Libraries / R Setup

##r chunk

library(reticulate)
## Warning: package 'reticulate' was built under R version 3.6.3
library(rJava)
## Warning: package 'rJava' was built under R version 3.6.3
library(tagger)

##devtools::install_github("bradleyboehmke/harrypotter")
library(harrypotter)

##pick one of the harrypotter books to analyze with your POS text
##https://github.com/bradleyboehmke/harrypotter check out the options
##load it using data(book title)


##data("prisoner_of_azkaban")
hp <- head(prisoner_of_azkaban)


##install.packages("qdap")

py_config()
## python:         C:/Users/punthakur/AppData/Local/Programs/Python/Python36/python.exe
## libpython:      C:/Users/punthakur/AppData/Local/Programs/Python/Python36/python36.dll
## pythonhome:     C:/Users/punthakur/AppData/Local/Programs/Python/Python36
## version:        3.6.0 (v3.6.0:41df79263a11, Dec 23 2016, 08:06:12) [MSC v.1900 64 bit (AMD64)]
## Architecture:   64bit
## numpy:          C:/Users/punthakur/AppData/Local/Programs/Python/Python36/Lib/site-packages/numpy
## numpy_version:  1.19.1
##python chunk

import spacy
import pandas as pd
import nltk
book_data = r.hp

nlp=spacy.load('en_core_web_sm')
import en_core_web_sm
nlp = en_core_web_sm.load()
pdata=r.hp[1]
pdata

## '\u3000\u3000AUNT MARGE\'S BIG MISTAKE\u3000\u3000Harry went down to breakfast the next morning to find the three Dursleys already sitting around the kitchen table. They were watching a brand-new television, a welcome-home-for-the-summer present for Dudley, who had been complaining loudly about the long walk between the fridge and the television in the living room. Dudley had spent most of the summer in the kitchen, his piggy little eyes fixed on the screen and his five chins wobbling as he ate continually.\u3000\u3000Harry sat down between Dudley and Uncle Vernon, a large, beefy man with very little neck and a lot of mustache. Far from wishing Harry a happy birthday, none of the Dursleys made any sign that they had noticed Harry enter the room, but Harry was far too used to this to care. He helped himself to a piece of toast and then looked up at the reporter on the television, who was halfway through a report on an escaped convict:\u3000\u3000"... The public is warned that Black is armed and extremely dangerous. A special hot line has been set up, and any sighting of Black should be reported immediately."\u3000\u3000"No need to tell us he\'s no good," snorted Uncle Vernon, staring over the top of his newspaper at the prisoner. "Look at the state of him, the filthy layabout! Look at his hair!"\u3000\u3000He shot a nasty look sideways at Harry, whose untidy hair had always been a source of great annoyance to Uncle Vernon. Compared to the man on the television, however, whose gaunt face was surrounded by a matted, elbow-length tangle, Harry felt very well groomed indeed.\u3000\u3000The reporter had reappeared.\u3000\u3000"The Ministry of Agriculture and Fisheries will announce today --"\u3000\u3000"Hang on!" barked Uncle Vernon, staring furiously at the reporter. "You didn\'t tell us where that maniac\'s escaped from! \\What use is that? Lunatic could be coming up the street right now!"\u3000\u3000Aunt Petunia, who was bony and horse-faced, whipped around and peered intently out of the kitchen window. Harry knew Aunt Petunia would simply love to be the one to call the hot line number. She was the nosiest woman in the world and spent most of her life spying on the boring, law-abiding neighbors.\u3000\u3000"When will they learn," said Uncle Vernon, pounding the table with his large purple fist, "that hanging\'s the only way to deal with these people?"\u3000\u3000"Very true," said Aunt Petunia, who was still squinting into next door\'s runner beans.\u3000\u3000Uncle Vernon drained his teacup, glanced at his watch, and added, "I\'d better be off in a minute, Petunia. Marge\'s train gets in at ten."\u3000\u3000Harry, whose thoughts had been upstairs with the Broomstick Servicing Kit, was brought back to earth with an unpleasant bump.\u3000\u3000"Aunt Marge?" he blurted out. "Sh -- she\'s not coming here, is she?"\u3000\u3000Aunt Marge was Uncle Vernon\'s sister. Even though she was not a blood relative of Harry\'s (whose mother had been Aunt Petunia\'s sister), he had been forced to call her "Aunt" all his life. Aunt Marge lived in the country, in a house with a large garden, where she bred bulldogs. She didn\'t often stay at Privet Drive, because she couldn\'t bear to leave her precious dogs, but each of her visits stood out horribly vividly in Harry\'s mind.\u3000\u3000At Dudley\'s fifth birthday party, Aunt Margo had whacked Harry around the shins with her walking stick to stop him from beating Dudley at musical statues. A few years later, she had turned up at Christmas with a computerized robot for Dudley and a box of dog biscuits for Harry. On her last visit, the year before Harry started at Hogwarts, Harry had accidentally trodden on the tail of her favorite dog. Ripper had chased Harry out into the garden and up a tree, and Aunt Marge had refused to call him off until past midnight. The memory of this incident still brought tears of laughter to Dudley\'s eyes.\u3000\u3000"Marge\'ll be here for a week," Uncle Vernon snarled, 11 and while we\'re on the subject" -- he pointed a fat finger threateningly at Harry -- "we need to get a few things straight before I go and collect her."\u3000\u3000Dudley smirked and withdrew his gaze from the television. Watching Harry being bullied by Uncle Vernon was Dudley\'s favorite form of entertainment.\u3000\u3000"Firstly," growled Uncle Vernon, "you\'ll keep a civil tongue in your head when you\'re talking to Marge."\u3000\u3000"All right," said Harry bitterly, "if she does when she\'s talking to me.\u3000\u3000"Secondly," said Uncle Vernon, acting as though he had not heard Harry\'s reply, "as Marge doesn\'t know anything about your abnormality, I don\'t want any -- any funny stuff while she\'s here.\u3000\u3000You behave yourself, got me?"\u3000\u3000"I will if she does," said Harry through gritted teeth.\u3000\u3000"And thirdly," said Uncle Vernon, his mean little eyes now slits in his great purple face, "we\'ve told Marge you attend St. Brutus\'s Secure Center for Incurably Criminal Boys."\u3000\u3000"What?" Harry yelled.\u3000\u3000"And you\'ll be sticking to that story, boy, or there\'ll be trouble, spat Uncle Vernon.\u3000\u3000Harry sat there, white-faced and furious, staring at Uncle Vernon, hardly able to believe it. Aunt Marge coming for a weeklong visit -- it was the worst birthday present the Dursleys had ever given him, including that pair of Uncle Vernon\'s old socks.\u3000\u3000"Well, Petunia," said Uncle Vernon, getting heavily to his feet, "I\'ll be off to the station, then. Want to come along for the ride, Dudders?"\u3000\u3000"No," said Dudley, whose attention had returned to the television now that Uncle Vernon had finished threatening Harry.\u3000\u3000"Duddy\'s got to make himself smart for his auntie," said Aunt Petunia, smoothing Dudley\'s thick blond hair. "Mummy\'s bought him a lovely new bow tie."\u3000\u3000Uncle Vernon clapped Dudley on his porky shoulder. "See you in a bit, then," he said, and he left the kitchen.\u3000\u3000Harry, who had been sitting in a kind of horrified trance, had a sudden idea. Abandoning his toast, he got quickly to his feet and followed Uncle Vernon to the front door.\u3000\u3000Uncle Vernon was pulling on his car coat.\u3000\u3000"I\'m not taking you," he snarled as he turned to see Harry watching him.\u3000\u3000"Like I wanted to come," said Harry coldly. "I want to ask you something."\u3000\u3000Uncle Vernon eyed him suspiciously.\u3000\u3000"Third years at Hog -- at my school are allowed to visit the village sometimes," said Harry.\u3000\u3000"So?" snapped Uncle Vernon, taking his car keys from a hook next to the door.\u3000\u3000"I need you to sign the permission form," said Harry in a rush.\u3000\u3000"And why should I do that?" sneered Uncle Vernon.\u3000\u3000"Well," said Harry, choosing his words carefully, "it\'ll be hard work, pretending to Aunt Marge I go to that St. Whatsits --"\u3000\u3000"St. Brutus\'s Secure Center for Incurably Criminal Boys!" bellowed Uncle Vernon, and Harry was pleased to hear a definite note of panic in Uncle Vernon\'s voice.\u3000\u3000"Exactly," said Harry, looking calmly up into Uncle Vernon\'s large, purple face. "It\'s a lot to remember. I\'ll have to make it sound convincing, won\'t I? What if I accidentally let something slip?"\u3000\u3000"You\'ll get the stuffing knocked out of you, won\'t you?" roared Uncle Vernon, advancing on Harry with his fist raised. But Harry stood his ground.\u3000\u3000"Knocking the stuffing out of me won\'t make Aunt Marge forget what I could tell her," he said grimly.\u3000\u3000Uncle Vernon stopped, his fist still raised, his face an ugly puce.\u3000\u3000"But if you sign my permission form," Harry went on quickly, "I swear I\'ll remember where I\'m supposed to go to school, and I\'ll act like a Mug -- like I\'m normal and everything."\u3000\u3000Harry could tell that Uncle Vernon was thinking it over, even if his teeth were bared and a vein was throbbing in his temple.\u3000\u3000"Right," he snapped finally. "I shall monitor your behavior carefully during Marge\'s visit. If, at the end of it, you\'ve toed the line and kept to the story, I\'ll sign your ruddy form."\u3000\u3000He wheeled around, pulled open the front door, and slammed it so hard that one of the little panes of glass at the top fell out.\u3000\u3000Harry didn\'t return to the kitchen. He went back upstairs to his bedroom. If he was going to act like a real Muggle, he\'d better start now. Slowly and sadly he gathered up all his presents and his birthday cards and hid them under the loose floorboard with his homework. Then he went to Hedwig\'s cage. Errol seemed to have recovered; he and Hedwig were both asleep, heads under their wings. Harry sighed, then poked them both awake.\u3000\u3000"Hedwig," he said gloomily, "you\'re going to have to clear off for a week. Go with Errol. Ron\'ll look after you. I\'ll write him a note, explaining. And don\'t look at me like that" -- Hedwig\'s large amber eyes were reproachful -- "it\'s not my fault. It\'s the only way I\'ll be allowed to visit Hogsmeade with Ron and Hermione."\u3000\u3000Ten minutes later, Errol and Hedwig (who had a note to Ron bound to her leg) soared out of the window and out of sight. Harry, now feeling thoroughly miserable, put the empty cage away inside the wardrobe.\u3000\u3000But Harry didn\'t have long to brood. In next to no time, Aunt Petunia was shrieking up the stairs for Harry to come down and get ready to welcome their guest.\u3000\u3000"Do something about your hair!" Aunt Petunia snapped as he reached the hall.\u3000\u3000Harry couldn\'t see the point of trying to make his hair lie flat. Aunt Marge loved criticizing him, so the untidier he looked, the happier she would be.\u3000\u3000All too soon, there was a crunch of gravel outside as Uncle Vernon\'s car pulled back into the driveway, then the clunk of the car doors and footsteps on the garden path.\u3000\u3000"Get the door!" Aunt Petunia hissed at Harry.\u3000\u3000A feeling of great gloom in his stomach, Harry pulled the door open.\u3000\u3000On the threshold stood Aunt Marge. She was very like Uncle Vernon: large, beefy, and purple- faced, she even had a mustache, though not as bushy as his. In one hand she held an enormous suitcase, and tucked under the other was an old and evil-tempered bulldog.\u3000\u3000"Where\'s my Dudders?" roared Aunt Marge. "Where\'s my neffy-poo?"\u3000\u3000Dudley came waddling down the hall, his blond hair plastered flat to his fat head, a bow tie just visible under his many chins. Aunt Marge thrust the suitcase into Harry\'s stomach, knocking the wind out of him, seized Dudley in a tight one-armed hug, and planted a large kiss on his cheek.\u3000\u3000Harry knew perfectly well that Dudley only put up with Aunt Marge\'s hugs because he was well paid for it, and sure enough, when they broke apart, Dudley had a crisp twenty-pound note clutched in his fat fist.\u3000\u3000"Petunia!" shouted Aunt Marge, striding past Harry as though he was a hat stand. Aunt Marge and Aunt Petunia kissed, or rather, Aunt Marge bumped her large jaw against Aunt Petunia\'s bony cheekbone.\u3000\u3000Uncle Vernon now came in, smiling jovially as he shut the door.\u3000\u3000"Tea, Marge?" he said. "And what will Ripper take?"\u3000\u3000"Ripper can have some tea out of my saucer," said Aunt Marge as they all proceeded into the kitchen, leaving Harry alone in the hall with the suitcase. But Harry wasn\'t complaining; any excuse not to be with Aunt Marge was fine by him, so he began to heave the case upstairs into the spare bedroom, taking as long as he could.\u3000\u3000By the time he got back to the kitchen, Aunt Marge had been supplied with tea and fruitcake, and Ripper was lapping noisily in the corner. Harry saw Aunt Petunia wince slightly as specks of tea and drool flecked her clean floor. Aunt Petunia hated animals.\u3000\u3000"Who\'s looking after the other dogs, Marge?" Uncle Vernon asked.\u3000\u3000"Oh, I\'ve got Colonel Fubster managing them," boomed Aunt Marge. "He\'s retired now, good for him to have something to do. But I couldn\'t leave poor old Ripper. He pines if he\'s away from me."\u3000\u3000Ripper began to growl again as Harry sat down. This directed Aunt Marge\'s attention to Harry for the first time.\u3000\u3000"So!" she barked. "Still here, are you?"\u3000\u3000"Yes," said Harry.\u3000\u3000"Don\'t you say yes\' in that ungrateful tone," Aunt Marge growled. "It\'s damn good of Vernon and Petunia to keep you. Wouldn\'t have done it myself. You\'d have gone straight to an orphanage if you\'d been dumped on my doorstep."\u3000\u3000Harry was bursting to say that he\'d rather live in an orphanage than with the Dursleys, but the thought of the Hogsmeade form stopped him. He forced his face into a painful smile.\u3000\u3000"Don\'t you smirk at me!" boomed Aunt Marge. "I can see you haven\'t improved since I last saw you. I hoped school would knock some manners into you." She took a large gulp of tea, wiped her mustache, and said, "Where is it that you send him, again, Vernon?"\u3000\u3000"St. Brutus\'s," said Uncle Vernon promptly. "It\'s a first-rate institution for hopeless cases."\u3000\u3000"I see," said Aunt Marge. "Do they use the cane at St. Brutus\'s, boy?" she barked across the table.\u3000\u3000"Er --"\u3000\u3000Uncle Vernon nodded curtly behind Aunt Marge\'s back.\u3000\u3000"Yes," said Harry. Then, feeling he might as well do the thing properly, he added, "all the time."\u3000\u3000"Excellent," said Aunt Marge. "I won\'t have this namby-pamby, wishy-washy nonsense about not hitting people who deserve it. A good thrashing is what\'s needed in ninety-nine cases out of a hundred. Have you been beaten often?"\u3000\u3000"Oh, yeah," said Harry, "loads of times."\u3000\u3000Aunt Marge narrowed her eyes.\u3000\u3000"I still don\'t like your tone, boy," she said. "If you can speak of your beatings in that casual way, they clearly aren\'t hitting you hard enough. Petunia, I\'d write if I were you. Make it clear that you approve the use of extreme force in this boy\'s case."\u3000\u3000Perhaps Uncle Vernon was worried that Harry might forget their bargain; in any case, he changed the subject abruptly.\u3000\u3000"Heard the news this morning, Marge? What about that escaped prisoner, eh?"\u3000\u3000As Aunt Marge started to make herself at home, Harry caught himself thinking almost longingly of life at number four without her. Uncle Vernon and Aunt Petunia usually encouraged Harry to stay out of their way, which Harry was only too happy to do. Aunt Marge, on the other hand, wanted Harry under her eye at all times, so that she could boom out suggestions for his improvement. She delighted in comparing Harry with Dudley, and took huge pleasure in buying Dudley expensive presents while glaring at Harry, as though daring him to ask why he hadn\'t got a present too. She also kept throwing out dark hints about what made Harry such an unsatisfactory person.\u3000\u3000"You mustn\'t blame yourself for the way the boy\'s turned out, Vernon," she said over lunch on the third day. "If there\'s something rotten on the inside, there\'s nothing anyone can do about it."\u3000\u3000Harry tried to concentrate on his food, but his hands shook and his face was starting to burn with anger. Remember the form, he told himself Think about Hogsmeade. Don\'t say anything. Don\'t rise\u3000\u3000Aunt Marge reached for her glass of wine.\u3000\u3000"It\'s one of the basic rules of breeding," she said. "You see it all the time with dogs. If there\'s something wrong with the bitch, there\'ll be something wrong with the pup --"\u3000\u3000At that moment, the wineglass Aunt Marge was holding exploded in her hand. Shards of glass flew in every direction and Aunt Marge sputtered and blinked, her great ruddy face dripping.\u3000\u3000"Marge!" squealed Aunt Petunia. "Marge, are you all right?"\u3000\u3000"Not to worry," grunted Aunt Marge, mopping her face with her napkin. "Must have squeezed it too hard. Did the same thing at Colonel Fubster\'s the other day. No need to fuss, Petunia, I have a very firm grip..."\u3000\u3000But Aunt Petunia and Uncle Vernon were both looking at Harry suspiciously, so he decided he\'d better skip dessert and escape from the table as soon as he could.\u3000\u3000Outside in the hall, he leaned against the wall, breathing deeply It had been a long time since he\'d lost control and made something explode. He couldn\'t afford to let it happen again. The Hogsmeade form wasn\'t the only thing at stake -- if he carried on like that, he\'d be in trouble with the Ministry of Magic.\u3000\u3000Harry was still an underage wizard, and he was forbidden by wizard law to do magic outside school. His record wasn\'t exactly clean either. Only last summer he\'d gotten an official warning that had stated quite clearly that if the Ministry got wind of any more magic in Privet Drive, Harry would face expulsion from Hogwarts.\u3000\u3000He heard the Dursleys leaving the table and hurried upstairs out of the way.\u3000\u3000Harry got through the next three days by forcing himself to think about his Handbook of Do-It-Yourself Broomcare whenever Aunt Marge started on him. This worked quite well, though it seemed to give him a glazed look, because Aunt Marge started voicing the opinion that he was mentally subnormal.\u3000\u3000At last, at long last, the final evening of Marge\'s stay arrived. Aunt Petunia cooked a fancy dinner and Uncle Vernon uncorked several bottles of wine. They got all the way through the soup and the salmon without a single mention of Harry\'s faults; during the lemon meringue pie, Uncle Vernon bored them A with a long talk about Grunnings, his drill-making company; then Aunt Petunia made coffee and Uncle Vernon brought out a bottle of brandy.\u3000\u3000"Can I tempt you, Marge?"\u3000\u3000Aunt Marge had already had quite a lot of wine. Her huge face was very red.\u3000\u3000"Just a small one, then," she chuckled. "A bit more than that... and a bit more... that\'s the ticket."\u3000\u3000Dudley was eating his fourth slice of pie. Aunt Petunia was sipping coffee with her little finger sticking out. Harry really wanted to disappear into his bedroom, but he met Uncle Vernon\'s angry little eyes and knew he would have to sit it out.\u3000\u3000"Aah," said Aunt Marge, smacking her lips and putting the empty brandy glass back down. "Excellent nosh, Petunia. It\'s normally just a fry-up for me of an evening, with twelve dogs to look after...." She burped richly and patted her great tweed stomach. "Pardon me. But I do like to see a healthy-sized boy," she went on, winking at Dudley. "You\'ll be a proper-sized man, Dudders, like your father. Yes, I\'ll have a spot more brandy, Vernon...."\u3000\u3000"Now, this one here --"\u3000\u3000She jerked her head at Harry, who felt his stomach clench. The Handbook, he thought quickly.\u3000\u3000"This one\'s got a mean, runty look about him. You get that with dogs. I had Colonel Fubster drown one last year. Ratty little thing it was- Weak. Underbred."\u3000\u3000Harry was trying to remember page twelve of his book: A Charm to Cure Reluctant Reversers. "It all comes down to blood, as I was saying the other day.\u3000\u3000Bad blood will out. Now, I\'m saying nothing against your family, Petunia" she patted Aunt Petunia\'s bony hand with her shovellike one "but your sister was a bad egg. They turn up in the best families. Then she ran off with a wastrel and here\'s the result right in front of us."\u3000\u3000Harry was staring at his plate, a funny ringing in his ears. Grasp your broom firmly by the tail, he thought. But he couldn\'t remember what came next. Aunt Marge\'s voice seemed to be boring into him like one of Uncle Vernon\'s drills.\u3000\u3000"This Potter, 5) said Aunt Marge loudly, seizing the brandy bottle and splashing more into her glass and over the tablecloth, "you never told me what he did?"\u3000\u3000Uncle Vernon and Aunt Petunia were looking extremely tense. Dudley had even looked up from his pie to gape at his parents.\u3000\u3000"He -- didn\'t work," said Uncle Vernon, with half a glance at Harry. "Unemployed."\u3000\u3000"As I expected!" said Aunt Marge, taking a huge swig of brandy and wiping her chin on her sleeve. "A no-account, good-for-nothing, lazy scrounger who --"\u3000\u3000"He was not," said Harry suddenly. The table went very quiet. Harry was shaking all over. He had never felt so angry in his life.\u3000\u3000"MORE BRANDY!" yelled Uncle Vernon, who had gone very white. He emptied the bottle into Aunt Marge\'s glass. "You, boy," he snarled at Harry. "Go to bed, go on --"\u3000\u3000"No, Vernon," hiccuped Aunt Marge, holding up a hand, her tiny bloodshot eyes fixed on Harry\'s. "Go on, boy, go on. Proud of your parents, are you? They go and get themselves killed in a car crash (drunk, I expect) --"\u3000\u3000\'They didn\'t die in a car crash!" said Harry, who found himself on his feet.\u3000\u3000"They died in a car crash, you nasty little liar, and left you to be a burden on their decent, hardworking relatives!" screamed Aunt Marge, swelling with fury. "You are an insolent, ungrateful little --"\u3000\u3000But Aunt Marge suddenly stopped speaking. For a moment, it looked as though words had failed her. She seemed to be swelling with inexpressible anger -- but the swelling didn\'t stop. Her great red face started to expand, her tiny eyes bulged, and her mouth stretched too tightly for speech -- next second, several buttons had just burst from her tweed jacket and pinged off the walls -- she was inflating like a monstrous balloon, her stomach bursting free of her tweed waistband, each of her fingers blowing up like a salami --\u3000\u3000"MARGE!" yelled Uncle Vernon and Aunt Petunia together as Aunt Marge\'s whole body began to rise off her chair toward the ceiling. She was entirely round, now, like a vast life buoy with piggy eyes, and her hands and feet stuck out weirdly as she drifted up into the air, making apoplectic popping noises. Ripper came skidding into the room, barking madly.\u3000\u3000"NOOOOOOO!"\u3000\u3000Uncle Vernon seized one of Marge\'s feet and tried to pull her down again, but was almost lifted from the floor himself. A second later, Ripper leapt forward and sank his teeth into Uncle Vernon\'s leg.\u3000\u3000Harry tore from the dining room before anyone could stop him, heading for the cupboard under the stairs. The cupboard door burst magically open as he reached it. In seconds, he had heaved his trunk to the front door. He sprinted upstairs and threw himself under the bed, wrenching up the loose floorboard, and grabbed the pillowcase full of his books and birthday presents. He wriggled out, seized Hedwig\'s empty cage, and dashed back downstairs to his trunk, just as Uncle Vernon burst out of the dining room, his trouser leg in bloody tatters.\u3000\u3000"COME BACK IN HERE!" he bellowed. "COME BACK AND PUT HER RIGHT!"\u3000\u3000But a reckless rage had come over Harry. He kicked his trunk open, pulled out his wand, and pointed it at Uncle Vernon.\u3000\u3000"She deserved it," Harry said, breathing very fast. "She deserved what she got. You keep away from me."\u3000\u3000He fumbled behind him for the latch on the door.\u3000\u3000"I\'m going," Harry said. "I\'ve had enough."\u3000\u3000And in the next moment, he was out in the dark, quiet street, heaving his heavy trunk behind him, Hedwig\'s cage under his arm.\u3000'

Tagger Package

##r chunk

##devtools::install_github("trinker/termco")
##devtools::install_github("trinker/coreNLPsetup")
##devtools::install_github("trinker/tagger")
##install.packages("qdap")
##devtools::install_github("bnosac/RDRPOSTagger")

library(rJava)
library(tagger)

tag_pos (prisoner_of_azkaban[1])
## logical(0)
tag_pos ((prisoner_of_azkaban[1])[[1]][200:300])
## 1.   NA
## 2.   NA
## 3.   NA
## 4.   NA
## 5.   NA
## .
## .
## .
## 97.  NA
## 98.  NA
## 99.  NA
## 100. NA
## 101. NA
##Check the percentage of parts
library(dplyr)
## Warning: package 'dplyr' was built under R version 3.6.3
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
##tag_pos(prisoner_of_azkaban[1]) %>% plot()

