143, 31662, 61692, 22763], dtype=int64), array([70143, 31662, 61692, 22763, 52573], dtype=int64), array([31662, 61692, 22763, 52573, 37279], dtype=int64), array([61692, 22763, 52573, 37279, 26644], dtype=int64), array([22763, 52573, 37279, 26644, 77673], dtype=int64), array([52573, 37279, 26644, 77673, 52674], dtype=int64), array([37279, 26644, 77673, 52674, 60779], dtype=int64), array([26644, 77673, 52674, 60779, 73639], dtype=int64), array([77673, 52674, 60779, 73639, 57459], dtype=int64), array([52674, 60779, 73639, 57459, 54665], dtype=int64), array([60779, 73639, 57459, 54665, 73639], dtype=int64), array([73639, 57459, 54665, 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