##tag_pos(prisoner_of_azkaban[1]) %>% as_universal() %>% plot()

penn_tags()
##    Tag  Description                                 
## 1  $    dollar                                      
## 2  ``   opening quotation mark                      
## 3  ''   closing quotation mark                      
## 4  (    opening parenthesis                         
## 5  )    closing parenthesis                         
## 6  ,    comma                                       
## 7  -    dash                                        
## 8  .    sentence terminator                         
## 9  :    colon or ellipsis                           
## 10 CC   conjunction, coordinating                   
## 11 CD   numeral, cardinal                           
## 12 DT   determiner                                  
## 13 EX   existential there                           
## 14 FW   foreign word                                
## 15 IN   preposition or conjunction, subordinating   
## 16 JJ   adjective or numeral, ordinal               
## 17 JJR  adjective, comparative                      
## 18 JJS  adjective, superlative                      
## 19 LS   list item marker                            
## 20 MD   modal auxiliary                             
## 21 NN   noun, common, singular or mass              
## 22 NNP  noun, proper, singular                      
## 23 NNPS noun, proper, plural                        
## 24 NNS  noun, common, plural                        
## 25 PDT  pre-determiner                              
## 26 POS  genitive marker                             
## 27 PRP  pronoun, personal                           
## 28 PRP$ pronoun, possessive                         
## 29 RB   adverb                                      
## 30 RBR  adverb, comparative                         
## 31 RBS  adverb, superlative                         
## 32 RP   particle                                    
## 33 SYM  symbol                                      
## 34 TO   "to" as preposition or infinitive marker    
## 35 UH   interjection                                
## 36 VB   verb, base form                             
## 37 VBD  verb, past tense                            
## 38 VBG  verb, present participle or gerund          
## 39 VBN  verb, past participle                       
## 40 VBP  verb, present tense, not 3rd person singular
## 41 VBZ  verb, present tense, 3rd person singular    
## 42 WDT  WH-determiner                               
## 43 WP   WH-pronoun                                  
## 44 WP$  WH-pronoun, possessive                      
## 45 WRB  Wh-adverb
library (qdap)
## Warning: package 'qdap' was built under R version 3.6.3
## Loading required package: qdapDictionaries
## Loading required package: qdapRegex
## Warning: package 'qdapRegex' was built under R version 3.6.3
## 
## Attaching package: 'qdapRegex'
## The following object is masked from 'package:dplyr':
## 
##     explain
## Loading required package: qdapTools
## Warning: package 'qdapTools' was built under R version 3.6.3
## 
## Attaching package: 'qdapTools'
## The following object is masked from 'package:dplyr':
## 
##     id
## Loading required package: RColorBrewer
## 
## Attaching package: 'qdap'
## The following object is masked from 'package:dplyr':
## 
##     %>%
## The following object is masked from 'package:base':
## 
##     Filter
pos_saved <- pos (prisoner_of_azkaban)

pos_saved$POStagged
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## 10                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             the/DT marauder/NN 's/POS map/NN madam/JJ pomfrey/NN insisted/VBD on/IN keeping/VBG harry/JJ in/IN the/DT hospital/NN wing/NN for/IN the/DT rest/NN of/IN the/DT weekend/NN he/PRP did/VBD n't/RB argue/VB or/CC complain/VB but/CC he/PRP would/MD n't/RB let/VB her/PRP throw/VB away/RB the/DT shattered/VBN remnants/NNS of/IN his/PRP$ nimbus/NN two/CD thousand/CD he/PRP knew/VBD he/PRP was/VBD being/VBG stupid/JJ knew/VBD that/IN the/DT nimbus/NN was/VBD beyond/IN repair/NN 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## 14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   snape/NN 's/POS grudge/NN no/DT one/NN in/IN gryffindor/NN tower/NN 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## 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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PRP, VBD, RB, IN, DT, JJ, JJ, NN, VBG, PRP$, JJ, NN, IN, PRP, ., POS, NN, IN, PRP$, NN
## 3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         DT, NN, NN, NN, VBD, JJ, NNS, RB, IN, PRP, VBD, IN, DT, JJ, NN, IN, NNS, JJ, VBG, IN, DT, NN, IN, VBG, PRP$, NN, PRP, VBD, RB, RB, NN, RB, VBG, IN, PRP, VBG, TO, DT, JJ, NN, IN, PRP$, NN, CC, IN, CD, NNS, RB, IN, DT, JJ, NN, DT, JJ, NN, VBD, PRP, VB, WDT, NN, PRP, VBD, IN, PRP, PRP, VBD, RB, VBN, IN, DT, JJR, NN, PRP, VBD, VBN, RB, RB, IN, DT, JJ, JJ, NN, IN, RB, RB, TO, VB, CC, DT, JJS, IN, PRP, VBD, PRP, VBD, RB, VBN, JJ, NN, WDT, VBD, IN, PRP, VBD, RB, RB, VBN, IN, NNS, PRP, VBD, VBN, DT, NN, IN, DT, NN, IN, JJ, NN, RB, RB, PRP, VBD, VBN, NN, IN, JJ, NNS, VBD, RB, 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RB, JJ, NN, NN, PRP, VBD, CC, IN, RB, VBG, PRP$, NNS, PRP, VBD, RB, IN, PRP$, NNS, CC, VBD, RB
## 4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          DT, JJ, NN, PRP, VBD, JJ, JJ, NNS, TO, VB, VBN, TO, PRP$, JJ, JJ, NN, RB, RB, VBD, PRP, 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JJS, VBZ, VBG, FW, VBP, RB, VBG, TO, VB, VBN, NN, VBD, RP, JJ, DT, VBZ, DT, NN, NN, VBD, PRP$, NN, RB
## 5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               DT, NN, NN, VBD, IN, DT, JJ, NN, IN, PRP$, JJ, JJ, NN, CC, DT, NN, IN, NN, NN, VBD, VBN, CC, VBD, RB, VBG, DT, JJ, NN, TO, VB, RB, IN, PRP$, NN, WRB, NN, VBD, PRP$, NN, IN, DT, NN, VBG, DT, NN, IN, PRP$, NN, CC, VBG, JJ, DT, RBR, PRP, VBP, IN, DT, NN, DT, JJR, PRP, VBD, IN, JJS, FW, MD, VB, RB, IN, NN, IN, NNS, RB, PRP, VBZ, VBG, PRP, IN, VBG, NN, IN, PRP$, NN, IN, NN, NN, PRP, VBP, NNP, VBD, PRP$, NN, PRP, POS, VBN, PRP$, NN, IN, DT, NN, IN, PRP$, NN, VBZ, VBN, DT, JJ, NN, VBP, VBN, NN, TO, VB, PRP, NN, VBD, CC, PRP, VBD, VBN, IN, JJ, CC, NN, WP, VBD, VBN, IN, TO, VB, NN, IN, VBG, NN, RB, PRP, VBD, RB, TO, NN, WRB, JJ, NN, VBD, VBG, DT, NN, NN, IN, DT, JJ, NN, IN, DT, JJ, NN, CC, NNS, NN, VBD, VBG, PRP, CC, NNP, IN, DT, NN, NN, PRP, MD, VBN, IN, DT, JJ, NN, DT, CD, IN, PRP, VBD, RB, RB, WP, VBD, PRP, VBG, NNP, VBD, PRP, IN, PRP, VBD, RB, RB, VB, VBD, IN, NN, VBN, IN, NN, VBD, DT, NN, TO, VB, TO, 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VBD, TO, VB, RB, PRP, VBD, PRP$, JJ, JJ, NN, IN, PRP$, CD, JJ, NNS, CC, VB, VBG, RB, VBD, PRP, VBD, NN, IN, JJ
## 6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       NNS, CC, NN, NNS, WRB, JJ, NN, CC, NN, VBD, DT, JJ, NN, IN, NN, DT, JJ, NN, DT, JJ, NN, PRP, VBD, VBD, VBN, NN, WP, VBD, TO, VB, VBG, DT, JJ, NN, IN, NNS, IN, DT, RB, JJ, NN, IN, PRP, VBD, NN, VBD, DT, JJ, NN, IN, DT, VBG, NN, CC, EX, VBD, DT, NN, IN, NN, VBP, PRP, VBD, PRP, WP, VBD, RB, IN, PRP, RB, VB, PRP, PRP, VBZ, RB, JJ, PRP, UH, NN, VBD, NN, NN, DT, JJ, NN, IN, DT, NN, IN, DT, NN, NN, DT, NNS, VBP, VBG, NN, NN, NN, VBD, IN, DT, NN, IN, DT, NN, NN, JJ, TO, VB, IN, JJ, JJ, NN, NNS, VBD, NN, VBG, RB, IN, WP, POS, RP, IN, PRP, JJ, NN, VBD, NN, VBG, RP, IN, NN, POS, JJ, NN, CC, VBG, IN, IN, DT, JJ, NN, NN, VBD, RB, IN, NN, TO, VB, NN, VBG, TO, JJ, IN, NN, RB, IN, JJ, NN, PRP, VBD, RB, PRP, VBD, RB, RB, JJ, JJ, NN, WRB, DT, NNS, VBD, RB, IN, PRP$, NN, IN, DT, NN, VBD, VBG, IN, PRP$, NN, VBD, RB, PRP, VBD, RB, JJ, 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## 7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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PRP, VBD, WP, DT, VBD, IN, NN, POS, JJS, NN, VBD, VBG, NN, JJ, VBD, NN, NN, NN, VBD, DT, NN, IN, NN, PRP, VBD, RB, JJ, WRB, MD, PRP, VB, DT, NN, RBR, JJ, CC, PRP, VBD, RB, VB, TO, VB, IN, JJR, NN, NN, RB, VBD, VBG, CC, VBG, RP, PRP$, NNS, ,, PRP, VBP, VBG, TO, RP, RB, VBD, NN, NN, VBD, PRP, VBP, DT, JJ, NN, RB, JJ, IN, MD, VB, DT, JJ, NN, RB, NN, RB, RB, IN, RB, MD, VB, DT, JJ, NN, PRP, DT, VBD, VBN, IN, DT, NNS, VBG, RB, RB, IN, DT, NN, PRP, VBD, JJ, CC, JJ, CC, PRP, VBD, VBN, IN, DT, NNS, IN, PRP$, NNS, CC, VBD, VBG, PRP$, VBP, JJ, IN, DT, NN, IN, CD, NN, VBD, NN, NN, WP, VBD, VBG, PRP$, JJ, NN, IN, DT, NN, IN, DT, NN, CD, CD, CD, RB, DT, NN, IN, NNS, VBN, IN, DT, NN, IN, NN, NN, POS, NN, CC, VBD, DT, NN, DT, NN, VBD, JJ, NN, CC, NN, NN, NN, VBD, IN, PRP$, NNS, VBG, IN, NN, NN, VBD, RB, PRP$, VBP, RP, VBG, RB, NN, VBD, VBG, RB, IN, PRP, VBG, IN, PRP$, NNS, NN, NN, NN, VBD, RB, EX, VBD, DT, NN, IN, DT, NN, NN, NN, VBD, PRP, VBD, VBG, DT, JJ, JJ, NN, CC, DT, VBG, NN, VBD, IN, DT, NN, NN, CC, PRP, VBD, VBG, DT, JJ, NN, NN, RB, VBD, DT, NN, IN, NN, DT, NN, VBD, VBN, CC, NN, NN, VBD, NNS, RB, RB, VBD, RB, PRP$, NN, VBN, NN, VBD, IN, PRP$, EX, VBD, DT, NN, CC, WRB, PRP, VBD, VBN, VBD, DT, JJ, VBN, JJ, PRP$, JJ, NN, VBD, VBN, TO, NNS, CC, PRP, VBD, TO, VB, IN, PRP$, RB, RB, VBG, PRP$, NNS, PRP$, JJ, NNS, VBG, NN, VBD, NNS, DT, NN, VBN, IN, DT, NN, POS, NNS, PRP, VBD, VBN, VBD, VB, RB, CC, PRP$, NN, VBD, RP, NN, VBD, NN, IN, NN, VBD, JJ, NNS, VBP, WRB, DT, NN, VBD, VBN, VBD, DT, NN, IN, NN, JJ, NN, CC, DT, NN, JJ, NN, DT, NN, PRP, VBD, PRP$, NN, JJ, CC, DT, JJ, NN, VBD, DT, NN, DT, JJ, NN, NN, WDT, VBD, DT, NN, IN, NN, POS, NN, NN, IN, NN, ., VBD, NN, DT, NN, VBD, DT, NN, NN, CC, VBD, PRP$, NN, PRP$, NN, VBD, VBN, VB, DT, NN, VBD, IN, DT, NN, WDT, VBD, PRP$, NN, IN, DT, NN, RB, VB, VBD, DT, NN, WDT, VBD, CC, VBD, IN, NN, VBG, DT, JJ, JJ, NN, ., POS, VBN, VBD, IN, PRP, VBP, VBG, RB, NN, NN, VBD, RB, VB, DT, NN, VBD, DT, VBN, NN, WDT, VBD, IN, CC, VBD, TO, VB, IN, DT, NN, IN, DT, NN, NN, VBD, NN, PRP, VBD, DT, NN, CC, DT, NN, VBD, VBN, IN, DT, NN, JJ, NN, PRP, JJ, NN, VBD, RB, VB, RB, DT, JJ, NNS, VBD, DT, JJ, NN, CD, NNS, JJ, CC, JJ, IN, NN, VBD, VBG, IN, NN, VBG, PRP$, NNS, RB, IN, DT, NN, NN, VBD, NNP, VBD, VBN, RB, NN, VBD, NN, CC, DT, NN, POS, NNS, VBD, PRP, VBD, RB, CC, IN, JJ, JJ, VBN, CC, VBD, IN, IN, PRP$, NN, CC, PRP, VBD, TO, DT, NN, IN, NN, POS, NNS, PRP, VBD, PRP$, NN, JJ, CC, RB, VBD, NN, NN, RB, VBG, RB, VB, DT, JJ, NN, VBD, VBN, IN, DT, JJ, NN, VBD, RB, IN, TO, VB, WRB, PRP, VBD, RB, PRP, VBD, DT, JJ, NN, VBG, IN, DT, NN, IN, NN, IN, NN, WP, VBD, NN, FW, RB, VB, RB, NN, CC, VB, PRP, RP, VBD, NN, IN, DT, NN, VBD, IN, DT, NN, IN, DT, NN, NN, NN, VBD, RB, DT, NN, RB, VBD, RB, VBG, VBN, NN, PRP, VBD, CC, PRP, VBD, DT, JJ, NN, POS, NN, IN, NN, IN, PRP$, NN, NN, IN, JJ, VBD, RP, DT, JJ, NN, IN, NN, CC, DT, NN, VBD, VBN, IN, DT, CD, JJ, NNS, IN, NN, CC, VBD, VBN, JJ, VBD, NN, NN, IN, DT, NN, VBD, IN, NN, JJ, RB, RB, VBN, NN, VB, PRP, VB, CD, NNS, TO, NN, IN, DT, NN, TO, VB, DT, NN, CD, IN, RB, IN, PRP, VBD, PRP, RB, CC, CD, DT, TO, PRP, CC, VB, CC, PRP, VBD, RB, VB, NN, VBD, IN, PRP, CC, PRP, VBD, PRP$, NNS, RB, IN, DT, NN, IN, DT, NN, NN, NN, VBD, RB, RB, RB, NN, DT, JJ, NN, NN, RB, VBD, DT, NN, IN, NNS, CC, VB, PRP, IN, PRP, TO, VB, VBN, RP, IN, NN, WDT, MD, VB, DT, VBG, RB, DT, NN, VBD, DT, NN, NN, RB, VBD, RB, VBG, JJ, NN, NN, VBD, RB, VBN, PRP, IN, VBG, DT, NN, WRB, VBD, PRP, IN, PRP, MD, VBN, JJ, NN, IN, DT, NN, CC, VBD, PRP, VBD, RB, RB, TO, RB, VBD, PRP, VBD, PRP, MD, VB, RP, RB, CC, DT, NN, RB, VBD, TO, VB, VBN, NN, VBD, PRP, VB, PRP, VB, DT, NN, VBD, NN, CC, DT, NN, VBD, NN, VBG, PRP$, JJ, IN, CC, VB, RP, DT, NN, CC, PRP$, JJ, NN, NN, WRB, NN, NN, POS, JJ, IN, NN, NNS, VBD, NN, RB, DT, VBD, DT, JJS, NN, IN, DT, JJ, NNS, NN, PRP, VBP, RB, VBN, VBD, RB, PRP, VBD, NN, RB, IN, PRP, VBD, PRP$, NN, RB, TO, DT, NN, TO, VB, PRP$, NNS, PRP, VBZ, IN, DT, RB, JJ, NN, VBD, PRP, RB, CC, PRP, VBP, PRP, MD, VB, VBD, DT, NN, IN, DT, NN, WP, MD, PRP, VB, VBN, IN, PRP, VBD, NN, VBG, DT, NN, IN, NN, IN, RB, VBD, CD, IN, IN, CD
## 8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    NN, IN, DT, JJ, NN, IN, DT, NN, IN, DT, NN, IN, DT, JJ, NNS, VBD, VBN, RBS, NNS, POS, JJ, NN, RB, VBD, NN, CC, PRP$, NN, IN, NNS, VBD, NN, JJ, TO, VB, IN, NN, NN, NN, IN, DT, NN, IN, PRP$, NNS, NN, MD, VB, IN, DT, JJ, NN, IN, NN, NN, VBD, PRP, NNS, IN, PRP$, JJ, NN, CC, DT, NN, RB, VBD, IN, NN, NN, POS, NNS, VBD, VBN, CC, VBN, PRP$, JJ, JJ, NNS, VBD, RB, RB, JJ, IN, DT, JJ, IN, NNS, PRP, VBD, JJ, NNS, JJ, JJ, NN, IN, NNS, WDT, VBD, WRB, EX, VBD, VBN, VBN, IN, DT, NNS, IN, NNS, CC, DT, NNS, IN, JJ, NNS, VBG, TO, VB, DT, WP, VBD, VBN, VBN, IN, JJ, NNS, PRP, VBD, IN, TO, VB, JJ, 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JJ, JJ, NN, PRP, VBD, VBN, JJ, DT, JJ, NN, IN, NN, POS, JJ, NN, MD, RB, RB, VB, VBN, IN, NN, WP, VBD, IN, DT, NN, IN, PRP, DT, VBD, DT, NN, DT, NNS, VBP, PRP$, NN, NN, NN, NN, CC, NN, VBD, DT, NN, IN, DT, NNS, IN, DT, JJ, NN, TO, NN, NN, CC, WRB, PRP, VBD, DT, NN, WDT, VBD, IN, DT, NN, IN, DT, JJ, NN, PRP, VBD, PRP, VBN, RP, NNS, WRB, VBZ, RB, NN, VBG, RP, VBD, NN, RB, JJ, VBD, IN, DT, NNS, IN, NN, IN, PRP, DT, NN, VBD, TO, VB, VBN, VB, PRP, IN, VB, VBD, NN, POS, NN, CC, PRP, VBD, VBG, RB, IN, DT, NN, WP, POS, DT, NN, RB, PRP, MD, RB, DT, VB, VBN, DT, NN, VB, PRP, IN, VBP, NN, NN, CC, RB, DT, NN, VBD, IN, DT, NN, IN, DT, NN, RB, RB, IN, DT, NN, VBD, TO, VB, IN, DT, NN, PRP, VBD, NN, VB, IN, DT, RB, JJ, NN, NN, VBP, NN, JJR, JJ, NNS, POS, NNS, VBD, DT, IN, DT, NN, VBD, VBG, IN, NN, WP, VBZ, VBG, RP, VBD, NN, WP, VBD, RB, VBN, DT, NN, RB, NN, NN, VBD, RB, VBG, IN, DT, NN, DT, NNS, VBD, RB, TO, VB, PRP, IN, CC, VB, NN, CC, PRP, VBD, RBR, TO, VB, WP, DT, NN, VBD, UH, PRP$, NN, VBD, NN, 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PRP, IN, PRP, VBP, NNS, VBD, RB, CC, VBD, IN, NN, IN, IN, PRP$, JJ, NNS, JJ, IN, PRP, VBZ, VBD, IN, NN, NN
## 9                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              JJ, NN, NN, IN, VBD, PDT, DT, NNS, RB, TO, DT, JJ, NN, WRB, PRP, VBD, VBN, CD, NNS, RB, IN, DT, NNS, IN, NN, NN, CC, NN, WP, PDT, VBD, RB, VBN, DT, NNS, CC, NNS, VBP, TO, VB, DT, JJ, NN, IN, DT, NN, NN, NN, VBD, PRP, IN, NNS, ,, CC, NN, VBD, DT, NNS, IN, DT, NN, NN, VBP, JJ, IN, IN, PRP$, JJ, NN, PRP, MD, VB, TO, VB, DT, NN, RB, RB, VB, DT, NNS, TO, VB, NN, IN, DT, NNS, TO, DT, NN, CC, NN, VBP, VBG, DT, NN, NN, CC, NN, IN, NN, DT, NN, MD, VB, VBN, TO, PRP, RB, PRP, VBD, TO, NN, WP, VBD, VBG, RB, JJ, CC, JJ, VBP, NN, IN, CD, IN, DT, NNS, NN, JJR, VBD, IN, TO, VB, DT, NN, CC, VBD, UH, UH, PRP, MD, VB, VBG, CD, JJ, NN, IN, PRP$, NN, CC, DT, JJ, NNS, VBD, TO, 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## 11                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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VBD, RB, CC, VBD, NNP, RB, IN, PRP, VBD, CC, NN, NN, VBZ, IN, PRP, IN, DT, NN, VBD, RB, VBN, TO, VB, IN, JJ, JJ
## 12                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        DT, NN, NN, VBD, IN, PRP, VBD, VBN, RB, CC, DT, VBD, RB, VB, PRP, IN, VBG, JJ, IN, PRP$, PRP, VBD, VBN, DT, NN, IN, DT, JJS, NN, IN, DT, NN, IN, DT, JJ, JJ, NNS, CC, RB, IN, IN, PRP$, NN, PRP, VBD, RB, VB, IN, PRP, MD, RB, VB, PRP, RB, PRP, VBD, JJ, IN, EX, VBD, NN, JJ, IN, DT, NN, RB, CC, WP, NN, IN, NN, MD, PRP, VB, IN, RB, PRP, VBD, VBN, VBN, TO, DT, NNS, IN, JJ, NNS, NN, VBD, JJ, IN, PRP, RB, RB, RB, IN, PRP, VBD, VBN, DT, NN, IN, DT, NN, JJ, NN, VBD, NN, JJR, IN, JJ, NN, NN, WP, VBD, JJ, IN, PRP, VBD, VBN, IN, DT, JJS, VBN, VBG, DT, JJ, NN, NN, CC, NN, VBD, PRP, VBD, VBN, NN, IN, DT, NN, CC, 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IN, JJ, NNS, MD, FW, RB, VB, PRP, IN, IN, CD, NNS, CC, RB, IN, WDT, DT, NN, VBD, VBN, IN, CC, VBD, IN, DT, NN, DT, NN, VBD, CC, NN, CC, NN, VBD, DT, JJ, NN, IN, PRP, DT, JJ, NN, WP, VBD, RB, VBN, IN, TO, PRP, VBD, IN, PRP$, NN, CC, RB, VBG, PRP$, NNS, JJ, CC, NN, VBD, PRP$, NN, CC, IN, JJ, PRP, VBD, RP, FW, VBD, PRP, RB, VBD, NN, VBG, IN, PRP, CC, VBG, RP, DT, NN, VBP, PRP, EX, VBD, RB, NN, JJ, IN, PRP, VBD, NN, RB, EX, MD, VB, VBN, VBD, PRP, IN, VBP, IN, JJS, PRP, VBP, RB, IN, PRP, VBZ, JJ, NN, IN, VB, RB, VBD, NN, VBD, RBR, VB, PRP, RB, VBZ, MD, VB, PRP, VBD, NN, RB, IN, VB, VBD, TO, VB, NNS, PRP$, NN, ,, PRP, VBD, DT, NN, CC, VBG, PRP, IN, IN, PRP, VBD, VBN, IN, NN, VBD, PRP, RB, IN, DT, NNS, POS, NN, MD, FW, VB, RP, RB, VB, VBN, PRP, IN, VBP, RB, VBD, PRP, VBG, DT, JJ, NN, IN, NN, IN, DT, NN, NN, VBD, RB, IN, DT, JJ, NN, IN, DT, JJ, NN, NN, IN, WDT, DT, NN, VBD, RB, VBG, IN, DT, RB, RBR, JJ, NNS, NN, VBP, WRB, NNS, VBP, NN, CC, IN, DT, NN, NN, PRP, VBD, RB, VBG, IN, WRB, VBP, PRP, VBG, IN, PDT, DT, NN, NN, VBD, PRP, UH, UH, PRP, VBP, VBG, RB, VBD, PRP, RB, VBP, VBD, IN, PRP, VBD, RB, RB, VBN, IN, NNS, WRB, VBP, RB, PRP, RB, VB, DT, NN, IN, NNS, VBP, VBN, VBG, PRP$, NN, NNS, IN, PRP, VBD, IN, PRP$, NN, NN, NN, MD, RB, VB, DT, VBD, PRP, VBG, JJ, NN, VBZ, JJ, VBD, NN, VBG, RP, DT, RB, JJ, NN, NN, UH, UH, PRP, VBZ, JJ, VBD, PRP, RB, PRP, VBZ, PRP$, JJ, NN, PRP, VBZ, CC, RB, WP, VBD, JJ, IN, NN, NN, RB, VBD, RP, IN, DT, JJ, NN, DT, VBN, NN, VBD, IN, DT, NNS, POS, NN, DT, JJ, JJ, NN, VBD, JJ, VBG, VBN, IN, DT, NN, RB, VBD, JJ, NNS, VBG, JJR, CC, JJR, CC, RB, NNP, VBD, VBG, IN, NN, VBG, IN, PRP, DT, NN, NN, PRP, VBD, VBG, IN, TO, PRP, POS, NN, NN, PRP, VBD, VBG, DT, NNS, IN, PRP$, NN, NN, WP, NNS, VBP, NNS, PRP, VBD, VBG, RB, IN, NN, VBG, RB, VBN, NN, VBD, RB, IN, DT, NN, NN, VBD, VBG, RB, VBD, NN, JJ, IN, PRP, NN, IN, VBD, RB, IN, NN, NN, VBD, IN, DT, VBN, NN, PRP, VBZ, VBN, CC, PRP, VBP, WP, VBD, IN, DT, NN, RB, RB, VBD, PRP, IN, DT, VBG, NN, NN, VBD, NN, IN, IN, PRP, POS, NN, NN, NN, CC, NN, VBD, RB, VBG, IN, NN, IN, DT, JJ, JJ, NNS, VBD, JJ, JJ, NN, NN, NNS
## 13                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             NN, NN, NN, PRP, VBD, IN, DT, NN, IN, NN, CC, PRP, VBZ, NN, DT, VBD, RB, JJ, IN, DT, JJ, IN, NN, MD, RB, VB, WRB, PRP, MD, RB, VB, RP, NN, VBD, VBN, IN, PRP, VBD, RB, VBN, NNS, POS, NNS, TO, VB, NNS, RB, VBD, RB, VBN, TO, VB, DT, JJ, JJ, NN, IN, PRP, CC, VBD, RB, VBG, TO, VB, DT, NNS, VBD, JJ, IN, VBG, IN, NN, NN, IN, NNS, IN, PDT, DT, NNS, POS, NNS, ,, RB, VBN, RB, IN, NN, VBD, DT, NN, IN, NNS, VBD, VBN, NNS, IN, DT, NN, NNS, MD, VB, VBN, RB, IN, NN, CC, DT, NN, VBD, VBN, VBN, IN, PRP$, NN, RB, IN, NNS, VBD, VBN, IN, NNP, POS, NN, IN, DT, JJ, NN, RB, ,, VBD, JJ, IN, NNS, VBD, VBN, NNS, CC, WRB, PRP, VBD, TO, VB, RP, TO, PRP, IN, DT, NN, DT, VBD, DT, NN, PRP, VBD, PRP$, NN, IN, NN, RB, JJ, NN, IN, NN, NN, VBD, PRP, MD, PRP, VBD, RB, RB, DT, NN, RB, VBZ, NN, POS, PRP$, NN, VBZ, RB, PRP, RB, VB, PRP, RB, VBP, IN, VBP, VBD, DT, NN, IN, NN, TO, VB, NN, VBD, VBN, DT, NN, IN, 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NN, VBD, VBG, IN, IN, NN, CC, VBG, IN, PRP, VBD, IN, DT, JJ, JJ, NN, TO, VB, DT, NN, NN, MD, RB, VB, PRP, VBP, RB, VBD, CD, CD, CC, CD, NNS, TO, VB, VBD, PRP, RB, VBG, RB, JJ, RB, PRP, VBD, IN, IN, NN, RB, PRP, VBZ, RB, VB, PRP, TO, VB, IN, EX, VBD, DT, VBG, IN, DT, IN, NNP, VBD, DT, NN, TO, VB, RB, IN, NNS, VBD, RB, RB, VBN, VBN, PRP, MD, VB, VBD, DT, IN, DT, NN, VBZ, PRP, VBD, TO, RB, VB, PRP, PRP, VBD, IN, NNS, IN, PRP, MD, VB, CC, VB, NN, PRP, VBD, DT, JJ, NN, IN, PRP$, NN, CC, RB, VBG, VBD, IN, DT, NN, TO, DT, NNS, POS, NNS, CC, IN, IN, NN, MD, RB, PRP, VB, PRP, DT, NN, JJ, VBD, NNP, RB, RB, VBD, NN, RB, IN, PRP, RB, VBD, IN, PRP, VBD, JJ, CC, PRP, MD, RB, VB, PRP, VBZ, JJ, IN, PRP, VBZ, RB, VBG, IN, NNS, VBZ, VBN, IN, NN, CC, NN, DT, NN, NN, VBD, RB, WRB, NN, NN, VBD, RP, IN, PRP$, NN, VBG, NN, CC, NN, JJ, IN, CD, IN, DT, NN, TO, VB, IN, PRP, DT, VBP, TO, VB, NN, CC, NN, VBD, DT, NNS, TO, PRP$, NN, RB, VBG, DT, NN, IN, JJ, VBN, NN, VBD, IN, NN, VBD, DT, NNS, IN, PRP$, JJ, JJ, TO, 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VBD, NN, NN, IN, DT, NNS, VBP, VB, PRP, PRP, VBD, RB, PRP, DT, VBD, IN, IN, NN, NN, VBD, DT, JJ, NN, RB, CC, PRP, VBD, RB, IN, DT, NN, NNS, VBD, IN, PRP, CC, JJ, NNS, VBD, IN, PRP, WP, VBD, WP, VBP, PRP, VBG, DT, JJ, NN, VBD, VBN, IN, DT, NN, IN, DT, VBG, NN, RB, VBD, IN, DT, NN, IN, DT, NN, PRP, VBD, VBN, VBP, PRP, JJ, PRP, VBD, RB, VBG, NN, IN, VBP, VBG, PRP, VBP, VBD, PRP, WP, VBZ, PDT, DT, NN, NN, NN, VBD, PRP, TO, VB, TO, VB, DT, JJ, IN, DT, NNS, VBD, VBN, IN, PRP$, NN, VBG, CC, VBG, NNS, CC, VBG, NNS, RB, VBD, VBG, JJ, VBP, PRP, VBG, RP, VBD, JJ, NN, RB, NN, RP, RB, VBD, RB, VBG, IN, DT, JJ, NN, CC, VBG, PRP$, NN, NN, NN, TO, PRP$, NNS, IN, PRP, VBD, RB, JJ, NN, VBD, NNP, RB, IN, PRP$, NN, IN, DT, NN, VBD, PRP, RP, DT, JJ, NN, VBD, RB, RB, NN, VBD, NN, VBG, VBN, PRP, VBD, RB, JJ, TO, VB, NN, VBD, DT, NN, IN, VBP, VBG, PRP, RB, RB, RB, VBZ, RB, NN, NN, VBD, RB, PRP, VBD, DT, NN, IN, PRP, IN, PRP, VBD, DT, JJ, NN, CC, VBD, RB, IN, PRP, VBP, JJ, IN, NN, VBD, DT, NN, CC, DT, VBZ, VBG, JJ, NN, VBZ, VBN, JJR, IN, PRP, IN, RB, VBD, RB, VB, DT, NN, VBD, NN, VBG, PRP, RP, RB, PRP, VBD, RB, VBG, PRP, DT, TO, VB, RB, TO, VB, PRP$, NN, NN, RB, VBD, DT, NN, PRP, VBD, RB, DT, NN, NN, VBD, NN, NN, VBD, RP, CC, JJ, NN, VBD, VBG, IN, PRP, VBG, DT, NN, NN, RB, VBD, IN, PRP, VBP, RB, VB, JJ, NN, WRB, MD, PRP, RB, VBP, VBN, IN, DT, NN, NN, VBP, PRP, VBD, NN, VBG, DT, VBG, NN, IN, DT, NN, IN, NN, NN, POS, NN, VB, PRP, IN, PRP, VBD, VBG, RB, IN, NN, NN, NN, VBD, DT, NN, RB, JJ, CC, VBD, IN, DT, JJ, JJ, NN, VBD, IN, JJ, NN, NN, VBP, VBD, PRP, RB, VB, DT, NN, VB, NN, NN, RB, JJ, NN, VBD, NN, NN, RB, VBD, DT, VBN, NN, DT, IN, CC, IN, DT, JJ, NN, PRP, PRP, VBD, VBD, NN, NN, CC, CC, DT, NN, PRP, VBD, PRP, VBD, NN, NN, RB, VBD, DT, JJ, NN, POS, PRP$, NN, VBD, PRP, RP, DT, JJ, NN, IN, NN, NN, NN, VBD, PRP, RB, IN, DT, NN, NN, TO, VB, DT, JJ, NN, PRP, VBD, JJ, IN, NN, WDT, NN, PRP, VBD, PRP$, NN, VBG, WDT, RB, JJ, NN, VBD, IN, DT, NN, POS, NNS, CC, VBD, PRP, VBG, IN, EX, VBD, JJ, NN, VBN, IN, DT, JJS, IN, VBN, NNS, RB, JJ, VBG, IN, NN, TO, VB, VBN, NNS, VBD, PRP$, NN, RB, IN, DT, NN
## 14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 NN, POS, NN, DT, NN, IN, NN, NN, VBD, DT, NN, PRP, VBD, IN, DT, NN, VBD, VBG, VBD, RB, CC, DT, JJ, NN, VBD, RB, IN, DT, JJ, NN, VBG, TO, VB, IN, NN, VBD, VBN, VBN, NN, NN, VBD, RB, IN, NN, TO, VB, PRP, IN, PRP, VBD, RB, VBN, IN, DT, NN, RB, PRP, VBD, PRP, VBD, NNS, IN, JJR, NN, NN, NN, MD, VB, VBN, VBG, DT, NN, NNS, TO, VB, DT, JJ, NN, IN, JJ, JJ, NN, VBD, RB, VBG, RB, CC, RB, DT, NNS, VBG, RP, NN, IN, JJ, NNS, IN, DT, NNS, TO, NN, NNS, NN, NN, VBD, VBN, VBN, PRP$, NN, VBD, VBN, VBN, RB, TO, PRP$, JJ, NN, IN, DT, JJ, NN, CC, DT, JJ, NN, VBD, RB, PRP, VBD, VBN, RB, VBN, CC, VBD, RB, RB, JJ, CC, VBD, VBN, TO, VB, TO, PRP$, NN, RB, IN, NN, IN, PRP, VBD, VBN, JJ, NN, DT, NN, IN, RB, NN, NNS, VBD, VBN, VBN, TO, VB, PRP$, PRP, VBD, DT, NN, IN, DT, NN, NN, VBG, IN, NNS, CC, VBG, DT, NN, IN, PRP$, NNS, NN, MD, RB, VB, VBG, IN, DT, NN, IN, DT, JJ, NN, IN, DT, JJ, NN, VBD, JJ, CC, JJ, 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## 15                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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## 16                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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## 17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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## 18                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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## 19                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          DT, NN, IN, NN, NN, NN, VBD, JJ, NN, TO, PRP$, NNS, VBP, VBN, IN, IN, PRP, MD, VBD, DT, JJ, JJ, NN, NN, VBD, DT, IN, DT, NN, IN, DT, JJ, NN, VBD, NN, VBG, DT, NN, RB, JJ, TO, VB, DT, NN, VBG, RB, IN, NN, POS, NN, RB, JJ, NN, VBZ, VB, PRP, VB, VBD, RB, JJ, CC, PRP$, NN, VBD, JJ, IN, VBN, NN, PRP, VBP, VBG, RB, WRB, FW, VBD, PRP, VBD, RB, PRP, VBD, PRP$, NNS, VBG, FW, VBP, RB, VBN, TO, PRP$, NN, IN, PRP, VBD, TO, VB, PRP$, NN, RB, RB, PRP, VBD, DT, JJ, IN, CC, RB, JJ, RB, VBD, JJ, IN, PRP, IN, JJ, VBG, IN, PRP$, NN, VBD, DT, JJ, NN, CD, NN, IN, PRP, VBD, PRP, DT, FW, VBD, TO, VB, PRP, VBD, PRP, 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## 20                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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## 13 2.155469 7.521211 0.11465260 0.00000000 0.9401513 0.00000000 2.338913
## 14 2.661530 7.634390 0.08755034 0.01751007 0.8229732 0.00000000 2.731571
## 15 2.291961 7.422426 0.12341326 0.01763047 0.6170663 0.00000000 2.274330
## 16 2.031488 7.846623 0.12696800 0.02539360 0.7872016 0.00000000 2.361605
## 17 2.741304 7.763188 0.13821700 0.00000000 0.6219765 0.00000000 2.142364
## 18 2.198732 7.653277 0.12684989 0.00000000 0.7610994 0.00000000 2.917548
## 19 2.816639 7.946279 0.14922589 0.01865324 0.6155568 0.00000000 2.518187
## 20 3.165829 6.281407 0.10050251 0.00000000 0.4522613 0.00000000 2.814070
## 21 2.176510 8.042468 0.15925680 0.02654280 0.7166556 0.00000000 2.813537
## 22 2.360602 7.855108 0.10175010 0.08140008 0.6919007 0.00000000 2.177452
##        propUH   propVB   propVBD  propVBG  propVBN   propVBP   propVBZ
## 1  0.00000000 3.771097  8.544304 2.241561 2.768987 0.9493671 0.7383966
## 2  0.09992506 4.121909  8.693480 2.598051 2.098426 1.4738946 0.8993255
## 3  0.11052166 4.442971  9.106985 2.740937 2.475685 2.0778073 0.9504863
## 4  0.05664653 3.889728  8.704683 3.323263 2.624622 1.8882175 1.2839879
## 5  0.13949433 3.609416  9.956408 3.051439 2.476024 1.6041848 1.0462075
## 6  0.12533292 4.355319  9.681968 2.757324 2.083660 2.0679931 1.2689958
## 7  0.11496896 4.644746 10.048287 3.035181 2.207404 1.3106461 1.3336399
## 8  0.21210953 3.914385  9.853452 3.586579 2.256074 1.9089857 0.9641342
## 9  0.12886598 4.565538  9.977909 3.111193 2.319588 1.7304860 1.1782032
## 10 0.08222557 4.303138  9.387419 2.439359 2.384542 1.9871180 0.9318898
## 11 0.17055145 4.737540  9.171878 3.164677 2.728823 1.8950161 1.4023119
## 12 0.28208745 4.755188  8.825307 3.445497 2.518638 2.2969978 1.4305863
## 13 0.16051364 3.989911  9.905985 3.439578 2.224260 1.2841091 1.0089429
## 14 0.07004027 4.815269  9.753108 3.291893 2.696551 1.4533357 1.0506041
## 15 0.17630465 3.385049  9.820169 3.649506 2.679831 1.2870240 0.9167842
## 16 0.12696800 4.316912  9.852717 3.529711 2.006094 1.4474352 1.2696800
## 17 0.02303617 4.445980 11.356830 3.616678 2.580051 1.4743147 0.6910850
## 18 0.04228330 4.482030 10.105708 2.959831 2.959831 1.6067653 1.3107822
## 19 0.05595971 5.390785  9.960828 2.797985 2.928558 2.2383884 1.0445812
## 20 0.10050251 4.572864 11.306533 4.271357 2.311558 1.1055276 0.3517588
## 21 0.07962840 5.348374  9.502322 3.185136 2.667551 2.2959522 1.4067684
## 22 0.18315018 5.046805  9.320309 3.072853 2.401302 2.0553521 1.5669516
##       propWDT    propWP    propWP$   propWRB
## 1  0.29008439 0.5274262 0.00000000 0.3955696
## 2  0.09992506 0.5995503 0.12490632 0.3247564
## 3  0.26525199 0.5526083 0.02210433 0.5305040
## 4  0.22658610 0.6986405 0.00000000 0.9063444
## 5  0.40104621 1.0287707 0.01743679 0.5056670
## 6  0.25066583 0.7049977 0.01566661 0.4386652
## 7  0.36790067 0.7128075 0.00000000 0.7128075
## 8  0.28924026 0.9448515 0.03856537 0.5591978
## 9  0.25773196 0.6811487 0.03681885 0.5522828
## 10 0.27408524 0.6029875 0.01370426 0.6029875
## 11 0.34110290 1.0233087 0.00000000 0.4358537
## 12 0.32238565 0.7052186 0.02014910 0.6850695
## 13 0.25223573 0.4356799 0.00000000 0.2063747
## 14 0.15759061 0.5953423 0.00000000 0.5603222
## 15 0.15867419 0.3526093 0.01763047 0.3349788
## 16 0.20314881 0.5332656 0.00000000 0.4570848
## 17 0.16125317 0.6450127 0.02303617 0.4376872
## 18 0.29598309 0.7610994 0.04228330 0.8033827
## 19 0.20518560 0.7834359 0.01865324 0.7834359
## 20 0.15075377 0.5527638 0.00000000 0.2512563
## 21 0.13271400 0.6502986 0.00000000 0.4379562
## 22 0.18315018 0.7733008 0.02035002 0.7122507
pos_saved$POSfreq
##    wrd.cnt ''  , .  CC CD  DT EX FW  IN  JJ JJR JJS  MD   NN NNP NNPS NNS PDT
## 1     3792  0  2 0 124 43 357 11  4 479 274   5   9  47  752   7    0 158   3
## 2     4003  1  4 2 111 18 312  7  6 449 258   2   4  66  912   3    0 103   4
## 3     4524  2 10 3 157 23 379 15  4 512 302   8   4  51  867   5    0 134   3
## 4     5296  3  1 0 170 38 452 13 11 597 347  12  11  73  944  11    0 250   3
## 5     5735  2  5 1 213 30 493 16  4 672 362  25   6  56 1086  14    0 202   5
## 6     6383 13  2 0 205 27 523 17  3 697 437  13  10  72 1150  14    0 250   0
## 7     4349  1  3 2 136 22 377 12  7 436 272   4   7  69  825   9    0 154   2
## 8     5186  0  3 1 156 27 449  7  5 595 316  12   7  58  962  13    0 230   1
## 9     5432  0  2 0 172 41 488 10  4 609 300  21  10  76  931   4    0 200   7
## 10    7297 10 10 2 232 52 628 22 10 860 461  24  13 110 1280  23    1 317   7
## 11    5277  7  6 0 165 22 408 13 15 609 301  17   6  96  941  16    1 191   5
## 12    4963  1  4 1 134 25 394 13 11 550 281  16   8  98  869   5    0 125   2
## 13    4361  0  7 0 125 33 419  4  2 513 239  12   5  48  865  12    0 144   3
## 14    5711  4  1 1 147 30 445  9  7 658 340  13   3  78 1055  15    0 178   3
## 15    5672  4  3 1 173 40 499  8  4 676 332  10   7  63 1138   5    0 206   4
## 16    3938  2  5 0 110 11 332  4  3 447 234   7   3  53  748  10    0 121   2
## 17    4341  1  1 0 139 19 332  7  7 513 223   8   2  54  694   5    0 150   3
## 18    2365  0  4 1  80 12 175  7  8 264 120   9   3  38  361   1    0 106   3
## 19    5361  2  1 0 147 26 323 14 18 578 314  13   5 114  801  10    0 191   2
## 20    1990  1  4 0  62  4 163  8  4 214 131   4   3  27  361   2    0  53   0
## 21    7535  2  4 0 230 33 604 24 16 792 371  38   7 132 1207   6    0 211   1
## 22    4914  3  6 2 137 19 365  6 14 532 252  29  10 100  865   3    0 132   2
##    POS PRP PRP$  RB RBR RBS RP SYM  TO UH  VB VBD VBG VBN VBP VBZ WDT WP WP$
## 1   36 230  109 244   8   7 31   0  85  0 143 324  85 105  36  28  11 20   0
## 2   52 285  125 299   5   1 30   0  98  4 165 348 104  84  59  36   4 24   5
## 3   42 323  114 364   5   2 38   0 104  5 201 412 124 112  94  43  12 25   1
## 4   50 404  119 359   7   5 35   0 131  3 206 461 176 139 100  68  12 37   0
## 5   46 408  130 400   3   1 44   0 144  8 207 571 175 142  92  60  23 59   1
## 6   51 531  160 495   7   6 45   0 139  8 278 618 176 133 132  81  16 45   1
## 7   38 319  107 353   3   5 31   0  90  5 202 437 132  96  57  58  16 31   0
## 8   47 387  109 373   5   3 31   0 117 11 203 511 186 117  99  50  15 49   2
## 9   40 472  107 432  14   0 38   1 120  7 248 542 169 126  94  64  14 37   2
## 10  71 627  142 492   5   5 47   0 167  6 314 685 178 174 145  68  20 44   1
## 11  59 436  119 373   5   3 38   0 102  9 250 484 167 144 100  74  18 54   0
## 12  37 458  106 407  11   0 38   0 114 14 236 438 171 125 114  71  16 35   1
## 13  39 322   94 328   5   0 41   0 102  7 174 432 150  97  56  44  11 19   0
## 14  70 461  152 436   5   1 47   0 156  4 275 557 188 154  83  60   9 34   0
## 15  54 430  130 421   7   1 35   0 129 10 192 557 207 152  73  52   9 20   1
## 16  39 353   80 309   5   1 31   0  93  5 170 388 139  79  57  50   8 21   0
## 17  72 424  119 337   6   0 27   0  93  1 193 493 157 112  64  30   7 28   1
## 18  24 226   52 181   3   0 18   0  69  1 106 239  70  70  38  31   7 18   1
## 19  50 593  151 426   8   1 33   0 135  3 289 534 150 157 120  56  11 42   1
## 20  22 175   63 125   2   0  9   0  56  2  91 225  85  46  22   7   3 11   0
## 21  84 786  164 606  12   2 54   0 212  6 403 716 240 201 173 106  10 49   0
## 22  51 489  116 386   5   4 34   0 107  9 248 458 151 118 101  77   9 38   1
##    WRB
## 1   15
## 2   13
## 3   24
## 4   48
## 5   29
## 6   28
## 7   31
## 8   29
## 9   30
## 10  44
## 11  23
## 12  34
## 13   9
## 14  32
## 15  19
## 16  18
## 17  19
## 18  19
## 19  42
## 20   5
## 21  33
## 22  35
pos_saved$POSrnp
##    wrd.cnt      ''       ,      .        CC       CD        DT      EX      FW
## 1     3792       0  2(.1%)      0 124(3.3%) 43(1.1%) 357(9.4%) 11(.3%)  4(.1%)
## 2     4003  1(.0%)  4(.1%) 2(.0%) 111(2.8%)  18(.4%) 312(7.8%)  7(.2%)  6(.1%)
## 3     4524  2(.0%) 10(.2%) 3(.1%) 157(3.5%)  23(.5%) 379(8.4%) 15(.3%)  4(.1%)
## 4     5296  3(.1%)  1(.0%)      0 170(3.2%)  38(.7%) 452(8.5%) 13(.2%) 11(.2%)
## 5     5735  2(.0%)  5(.1%) 1(.0%) 213(3.7%)  30(.5%) 493(8.6%) 16(.3%)  4(.1%)
## 6     6383 13(.2%)  2(.0%)      0 205(3.2%)  27(.4%) 523(8.2%) 17(.3%)  3(.0%)
## 7     4349  1(.0%)  3(.1%) 2(.0%) 136(3.1%)  22(.5%) 377(8.7%) 12(.3%)  7(.2%)
## 8     5186       0  3(.1%) 1(.0%) 156(3.0%)  27(.5%) 449(8.7%)  7(.1%)  5(.1%)
## 9     5432       0  2(.0%)      0 172(3.2%)  41(.8%) 488(9.0%) 10(.2%)  4(.1%)
## 10    7297 10(.1%) 10(.1%) 2(.0%) 232(3.2%)  52(.7%) 628(8.6%) 22(.3%) 10(.1%)
## 11    5277  7(.1%)  6(.1%)      0 165(3.1%)  22(.4%) 408(7.7%) 13(.2%) 15(.3%)
## 12    4963  1(.0%)  4(.1%) 1(.0%) 134(2.7%)  25(.5%) 394(7.9%) 13(.3%) 11(.2%)
## 13    4361       0  7(.2%)      0 125(2.9%)  33(.8%) 419(9.6%)  4(.1%)  2(.0%)
## 14    5711  4(.1%)  1(.0%) 1(.0%) 147(2.6%)  30(.5%) 445(7.8%)  9(.2%)  7(.1%)
## 15    5672  4(.1%)  3(.1%) 1(.0%) 173(3.1%)  40(.7%) 499(8.8%)  8(.1%)  4(.1%)
## 16    3938  2(.1%)  5(.1%)      0 110(2.8%)  11(.3%) 332(8.4%)  4(.1%)  3(.1%)
## 17    4341  1(.0%)  1(.0%)      0 139(3.2%)  19(.4%) 332(7.6%)  7(.2%)  7(.2%)
## 18    2365       0  4(.2%) 1(.0%)  80(3.4%)  12(.5%) 175(7.4%)  7(.3%)  8(.3%)
## 19    5361  2(.0%)  1(.0%)      0 147(2.7%)  26(.5%) 323(6.0%) 14(.3%) 18(.3%)
## 20    1990  1(.1%)  4(.2%)      0  62(3.1%)   4(.2%) 163(8.2%)  8(.4%)  4(.2%)
## 21    7535  2(.0%)  4(.1%)      0 230(3.1%)  33(.4%) 604(8.0%) 24(.3%) 16(.2%)
## 22    4914  3(.1%)  6(.1%) 2(.0%) 137(2.8%)  19(.4%) 365(7.4%)  6(.1%) 14(.3%)
##            IN        JJ     JJR     JJS        MD          NN     NNP   NNPS
## 1  479(12.6%) 274(7.2%)  5(.1%)  9(.2%)  47(1.2%)  752(19.8%)  7(.2%)      0
## 2  449(11.2%) 258(6.4%)  2(.0%)  4(.1%)  66(1.6%)  912(22.8%)  3(.1%)      0
## 3  512(11.3%) 302(6.7%)  8(.2%)  4(.1%)  51(1.1%)  867(19.2%)  5(.1%)      0
## 4  597(11.3%) 347(6.6%) 12(.2%) 11(.2%)  73(1.4%)  944(17.8%) 11(.2%)      0
## 5  672(11.7%) 362(6.3%) 25(.4%)  6(.1%)  56(1.0%) 1086(18.9%) 14(.2%)      0
## 6  697(10.9%) 437(6.8%) 13(.2%) 10(.2%)  72(1.1%) 1150(18.0%) 14(.2%)      0
## 7  436(10.0%) 272(6.3%)  4(.1%)  7(.2%)  69(1.6%)  825(19.0%)  9(.2%)      0
## 8  595(11.5%) 316(6.1%) 12(.2%)  7(.1%)  58(1.1%)  962(18.5%) 13(.3%)      0
## 9  609(11.2%) 300(5.5%) 21(.4%) 10(.2%)  76(1.4%)  931(17.1%)  4(.1%)      0
## 10 860(11.8%) 461(6.3%) 24(.3%) 13(.2%) 110(1.5%) 1280(17.5%) 23(.3%) 1(.0%)
## 11 609(11.5%) 301(5.7%) 17(.3%)  6(.1%)  96(1.8%)  941(17.8%) 16(.3%) 1(.0%)
## 12 550(11.1%) 281(5.7%) 16(.3%)  8(.2%)  98(2.0%)  869(17.5%)  5(.1%)      0
## 13 513(11.8%) 239(5.5%) 12(.3%)  5(.1%)  48(1.1%)  865(19.8%) 12(.3%)      0
## 14 658(11.5%) 340(6.0%) 13(.2%)  3(.1%)  78(1.4%) 1055(18.5%) 15(.3%)      0
## 15 676(11.9%) 332(5.9%) 10(.2%)  7(.1%)  63(1.1%) 1138(20.1%)  5(.1%)      0
## 16 447(11.4%) 234(5.9%)  7(.2%)  3(.1%)  53(1.3%)  748(19.0%) 10(.3%)      0
## 17 513(11.8%) 223(5.1%)  8(.2%)  2(.0%)  54(1.2%)  694(16.0%)  5(.1%)      0
## 18 264(11.2%) 120(5.1%)  9(.4%)  3(.1%)  38(1.6%)  361(15.3%)  1(.0%)      0
## 19 578(10.8%) 314(5.9%) 13(.2%)  5(.1%) 114(2.1%)  801(14.9%) 10(.2%)      0
## 20 214(10.8%) 131(6.6%)  4(.2%)  3(.2%)  27(1.4%)  361(18.1%)  2(.1%)      0
## 21 792(10.5%) 371(4.9%) 38(.5%)  7(.1%) 132(1.8%) 1207(16.0%)  6(.1%)      0
## 22 532(10.8%) 252(5.1%) 29(.6%) 10(.2%) 100(2.0%)  865(17.6%)  3(.1%)      0
##          NNS    PDT      POS        PRP      PRP$        RB     RBR    RBS
## 1  158(4.2%) 3(.1%)  36(.9%)  230(6.1%) 109(2.9%) 244(6.4%)  8(.2%) 7(.2%)
## 2  103(2.6%) 4(.1%) 52(1.3%)  285(7.1%) 125(3.1%) 299(7.5%)  5(.1%) 1(.0%)
## 3  134(3.0%) 3(.1%)  42(.9%)  323(7.1%) 114(2.5%) 364(8.0%)  5(.1%) 2(.0%)
## 4  250(4.7%) 3(.1%)  50(.9%)  404(7.6%) 119(2.2%) 359(6.8%)  7(.1%) 5(.1%)
## 5  202(3.5%) 5(.1%)  46(.8%)  408(7.1%) 130(2.3%) 400(7.0%)  3(.1%) 1(.0%)
## 6  250(3.9%)      0  51(.8%)  531(8.3%) 160(2.5%) 495(7.8%)  7(.1%) 6(.1%)
## 7  154(3.5%) 2(.0%)  38(.9%)  319(7.3%) 107(2.5%) 353(8.1%)  3(.1%) 5(.1%)
## 8  230(4.4%) 1(.0%)  47(.9%)  387(7.5%) 109(2.1%) 373(7.2%)  5(.1%) 3(.1%)
## 9  200(3.7%) 7(.1%)  40(.7%)  472(8.7%) 107(2.0%) 432(8.0%) 14(.3%)      0
## 10 317(4.3%) 7(.1%) 71(1.0%)  627(8.6%) 142(1.9%) 492(6.7%)  5(.1%) 5(.1%)
## 11 191(3.6%) 5(.1%) 59(1.1%)  436(8.3%) 119(2.3%) 373(7.1%)  5(.1%) 3(.1%)
## 12 125(2.5%) 2(.0%)  37(.7%)  458(9.2%) 106(2.1%) 407(8.2%) 11(.2%)      0
## 13 144(3.3%) 3(.1%)  39(.9%)  322(7.4%)  94(2.2%) 328(7.5%)  5(.1%)      0
## 14 178(3.1%) 3(.1%) 70(1.2%)  461(8.1%) 152(2.7%) 436(7.6%)  5(.1%) 1(.0%)
## 15 206(3.6%) 4(.1%) 54(1.0%)  430(7.6%) 130(2.3%) 421(7.4%)  7(.1%) 1(.0%)
## 16 121(3.1%) 2(.1%) 39(1.0%)  353(9.0%)  80(2.0%) 309(7.8%)  5(.1%) 1(.0%)
## 17 150(3.5%) 3(.1%) 72(1.7%)  424(9.8%) 119(2.7%) 337(7.8%)  6(.1%)      0
## 18 106(4.5%) 3(.1%) 24(1.0%)  226(9.6%)  52(2.2%) 181(7.7%)  3(.1%)      0
## 19 191(3.6%) 2(.0%)  50(.9%) 593(11.1%) 151(2.8%) 426(7.9%)  8(.1%) 1(.0%)
## 20  53(2.7%)      0 22(1.1%)  175(8.8%)  63(3.2%) 125(6.3%)  2(.1%)      0
## 21 211(2.8%) 1(.0%) 84(1.1%) 786(10.4%) 164(2.2%) 606(8.0%) 12(.2%) 2(.0%)
## 22 132(2.7%) 2(.0%) 51(1.0%) 489(10.0%) 116(2.4%) 386(7.9%)  5(.1%) 4(.1%)
##         RP    SYM        TO      UH        VB        VBD       VBG       VBN
## 1  31(.8%)      0  85(2.2%)       0 143(3.8%)  324(8.5%)  85(2.2%) 105(2.8%)
## 2  30(.7%)      0  98(2.4%)  4(.1%) 165(4.1%)  348(8.7%) 104(2.6%)  84(2.1%)
## 3  38(.8%)      0 104(2.3%)  5(.1%) 201(4.4%)  412(9.1%) 124(2.7%) 112(2.5%)
## 4  35(.7%)      0 131(2.5%)  3(.1%) 206(3.9%)  461(8.7%) 176(3.3%) 139(2.6%)
## 5  44(.8%)      0 144(2.5%)  8(.1%) 207(3.6%) 571(10.0%) 175(3.1%) 142(2.5%)
## 6  45(.7%)      0 139(2.2%)  8(.1%) 278(4.4%)  618(9.7%) 176(2.8%) 133(2.1%)
## 7  31(.7%)      0  90(2.1%)  5(.1%) 202(4.6%) 437(10.0%) 132(3.0%)  96(2.2%)
## 8  31(.6%)      0 117(2.3%) 11(.2%) 203(3.9%)  511(9.9%) 186(3.6%) 117(2.3%)
## 9  38(.7%) 1(.0%) 120(2.2%)  7(.1%) 248(4.6%) 542(10.0%) 169(3.1%) 126(2.3%)
## 10 47(.6%)      0 167(2.3%)  6(.1%) 314(4.3%)  685(9.4%) 178(2.4%) 174(2.4%)
## 11 38(.7%)      0 102(1.9%)  9(.2%) 250(4.7%)  484(9.2%) 167(3.2%) 144(2.7%)
## 12 38(.8%)      0 114(2.3%) 14(.3%) 236(4.8%)  438(8.8%) 171(3.4%) 125(2.5%)
## 13 41(.9%)      0 102(2.3%)  7(.2%) 174(4.0%)  432(9.9%) 150(3.4%)  97(2.2%)
## 14 47(.8%)      0 156(2.7%)  4(.1%) 275(4.8%)  557(9.8%) 188(3.3%) 154(2.7%)
## 15 35(.6%)      0 129(2.3%) 10(.2%) 192(3.4%)  557(9.8%) 207(3.6%) 152(2.7%)
## 16 31(.8%)      0  93(2.4%)  5(.1%) 170(4.3%)  388(9.9%) 139(3.5%)  79(2.0%)
## 17 27(.6%)      0  93(2.1%)  1(.0%) 193(4.4%) 493(11.4%) 157(3.6%) 112(2.6%)
## 18 18(.8%)      0  69(2.9%)  1(.0%) 106(4.5%) 239(10.1%)  70(3.0%)  70(3.0%)
## 19 33(.6%)      0 135(2.5%)  3(.1%) 289(5.4%) 534(10.0%) 150(2.8%) 157(2.9%)
## 20  9(.5%)      0  56(2.8%)  2(.1%)  91(4.6%) 225(11.3%)  85(4.3%)  46(2.3%)
## 21 54(.7%)      0 212(2.8%)  6(.1%) 403(5.3%)  716(9.5%) 240(3.2%) 201(2.7%)
## 22 34(.7%)      0 107(2.2%)  9(.2%) 248(5.0%)  458(9.3%) 151(3.1%) 118(2.4%)
##          VBP       VBZ     WDT       WP    WP$     WRB
## 1    36(.9%)   28(.7%) 11(.3%)  20(.5%)      0 15(.4%)
## 2   59(1.5%)   36(.9%)  4(.1%)  24(.6%) 5(.1%) 13(.3%)
## 3   94(2.1%)  43(1.0%) 12(.3%)  25(.6%) 1(.0%) 24(.5%)
## 4  100(1.9%)  68(1.3%) 12(.2%)  37(.7%)      0 48(.9%)
## 5   92(1.6%)  60(1.0%) 23(.4%) 59(1.0%) 1(.0%) 29(.5%)
## 6  132(2.1%)  81(1.3%) 16(.3%)  45(.7%) 1(.0%) 28(.4%)
## 7   57(1.3%)  58(1.3%) 16(.4%)  31(.7%)      0 31(.7%)
## 8   99(1.9%)  50(1.0%) 15(.3%)  49(.9%) 2(.0%) 29(.6%)
## 9   94(1.7%)  64(1.2%) 14(.3%)  37(.7%) 2(.0%) 30(.6%)
## 10 145(2.0%)   68(.9%) 20(.3%)  44(.6%) 1(.0%) 44(.6%)
## 11 100(1.9%)  74(1.4%) 18(.3%) 54(1.0%)      0 23(.4%)
## 12 114(2.3%)  71(1.4%) 16(.3%)  35(.7%) 1(.0%) 34(.7%)
## 13  56(1.3%)  44(1.0%) 11(.3%)  19(.4%)      0  9(.2%)
## 14  83(1.5%)  60(1.1%)  9(.2%)  34(.6%)      0 32(.6%)
## 15  73(1.3%)   52(.9%)  9(.2%)  20(.4%) 1(.0%) 19(.3%)
## 16  57(1.4%)  50(1.3%)  8(.2%)  21(.5%)      0 18(.5%)
## 17  64(1.5%)   30(.7%)  7(.2%)  28(.6%) 1(.0%) 19(.4%)
## 18  38(1.6%)  31(1.3%)  7(.3%)  18(.8%) 1(.0%) 19(.8%)
## 19 120(2.2%)  56(1.0%) 11(.2%)  42(.8%) 1(.0%) 42(.8%)
## 20  22(1.1%)    7(.4%)  3(.2%)  11(.6%)      0  5(.3%)
## 21 173(2.3%) 106(1.4%) 10(.1%)  49(.7%)      0 33(.4%)
## 22 101(2.1%)  77(1.6%)  9(.2%)  38(.8%) 1(.0%) 35(.7%)
pos_tags()
##    Tag  Description                             
## 1  CC   Coordinating conjunction                
## 2  CD   Cardinal number                         
## 3  DT   Determiner                              
## 4  EX   Existential there                       
## 5  FW   Foreign word                            
## 6  IN   Preposition or subordinating conjunction
## 7  JJ   Adjective                               
## 8  JJR  Adjective, comparative                  
## 9  JJS  Adjective, superlative                  
## 10 LS   List item marker                        
## 11 MD   Modal                                   
## 12 NN   Noun, singular or mass                  
## 13 NNS  Noun, plural                            
## 14 NNP  Proper noun, singular                   
## 15 NNPS Proper noun, plural                     
## 16 PDT  Predeterminer                           
## 17 POS  Possessive ending                       
## 18 PRP  Personal pronoun                        
## 19 PRP$ Possessive pronoun                      
## 20 RB   Adverb                                  
## 21 RBR  Adverb, comparative                     
## 22 RBS  Adverb, superlative                     
## 23 RP   Particle                                
## 24 SYM  Symbol                                  
## 25 TO   to                                      
## 26 UH   Interjection                            
## 27 VB   Verb, base form                         
## 28 VBD  Verb, past tense                        
## 29 VBG  Verb, gerund or present participle      
## 30 VBN  Verb, past participle                   
## 31 VBP  Verb, non-3rd person singular present   
## 32 VBZ  Verb, 3rd person singular present       
## 33 WDT  Wh-determiner                           
## 34 WP   Wh-pronoun                              
## 35 WP$  Possessive wh-pronoun                   
## 36 WRB  Wh-adverb

RDR POS Tagger

##r chunk

library(RDRPOSTagger)
models <- rdr_available_models()
models
## Riple down Rule based available taggers:
## ----------------------------------------
## 
## 1/ POS tagging for languages:
## English, French, German, Hindi, Italian, Thai, Vietnamese
## 
## 2/ MORPH tagging for languages:
## Bulgarian, Czech, Dutch, French, German, Portuguese, Spanish, Swedish
## 
## 3/ UniversalPOS tagging for languages:
## Ancient_Greek-PROIEL, Ancient_Greek, Arabic, Basque, Belarusian, Bulgarian, Catalan, Chinese, Coptic, Croatian, Czech-CAC, Czech-CLTT, Czech, Danish, Dutch-LassySmall, Dutch, English-LinES, English-ParTUT, English, Estonian, Finnish-FTB, Finnish, French-ParTUT, French-Sequoia, French, Galician-TreeGal, Galician, German, Gothic, Greek, Hebrew, Hindi, Hungarian, Indonesian, Irish, Italian-ParTUT, Italian, Japanese, Korean, Latin-ITTB, Latin-PROIEL, Latin, Latvian, Lithuanian, Norwegian-Bokmaal, Norwegian-Nynorsk, Old_Church_Slavonic, Persian, Polish, Portuguese-BR, Portuguese, Romanian, Russian-SynTagRus, Russian, Slovak, Slovenian-SST, Slovenian, Spanish-AnCora, Spanish, Swedish-LinES, Swedish, Tamil, Turkish, Urdu, Vietnamese
create_tagger<- rdr_model(language = "English", annotation = "POS")
rdr_pos(create_tagger, x = prisoner_of_azkaban[1])
##      doc_id token_id               token  pos
## 1        d1        1                 OWL   NN
## 2        d1        2         POST  Harry  NNP
## 3        d1        3              Potter  NNP
## 4        d1        4                 was  VBD
## 5        d1        5                   a   DT
## 6        d1        6              highly   RB
## 7        d1        7             unusual   JJ
## 8        d1        8                 boy   NN
## 9        d1        9                  in   IN
## 10       d1       10                many   JJ
## 11       d1       11                ways  NNS
## 12       d1       12                   .    .
## 13       d1       13                 For   IN
## 14       d1       14                 one   CD
## 15       d1       15               thing   NN
## 16       d1       16                   ,    ,
## 17       d1       17                  he  PRP
## 18       d1       18               hated  VBN
## 19       d1       19                 the   DT
## 20       d1       20              summer   NN
## 21       d1       21            holidays  NNS
## 22       d1       22                more  JJR
## 23       d1       23                than   IN
## 24       d1       24                 any   DT
## 25       d1       25               other   JJ
## 26       d1       26                time   NN
## 27       d1       27                  of   IN
## 28       d1       28                year   NN
## 29       d1       29                   .    .
## 30       d1       30                 For   IN
## 31       d1       31             another   DT
## 32       d1       32                   ,    ,
## 33       d1       33                  he  PRP
## 34       d1       34              really   RB
## 35       d1       35              wanted  VBD
## 36       d1       36                  to   TO
## 37       d1       37                  do  VBP
## 38       d1       38                 his PRP$
## 39       d1       39            homework   NN
## 40       d1       40                 but   CC
## 41       d1       41                 was  VBD
## 42       d1       42              forced  VBN
## 43       d1       43                  to   TO
## 44       d1       44                  do  VBP
## 45       d1       45                  it  PRP
## 46       d1       46                  in   IN
## 47       d1       47              secret   JJ
## 48       d1       48                   ,    ,
## 49       d1       49                  in   IN
## 50       d1       50                 the   DT
## 51       d1       51                dead   JJ
## 52       d1       52                  of   IN
## 53       d1       53               night   NN
## 54       d1       54                   .    .
## 55       d1       55                 And   CC
## 56       d1       56                  he  PRP
## 57       d1       57                also   RB
## 58       d1       58            happened  VBD
## 59       d1       59                  to   TO
## 60       d1       60                  be   VB
## 61       d1       61                   a   DT
## 62       d1       62              wizard  NNP
## 63       d1       63                   .    .
## 64       d1       64                  It   NN
## 65       d1       65                 was  VBD
## 66       d1       66              nearly   RB
## 67       d1       67            midnight   NN
## 68       d1       68                   ,    ,
## 69       d1       69                 and   CC
## 70       d1       70                  he  PRP
## 71       d1       71                 was  VBD
## 72       d1       72               lying  VBG
## 73       d1       73                  on   IN
## 74       d1       74                 his PRP$
## 75       d1       75             stomach   VB
## 76       d1       76                  in   IN
## 77       d1       77                 bed   NN
## 78       d1       78                   ,    ,
## 79       d1       79                 the   DT
## 80       d1       80            blankets  NNS
## 81       d1       81               drawn  VBN
## 82       d1       82               right   NN
## 83       d1       83                over   IN
## 84       d1       84                 his PRP$
## 85       d1       85                head   NN
## 86       d1       86                like   IN
## 87       d1       87                   a   DT
## 88       d1       88                tent   NN
## 89       d1       89                   ,    ,
## 90       d1       90                   a   DT
## 91       d1       91          flashlight   NN
## 92       d1       92                  in   IN
## 93       d1       93                 one   CD
## 94       d1       94                hand   NN
## 95       d1       95                 and   CC
## 96       d1       96                   a   DT
## 97       d1       97               large   JJ
## 98       d1       98             leather   NN
## 99       d1       99                   -    :
## 100      d1      100               bound  VBN
## 101      d1      101                book   NN
## 102      d1      102                  (A   NN
## 103      d1      103             History   NN
## 104      d1      104                  of   IN
## 105      d1      105               Magic  NNP
## 106      d1      106                  by   IN
## 107      d1      107            Bathilda  NNP
## 108      d1      108            Bagshot)  NNP
## 109      d1      109             propped  VBD
## 110      d1      110                open   JJ
## 111      d1      111             against   IN
## 112      d1      112                 the   DT
## 113      d1      113              pillow   NN
## 114      d1      114                   .    .
## 115      d1      115               Harry  NNP
## 116      d1      116               moved  VBD
## 117      d1      117                 the   DT
## 118      d1      118                 tip   NN
## 119      d1      119                  of   IN
## 120      d1      120                 his PRP$
## 121      d1      121               eagle  NNP
## 122      d1      122                   -    :
## 123      d1      123             feather   NN
## 124      d1      124               quill  NNP
## 125      d1      125                down   RB
## 126      d1      126                 the   DT
## 127      d1      127                page   NN
## 128      d1      128                   ,    ,
## 129      d1      129            frowning  VBG
## 130      d1      130                  as   IN
## 131      d1      131                  he  PRP
## 132      d1      132              looked  VBD
## 133      d1      133                 for   IN
## 134      d1      134           something   NN
## 135      d1      135                that   IN
## 136      d1      136               would   MD
## 137      d1      137                help   VB
## 138      d1      138                 him  PRP
## 139      d1      139               write   VB
## 140      d1      140                 his PRP$
## 141      d1      141               essay   NN
## 142      d1      142                   ,    ,
## 143      d1      143                  ''   ''
## 144      d1      144             Burning   NN
## 145      d1      145                  in   IN
## 146      d1      146                 the   DT
## 147      d1      147          Fourteenth   JJ
## 148      d1      148             Century  NNP
## 149      d1      149                 Was  VBD
## 150      d1      150          Completely   RB
## 151      d1      151           Pointless   JJ
## 152      d1      152             discuss   VB
## 153      d1      153                   .    .
## 154      d1      154                  ''   ''
## 155      d1      155               quill  NNP
## 156      d1      156              paused  VBD
## 157      d1      157                  at   IN
## 158      d1      158                 the   DT
## 159      d1      159                 top   JJ
## 160      d1      160                  of   IN
## 161      d1      161                   a   DT
## 162      d1      162              likely   JJ
## 163      d1      163                   -    :
## 164      d1      164             looking  VBG
## 165      d1      165           paragraph   NN
## 166      d1      166                   .    .
## 167      d1      167               Harry  NNP
## 168      d1      168              Pushed  VBN
## 169      d1      169                 his PRP$
## 170      d1      170               round   NN
## 171      d1      171             glasses  NNS
## 172      d1      172                  up   RP
## 173      d1      173                 the   DT
## 174      d1      174              bridge   NN
## 175      d1      175                  of   IN
## 176      d1      176                 his PRP$
## 177      d1      177                nose   NN
## 178      d1      178                   ,    ,
## 179      d1      179               moved  VBD
## 180      d1      180                 his PRP$
## 181      d1      181          flashlight   NN
## 182      d1      182              closer  JJR
## 183      d1      183                  to   TO
## 184      d1      184                 the   DT
## 185      d1      185                book   NN
## 186      d1      186                   ,    ,
## 187      d1      187                 and   CC
## 188      d1      188                read   VB
## 189      d1      189                   :    :
## 190      d1      190                 Non   NN
## 191      d1      191                   -    :
## 192      d1      192               magic   JJ
## 193      d1      193              people  NNS
## 194      d1      194               (more  NNP
## 195      d1      195            commonly   RB
## 196      d1      196               known  VBN
## 197      d1      197                  as   IN
## 198      d1      198            Muggles)  NNP
## 199      d1      199                were  VBD
## 200      d1      200        particularly   RB
## 201      d1      201              afraid   JJ
## 202      d1      202                  of   IN
## 203      d1      203               magic   JJ
## 204      d1      204                  in   IN
## 205      d1      205            medieval   NN
## 206      d1      206               times  NNS
## 207      d1      207                   ,    ,
## 208      d1      208                 but   CC
## 209      d1      209                 not   RB
## 210      d1      210                very   RB
## 211      d1      211                good   JJ
## 212      d1      212                  at   IN
## 213      d1      213         recognizing  VBG
## 214      d1      214                  it  PRP
## 215      d1      215                   .    .
## 216      d1      216                  On   IN
## 217      d1      217                 the   DT
## 218      d1      218                rare   JJ
## 219      d1      219            occasion   VB
## 220      d1      220                that   IN
## 221      d1      221                they  PRP
## 222      d1      222                 did  VBD
## 223      d1      223               catch   VB
## 224      d1      224                   a   DT
## 225      d1      225                real   JJ
## 226      d1      226               witch   NN
## 227      d1      227                  or   CC
## 228      d1      228              wizard  NNP
## 229      d1      229                   ,    ,
## 230      d1      230             burning   NN
## 231      d1      231                 had  VBD
## 232      d1      232                  no   DT
## 233      d1      233              effect   NN
## 234      d1      234          whatsoever   RB
## 235      d1      235                   .    .
## 236      d1      236                 The   DT
## 237      d1      237               witch   NN
## 238      d1      238                  or   CC
## 239      d1      239              wizard  NNP
## 240      d1      240               would   MD
## 241      d1      241             perform   VB
## 242      d1      242                   a   DT
## 243      d1      243               basic   JJ
## 244      d1      244               Flame   NN
## 245      d1      245            Freezing   NN
## 246      d1      246               Charm   NN
## 247      d1      247                 and   CC
## 248      d1      248                then   RB
## 249      d1      249             pretend   VB
## 250      d1      250                  to   TO
## 251      d1      251              shriek  NNP
## 252      d1      252                with   IN
## 253      d1      253                pain   NN
## 254      d1      254               while   IN
## 255      d1      255            enjoying  VBG
## 256      d1      256                   a   DT
## 257      d1      257              gentle   JJ
## 258      d1      258                   ,    ,
## 259      d1      259            tickling  VBG
## 260      d1      260           sensation   NN
## 261      d1      261                   .    .
## 262      d1      262              Indeed   RB
## 263      d1      263                   ,    ,
## 264      d1      264            Wendelin  NNP
## 265      d1      265                 the   DT
## 266      d1      266               Weird   JJ
## 267      d1      267             enjoyed  VBN
## 268      d1      268               being  VBG
## 269      d1      269              burned  VBN
## 270      d1      270                  so   RB
## 271      d1      271                much   JJ
## 272      d1      272                that   IN
## 273      d1      273                 she  PRP
## 274      d1      274             allowed  VBN
## 275      d1      275             herself  PRP
## 276      d1      276                  to   TO
## 277      d1      277                  be   VB
## 278      d1      278              caught  VBN
## 279      d1      279                  no   DT
## 280      d1      280                less  JJR
## 281      d1      281                than   IN
## 282      d1      282          fortyseven   CD
## 283      d1      283               times  NNS
## 284      d1      284                  in   IN
## 285      d1      285             various   JJ
## 286      d1      286           disguises  NNS
## 287      d1      287                   .    .
## 288      d1      288               Harry  NNP
## 289      d1      289                 put   VB
## 290      d1      290                 his PRP$
## 291      d1      291               quill  NNP
## 292      d1      292             between   IN
## 293      d1      293                 his PRP$
## 294      d1      294               teeth  NNS
## 295      d1      295                 and   CC
## 296      d1      296             reached  VBN
## 297      d1      297          underneath   IN
## 298      d1      298                 his PRP$
## 299      d1      299              pillow   NN
## 300      d1      300                 for   IN
## 301      d1      301                 his PRP$
## 302      d1      302                 ink   NN
## 303      d1      303              bottle   NN
## 304      d1      304                 and   CC
## 305      d1      305                   a   DT
## 306      d1      306                roll   NN
## 307      d1      307                  of   IN
## 308      d1      308           parchment   NN
## 309      d1      309                   .    .
## 310      d1      310              Slowly   RB
## 311      d1      311                 and   CC
## 312      d1      312                very   RB
## 313      d1      313           carefully   RB
## 314      d1      314                  he  PRP
## 315      d1      315           unscrewed  VBN
## 316      d1      316                 the   DT
## 317      d1      317                 ink   NN
## 318      d1      318              bottle   NN
## 319      d1      319                   ,    ,
## 320      d1      320              dipped  VBD
## 321      d1      321                 his PRP$
## 322      d1      322               quill  NNP
## 323      d1      323                into   IN
## 324      d1      324                  it  PRP
## 325      d1      325                   ,    ,
## 326      d1      326                 and   CC
## 327      d1      327               began  VBD
## 328      d1      328                  to   TO
## 329      d1      329               write   VB
## 330      d1      330                   ,    ,
## 331      d1      331             pausing  VBG
## 332      d1      332               every   DT
## 333      d1      333                 now   RB
## 334      d1      334                 and   CC
## 335      d1      335                then   RB
## 336      d1      336                  to   TO
## 337      d1      337              listen   VB
## 338      d1      338                   ,    ,
## 339      d1      339             because   IN
## 340      d1      340                  if   IN
## 341      d1      341                 any   DT
## 342      d1      342                  of   IN
## 343      d1      343                 the   DT
## 344      d1      344            Dursleys  NNS
## 345      d1      345               heard  VBN
## 346      d1      346                 the   DT
## 347      d1      347          scratching  VBG
## 348      d1      348                  of   IN
## 349      d1      349                 his PRP$
## 350      d1      350               quill  NNP
## 351      d1      351                  on   IN
## 352      d1      352               their PRP$
## 353      d1      353                 way   NN
## 354      d1      354                  to   TO
## 355      d1      355                 the   DT
## 356      d1      356            bathroom   NN
## 357      d1      357                   ,    ,
## 358      d1      358                he'd   NN
## 359      d1      359            probably   RB
## 360      d1      360                find   VB
## 361      d1      361             himself  PRP
## 362      d1      362              locked  VBN
## 363      d1      363                  in   IN
## 364      d1      364                 the   DT
## 365      d1      365            cupboard   NN
## 366      d1      366               under   IN
## 367      d1      367                 the   DT
## 368      d1      368              stairs  NNS
## 369      d1      369                 for   IN
## 370      d1      370                 the   DT
## 371      d1      371                rest   NN
## 372      d1      372                  of   IN
## 373      d1      373                 the   DT
## 374      d1      374              summer   NN
## 375      d1      375                   .    .
## 376      d1      376                 The  NNP
## 377      d1      377             Dursley  NNP
## 378      d1      378              family   NN
## 379      d1      379                  of   IN
## 380      d1      380              number   NN
## 381      d1      381                four   CD
## 382      d1      382                   ,    ,
## 383      d1      383              Privet   NN
## 384      d1      384               Drive  NNP
## 385      d1      385                   ,    ,
## 386      d1      386                 was  VBD
## 387      d1      387                 the   DT
## 388      d1      388              reason   NN
## 389      d1      389                that   IN
## 390      d1      390               Harry  NNP
## 391      d1      391               never   RB
## 392      d1      392             enjoyed  VBN
## 393      d1      393                 his PRP$
## 394      d1      394              summer   NN
## 395      d1      395            holidays  NNS
## 396      d1      396                   .    .
## 397      d1      397               Uncle  NNP
## 398      d1      398              Vernon  NNP
## 399      d1      399                   ,    ,
## 400      d1      400                Aunt  NNP
## 401      d1      401             Petunia  NNP
## 402      d1      402                   ,    ,
## 403      d1      403                 and   CC
## 404      d1      404               their PRP$
## 405      d1      405                 son   NN
## 406      d1      406                   ,    ,
## 407      d1      407              Dudley  NNP
## 408      d1      408                   ,    ,
## 409      d1      409                were  VBD
## 410      d1      410             Harry's  NNP
## 411      d1      411                only   RB
## 412      d1      412              living  VBG
## 413      d1      413           relatives  NNS
## 414      d1      414                   .    .
## 415      d1      415                They  PRP
## 416      d1      416                were  VBD
## 417      d1      417             Muggles  VBZ
## 418      d1      418                   ,    ,
## 419      d1      419                 and   CC
## 420      d1      420                they  PRP
## 421      d1      421                 had  VBD
## 422      d1      422                   a   DT
## 423      d1      423                very   RB
## 424      d1      424            medieval   NN
## 425      d1      425            attitude   NN
## 426      d1      426              toward   IN
## 427      d1      427               magic   JJ
## 428      d1      428                   .    .
## 429      d1      429             Harry's  NNP
## 430      d1      430                dead   JJ
## 431      d1      431             parents  NNS
## 432      d1      432                   ,    ,
## 433      d1      433                 who   WP
## 434      d1      434                 had  VBD
## 435      d1      435                been  VBN
## 436      d1      436                   a   DT
## 437      d1      437               witch   NN
## 438      d1      438                 and   CC
## 439      d1      439              wizard  NNP
## 440      d1      440          themselves  PRP
## 441      d1      441                   ,    ,
## 442      d1      442                were  VBD
## 443      d1      443               never   RB
## 444      d1      444           mentioned  VBN
## 445      d1      445               under   IN
## 446      d1      446                 the   DT
## 447      d1      447           Dursleys'  NNP
## 448      d1      448                roof   NN
## 449      d1      449                 For   IN
## 450      d1      450               years  NNS
## 451      d1      451                   ,    ,
## 452      d1      452                Aunt  NNP
## 453      d1      453             Petunia  NNP
## 454      d1      454                 and   CC
## 455      d1      455               Uncle  NNP
## 456      d1      456              Vernon  NNP
## 457      d1      457                 had  VBD
## 458      d1      458               hoped  VBN
## 459      d1      459                that   IN
## 460      d1      460                  if   IN
## 461      d1      461                they  PRP
## 462      d1      462                kept  VBD
## 463      d1      463               Harry  NNP
## 464      d1      464                  as   IN
## 465      d1      465         downtrodden   JJ
## 466      d1      466                  as   IN
## 467      d1      467            possible   JJ
## 468      d1      468                   ,    ,
## 469      d1      469                they  PRP
## 470      d1      470               would   MD
## 471      d1      471                  be   VB
## 472      d1      472                able   JJ
## 473      d1      473                  to   TO
## 474      d1      474              squash   NN
## 475      d1      475                 the   DT
## 476      d1      476               magic   JJ
## 477      d1      477                 out   RP
## 478      d1      478                  of   IN
## 479      d1      479                 him  PRP
## 480      d1      480                   .    .
## 481      d1      481                  To   TO
## 482      d1      482               their PRP$
## 483      d1      483                fury   NN
## 484      d1      484                   ,    ,
## 485      d1      485                they  PRP
## 486      d1      486                 had  VBD
## 487      d1      487                been  VBN
## 488      d1      488        unsuccessful   JJ
## 489      d1      489                   .    .
## 490      d1      490               These   DT
## 491      d1      491                days  NNS
## 492      d1      492                they  PRP
## 493      d1      493               lived  VBD
## 494      d1      494                  in   IN
## 495      d1      495              terror   NN
## 496      d1      496                  of   IN
## 497      d1      497              anyone   NN
## 498      d1      498             finding  VBG
## 499      d1      499                 out   RP
## 500      d1      500                that   IN
## 501      d1      501               Harry  NNP
## 502      d1      502                 had  VBD
## 503      d1      503               spent  VBD
## 504      d1      504                most  JJS
## 505      d1      505                  of   IN
## 506      d1      506                 the   DT
## 507      d1      507                last   JJ
## 508      d1      508                 two   CD
## 509      d1      509               years  NNS
## 510      d1      510                  at   IN
## 511      d1      511            Hogwarts  NNS
## 512      d1      512              School  NNP
## 513      d1      513                  of   IN
## 514      d1      514          Witchcraft   NN
## 515      d1      515                 and   CC
## 516      d1      516            Wizardry   JJ
## 517      d1      517                   .    .
## 518      d1      518                 The   DT
## 519      d1      519                most  JJS
## 520      d1      520                they  PRP
## 521      d1      521               could   MD
## 522      d1      522                  do  VBP
## 523      d1      523                   ,    ,
## 524      d1      524             however   RB
## 525      d1      525                   ,    ,
## 526      d1      526                 was  VBD
## 527      d1      527                  to   TO
## 528      d1      528                lock   VB
## 529      d1      529                away   RB
## 530      d1      530             Harry's  NNP
## 531      d1      531          spellbooks  NNS
## 532      d1      532                   ,    ,
## 533      d1      533                wand  NNP
## 534      d1      534                   ,    ,
## 535      d1      535            cauldron  NNP
## 536      d1      536                   ,    ,
## 537      d1      537                 and   CC
## 538      d1      538          broomstick   NN
## 539      d1      539                  at   IN
## 540      d1      540                 the   DT
## 541      d1      541               start   VB
## 542      d1      542                  of   IN
## 543      d1      543                 the   DT
## 544      d1      544              summer   NN
## 545      d1      545               break   VB
## 546      d1      546                   ,    ,
## 547      d1      547                 and   CC
## 548      d1      548              forbid   JJ
## 549      d1      549                 him  PRP
## 550      d1      550                  to   TO
## 551      d1      551                talk   VB
## 552      d1      552                  to   TO
## 553      d1      553                 the   DT
## 554      d1      554           neighbors  NNS
## 555      d1      555                   .    .
## 556      d1      556                This  NNP
## 557      d1      557          separation   NN
## 558      d1      558                from   IN
## 559      d1      559                 his PRP$
## 560      d1      560          spellbooks  NNS
## 561      d1      561                 had  VBD
## 562      d1      562                been  VBN
## 563      d1      563                   a   DT
## 564      d1      564                real   JJ
## 565      d1      565             problem   NN
## 566      d1      566                 for   IN
## 567      d1      567               Harry  NNP
## 568      d1      568                   ,    ,
## 569      d1      569             because   IN
## 570      d1      570                 his PRP$
## 571      d1      571            teachers  NNS
## 572      d1      572                  at   IN
## 573      d1      573            Hogwarts  NNS
## 574      d1      574                 had  VBD
## 575      d1      575               given  VBN
## 576      d1      576                 him  PRP
## 577      d1      577                   a   DT
## 578      d1      578                 lot   NN
## 579      d1      579                  of   IN
## 580      d1      580             holiday   NN
## 581      d1      581                work   NN
## 582      d1      582                   .    .
## 583      d1      583                 One   CD
## 584      d1      584                  of   IN
## 585      d1      585                 the   DT
## 586      d1      586              essays  NNS
## 587      d1      587                   ,    ,
## 588      d1      588                   a   DT
## 589      d1      589        particularly   RB
## 590      d1      590               nasty   JJ
## 591      d1      591                 one   CD
## 592      d1      592               about   IN
## 593      d1      593           shrinking  VBG
## 594      d1      594             potions  NNS
## 595      d1      595                   ,    ,
## 596      d1      596                 was  VBD
## 597      d1      597                 for   IN
## 598      d1      598             Harry's  NNP
## 599      d1      599               least  JJS
## 600      d1      600            favorite   JJ
## 601      d1      601             teacher   NN
## 602      d1      602                   ,    ,
## 603      d1      603           Professor  NNP
## 604      d1      604               Snape   NN
## 605      d1      605                   ,    ,
## 606      d1      606                 who   WP
## 607      d1      607               would   MD
## 608      d1      608                  be   VB
## 609      d1      609           delighted   JJ
## 610      d1      610                  to   TO
## 611      d1      611                have  VBP
## 612      d1      612                  an   DT
## 613      d1      613              excuse   NN
## 614      d1      614                  to   TO
## 615      d1      615                give   VB
## 616      d1      616               Harry  NNP
## 617      d1      617           detention   NN
## 618      d1      618                 for   IN
## 619      d1      619                   a   DT
## 620      d1      620               month   NN
## 621      d1      621                   .    .
## 622      d1      622               Harry  NNP
## 623      d1      623                 had  VBD
## 624      d1      624           therefore   RB
## 625      d1      625              seized  VBD
## 626      d1      626                 his PRP$
## 627      d1      627              chance   NN
## 628      d1      628                  in   IN
## 629      d1      629                 the   DT
## 630      d1      630               first   JJ
## 631      d1      631                week   NN
## 632      d1      632                  of   IN
## 633      d1      633                 the   DT
## 634      d1      634            holidays  NNS
## 635      d1      635                   .    .
## 636      d1      636               While   IN
## 637      d1      637               Uncle  NNP
## 638      d1      638              Vernon  NNP
## 639      d1      639                   ,    ,
## 640      d1      640                Aunt  NNP
## 641      d1      641             Petunia  NNP
## 642      d1      642                   ,    ,
## 643      d1      643                 and   CC
## 644      d1      644              Dudley  NNP
## 645      d1      645                 had  VBD
## 646      d1      646                gone  VBN
## 647      d1      647                 out   RP
## 648      d1      648                into   IN
## 649      d1      649                 the   DT
## 650      d1      650               front   NN
## 651      d1      651              garden   NN
## 652      d1      652                  to   TO
## 653      d1      653              admire  NNP
## 654      d1      654               Uncle  NNP
## 655      d1      655            Vernon's  NNP
## 656      d1      656                 new   JJ
## 657      d1      657             company   NN
## 658      d1      658                 car   NN
## 659      d1      659                 (in   NN
## 660      d1      660                very   RB
## 661      d1      661                loud   JJ
## 662      d1      662              voices  NNS
## 663      d1      663                   ,    ,
## 664      d1      664                  so   RB
## 665      d1      665                that   IN
## 666      d1      666                 the   DT
## 667      d1      667                rest   NN
## 668      d1      668                  of   IN
## 669      d1      669                 the   DT
## 670      d1      670              street   NN
## 671      d1      671               would   MD
## 672      d1      672              notice   NN
## 673      d1      673                  it  PRP
## 674      d1      674                too)   NN
## 675      d1      675                   ,    ,
## 676      d1      676               Harry  NNP
## 677      d1      677                 had  VBD
## 678      d1      678               crept  VBN
## 679      d1      679          downstairs  NNS
## 680      d1      680                   ,    ,
## 681      d1      681              picked  VBD
## 682      d1      682                 the   DT
## 683      d1      683                lock   VB
## 684      d1      684                  on   IN
## 685      d1      685                 the   DT
## 686      d1      686            cupboard   NN
## 687      d1      687               under   IN
## 688      d1      688                 the   DT
## 689      d1      689              stairs  NNS
## 690      d1      690                   ,    ,
## 691      d1      691             grabbed  VBD
## 692      d1      692                some   DT
## 693      d1      693                  of   IN
## 694      d1      694                 his PRP$
## 695      d1      695               books  NNS
## 696      d1      696                   ,    ,
## 697      d1      697                 and   CC
## 698      d1      698              hidden  VBN
## 699      d1      699                them  PRP
## 700      d1      700                  in   IN
## 701      d1      701                 his PRP$
## 702      d1      702             bedroom   JJ
## 703      d1      703                   .    .
## 704      d1      704                  As   IN
## 705      d1      705                long   JJ
## 706      d1      706                  as   IN
## 707      d1      707                  he  PRP
## 708      d1      708              didn't   NN
## 709      d1      709               leave   VB
## 710      d1      710               spots  NNS
## 711      d1      711                  of   IN
## 712      d1      712                 ink   NN
## 713      d1      713                  on   IN
## 714      d1      714                 the   DT
## 715      d1      715              sheets  NNS
## 716      d1      716                   ,    ,
## 717      d1      717                 the   DT
## 718      d1      718            Dursleys  NNS
## 719      d1      719                need  VBP
## 720      d1      720               never   RB
## 721      d1      721                know   VB
## 722      d1      722                that   IN
## 723      d1      723                  he  PRP
## 724      d1      724                 was  VBD
## 725      d1      725            studying  VBG
## 726      d1      726               magic   JJ
## 727      d1      727                  by   IN
## 728      d1      728               night   NN
## 729      d1      729                   .    .
## 730      d1      730               Harry  NNP
## 731      d1      731                 was  VBD
## 732      d1      732        particularly   RB
## 733      d1      733                keen   JJ
## 734      d1      734                  to   TO
## 735      d1      735               avoid   VB
## 736      d1      736             trouble   NN
## 737      d1      737                with   IN
## 738      d1      738                 his PRP$
## 739      d1      739                aunt   NN
## 740      d1      740                 and   CC
## 741      d1      741               uncle   NN
## 742      d1      742                  at   IN
## 743      d1      743                 the   DT
## 744      d1      744              moment   NN
## 745      d1      745                   ,    ,
## 746      d1      746                  as   IN
## 747      d1      747                they  PRP
## 748      d1      748                were  VBD
## 749      d1      749             already   RB
## 750      d1      750                  in   IN
## 751      d1      751                  an   DT
## 752      d1      752          especially   RB
## 753      d1      753                 bad   JJ
## 754      d1      754                mood   NN
## 755      d1      755                with   IN
## 756      d1      756                 him  PRP
## 757      d1      757                   ,    ,
## 758      d1      758                 all   DT
## 759      d1      759             because   IN
## 760      d1      760                he'd   NN
## 761      d1      761            received  VBD
## 762      d1      762                   a   DT
## 763      d1      763           telephone   NN
## 764      d1      764                call   VB
## 765      d1      765                from   IN
## 766      d1      766                   a   DT
## 767      d1      767              fellow   JJ
## 768      d1      768              wizard  NNP
## 769      d1      769                 one   CD
## 770      d1      770                week   NN
## 771      d1      771                into   IN
## 772      d1      772                 the   DT
## 773      d1      773              school   NN
## 774      d1      774            vacation   NN
## 775      d1      775                   .    .
## 776      d1      776                 Ron   NN
## 777      d1      777             Weasley  NNP
## 778      d1      778                   ,    ,
## 779      d1      779                 who   WP
## 780      d1      780                 was  VBD
## 781      d1      781                 one   CD
## 782      d1      782                  of   IN
## 783      d1      783             Harry's  NNP
## 784      d1      784                best  JJS
## 785      d1      785             friends  NNS
## 786      d1      786                  at   IN
## 787      d1      787            Hogwarts  NNS
## 788      d1      788                   ,    ,
## 789      d1      789                came  VBD
## 790      d1      790                from   IN
## 791      d1      791                   a   DT
## 792      d1      792               whole   JJ
## 793      d1      793              family   NN
## 794      d1      794                  of   IN
## 795      d1      795             wizards  NNS
## 796      d1      796                   .    .
## 797      d1      797                This   DT
## 798      d1      798               meant  VBN
## 799      d1      799                that   IN
## 800      d1      800                  he  PRP
## 801      d1      801                knew  VBD
## 802      d1      802                   a   DT
## 803      d1      803                 lot   NN
## 804      d1      804                  of   IN
## 805      d1      805              things  NNS
## 806      d1      806               Harry  NNP
## 807      d1      807              didn't   NN
## 808      d1      808                   ,    ,
## 809      d1      809                 but   CC
## 810      d1      810                 had  VBD
## 811      d1      811               never   RB
## 812      d1      812                used  VBN
## 813      d1      813                   a   DT
## 814      d1      814           telephone   NN
## 815      d1      815              before   IN
## 816      d1      816                   .    .
## 817      d1      817                Most  JJS
## 818      d1      818           unluckily   RB
## 819      d1      819                   ,    ,
## 820      d1      820                  it  PRP
## 821      d1      821                 had  VBD
## 822      d1      822                been  VBN
## 823      d1      823               Uncle  NNP
## 824      d1      824              Vernon  NNP
## 825      d1      825                 who   WP
## 826      d1      826                 had  VBD
## 827      d1      827            answered  VBN
## 828      d1      828                 the   DT
## 829      d1      829                call   VB
## 830      d1      830                   .    .
## 831      d1      831                  ''   ''
## 832      d1      832             Dursley  NNP
## 833      d1      833            speaking  VBG
## 834      d1      834                   .    .
## 835      d1      835                  ''   ''
## 836      d1      836                   ,    ,
## 837      d1      837                 who   WP
## 838      d1      838            happened  VBD
## 839      d1      839                  to   TO
## 840      d1      840                  be   VB
## 841      d1      841                  in   IN
## 842      d1      842                 the   DT
## 843      d1      843                room   NN
## 844      d1      844                  at   IN
## 845      d1      845                 the   DT
## 846      d1      846                time   NN
## 847      d1      847                   ,    ,
## 848      d1      848               froze  VBD
## 849      d1      849                  as   IN
## 850      d1      850                  he  PRP
## 851      d1      851               heard  VBN
## 852      d1      852               Ron's  NNP
## 853      d1      853               voice   NN
## 854      d1      854              answer   NN
## 855      d1      855                   .    .
## 856      d1      856                  ''   ''
## 857      d1      857                   ?    .
## 858      d1      858               HELLO   UH
## 859      d1      859                   ?    .
## 860      d1      860                 CAN   MD
## 861      d1      861                 YOU  PRP
## 862      d1      862                HEAR   VB
## 863      d1      863                  ME  PRP
## 864      d1      864                   ?    .
## 865      d1      865                   I  PRP
## 866      d1      866                   -    :
## 867      d1      867                   -    :
## 868      d1      868                WANT  VBP
## 869      d1      869                   -    :
## 870      d1      870                   -    :
## 871      d1      871                  TO   TO
## 872      d1      872                   -    :
## 873      d1      873                   -    :
## 874      d1      874                TALK  NNP
## 875      d1      875                   -    :
## 876      d1      876                   -    :
## 877      d1      877                  TO   TO
## 878      d1      878                   -    :
## 879      d1      879                   -    :
## 880      d1      880               HARRY  NNP
## 881      d1      881                   -    :
## 882      d1      882                   -    :
## 883      d1      883              POTTER   NN
## 884      d1      884                   !    .
## 885      d1      885                  ''   ''
## 886      d1      886                 was  VBD
## 887      d1      887             yelling  VBG
## 888      d1      888                  so   RB
## 889      d1      889              loudly   RB
## 890      d1      890                that   IN
## 891      d1      891               Uncle  NNP
## 892      d1      892              Vernon  NNP
## 893      d1      893              jumped  VBD
## 894      d1      894                 and   CC
## 895      d1      895                held  VBN
## 896      d1      896                 the   DT
## 897      d1      897            receiver   NN
## 898      d1      898                   a   DT
## 899      d1      899                foot   NN
## 900      d1      900                away   RB
## 901      d1      901                from   IN
## 902      d1      902                 his PRP$
## 903      d1      903                 ear   NN
## 904      d1      904                   ,    ,
## 905      d1      905             staring  VBG
## 906      d1      906                  at   IN
## 907      d1      907                  it  PRP
## 908      d1      908                with   IN
## 909      d1      909                  an   DT
## 910      d1      910          expression   NN
## 911      d1      911                  of   IN
## 912      d1      912             mingled  VBN
## 913      d1      913                fury   NN
## 914      d1      914                 and   CC
## 915      d1      915               alarm   NN
## 916      d1      916                   .    .
## 917      d1      917                  ''   ''
## 918      d1      918                  IS  VBZ
## 919      d1      919                THIS   DT
## 920      d1      920                   ?    .
## 921      d1      921                  ''   ''
## 922      d1      922                  he  PRP
## 923      d1      923              roared  VBN
## 924      d1      924                  in   IN
## 925      d1      925                 the   DT
## 926      d1      926           direction   NN
## 927      d1      927                  of   IN
## 928      d1      928                 the   DT
## 929      d1      929          mouthpiece   NN
## 930      d1      930                   .    .
## 931      d1      931                  ''   ''
## 932      d1      932                 ARE  VBP
## 933      d1      933                 YOU  PRP
## 934      d1      934                   ?    .
## 935      d1      935                  ''   ''
## 936      d1      936                   -    :
## 937      d1      937                   -    :
## 938      d1      938             WEASLEY  NNP
## 939      d1      939                   !    .
## 940      d1      940                  ''   ''
## 941      d1      941                 Ron  NNP
## 942      d1      942            bellowed  VBN
## 943      d1      943                back   RB
## 944      d1      944                   ,    ,
## 945      d1      945                  as   IN
## 946      d1      946              though   IN
## 947      d1      947                  he  PRP
## 948      d1      948                 and   CC
## 949      d1      949               Uncle  NNP
## 950      d1      950              Vernon  NNP
## 951      d1      951                were  VBD
## 952      d1      952            speaking  VBG
## 953      d1      953                from   IN
## 954      d1      954            opposite   JJ
## 955      d1      955                ends  VBZ
## 956      d1      956                  of   IN
## 957      d1      957                   a   DT
## 958      d1      958            football   NN
## 959      d1      959               field   NN
## 960      d1      960                   .    .
## 961      d1      961                  ''   ''
## 962      d1      962                   -    :
## 963      d1      963                   -    :
## 964      d1      964                   A   DT
## 965      d1      965                   -    :
## 966      d1      966                   -    :
## 967      d1      967              FRIEND   NN
## 968      d1      968                   -    :
## 969      d1      969                   -    :
## 970      d1      970                  OF   IN
## 971      d1      971                   -    :
## 972      d1      972                   -    :
## 973      d1      973             HARRY'S  NNP
## 974      d1      974                   -    :
## 975      d1      975                   -    :
## 976      d1      976                FROM   IN
## 977      d1      977                   -    :
## 978      d1      978                   -    :
## 979      d1      979              SCHOOL   NN
## 980      d1      980                   -    :
## 981      d1      981                   -    :
## 982      d1      982                  ''   ''
## 983      d1      983            Vernon's  NNP
## 984      d1      984               small   JJ
## 985      d1      985                eyes  NNS
## 986      d1      986            swiveled  VBN
## 987      d1      987              around   IN
## 988      d1      988                  to   TO
## 989      d1      989               Harry  NNP
## 990      d1      990                   ,    ,
## 991      d1      991                 who   WP
## 992      d1      992                 was  VBD
## 993      d1      993              rooted  VBN
## 994      d1      994                  to   TO
## 995      d1      995                 the   DT
## 996      d1      996                spot   NN
## 997      d1      997                   .    .
## 998      d1      998                  ''   ''
## 999      d1      999                  IS  VBZ
## 1000     d1     1000                  NO   DT
## 1001     d1     1001               HARRY  NNP
## 1002     d1     1002              POTTER   NN
## 1003     d1     1003                HERE   RB
## 1004     d1     1004                   !    .
## 1005     d1     1005                  ''   ''
## 1006     d1     1006                  he  PRP
## 1007     d1     1007              roared  VBN
## 1008     d1     1008                   ,    ,
## 1009     d1     1009                 now   RB
## 1010     d1     1010             holding  VBG
## 1011     d1     1011                 the   DT
## 1012     d1     1012            receiver   NN
## 1013     d1     1013                  at   IN
## 1014     d1     1014               arm's   NN
## 1015     d1     1015              length   NN
## 1016     d1     1016                   ,    ,
## 1017     d1     1017                  as   IN
## 1018     d1     1018              though   IN
## 1019     d1     1019          frightened  VBN
## 1020     d1     1020                  it  PRP
## 1021     d1     1021               might   MD
## 1022     d1     1022             explode   VB
## 1023     d1     1023                   .    .
## 1024     d1     1024                  ''   ''
## 1025     d1     1025               DON'T  NNP
## 1026     d1     1026                KNOW   VB
## 1027     d1     1027                WHAT  WDT
## 1028     d1     1028              SCHOOL   NN
## 1029     d1     1029               YOURE  NNP
## 1030     d1     1030             TALKING  VBG
## 1031     d1     1031               ABOUT   IN
## 1032     d1     1032                   !    .
## 1033     d1     1033               NEVER   RB
## 1034     d1     1034             CONTACT   NN
## 1035     d1     1035                  ME  PRP
## 1036     d1     1036               AGAIN   RB
## 1037     d1     1037                   !    .
## 1038     d1     1038               DON'T  NNP
## 1039     d1     1039                 YOU  PRP
## 1040     d1     1040                COME   VB
## 1041     d1     1041                NEAR   IN
## 1042     d1     1042                  MY PRP$
## 1043     d1     1043              FAMILY   NN
## 1044     d1     1044                   !    .
## 1045     d1     1045                  ''   ''
## 1046     d1     1046                  he  PRP
## 1047     d1     1047               threw  VBD
## 1048     d1     1048                 the   DT
## 1049     d1     1049            receiver   NN
## 1050     d1     1050                back   RB
## 1051     d1     1051                onto   IN
## 1052     d1     1052                 the   DT
## 1053     d1     1053           telephone   NN
## 1054     d1     1054                  as   IN
## 1055     d1     1055                  if   IN
## 1056     d1     1056            dropping  VBG
## 1057     d1     1057                   a   DT
## 1058     d1     1058           poisonous   JJ
## 1059     d1     1059              spider   NN
## 1060     d1     1060                   .    .
## 1061     d1     1061                 The  NNP
## 1062     d1     1062               fight   NN
## 1063     d1     1063                that   IN
## 1064     d1     1064                 had  VBD
## 1065     d1     1065            followed  VBN
## 1066     d1     1066                 had  VBD
## 1067     d1     1067                been  VBN
## 1068     d1     1068                 one   CD
## 1069     d1     1069                  of   IN
## 1070     d1     1070                 the   DT
## 1071     d1     1071               worst  JJS
## 1072     d1     1072                ever   RB
## 1073     d1     1073                   .    .
## 1074     d1     1074                  ''   ''
## 1075     d1     1075                DARE   MD
## 1076     d1     1076                 YOU  PRP
## 1077     d1     1077                GIVE  VBP
## 1078     d1     1078                THIS   DT
## 1079     d1     1079              NUMBER   NN
## 1080     d1     1080                  TO   TO
## 1081     d1     1081              PEOPLE  NNS
## 1082     d1     1082                LIKE   IN
## 1083     d1     1083                   -    :
## 1084     d1     1084                   -    :
## 1085     d1     1085              PEOPLE  NNS
## 1086     d1     1086                LIKE   IN
## 1087     d1     1087                 YOU  PRP
## 1088     d1     1088                   !    .
## 1089     d1     1089                  ''   ''
## 1090     d1     1090               Uncle  NNP
## 1091     d1     1091              Vernon  NNP
## 1092     d1     1092                 had  VBD
## 1093     d1     1093              roared  VBN
## 1094     d1     1094                   ,    ,
## 1095     d1     1095            spraying  VBG
## 1096     d1     1096               Harry  NNP
## 1097     d1     1097                with   IN
## 1098     d1     1098                spit   NN
## 1099     d1     1099                   .    .
## 1100     d1     1100                 Ron   NN
## 1101     d1     1101           obviously   RB
## 1102     d1     1102            realized  VBD
## 1103     d1     1103                that   IN
## 1104     d1     1104                he'd   NN
## 1105     d1     1105              gotten  VBN
## 1106     d1     1106               Harry  NNP
## 1107     d1     1107                into   IN
## 1108     d1     1108             trouble   NN
## 1109     d1     1109                   ,    ,
## 1110     d1     1110             because   IN
## 1111     d1     1111                  he  PRP
## 1112     d1     1112              hadn't   NN
## 1113     d1     1113              called  VBN
## 1114     d1     1114               again   RB
## 1115     d1     1115                   .    .
## 1116     d1     1116             Harry's  NNP
## 1117     d1     1117               other   JJ
## 1118     d1     1118                best  JJS
## 1119     d1     1119              friend   NN
## 1120     d1     1120                from   IN
## 1121     d1     1121            Hogwarts  NNS
## 1122     d1     1122                   ,    ,
## 1123     d1     1123            Hermione   NN
## 1124     d1     1124             Granger  NNP
## 1125     d1     1125                   ,    ,
## 1126     d1     1126              hadn't   NN
## 1127     d1     1127                been  VBN
## 1128     d1     1128                  in   IN
## 1129     d1     1129               touch   NN
## 1130     d1     1130              either   CC
## 1131     d1     1131                   .    .
## 1132     d1     1132               Harry  NNP
## 1133     d1     1133           suspected  VBN
## 1134     d1     1134                that   IN
## 1135     d1     1135                 Ron  NNP
## 1136     d1     1136                 had  VBD
## 1137     d1     1137              warned  VBD
## 1138     d1     1138            Hermione   NN
## 1139     d1     1139                 not   RB
## 1140     d1     1140                  to   TO
## 1141     d1     1141                call   VB
## 1142     d1     1142                   ,    ,
## 1143     d1     1143               which  WDT
## 1144     d1     1144                 was  VBD
## 1145     d1     1145                   a   DT
## 1146     d1     1146                pity   NN
## 1147     d1     1147                   ,    ,
## 1148     d1     1148             because   IN
## 1149     d1     1149            Hermione   NN
## 1150     d1     1150                   ,    ,
## 1151     d1     1151                 the   DT
## 1152     d1     1152           cleverest   NN
## 1153     d1     1153               witch   NN
## 1154     d1     1154                  in   IN
## 1155     d1     1155             Harry's  NNP
## 1156     d1     1156                year   NN
## 1157     d1     1157                   ,    ,
## 1158     d1     1158                 had  VBD
## 1159     d1     1159              Muggle   VB
## 1160     d1     1160             parents  NNS
## 1161     d1     1161                   ,    ,
## 1162     d1     1162                knew  VBD
## 1163     d1     1163           perfectly   RB
## 1164     d1     1164                well   RB
## 1165     d1     1165                 how  WRB
## 1166     d1     1166                  to   TO
## 1167     d1     1167                 use   NN
## 1168     d1     1168                   a   DT
## 1169     d1     1169           telephone   NN
## 1170     d1     1170                   ,    ,
## 1171     d1     1171                 and   CC
## 1172     d1     1172               would   MD
## 1173     d1     1173            probably   RB
## 1174     d1     1174                have  VBP
## 1175     d1     1175                 had  VBD
## 1176     d1     1176              enough   RB
## 1177     d1     1177               sense   NN
## 1178     d1     1178                 not   RB
## 1179     d1     1179                  to   TO
## 1180     d1     1180                 say  VBP
## 1181     d1     1181                that   IN
## 1182     d1     1182                 she  PRP
## 1183     d1     1183                went  VBD
## 1184     d1     1184                  to   TO
## 1185     d1     1185            Hogwarts  NNS
## 1186     d1     1186                   .    .
## 1187     d1     1187                  So   NN
## 1188     d1     1188               Harry  NNP
## 1189     d1     1189                 had  VBD
## 1190     d1     1190                 had  VBD
## 1191     d1     1191                  no   DT
## 1192     d1     1192                word   NN
## 1193     d1     1193                from   IN
## 1194     d1     1194                 any   DT
## 1195     d1     1195                  of   IN
## 1196     d1     1196                 his PRP$
## 1197     d1     1197           wizarding  VBG
## 1198     d1     1198             friends  NNS
## 1199     d1     1199                 for   IN
## 1200     d1     1200                five   CD
## 1201     d1     1201                long   JJ
## 1202     d1     1202               weeks  NNS
## 1203     d1     1203                   ,    ,
## 1204     d1     1204                 and   CC
## 1205     d1     1205                this   DT
## 1206     d1     1206              summer   NN
## 1207     d1     1207                 was  VBD
## 1208     d1     1208             turning  VBG
## 1209     d1     1209                 out   RP
## 1210     d1     1210                  to   TO
## 1211     d1     1211                  be   VB
## 1212     d1     1212              almost   RB
## 1213     d1     1213                  as   IN
## 1214     d1     1214                 bad   JJ
## 1215     d1     1215                  as   IN
## 1216     d1     1216                 the   DT
## 1217     d1     1217                last   JJ
## 1218     d1     1218                 one   CD
## 1219     d1     1219                   .    .
## 1220     d1     1220               There   EX
## 1221     d1     1221                 was  VBD
## 1222     d1     1222                just   RB
## 1223     d1     1223                 one   CD
## 1224     d1     1224                very   RB
## 1225     d1     1225               small   JJ
## 1226     d1     1226         improvement   NN
## 1227     d1     1227                   -    :
## 1228     d1     1228                   -    :
## 1229     d1     1229               after   IN
## 1230     d1     1230            swearing   NN
## 1231     d1     1231                that   IN
## 1232     d1     1232                  he  PRP
## 1233     d1     1233            wouldn't   NN
## 1234     d1     1234                 use   NN
## 1235     d1     1235                 her PRP$
## 1236     d1     1236                  to   TO
## 1237     d1     1237                send   VB
## 1238     d1     1238             letters  NNS
## 1239     d1     1239                  to   TO
## 1240     d1     1240                 any   DT
## 1241     d1     1241                  of   IN
## 1242     d1     1242                 his PRP$
## 1243     d1     1243             friends  NNS
## 1244     d1     1244                   ,    ,
## 1245     d1     1245               Harry  NNP
## 1246     d1     1246                 had  VBD
## 1247     d1     1247                been  VBN
## 1248     d1     1248             allowed  VBN
## 1249     d1     1249                  to   TO
## 1250     d1     1250                 let   VB
## 1251     d1     1251                 his PRP$
## 1252     d1     1252                 owl   NN
## 1253     d1     1253                   ,    ,
## 1254     d1     1254              Hedwig  NNP
## 1255     d1     1255                   ,    ,
## 1256     d1     1256                 out   RP
## 1257     d1     1257                  at   IN
## 1258     d1     1258               night   NN
## 1259     d1     1259                   .    .
## 1260     d1     1260               Uncle  NNP
## 1261     d1     1261              Vernon  NNP
## 1262     d1     1262                 had  VBD
## 1263     d1     1263               given  VBN
## 1264     d1     1264                  in   IN
## 1265     d1     1265             because   IN
## 1266     d1     1266                  of   IN
## 1267     d1     1267                 the   DT
## 1268     d1     1268              racket   NN
## 1269     d1     1269              Hedwig  NNP
## 1270     d1     1270                made  VBN
## 1271     d1     1271                  if   IN
## 1272     d1     1272                 she  PRP
## 1273     d1     1273                 was  VBD
## 1274     d1     1274              locked  VBN
## 1275     d1     1275                  in   IN
## 1276     d1     1276                 her PRP$
## 1277     d1     1277                cage   NN
## 1278     d1     1278                 all   DT
## 1279     d1     1279                 the   DT
## 1280     d1     1280                time   NN
## 1281     d1     1281                   .    .
## 1282     d1     1282               Harry  NNP
## 1283     d1     1283            finished  VBD
## 1284     d1     1284             writing  VBG
## 1285     d1     1285               about   IN
## 1286     d1     1286            Wendelin  NNP
## 1287     d1     1287                 the   DT
## 1288     d1     1288               Weird   JJ
## 1289     d1     1289                 and   CC
## 1290     d1     1290              paused  VBD
## 1291     d1     1291                  to   TO
## 1292     d1     1292              listen   VB
## 1293     d1     1293               again   RB
## 1294     d1     1294                   .    .
## 1295     d1     1295                 The   DT
## 1296     d1     1296             silence   NN
## 1297     d1     1297                  in   IN
## 1298     d1     1298                 the   DT
## 1299     d1     1299                dark   JJ
## 1300     d1     1300               house   NN
## 1301     d1     1301                 was  VBD
## 1302     d1     1302              broken  VBN
## 1303     d1     1303                only   RB
## 1304     d1     1304                  by   IN
## 1305     d1     1305                 the   DT
## 1306     d1     1306             distant   JJ
## 1307     d1     1307                   ,    ,
## 1308     d1     1308            grunting  VBG
## 1309     d1     1309              snores  NNS
## 1310     d1     1310                  of   IN
## 1311     d1     1311                 his PRP$
## 1312     d1     1312            enormous   JJ
## 1313     d1     1313              cousin   NN
## 1314     d1     1314                   ,    ,
## 1315     d1     1315              Dudley  NNP
## 1316     d1     1316                   .    .
## 1317     d1     1317                  It  PRP
## 1318     d1     1318                must   MD
## 1319     d1     1319                  be   VB
## 1320     d1     1320                very   RB
## 1321     d1     1321                late   JJ
## 1322     d1     1322                   ,    ,
## 1323     d1     1323               Harry  NNP
## 1324     d1     1324             thought  VBD
## 1325     d1     1325                   .    .
## 1326     d1     1326                 His PRP$
## 1327     d1     1327                eyes  NNS
## 1328     d1     1328                were  VBD
## 1329     d1     1329             itching  VBG
## 1330     d1     1330                with   IN
## 1331     d1     1331           tiredness   NN
## 1332     d1     1332                   .    .
## 1333     d1     1333             Perhaps   RB
## 1334     d1     1334                he'd   NN
## 1335     d1     1335              finish   VB
## 1336     d1     1336                this   DT
## 1337     d1     1337               essay   NN
## 1338     d1     1338            tomorrow   NN
## 1339     d1     1339               night   NN
## 1340     d1     1340                   .    .
## 1341     d1     1341                   .    .
## 1342     d1     1342                   .    .
## 1343     d1     1343                   .    .
## 1344     d1     1344                  He   NN
## 1345     d1     1345            replaced  VBN
## 1346     d1     1346                 the   DT
## 1347     d1     1347                 top   JJ
## 1348     d1     1348                  of   IN
## 1349     d1     1349                 the   DT
## 1350     d1     1350                 ink   NN
## 1351     d1     1351              bottle   NN
## 1352     d1     1352                   ;    :
## 1353     d1     1353              pulled  VBD
## 1354     d1     1354                  an   DT
## 1355     d1     1355                 old   JJ
## 1356     d1     1356          pillowcase   NN
## 1357     d1     1357                from   IN
## 1358     d1     1358               under   IN
## 1359     d1     1359                 his PRP$
## 1360     d1     1360                 bed   NN
## 1361     d1     1361                   ;    :
## 1362     d1     1362                 put   VB
## 1363     d1     1363                 the   DT
## 1364     d1     1364          flashlight   NN
## 1365     d1     1365                   ,    ,
## 1366     d1     1366                   A   DT
## 1367     d1     1367             History   NN
## 1368     d1     1368                  of   IN
## 1369     d1     1369               Magic  NNP
## 1370     d1     1370                   ,    ,
## 1371     d1     1371                 his PRP$
## 1372     d1     1372               essay   NN
## 1373     d1     1373                   ,    ,
## 1374     d1     1374               quill  NNP
## 1375     d1     1375                   ,    ,
## 1376     d1     1376                 and   CC
## 1377     d1     1377                 ink   NN
## 1378     d1     1378              inside   IN
## 1379     d1     1379                  it  PRP
## 1380     d1     1380                   ;    :
## 1381     d1     1381                 got  VBD
## 1382     d1     1382                 out   RP
## 1383     d1     1383                  of   IN
## 1384     d1     1384                 bed   NN
## 1385     d1     1385                   ;    :
## 1386     d1     1386                 and   CC
## 1387     d1     1387                 hid  VBD
## 1388     d1     1388                 the   DT
## 1389     d1     1389                 lot   NN
## 1390     d1     1390               under   IN
## 1391     d1     1391                   a   DT
## 1392     d1     1392               loose   JJ
## 1393     d1     1393          floorboard   NN
## 1394     d1     1394               under   IN
## 1395     d1     1395                 his PRP$
## 1396     d1     1396                 bed   NN
## 1397     d1     1397                   .    .
## 1398     d1     1398                Then   RB
## 1399     d1     1399                  he  PRP
## 1400     d1     1400               stood  VBD
## 1401     d1     1401                  up   RP
## 1402     d1     1402                   ,    ,
## 1403     d1     1403           stretched  VBN
## 1404     d1     1404                   ,    ,
## 1405     d1     1405                 and   CC
## 1406     d1     1406             checked  VBN
## 1407     d1     1407                 the   DT
## 1408     d1     1408                time   NN
## 1409     d1     1409                  on   IN
## 1410     d1     1410                 the   DT
## 1411     d1     1411            luminous   JJ
## 1412     d1     1412               alarm   NN
## 1413     d1     1413               clock   NN
## 1414     d1     1414                  on   IN
## 1415     d1     1415                 his PRP$
## 1416     d1     1416             bedside   NN
## 1417     d1     1417               table   NN
## 1418     d1     1418                   .    .
## 1419     d1     1419                  It   NN
## 1420     d1     1420                 was  VBD
## 1421     d1     1421                 one   CD
## 1422     d1     1422             o'clock   RB
## 1423     d1     1423                  in   IN
## 1424     d1     1424                 the   DT
## 1425     d1     1425             morning   NN
## 1426     d1     1426                   .    .
## 1427     d1     1427             Harry's  NNP
## 1428     d1     1428             stomach   VB
## 1429     d1     1429                gave  VBD
## 1430     d1     1430                   a   DT
## 1431     d1     1431               funny   JJ
## 1432     d1     1432                jolt   VB
## 1433     d1     1433                   .    .
## 1434     d1     1434                  He  PRP
## 1435     d1     1435                 had  VBD
## 1436     d1     1436                been  VBN
## 1437     d1     1437            thirteen   CD
## 1438     d1     1438               years  NNS
## 1439     d1     1439                 old   JJ
## 1440     d1     1440                   ,    ,
## 1441     d1     1441             without   IN
## 1442     d1     1442           realizing  VBG
## 1443     d1     1443                  it  PRP
## 1444     d1     1444                   ,    ,
## 1445     d1     1445                 for   IN
## 1446     d1     1446                   a   DT
## 1447     d1     1447               whole   JJ
## 1448     d1     1448                hour   NN
## 1449     d1     1449                   .    .
## 1450     d1     1450                 Yet   NN
## 1451     d1     1451             another   DT
## 1452     d1     1452             unusual   JJ
## 1453     d1     1453               thing   NN
## 1454     d1     1454               about   IN
## 1455     d1     1455               Harry  NNP
## 1456     d1     1456                 was  VBD
## 1457     d1     1457                 how  WRB
## 1458     d1     1458              little   JJ
## 1459     d1     1459                  he  PRP
## 1460     d1     1460              looked  VBD
## 1461     d1     1461             forward   RB
## 1462     d1     1462                  to   TO
## 1463     d1     1463                 his PRP$
## 1464     d1     1464           birthdays  NNS
## 1465     d1     1465                   .    .
## 1466     d1     1466                  He  PRP
## 1467     d1     1467                 had  VBD
## 1468     d1     1468               never   RB
## 1469     d1     1469            received  VBD
## 1470     d1     1470                   a   DT
## 1471     d1     1471            birthday   NN
## 1472     d1     1472                card   NN
## 1473     d1     1473                  in   IN
## 1474     d1     1474                 his PRP$
## 1475     d1     1475                life   NN
## 1476     d1     1476                   .    .
## 1477     d1     1477                 The   DT
## 1478     d1     1478            Dursleys  NNS
## 1479     d1     1479                 had  VBD
## 1480     d1     1480          completely   RB
## 1481     d1     1481             ignored  VBN
## 1482     d1     1482                 his PRP$
## 1483     d1     1483                last   JJ
## 1484     d1     1484                 two   CD
## 1485     d1     1485           birthdays  NNS
## 1486     d1     1486                   ,    ,
## 1487     d1     1487                 and   CC
## 1488     d1     1488                  he  PRP
## 1489     d1     1489                 had  VBD
## 1490     d1     1490                  no   DT
## 1491     d1     1491              reason   NN
## 1492     d1     1492                  to   TO
## 1493     d1     1493             suppose  VBP
## 1494     d1     1494                they  PRP
## 1495     d1     1495               would   MD
## 1496     d1     1496            remember   VB
## 1497     d1     1497                this   DT
## 1498     d1     1498                 one   CD
## 1499     d1     1499                   .    .
## 1500     d1     1500               Harry  NNP
## 1501     d1     1501              walked  VBD
## 1502     d1     1502              across   IN
## 1503     d1     1503                 the   DT
## 1504     d1     1504                dark   JJ
## 1505     d1     1505                room   NN
## 1506     d1     1506                   ,    ,
## 1507     d1     1507                past   JJ
## 1508     d1     1508            Hedwig's  NNP
## 1509     d1     1509               large   JJ
## 1510     d1     1510                   ,    ,
## 1511     d1     1511               empty   JJ
## 1512     d1     1512                cage   NN
## 1513     d1     1513                   ,    ,
## 1514     d1     1514                  to   TO
## 1515     d1     1515                 the   DT
## 1516     d1     1516                open   JJ
## 1517     d1     1517              window   NN
## 1518     d1     1518                   .    .
## 1519     d1     1519                  He  PRP
## 1520     d1     1520              leaned  VBN
## 1521     d1     1521                  on   IN
## 1522     d1     1522                 the   DT
## 1523     d1     1523                sill  NNP
## 1524     d1     1524                   ,    ,
## 1525     d1     1525                 the   DT
## 1526     d1     1526                cool   JJ
## 1527     d1     1527               night   NN
## 1528     d1     1528                 air   NN
## 1529     d1     1529            pleasant   JJ
## 1530     d1     1530                  on   IN
## 1531     d1     1531                 his PRP$
## 1532     d1     1532                face   NN
## 1533     d1     1533               after   IN
## 1534     d1     1534                   a   DT
## 1535     d1     1535                long   JJ
## 1536     d1     1536                time   NN
## 1537     d1     1537               under   IN
## 1538     d1     1538                 the   DT
## 1539     d1     1539            blankets  NNS
## 1540     d1     1540                   .    .
## 1541     d1     1541              Hedwig  NNP
## 1542     d1     1542                 had  VBD
## 1543     d1     1543                been  VBN
## 1544     d1     1544              absent   JJ
## 1545     d1     1545                 for   IN
## 1546     d1     1546                 two   CD
## 1547     d1     1547              nights  NNS
## 1548     d1     1548                 now   RB
## 1549     d1     1549                   .    .
## 1550     d1     1550               Harry  NNP
## 1551     d1     1551              wasn't   NN
## 1552     d1     1552             worried  VBN
## 1553     d1     1553               about   IN
## 1554     d1     1554                 her PRP$
## 1555     d1     1555                   :    :
## 1556     d1     1556               she'd   NN
## 1557     d1     1557                been  VBN
## 1558     d1     1558                gone  VBN
## 1559     d1     1559                this   DT
## 1560     d1     1560                long   JJ
## 1561     d1     1561              before   IN
## 1562     d1     1562                   .    .
## 1563     d1     1563                 But   CC
## 1564     d1     1564                  he  PRP
## 1565     d1     1565               hoped  VBN
## 1566     d1     1566               she'd   NN
## 1567     d1     1567                  be   VB
## 1568     d1     1568                back   RB
## 1569     d1     1569                soon   RB
## 1570     d1     1570                   -    :
## 1571     d1     1571                   -    :
## 1572     d1     1572                 she  PRP
## 1573     d1     1573                 was  VBD
## 1574     d1     1574                 the   DT
## 1575     d1     1575                only   RB
## 1576     d1     1576              living  VBG
## 1577     d1     1577            creature   NN
## 1578     d1     1578                  in   IN
## 1579     d1     1579                this   DT
## 1580     d1     1580               house   NN
## 1581     d1     1581                 who   WP
## 1582     d1     1582              didn't   NN
## 1583     d1     1583              flinch   VB
## 1584     d1     1584                  at   IN
## 1585     d1     1585                 the   DT
## 1586     d1     1586               sight   NN
## 1587     d1     1587                  of   IN
## 1588     d1     1588                 him  PRP
## 1589     d1     1589                   .    .
## 1590     d1     1590               Harry  NNP
## 1591     d1     1591                   ,    ,
## 1592     d1     1592              though   IN
## 1593     d1     1593               still   RB
## 1594     d1     1594              rather   RB
## 1595     d1     1595               small   JJ
## 1596     d1     1596                 and   CC
## 1597     d1     1597              skinny  NNP
## 1598     d1     1598                 for   IN
## 1599     d1     1599                 his PRP$
## 1600     d1     1600                 age   NN
## 1601     d1     1601                   ,    ,
## 1602     d1     1602                 had  VBD
## 1603     d1     1603               grown  VBN
## 1604     d1     1604                   a   DT
## 1605     d1     1605                 few   JJ
## 1606     d1     1606              inches  NNS
## 1607     d1     1607                over   IN
## 1608     d1     1608                 the   DT
## 1609     d1     1609                last   JJ
## 1610     d1     1610                year   NN
## 1611     d1     1611                   .    .
## 1612     d1     1612                 His PRP$
## 1613     d1     1613                 jet   NN
## 1614     d1     1614                   -    :
## 1615     d1     1615               black   JJ
## 1616     d1     1616                hair   NN
## 1617     d1     1617                   ,    ,
## 1618     d1     1618             however   RB
## 1619     d1     1619                   ,    ,
## 1620     d1     1620                 was  VBD
## 1621     d1     1621                just   RB
## 1622     d1     1622                  as   IN
## 1623     d1     1623                  it  PRP
## 1624     d1     1624              always   RB
## 1625     d1     1625                 had  VBD
## 1626     d1     1626                been  VBN
## 1627     d1     1627                   -    :
## 1628     d1     1628                   -    :
## 1629     d1     1629          stubbornly   RB
## 1630     d1     1630              untidy  NNP
## 1631     d1     1631                   ,    ,
## 1632     d1     1632            whatever  WDT
## 1633     d1     1633                  he  PRP
## 1634     d1     1634                 did  VBD
## 1635     d1     1635                  to   TO
## 1636     d1     1636                  it  PRP
## 1637     d1     1637                   .    .
## 1638     d1     1638                 The   DT
## 1639     d1     1639                eyes  NNS
## 1640     d1     1640              behind   IN
## 1641     d1     1641                 his PRP$
## 1642     d1     1642             glasses  NNS
## 1643     d1     1643                were  VBD
## 1644     d1     1644              bright   JJ
## 1645     d1     1645               green   JJ
## 1646     d1     1646                   ,    ,
## 1647     d1     1647                 and   CC
## 1648     d1     1648                  on   IN
## 1649     d1     1649                 his PRP$
## 1650     d1     1650            forehead  NNP
## 1651     d1     1651                   ,    ,
## 1652     d1     1652             clearly   RB
## 1653     d1     1653             visible   JJ
## 1654     d1     1654             through   IN
## 1655     d1     1655                 his PRP$
## 1656     d1     1656                hair   NN
## 1657     d1     1657                   ,    ,
## 1658     d1     1658                 was  VBD
## 1659     d1     1659                   a   DT
## 1660     d1     1660                thin   JJ
## 1661     d1     1661                scar   NN
## 1662     d1     1662                   ,    ,
## 1663     d1     1663              shaped  VBN
## 1664     d1     1664                like   IN
## 1665     d1     1665                   a   DT
## 1666     d1     1666                bolt   NN
## 1667     d1     1667                  of   IN
## 1668     d1     1668           lightning   NN
## 1669     d1     1669                   .    .
## 1670     d1     1670                  Of   NN
## 1671     d1     1671                 all   DT
## 1672     d1     1672                 the   DT
## 1673     d1     1673             unusual   JJ
## 1674     d1     1674              things  NNS
## 1675     d1     1675               about   IN
## 1676     d1     1676               Harry  NNP
## 1677     d1     1677                   ,    ,
## 1678     d1     1678                this   DT
## 1679     d1     1679                scar   NN
## 1680     d1     1680                 was  VBD
## 1681     d1     1681                 the   DT
## 1682     d1     1682                most  JJS
## 1683     d1     1683       extraordinary   JJ
## 1684     d1     1684                  of   IN
## 1685     d1     1685                 all   DT
## 1686     d1     1686                   .    .
## 1687     d1     1687                  It  PRP
## 1688     d1     1688                 was  VBD
## 1689     d1     1689                 not   RB
## 1690     d1     1690                   ,    ,
## 1691     d1     1691                  as   IN
## 1692     d1     1692                 the   DT
## 1693     d1     1693            Dursleys  NNS
## 1694     d1     1694                 had  VBD
## 1695     d1     1695           pretended   JJ
## 1696     d1     1696                 for   IN
## 1697     d1     1697                 ten   NN
## 1698     d1     1698               years  NNS
## 1699     d1     1699                   ,    ,
## 1700     d1     1700                   a   DT
## 1701     d1     1701            souvenir   NN
## 1702     d1     1702                  of   IN
## 1703     d1     1703                 the   DT
## 1704     d1     1704                 car   NN
## 1705     d1     1705               crash   NN
## 1706     d1     1706                that   IN
## 1707     d1     1707                 had  VBD
## 1708     d1     1708              killed  VBN
## 1709     d1     1709             Harry's  NNP
## 1710     d1     1710             parents  NNS
## 1711     d1     1711                   ,    ,
## 1712     d1     1712             because   IN
## 1713     d1     1713                Lily  NNP
## 1714     d1     1714                 and   CC
## 1715     d1     1715               James  NNP
## 1716     d1     1716              Potter  NNP
## 1717     d1     1717                 had  VBD
## 1718     d1     1718                 not   RB
## 1719     d1     1719                died  VBD
## 1720     d1     1720                  in   IN
## 1721     d1     1721                   a   DT
## 1722     d1     1722                 car   NN
## 1723     d1     1723               crash   NN
## 1724     d1     1724                   .    .
## 1725     d1     1725                They  PRP
## 1726     d1     1726                 had  VBD
## 1727     d1     1727                been  VBN
## 1728     d1     1728            murdered  VBN
## 1729     d1     1729                   ,    ,
## 1730     d1     1730            murdered  VBN
## 1731     d1     1731                  by   IN
## 1732     d1     1732                 the   DT
## 1733     d1     1733                most  JJS
## 1734     d1     1734              feared  VBN
## 1735     d1     1735                Dark   JJ
## 1736     d1     1736              wizard  NNP
## 1737     d1     1737                 for   IN
## 1738     d1     1738                   a   DT
## 1739     d1     1739             hundred   CD
## 1740     d1     1740               years  NNS
## 1741     d1     1741                   ,    ,
## 1742     d1     1742                Lord  NNP
## 1743     d1     1743           Voldemort   NN
## 1744     d1     1744                   .    .
## 1745     d1     1745               Harry  NNP
## 1746     d1     1746                 had  VBD
## 1747     d1     1747             escaped  VBD
## 1748     d1     1748                from   IN
## 1749     d1     1749                 the   DT
## 1750     d1     1750                same   JJ
## 1751     d1     1751              attack   NN
## 1752     d1     1752                with   IN
## 1753     d1     1753             nothing   NN
## 1754     d1     1754                more  JJR
## 1755     d1     1755                than   IN
## 1756     d1     1756                   a   DT
## 1757     d1     1757                scar   NN
## 1758     d1     1758                  on   IN
## 1759     d1     1759                 his PRP$
## 1760     d1     1760            forehead  NNP
## 1761     d1     1761                   ,    ,
## 1762     d1     1762               where  WRB
## 1763     d1     1763         Voldemort's  NNP
## 1764     d1     1764               curse   NN
## 1765     d1     1765                   ,    ,
## 1766     d1     1766             instead   RB
## 1767     d1     1767                  of   IN
## 1768     d1     1768             killing  VBG
## 1769     d1     1769                 him  PRP
## 1770     d1     1770                   ,    ,
## 1771     d1     1771                 had  VBD
## 1772     d1     1772           rebounded  VBD
## 1773     d1     1773                upon   IN
## 1774     d1     1774                 its PRP$
## 1775     d1     1775          originator   NN
## 1776     d1     1776                   .    .
## 1777     d1     1777              Barely   RB
## 1778     d1     1778               alive   JJ
## 1779     d1     1779                   ,    ,
## 1780     d1     1780           Voldemort   NN
## 1781     d1     1781                 had  VBD
## 1782     d1     1782                fled  VBD
## 1783     d1     1783                   .    .
## 1784     d1     1784                   .    .
## 1785     d1     1785                   .    .
## 1786     d1     1786                   .    .
## 1787     d1     1787                 But   NN
## 1788     d1     1788               Harry  NNP
## 1789     d1     1789                 had  VBD
## 1790     d1     1790                come   VB
## 1791     d1     1791                face   NN
## 1792     d1     1792                   -    :
## 1793     d1     1793                  to   TO
## 1794     d1     1794                   -    :
## 1795     d1     1795                face   NN
## 1796     d1     1796                with   IN
## 1797     d1     1797                 him  PRP
## 1798     d1     1798                  at   IN
## 1799     d1     1799            Hogwarts  NNS
## 1800     d1     1800                   .    .
## 1801     d1     1801         Remembering  VBG
## 1802     d1     1802               their PRP$
## 1803     d1     1803                last   JJ
## 1804     d1     1804             meeting   NN
## 1805     d1     1805                  as   IN
## 1806     d1     1806                  he  PRP
## 1807     d1     1807               stood  VBD
## 1808     d1     1808                  at   IN
## 1809     d1     1809                 the   DT
## 1810     d1     1810                dark   JJ
## 1811     d1     1811              window   NN
## 1812     d1     1812                   ,    ,
## 1813     d1     1813               Harry  NNP
## 1814     d1     1814                 had  VBD
## 1815     d1     1815                  to   TO
## 1816     d1     1816               admit   VB
## 1817     d1     1817                  he  PRP
## 1818     d1     1818                 was  VBD
## 1819     d1     1819               lucky   JJ
## 1820     d1     1820                even   RB
## 1821     d1     1821                  to   TO
## 1822     d1     1822                have  VBP
## 1823     d1     1823             reached  VBN
## 1824     d1     1824                 his PRP$
## 1825     d1     1825          thirteenth   JJ
## 1826     d1     1826            birthday   NN
## 1827     d1     1827                   .    .
## 1828     d1     1828                  He   NN
## 1829     d1     1829             scanned  VBN
## 1830     d1     1830                 the   DT
## 1831     d1     1831              starry  NNP
## 1832     d1     1832                 sky   NN
## 1833     d1     1833                 for   IN
## 1834     d1     1834                   a   DT
## 1835     d1     1835                sign   NN
## 1836     d1     1836                  of   IN
## 1837     d1     1837              Hedwig  NNP
## 1838     d1     1838                   ,    ,
## 1839     d1     1839             perhaps   RB
## 1840     d1     1840       soaring  back   NN
## 1841     d1     1841                  to   TO
## 1842     d1     1842                 him  PRP
## 1843     d1     1843                with   IN
## 1844     d1     1844                   a   DT
## 1845     d1     1845                dead   JJ
## 1846     d1     1846               mouse   NN
## 1847     d1     1847            dangling  VBG
## 1848     d1     1848                from   IN
## 1849     d1     1849                 her PRP$
## 1850     d1     1850                beak   NN
## 1851     d1     1851                   ,    ,
## 1852     d1     1852           expecting  VBG
## 1853     d1     1853              praise   NN
## 1854     d1     1854                   .    .
## 1855     d1     1855              Gazing   JJ
## 1856     d1     1856            absently   RB
## 1857     d1     1857                over   IN
## 1858     d1     1858                 the   DT
## 1859     d1     1859            rooftops  NNS
## 1860     d1     1860                   ,    ,
## 1861     d1     1861                  it  PRP
## 1862     d1     1862                 was  VBD
## 1863     d1     1863                   a   DT
## 1864     d1     1864                 few   JJ
## 1865     d1     1865             seconds  NNS
## 1866     d1     1866              before   IN
## 1867     d1     1867               Harry  NNP
## 1868     d1     1868            realized  VBD
## 1869     d1     1869                what   WP
## 1870     d1     1870                  he  PRP
## 1871     d1     1871                 was  VBD
## 1872     d1     1872              seeing  VBG
## 1873     d1     1873                   .    .
## 1874     d1     1874         Silhouetted  VBN
## 1875     d1     1875             against   IN
## 1876     d1     1876                 the   DT
## 1877     d1     1877              golden   JJ
## 1878     d1     1878                moon   NN
## 1879     d1     1879                   ,    ,
## 1880     d1     1880                 and   CC
## 1881     d1     1881             growing  VBG
## 1882     d1     1882              larger  JJR
## 1883     d1     1883               every   DT
## 1884     d1     1884              moment   NN
## 1885     d1     1885                   ,    ,
## 1886     d1     1886                 was  VBD
## 1887     d1     1887                   a   DT
## 1888     d1     1888               large   JJ
## 1889     d1     1889                   ,    ,
## 1890     d1     1890           strangely   RB
## 1891     d1     1891            lopsided   JJ
## 1892     d1     1892            creature   NN
## 1893     d1     1893                   ,    ,
## 1894     d1     1894                 and   CC
## 1895     d1     1895                  it  PRP
## 1896     d1     1896                 was  VBD
## 1897     d1     1897            flapping  VBG
## 1898     d1     1898                  in   IN
## 1899     d1     1899             Harry's  NNP
## 1900     d1     1900           direction   NN
## 1901     d1     1901                   .    .
## 1902     d1     1902                  He  PRP
## 1903     d1     1903               stood  VBD
## 1904     d1     1904               quite   RB
## 1905     d1     1905               still   RB
## 1906     d1     1906                   ,    ,
## 1907     d1     1907            watching  VBG
## 1908     d1     1908                  it  PRP
## 1909     d1     1909                sink   VB
## 1910     d1     1910               lower  JJR
## 1911     d1     1911                 and   CC
## 1912     d1     1912               lower  JJR
## 1913     d1     1913                   .    .
## 1914     d1     1914                 For   IN
## 1915     d1     1915                   a   DT
## 1916     d1     1916               split   NN
## 1917     d1     1917              second   JJ
## 1918     d1     1918                  he  PRP
## 1919     d1     1919           hesitated  VBN
## 1920     d1     1920                   ,    ,
## 1921     d1     1921                 his PRP$
## 1922     d1     1922                hand   NN
## 1923     d1     1923                  on   IN
## 1924     d1     1924                 the   DT
## 1925     d1     1925              window   NN
## 1926     d1     1926               latch  VBP
## 1927     d1     1927                   ,    ,
## 1928     d1     1928           wondering  VBG
## 1929     d1     1929             whether   IN
## 1930     d1     1930                  to   TO
## 1931     d1     1931                slam  NNP
## 1932     d1     1932                  it  PRP
## 1933     d1     1933                shut   VB
## 1934     d1     1934                   .    .
## 1935     d1     1935                 But   CC
## 1936     d1     1936                then   RB
## 1937     d1     1937                 the   DT
## 1938     d1     1938             bizarre   JJ
## 1939     d1     1939            creature   NN
## 1940     d1     1940              soared  VBD
## 1941     d1     1941                over   IN
## 1942     d1     1942                 one   CD
## 1943     d1     1943                  of   IN
## 1944     d1     1944                 the   DT
## 1945     d1     1945              street   NN
## 1946     d1     1946               lamps  NNS
## 1947     d1     1947                  of   IN
## 1948     d1     1948              Privet   NN
## 1949     d1     1949               Drive  NNP
## 1950     d1     1950                   ,    ,
## 1951     d1     1951                 and   CC
## 1952     d1     1952               Harry  NNP
## 1953     d1     1953                   ,    ,
## 1954     d1     1954           realizing  VBG
## 1955     d1     1955                what   WP
## 1956     d1     1956                  it  PRP
## 1957     d1     1957                 was  VBD
## 1958     d1     1958                   ,    ,
## 1959     d1     1959               leapt  VBD
## 1960     d1     1960               aside   RB
## 1961     d1     1961                   .    .
## 1962     d1     1962             Through  NNP
## 1963     d1     1963                 the   DT
## 1964     d1     1964              window   NN
## 1965     d1     1965              soared  VBD
## 1966     d1     1966               three   CD
## 1967     d1     1967                owls  VBZ
## 1968     d1     1968                   ,    ,
## 1969     d1     1969                 two   CD
## 1970     d1     1970                  of   IN
## 1971     d1     1971                them  PRP
## 1972     d1     1972             holding  VBG
## 1973     d1     1973                  up   RP
## 1974     d1     1974                 the   DT
## 1975     d1     1975               third   JJ
## 1976     d1     1976                   ,    ,
## 1977     d1     1977               which  WDT
## 1978     d1     1978            appeared  VBD
## 1979     d1     1979                  to   TO
## 1980     d1     1980                  be   VB
## 1981     d1     1981         unconscious   JJ
## 1982     d1     1982                   .    .
## 1983     d1     1983                They  PRP
## 1984     d1     1984              landed  VBD
## 1985     d1     1985                with   IN
## 1986     d1     1986                   a   DT
## 1987     d1     1987                soft   JJ
## 1988     d1     1988               flump   NN
## 1989     d1     1989                  on   IN
## 1990     d1     1990             Harry's  NNP
## 1991     d1     1991                 bed   NN
## 1992     d1     1992                   ,    ,
## 1993     d1     1993                 and   CC
## 1994     d1     1994                 the   DT
## 1995     d1     1995              middle   NN
## 1996     d1     1996                 owl   NN
## 1997     d1     1997                   ,    ,
## 1998     d1     1998               which  WDT
## 1999     d1     1999                 was  VBD
## 2000     d1     2000               large   JJ
## 2001     d1     2001                 and   CC
## 2002     d1     2002                gray   JJ
## 2003     d1     2003                   ,    ,
## 2004     d1     2004              keeled  VBN
## 2005     d1     2005               right   NN
## 2006     d1     2006                over   IN
## 2007     d1     2007                 and   CC
## 2008     d1     2008                 lay  VBD
## 2009     d1     2009          motionless   JJ
## 2010     d1     2010                   .    .
## 2011     d1     2011               There   EX
## 2012     d1     2012                 was  VBD
## 2013     d1     2013                   a   DT
## 2014     d1     2014               large   JJ
## 2015     d1     2015             package   NN
## 2016     d1     2016                tied  VBN
## 2017     d1     2017                  to   TO
## 2018     d1     2018                 its PRP$
## 2019     d1     2019                legs  NNS
## 2020     d1     2020                   .    .
## 2021     d1     2021               Harry  NNP
## 2022     d1     2022          recognized  VBN
## 2023     d1     2023                 the   DT
## 2024     d1     2024         unconscious   JJ
## 2025     d1     2025                 owl   NN
## 2026     d1     2026                  at   IN
## 2027     d1     2027                once   RB
## 2028     d1     2028                   -    :
## 2029     d1     2029                   -    :
## 2030     d1     2030                 his PRP$
## 2031     d1     2031                name   NN
## 2032     d1     2032                 was  VBD
## 2033     d1     2033               Errol   JJ
## 2034     d1     2034                   ,    ,
## 2035     d1     2035                 and   CC
## 2036     d1     2036                  he  PRP
## 2037     d1     2037            belonged  VBD
## 2038     d1     2038                  to   TO
## 2039     d1     2039                 the   DT
## 2040     d1     2040             Weasley  NNP
## 2041     d1     2041              family   NN
## 2042     d1     2042                   .    .
## 2043     d1     2043               Harry  NNP
## 2044     d1     2044              dashed  VBN
## 2045     d1     2045                  to   TO
## 2046     d1     2046                 the   DT
## 2047     d1     2047                 bed   NN
## 2048     d1     2048                   ,    ,
## 2049     d1     2049              untied  VBN
## 2050     d1     2050                 the   DT
## 2051     d1     2051               cords  NNS
## 2052     d1     2052              around   IN
## 2053     d1     2053             Errol's  NNP
## 2054     d1     2054                legs  NNS
## 2055     d1     2055                   ,    ,
## 2056     d1     2056                took  VBD
## 2057     d1     2057                 off   RP
## 2058     d1     2058                 the   DT
## 2059     d1     2059              parcel   NN
## 2060     d1     2060                   ,    ,
## 2061     d1     2061                 and   CC
## 2062     d1     2062                then   RB
## 2063     d1     2063             carried  VBD
## 2064     d1     2064               Errol   JJ
## 2065     d1     2065                  to   TO
## 2066     d1     2066            Hedwig's  NNP
## 2067     d1     2067                cage   NN
## 2068     d1     2068                   .    .
## 2069     d1     2069               Errol   JJ
## 2070     d1     2070              opened  VBD
## 2071     d1     2071                 one   CD
## 2072     d1     2072              bleary   JJ
## 2073     d1     2073                 eye   NN
## 2074     d1     2074                   ,    ,
## 2075     d1     2075                gave  VBD
## 2076     d1     2076                   a   DT
## 2077     d1     2077              feeble   JJ
## 2078     d1     2078                hoot   NN
## 2079     d1     2079                  of   IN
## 2080     d1     2080              thanks  NNS
## 2081     d1     2081                   ,    ,
## 2082     d1     2082                 and   CC
## 2083     d1     2083               began  VBD
## 2084     d1     2084                  to   TO
## 2085     d1     2085                gulp   NN
## 2086     d1     2086                some   DT
## 2087     d1     2087               water   NN
## 2088     d1     2088                   .    .
## 2089     d1     2089               Harry  NNP
## 2090     d1     2090              turned  VBD
## 2091     d1     2091                back   RB
## 2092     d1     2092                  to   TO
## 2093     d1     2093                 the   DT
## 2094     d1     2094           remaining  VBG
## 2095     d1     2095                owls  VBZ
## 2096     d1     2096                   .    .
## 2097     d1     2097                 One   CD
## 2098     d1     2098                  of   IN
## 2099     d1     2099                them  PRP
## 2100     d1     2100                   ,    ,
## 2101     d1     2101                 the   DT
## 2102     d1     2102               large   JJ
## 2103     d1     2103               snowy   NN
## 2104     d1     2104              female   JJ
## 2105     d1     2105                   ,    ,
## 2106     d1     2106                 was  VBD
## 2107     d1     2107                 his PRP$
## 2108     d1     2108                 own   JJ
## 2109     d1     2109              Hedwig  NNP
## 2110     d1     2110                   .    .
## 2111     d1     2111                 She  PRP
## 2112     d1     2112                   ,    ,
## 2113     d1     2113                 too   RB
## 2114     d1     2114                   ,    ,
## 2115     d1     2115                 was  VBD
## 2116     d1     2116            carrying  VBG
## 2117     d1     2117                   a   DT
## 2118     d1     2118              parcel   NN
## 2119     d1     2119                 and   CC
## 2120     d1     2120              looked  VBD
## 2121     d1     2121           extremely   RB
## 2122     d1     2122             pleased   JJ
## 2123     d1     2123                with   IN
## 2124     d1     2124             herself  PRP
## 2125     d1     2125                   .    .
## 2126     d1     2126                 She  PRP
## 2127     d1     2127                gave  VBD
## 2128     d1     2128               Harry  NNP
## 2129     d1     2129                  an   DT
## 2130     d1     2130        affectionate   JJ
## 2131     d1     2131                 nip   NN
## 2132     d1     2132                with   IN
## 2133     d1     2133                 her PRP$
## 2134     d1     2134                beak   NN
## 2135     d1     2135                  as   IN
## 2136     d1     2136                  he  PRP
## 2137     d1     2137             removed  VBN
## 2138     d1     2138                 her PRP$
## 2139     d1     2139              burden   NN
## 2140     d1     2140                   ,    ,
## 2141     d1     2141                then   RB
## 2142     d1     2142                flew  VBD
## 2143     d1     2143              across   IN
## 2144     d1     2144                 the   DT
## 2145     d1     2145                room   NN
## 2146     d1     2146                  to   TO
## 2147     d1     2147                join   VB
## 2148     d1     2148               Errol   JJ
## 2149     d1     2149                   .    .
## 2150     d1     2150               Harry  NNP
## 2151     d1     2151              didn't   NN
## 2152     d1     2152           recognize   VB
## 2153     d1     2153                 the   DT
## 2154     d1     2154               third   JJ
## 2155     d1     2155                 owl   NN
## 2156     d1     2156                   ,    ,
## 2157     d1     2157                   a   DT
## 2158     d1     2158            handsome   JJ
## 2159     d1     2159               tawny   NN
## 2160     d1     2160                 one   CD
## 2161     d1     2161                   ,    ,
## 2162     d1     2162                 but   CC
## 2163     d1     2163                  he  PRP
## 2164     d1     2164                knew  VBD
## 2165     d1     2165                  at   IN
## 2166     d1     2166                once   RB
## 2167     d1     2167               where  WRB
## 2168     d1     2168                  it  PRP
## 2169     d1     2169                 had  VBD
## 2170     d1     2170                come   VB
## 2171     d1     2171                from   IN
## 2172     d1     2172                   ,    ,
## 2173     d1     2173             because   IN
## 2174     d1     2174                  in   IN
## 2175     d1     2175            addition   NN
## 2176     d1     2176                  to   TO
## 2177     d1     2177                   a   DT
## 2178     d1     2178               third   JJ
## 2179     d1     2179             package   NN
## 2180     d1     2180                   ,    ,
## 2181     d1     2181                  it  PRP
## 2182     d1     2182                 was  VBD
## 2183     d1     2183            carrying  VBG
## 2184     d1     2184                   a   DT
## 2185     d1     2185              letter   NN
## 2186     d1     2186             bearing   NN
## 2187     d1     2187                 the   DT
## 2188     d1     2188            Hogwarts  NNS
## 2189     d1     2189               crest   NN
## 2190     d1     2190                   .    .
## 2191     d1     2191                When  WRB
## 2192     d1     2192               Harry  NNP
## 2193     d1     2193            relieved  VBN
## 2194     d1     2194                this   DT
## 2195     d1     2195                 owl   NN
## 2196     d1     2196                  of   IN
## 2197     d1     2197                 its PRP$
## 2198     d1     2198              burden   NN
## 2199     d1     2199                   ,    ,
## 2200     d1     2200                  it  PRP
## 2201     d1     2201             ruffled  VBN
## 2202     d1     2202                 its PRP$
## 2203     d1     2203            feathers  NNS
## 2204     d1     2204         importantly   RB
## 2205     d1     2205                   ,    ,
## 2206     d1     2206           stretched  VBN
## 2207     d1     2207                 its PRP$
## 2208     d1     2208               wings  NNS
## 2209     d1     2209                   ,    ,
## 2210     d1     2210                 and   CC
## 2211     d1     2211                took  VBD
## 2212     d1     2212                 off   RP
## 2213     d1     2213             through   IN
## 2214     d1     2214                 the   DT
## 2215     d1     2215              window   NN
## 2216     d1     2216                into   IN
## 2217     d1     2217                 the   DT
## 2218     d1     2218               night   NN
## 2219     d1     2219                   .    .
## 2220     d1     2220               Harry  NNP
## 2221     d1     2221                 sat  VBD
## 2222     d1     2222                down   RB
## 2223     d1     2223                  on   IN
## 2224     d1     2224                 his PRP$
## 2225     d1     2225                 bed   NN
## 2226     d1     2226                 and   CC
## 2227     d1     2227             grabbed  VBD
## 2228     d1     2228             Errol's  NNP
## 2229     d1     2229             package   NN
## 2230     d1     2230                   ,    ,
## 2231     d1     2231              ripped  VBN
## 2232     d1     2232                 off   RP
## 2233     d1     2233                 the   DT
## 2234     d1     2234               brown   JJ
## 2235     d1     2235               paper   NN
## 2236     d1     2236                   ,    ,
## 2237     d1     2237                 and   CC
## 2238     d1     2238          discovered  VBN
## 2239     d1     2239                   a   DT
## 2240     d1     2240             present   JJ
## 2241     d1     2241             wrapped  VBD
## 2242     d1     2242                  in   IN
## 2243     d1     2243                gold   NN
## 2244     d1     2244                   ,    ,
## 2245     d1     2245                 and   CC
## 2246     d1     2246                 his PRP$
## 2247     d1     2247               first   JJ
## 2248     d1     2248                ever   RB
## 2249     d1     2249            birthday   NN
## 2250     d1     2250                card   NN
## 2251     d1     2251                   .    .
## 2252     d1     2252             Fingers  NNP
## 2253     d1     2253           trembling  VBG
## 2254     d1     2254            slightly   RB
## 2255     d1     2255                   ,    ,
## 2256     d1     2256                  he  PRP
## 2257     d1     2257              opened  VBD
## 2258     d1     2258                 the   DT
## 2259     d1     2259            envelope   NN
## 2260     d1     2260                   .    .
## 2261     d1     2261                 Two   CD
## 2262     d1     2262              pieces  NNS
## 2263     d1     2263                  of   IN
## 2264     d1     2264               paper   NN
## 2265     d1     2265                fell  VBD
## 2266     d1     2266                 out   RP
## 2267     d1     2267                   -    :
## 2268     d1     2268                   -    :
## 2269     d1     2269                   a   DT
## 2270     d1     2270              letter   NN
## 2271     d1     2271                 and   CC
## 2272     d1     2272                   a   DT
## 2273     d1     2273           newspaper   NN
## 2274     d1     2274            clipping  VBG
## 2275     d1     2275                   .    .
## 2276     d1     2276                 The  NNP
## 2277     d1     2277            clipping  VBG
## 2278     d1     2278                 had  VBD
## 2279     d1     2279             clearly   RB
## 2280     d1     2280                come   VB
## 2281     d1     2281                 out   RP
## 2282     d1     2282                  of   IN
## 2283     d1     2283                 the   DT
## 2284     d1     2284           wizarding  VBG
## 2285     d1     2285           newspaper   NN
## 2286     d1     2286                   ,    ,
## 2287     d1     2287                 the   DT
## 2288     d1     2288               Daily  NNP
## 2289     d1     2289             Prophet   NN
## 2290     d1     2290                   ,    ,
## 2291     d1     2291             because   IN
## 2292     d1     2292                 the   DT
## 2293     d1     2293              people  NNS
## 2294     d1     2294                  in   IN
## 2295     d1     2295                 the   DT
## 2296     d1     2296               black   JJ
## 2297     d1     2297                   -    :
## 2298     d1     2298                 and   CC
## 2299     d1     2299                   -    :
## 2300     d1     2300               white   JJ
## 2301     d1     2301             picture   NN
## 2302     d1     2302                were  VBD
## 2303     d1     2303              moving  VBG
## 2304     d1     2304                   .    .
## 2305     d1     2305               Harry  NNP
## 2306     d1     2306              picked  VBD
## 2307     d1     2307                  up   RP
## 2308     d1     2308                 the   DT
## 2309     d1     2309            clipping  VBG
## 2310     d1     2310                   ,    ,
## 2311     d1     2311            smoothed  VBN
## 2312     d1     2312                  it  PRP
## 2313     d1     2313                 out   RP
## 2314     d1     2314                   ,    ,
## 2315     d1     2315                 and   CC
## 2316     d1     2316                read   VB
## 2317     d1     2317                   :    :
## 2318     d1     2318            MINISTRY   NN
## 2319     d1     2319                  OF   IN
## 2320     d1     2320               MAGIC   JJ
## 2321     d1     2321            EMPLOYEE   NN
## 2322     d1     2322              SCOOPS  VBZ
## 2323     d1     2323               GRAND   JJ
## 2324     d1     2324       PRIZE  Arthur  NNP
## 2325     d1     2325             Weasley  NNP
## 2326     d1     2326                   ,    ,
## 2327     d1     2327                Head  NNP
## 2328     d1     2328                  of   IN
## 2329     d1     2329                 the   DT
## 2330     d1     2330              Misuse   NN
## 2331     d1     2331                  of   IN
## 2332     d1     2332              Muggle   VB
## 2333     d1     2333           Artifacts  NNS
## 2334     d1     2334              Office  NNP
## 2335     d1     2335                  at   IN
## 2336     d1     2336                 the   DT
## 2337     d1     2337            Ministry  NNP
## 2338     d1     2338                  of   IN
## 2339     d1     2339               Magic  NNP
## 2340     d1     2340                   ,    ,
## 2341     d1     2341                 has  VBZ
## 2342     d1     2342                 won  VBD
## 2343     d1     2343                 the   DT
## 2344     d1     2344              annual   JJ
## 2345     d1     2345               Daily  NNP
## 2346     d1     2346             Prophet   NN
## 2347     d1     2347               Grand  NNP
## 2348     d1     2348               Prize  NNP
## 2349     d1     2349             Galleon  NNP
## 2350     d1     2350                Draw   VB
## 2351     d1     2351                   .    .
## 2352     d1     2352                   A   NN
## 2353     d1     2353           delighted   JJ
## 2354     d1     2354                  Mr  NNP
## 2355     d1     2355                   .    .
## 2356     d1     2356             Weasley  NNP
## 2357     d1     2357                told  VBD
## 2358     d1     2358                 the   DT
## 2359     d1     2359               Daily  NNP
## 2360     d1     2360             Prophet   NN
## 2361     d1     2361                   ,    ,
## 2362     d1     2362                  ''   ''
## 2363     d1     2363                will   MD
## 2364     d1     2364                  be   VB
## 2365     d1     2365            spending   NN
## 2366     d1     2366                 the   DT
## 2367     d1     2367                gold   NN
## 2368     d1     2368                  on   IN
## 2369     d1     2369                   a   DT
## 2370     d1     2370              summer   NN
## 2371     d1     2371             holiday   NN
## 2372     d1     2372                  in   IN
## 2373     d1     2373               Egypt  NNP
## 2374     d1     2374                   ,    ,
## 2375     d1     2375               where  WRB
## 2376     d1     2376                 our PRP$
## 2377     d1     2377              eldest  JJS
## 2378     d1     2378                 son   NN
## 2379     d1     2379                   ,    ,
## 2380     d1     2380                Bill  NNP
## 2381     d1     2381                   ,    ,
## 2382     d1     2382               works  VBZ
## 2383     d1     2383                  as   IN
## 2384     d1     2384                   a   DT
## 2385     d1     2385               curse   NN
## 2386     d1     2386             breaker   NN
## 2387     d1     2387                 for   IN
## 2388     d1     2388           Gringotts  NNS
## 2389     d1     2389           Wizarding  VBG
## 2390     d1     2390                Bank  NNP
## 2391     d1     2391                   .    .
## 2392     d1     2392                  ''   ''
## 2393     d1     2393             Weasley  NNP
## 2394     d1     2394              family   NN
## 2395     d1     2395                will   MD
## 2396     d1     2396                  be   VB
## 2397     d1     2397            spending   NN
## 2398     d1     2398                   a   DT
## 2399     d1     2399               month   NN
## 2400     d1     2400                  in   IN
## 2401     d1     2401               Egypt  NNP
## 2402     d1     2402                   ,    ,
## 2403     d1     2403           returning  VBG
## 2404     d1     2404                 for   IN
## 2405     d1     2405                 the   DT
## 2406     d1     2406               start   VB
## 2407     d1     2407                  of   IN
## 2408     d1     2408                 the   DT
## 2409     d1     2409                 new   JJ
## 2410     d1     2410              school   NN
## 2411     d1     2411                year   NN
## 2412     d1     2412                  at   IN
## 2413     d1     2413            Hogwarts  NNS
## 2414     d1     2414                   ,    ,
## 2415     d1     2415               which  WDT
## 2416     d1     2416                five   CD
## 2417     d1     2417                  of   IN
## 2418     d1     2418                 the   DT
## 2419     d1     2419             Weasley  NNP
## 2420     d1     2420            children  NNS
## 2421     d1     2421           currently   RB
## 2422     d1     2422              attend   VB
## 2423     d1     2423                   .    .
## 2424     d1     2424               Harry  NNP
## 2425     d1     2425             scanned  VBN
## 2426     d1     2426                 the   DT
## 2427     d1     2427              moving  VBG
## 2428     d1     2428          photograph   NN
## 2429     d1     2429                   ,    ,
## 2430     d1     2430                 and   CC
## 2431     d1     2431                   a   DT
## 2432     d1     2432                grin  NNP
## 2433     d1     2433              spread   NN
## 2434     d1     2434              across   IN
## 2435     d1     2435                 his PRP$
## 2436     d1     2436                face   NN
## 2437     d1     2437                  as   IN
## 2438     d1     2438                  he  PRP
## 2439     d1     2439                 saw  VBD
## 2440     d1     2440                 all   DT
## 2441     d1     2441                nine   CD
## 2442     d1     2442                  of   IN
## 2443     d1     2443                 the   DT
## 2444     d1     2444            Weasleys  NNS
## 2445     d1     2445              waving  VBG
## 2446     d1     2446           furiously   RB
## 2447     d1     2447                  at   IN
## 2448     d1     2448                 him  PRP
## 2449     d1     2449                   ,    ,
## 2450     d1     2450            standing   NN
## 2451     d1     2451                  in   IN
## 2452     d1     2452               front   NN
## 2453     d1     2453                  of   IN
## 2454     d1     2454                   a   DT
## 2455     d1     2455               large   JJ
## 2456     d1     2456             pyramid   JJ
## 2457     d1     2457                   .    .
## 2458     d1     2458               Plump   JJ
## 2459     d1     2459              little   JJ
## 2460     d1     2460                 Mrs  NNP
## 2461     d1     2461                   .    .
## 2462     d1     2462             Weasley  NNP
## 2463     d1     2463                   ;    :
## 2464     d1     2464                tail   NN
## 2465     d1     2465                   ,    ,
## 2466     d1     2466             balding  VBG
## 2467     d1     2467                  Mr  NNP
## 2468     d1     2468                   .    .
## 2469     d1     2469             Weasley  NNP
## 2470     d1     2470                   ;    :
## 2471     d1     2471                 six   CD
## 2472     d1     2472                sons  NNS
## 2473     d1     2473                   ;    :
## 2474     d1     2474                 and   CC
## 2475     d1     2475                 one   CD
## 2476     d1     2476            daughter   NN
## 2477     d1     2477                   ,    ,
## 2478     d1     2478                 all   DT
## 2479     d1     2479             (though   IN
## 2480     d1     2480                 the   DT
## 2481     d1     2481               black   JJ
## 2482     d1     2482                   -    :
## 2483     d1     2483                 and   CC
## 2484     d1     2484                   -    :
## 2485     d1     2485               white   JJ
## 2486     d1     2486             picture   NN
## 2487     d1     2487              didn't   NN
## 2488     d1     2488                show   NN
## 2489     d1     2489                 it)   NN
## 2490     d1     2490                with   IN
## 2491     d1     2491             flaming  VBG
## 2492     d1     2492                   -    :
## 2493     d1     2493                 red   JJ
## 2494     d1     2494                hair   NN
## 2495     d1     2495                   .    .
## 2496     d1     2496               Right   RB
## 2497     d1     2497                  in   IN
## 2498     d1     2498                 the   DT
## 2499     d1     2499              middle   NN
## 2500     d1     2500                  of   IN
## 2501     d1     2501                 the   DT
## 2502     d1     2502             picture   NN
## 2503     d1     2503                 was  VBD
## 2504     d1     2504                 Ron  NNP
## 2505     d1     2505                   ,    ,
## 2506     d1     2506                tall   JJ
## 2507     d1     2507                 and   CC
## 2508     d1     2508            gangling  VBG
## 2509     d1     2509                   ,    ,
## 2510     d1     2510                with   IN
## 2511     d1     2511                 his PRP$
## 2512     d1     2512                 pet   NN
## 2513     d1     2513                 rat   NN
## 2514     d1     2514                   ,    ,
## 2515     d1     2515            Scabbers  NNS
## 2516     d1     2516                   ,    ,
## 2517     d1     2517                  on   IN
## 2518     d1     2518                 his PRP$
## 2519     d1     2519            shoulder   NN
## 2520     d1     2520                 and   CC
## 2521     d1     2521                 his PRP$
## 2522     d1     2522                 arm   NN
## 2523     d1     2523              around   IN
## 2524     d1     2524                 his PRP$
## 2525     d1     2525              little   JJ
## 2526     d1     2526              sister   NN
## 2527     d1     2527                   ,    ,
## 2528     d1     2528               Ginny  NNP
## 2529     d1     2529                   .    .
## 2530     d1     2530               Harry  NNP
## 2531     d1     2531            couldn't   NN
## 2532     d1     2532               think  VBP
## 2533     d1     2533                  of   IN
## 2534     d1     2534              anyone   NN
## 2535     d1     2535                 who   WP
## 2536     d1     2536            deserved  VBD
## 2537     d1     2537                  to   TO
## 2538     d1     2538                 win   VB
## 2539     d1     2539                   a   DT
## 2540     d1     2540               large   JJ
## 2541     d1     2541                pile   VB
## 2542     d1     2542                  of   IN
## 2543     d1     2543                gold   NN
## 2544     d1     2544                more  JJR
## 2545     d1     2545                than   IN
## 2546     d1     2546                 the   DT
## 2547     d1     2547            Weasleys  NNS
## 2548     d1     2548                   ,    ,
## 2549     d1     2549                 who   WP
## 2550     d1     2550                were  VBD
## 2551     d1     2551                very   RB
## 2552     d1     2552                nice   JJ
## 2553     d1     2553                 and   CC
## 2554     d1     2554           extremely   RB
## 2555     d1     2555                poor   JJ
## 2556     d1     2556                   .    .
## 2557     d1     2557                  He  PRP
## 2558     d1     2558              picked  VBD
## 2559     d1     2559                  up   RP
## 2560     d1     2560               Ron's  NNP
## 2561     d1     2561              letter   NN
## 2562     d1     2562                 and   CC
## 2563     d1     2563            unfolded  VBD
## 2564     d1     2564                  it  PRP
## 2565     d1     2565                   .    .
## 2566     d1     2566                Dear   JJ
## 2567     d1     2567               Harry  NNP
## 2568     d1     2568                   ,    ,
## 2569     d1     2569               Happy   JJ
## 2570     d1     2570            birthday   NN
## 2571     d1     2571                   !    .
## 2572     d1     2572                Look   NN
## 2573     d1     2573                   ,    ,
## 2574     d1     2574                  I'  NNP
## 2575     d1     2575              really   RB
## 2576     d1     2576               sorry   JJ
## 2577     d1     2577               about   IN
## 2578     d1     2578                that   IN
## 2579     d1     2579           telephone   NN
## 2580     d1     2580                call   VB
## 2581     d1     2581                   .    .
## 2582     d1     2582                   I  PRP
## 2583     d1     2583                hope   NN
## 2584     d1     2584                 the   DT
## 2585     d1     2585             Muggles  VBZ
## 2586     d1     2586              didn't   NN
## 2587     d1     2587                give   VB
## 2588     d1     2588                 you  PRP
## 2589     d1     2589                   a   DT
## 2590     d1     2590                hard   JJ
## 2591     d1     2591                time   NN
## 2592     d1     2592                   .    .
## 2593     d1     2593                   I  PRP
## 2594     d1     2594               asked  VBD
## 2595     d1     2595                 Dad  NNP
## 2596     d1     2596                   ,    ,
## 2597     d1     2597                 and   CC
## 2598     d1     2598                  he  PRP
## 2599     d1     2599             reckons  VBZ
## 2600     d1     2600                   I  PRP
## 2601     d1     2601           shouldn't   NN
## 2602     d1     2602                have  VBP
## 2603     d1     2603             shouted  VBD
## 2604     d1     2604                   .    .
## 2605     d1     2605                It's   NN
## 2606     d1     2606             amazing   JJ
## 2607     d1     2607                here   RB
## 2608     d1     2608                  in   IN
## 2609     d1     2609               Egypt  NNP
## 2610     d1     2610                   .    .
## 2611     d1     2611              Bill's  NNP
## 2612     d1     2612               taken  VBN
## 2613     d1     2613                  us  PRP
## 2614     d1     2614              around   IN
## 2615     d1     2615                 all   DT
## 2616     d1     2616                 the   DT
## 2617     d1     2617               tombs  NNS
## 2618     d1     2618                 and   CC
## 2619     d1     2619                 you  PRP
## 2620     d1     2620            wouldn't   NN
## 2621     d1     2621             believe  VBP
## 2622     d1     2622                 the   DT
## 2623     d1     2623              curses  NNS
## 2624     d1     2624               those   DT
## 2625     d1     2625                 old   JJ
## 2626     d1     2626            Egyptian   JJ
## 2627     d1     2627             wizards  NNS
## 2628     d1     2628                 put   VB
## 2629     d1     2629                  on   IN
## 2630     d1     2630                them  PRP
## 2631     d1     2631                   .    .
## 2632     d1     2632                 Mum  NNP
## 2633     d1     2633            wouldn't   NN
## 2634     d1     2634                 let   VB
## 2635     d1     2635               Ginny  NNP
## 2636     d1     2636                come   VB
## 2637     d1     2637                  in   IN
## 2638     d1     2638                 the   DT
## 2639     d1     2639                last   JJ
## 2640     d1     2640                 one   CD
## 2641     d1     2641                   .    .
## 2642     d1     2642               There   EX
## 2643     d1     2643                were  VBD
## 2644     d1     2644                 all   DT
## 2645     d1     2645               these   DT
## 2646     d1     2646              mutant   JJ
## 2647     d1     2647           skeletons  NNS
## 2648     d1     2648                  in   IN
## 2649     d1     2649               there   EX
## 2650     d1     2650                   ,    ,
## 2651     d1     2651                  of   IN
## 2652     d1     2652             Muggles  VBZ
## 2653     d1     2653               who'd   NN
## 2654     d1     2654              broken  VBN
## 2655     d1     2655                  in   IN
## 2656     d1     2656                 and   CC
## 2657     d1     2657               grown  VBN
## 2658     d1     2658               extra   JJ
## 2659     d1     2659               heads  VBZ
## 2660     d1     2660                 and   CC
## 2661     d1     2661               stuff   NN
## 2662     d1     2662                   .    .
## 2663     d1     2663                   I   NN
## 2664     d1     2664            couldn't   NN
## 2665     d1     2665             believe  VBP
## 2666     d1     2666                  it  PRP
## 2667     d1     2667                when  WRB
## 2668     d1     2668                 Dad  NNP
## 2669     d1     2669                 won  VBD
## 2670     d1     2670                 the   DT
## 2671     d1     2671               Daily  NNP
## 2672     d1     2672             Prophet   NN
## 2673     d1     2673                Draw   VB
## 2674     d1     2674                   .    .
## 2675     d1     2675               Seven   CD
## 2676     d1     2676             hundred   CD
## 2677     d1     2677            galleons  NNS
## 2678     d1     2678                   !    .
## 2679     d1     2679                Most  JJS
## 2680     d1     2680                  of   IN
## 2681     d1     2681                it's   NN
## 2682     d1     2682                gone  VBN
## 2683     d1     2683                  on   IN
## 2684     d1     2684                this   DT
## 2685     d1     2685                trip   NN
## 2686     d1     2686                   ,    ,
## 2687     d1     2687                 but   CC
## 2688     d1     2688             they're   NN
## 2689     d1     2689               going  VBG
## 2690     d1     2690                  to   TO
## 2691     d1     2691                 buy   VB
## 2692     d1     2692                  me  PRP
## 2693     d1     2693                   a   DT
## 2694     d1     2694                 new   JJ
## 2695     d1     2695                wand  NNP
## 2696     d1     2696                 for   IN
## 2697     d1     2697                next   JJ
## 2698     d1     2698                year   NN
## 2699     d1     2699                   .    .
## 2700     d1     2700               Harry  NNP
## 2701     d1     2701          remembered  VBD
## 2702     d1     2702                only   RB
## 2703     d1     2703                 too   RB
## 2704     d1     2704                well   RB
## 2705     d1     2705                 the   DT
## 2706     d1     2706            occasion   VB
## 2707     d1     2707                when  WRB
## 2708     d1     2708               Ron's  NNP
## 2709     d1     2709                 old   JJ
## 2710     d1     2710                wand  NNP
## 2711     d1     2711                 had  VBD
## 2712     d1     2712             snapped  VBN
## 2713     d1     2713                   .    .
## 2714     d1     2714                  It  PRP
## 2715     d1     2715                 had  VBD
## 2716     d1     2716            happened  VBD
## 2717     d1     2717                when  WRB
## 2718     d1     2718                 the   DT
## 2719     d1     2719                 car   NN
## 2720     d1     2720                 the   DT
## 2721     d1     2721                 two   CD
## 2722     d1     2722                  of   IN
## 2723     d1     2723                them  PRP
## 2724     d1     2724                 had  VBD
## 2725     d1     2725                been  VBN
## 2726     d1     2726              flying  VBG
## 2727     d1     2727                  to   TO
## 2728     d1     2728            Hogwarts  NNS
## 2729     d1     2729                 had  VBD
## 2730     d1     2730             crashed  VBD
## 2731     d1     2731                into   IN
## 2732     d1     2732                   a   DT
## 2733     d1     2733                tree   NN
## 2734     d1     2734                  on   IN
## 2735     d1     2735                 the   DT
## 2736     d1     2736              school   NN
## 2737     d1     2737             grounds  NNS
## 2738     d1     2738                   .    .
## 2739     d1     2739               We'll  NNP
## 2740     d1     2740                  be   VB
## 2741     d1     2741                back   RB
## 2742     d1     2742               about   IN
## 2743     d1     2743                   a   DT
## 2744     d1     2744                week   NN
## 2745     d1     2745              before   IN
## 2746     d1     2746                term   NN
## 2747     d1     2747              starts  VBZ
## 2748     d1     2748                 and   CC
## 2749     d1     2749               we'll  NNP
## 2750     d1     2750                  be   VB
## 2751     d1     2751               going  VBG
## 2752     d1     2752                  up   RP
## 2753     d1     2753                  to   TO
## 2754     d1     2754              London  NNP
## 2755     d1     2755                  to   TO
## 2756     d1     2756                 get   VB
## 2757     d1     2757                  my PRP$
## 2758     d1     2758                wand  NNP
## 2759     d1     2759                 and   CC
## 2760     d1     2760                 our PRP$
## 2761     d1     2761                 new   JJ
## 2762     d1     2762               books  NNS
## 2763     d1     2763                   .    .
## 2764     d1     2764                 Any   DT
## 2765     d1     2765              chance   NN
## 2766     d1     2766                  of   IN
## 2767     d1     2767             meeting   NN
## 2768     d1     2768                 you  PRP
## 2769     d1     2769               there   EX
## 2770     d1     2770                   ?    .
## 2771     d1     2771               Don't   NN
## 2772     d1     2772                 let   VB
## 2773     d1     2773                 the   DT
## 2774     d1     2774             Muggles  VBZ
## 2775     d1     2775                 get   VB
## 2776     d1     2776                 you  PRP
## 2777     d1     2777                down   RB
## 2778     d1     2778                   !    .
## 2779     d1     2779                 Try   JJ
## 2780     d1     2780                 and   CC
## 2781     d1     2781                come   VB
## 2782     d1     2782                  to   TO
## 2783     d1     2783              London  NNP
## 2784     d1     2784                   ,    ,
## 2785     d1     2785              Ron  P   NN
## 2786     d1     2786                   .    .
## 2787     d1     2787                   S  NNP
## 2788     d1     2788                   .    .
## 2789     d1     2789             Percy's  NNP
## 2790     d1     2790                Head  NNP
## 2791     d1     2791                 Boy  NNP
## 2792     d1     2792                   .    .
## 2793     d1     2793                  He  PRP
## 2794     d1     2794                 got  VBD
## 2795     d1     2795                 the   DT
## 2796     d1     2796              letter   NN
## 2797     d1     2797                last   JJ
## 2798     d1     2798                week   NN
## 2799     d1     2799                   .    .
## 2800     d1     2800               Harry  NNP
## 2801     d1     2801             glanced  VBD
## 2802     d1     2802                back   RB
## 2803     d1     2803                  at   IN
## 2804     d1     2804                 the   DT
## 2805     d1     2805          photograph   NN
## 2806     d1     2806                   .    .
## 2807     d1     2807               Percy  NNP
## 2808     d1     2808                   ,    ,
## 2809     d1     2809                 who   WP
## 2810     d1     2810                 was  VBD
## 2811     d1     2811                  in   IN
## 2812     d1     2812                 his PRP$
## 2813     d1     2813             seventh   JJ
## 2814     d1     2814                 and   CC
## 2815     d1     2815               final   JJ
## 2816     d1     2816                year   NN
## 2817     d1     2817                  at   IN
## 2818     d1     2818            Hogwarts  NNS
## 2819     d1     2819                   ,    ,
## 2820     d1     2820                 was  VBD
## 2821     d1     2821             looking  VBG
## 2822     d1     2822        particularly   RB
## 2823     d1     2823                smug   JJ
## 2824     d1     2824                   .    .
## 2825     d1     2825                  He  PRP
## 2826     d1     2826                 had  VBD
## 2827     d1     2827              pinned  VBN
## 2828     d1     2828                 his PRP$
## 2829     d1     2829                Head  NNP
## 2830     d1     2830                 Boy  NNP
## 2831     d1     2831               badge  NNP
## 2832     d1     2832                  to   TO
## 2833     d1     2833                 the   DT
## 2834     d1     2834                 fez   NN
## 2835     d1     2835             perched  VBN
## 2836     d1     2836            jauntily   RB
## 2837     d1     2837                  on   IN
## 2838     d1     2838                 top   JJ
## 2839     d1     2839                  of   IN
## 2840     d1     2840                 his PRP$
## 2841     d1     2841                neat   JJ
## 2842     d1     2842                hair   NN
## 2843     d1     2843                   ,    ,
## 2844     d1     2844                 his PRP$
## 2845     d1     2845                horn   NN
## 2846     d1     2846                   -    :
## 2847     d1     2847              rimmed  VBD
## 2848     d1     2848             glasses  NNS
## 2849     d1     2849            flashing  VBG
## 2850     d1     2850                  in   IN
## 2851     d1     2851                 the   DT
## 2852     d1     2852            Egyptian   JJ
## 2853     d1     2853                 sun   NN
## 2854     d1     2854                   .    .
## 2855     d1     2855               Harry  NNP
## 2856     d1     2856                 now   RB
## 2857     d1     2857              turned  VBD
## 2858     d1     2858                  to   TO
## 2859     d1     2859                 his PRP$
## 2860     d1     2860             present   JJ
## 2861     d1     2861                 and   CC
## 2862     d1     2862           unwrapped  VBN
## 2863     d1     2863                  it  PRP
## 2864     d1     2864                   .    .
## 2865     d1     2865              Inside   IN
## 2866     d1     2866                 was  VBD
## 2867     d1     2867                what   WP
## 2868     d1     2868              looked  VBD
## 2869     d1     2869                like   IN
## 2870     d1     2870                   a   DT
## 2871     d1     2871           miniature   JJ
## 2872     d1     2872               glass   NN
## 2873     d1     2873            spinning   JJ
## 2874     d1     2874                 top   JJ
## 2875     d1     2875                   .    .
## 2876     d1     2876               There   EX
## 2877     d1     2877                 was  VBD
## 2878     d1     2878             another   DT
## 2879     d1     2879                note   NN
## 2880     d1     2880                from   IN
## 2881     d1     2881                 Ron  NNP
## 2882     d1     2882             beneath   IN
## 2883     d1     2883                  it  PRP
## 2884     d1     2884                   .    .
## 2885     d1     2885               Harry  NNP
## 2886     d1     2886                   -    :
## 2887     d1     2887                   -    :
## 2888     d1     2888                this   DT
## 2889     d1     2889                  is  VBZ
## 2890     d1     2890                   a   DT
## 2891     d1     2891              Pocket   NN
## 2892     d1     2892         Sneakoscope   NN
## 2893     d1     2893                   .    .
## 2894     d1     2894                  If   IN
## 2895     d1     2895             there's   NN
## 2896     d1     2896             someone   NN
## 2897     d1     2897       untrustworthy   JJ
## 2898     d1     2898              around   IN
## 2899     d1     2899                   ,    ,
## 2900     d1     2900                it's   NN
## 2901     d1     2901            supposed  VBN
## 2902     d1     2902                  to   TO
## 2903     d1     2903               light   JJ
## 2904     d1     2904                  up   RP
## 2905     d1     2905                 and   CC
## 2906     d1     2906                spin   VB
## 2907     d1     2907                   .    .
## 2908     d1     2908                Bill  NNP
## 2909     d1     2909                says  VBZ
## 2910     d1     2910                it's   NN
## 2911     d1     2911             rubbish   JJ
## 2912     d1     2912                sold  VBN
## 2913     d1     2913                 for   IN
## 2914     d1     2914              wizard  NNP
## 2915     d1     2915            tourists  NNS
## 2916     d1     2916                 and   CC
## 2917     d1     2917               isn't   NN
## 2918     d1     2918            reliable   JJ
## 2919     d1     2919                   ,    ,
## 2920     d1     2920             because   IN
## 2921     d1     2921                  it  PRP
## 2922     d1     2922                kept  VBD
## 2923     d1     2923            lighting  VBG
## 2924     d1     2924                  up   RP
## 2925     d1     2925                  at   IN
## 2926     d1     2926              dinner   NN
## 2927     d1     2927                last   JJ
## 2928     d1     2928               night   NN
## 2929     d1     2929                   .    .
## 2930     d1     2930                 But   CC
## 2931     d1     2931                  he  PRP
## 2932     d1     2932              didn't   NN
## 2933     d1     2933             realize   VB
## 2934     d1     2934                Fred  NNP
## 2935     d1     2935                 and   CC
## 2936     d1     2936              George  NNP
## 2937     d1     2937                 had  VBD
## 2938     d1     2938                 put   VB
## 2939     d1     2939             beetles  NNS
## 2940     d1     2940                  in   IN
## 2941     d1     2941                 his PRP$
## 2942     d1     2942                soup   NN
## 2943     d1     2943                   .    .
## 2944     d1     2944                 Bye  NNP
## 2945     d1     2945                   -    :
## 2946     d1     2946                   -    :
## 2947     d1     2947          Ron  Harry  NNP
## 2948     d1     2948                 put   VB
## 2949     d1     2949                 the   DT
## 2950     d1     2950              Pocket   NN
## 2951     d1     2951         Sneakoscope   NN
## 2952     d1     2952                  on   IN
## 2953     d1     2953                 his PRP$
## 2954     d1     2954             bedside   NN
## 2955     d1     2955               table   NN
## 2956     d1     2956                   ,    ,
## 2957     d1     2957               where  WRB
## 2958     d1     2958                  it  PRP
## 2959     d1     2959               stood  VBD
## 2960     d1     2960               quite   RB
## 2961     d1     2961               still   RB
## 2962     d1     2962                   ,    ,
## 2963     d1     2963            balanced   JJ
## 2964     d1     2964                  on   IN
## 2965     d1     2965                 its PRP$
## 2966     d1     2966               point   NN
## 2967     d1     2967                   ,    ,
## 2968     d1     2968          reflecting  VBG
## 2969     d1     2969                 the   DT
## 2970     d1     2970            luminous   JJ
## 2971     d1     2971               hands  NNS
## 2972     d1     2972                  of   IN
## 2973     d1     2973                 his PRP$
## 2974     d1     2974               clock   NN
## 2975     d1     2975                   .    .
## 2976     d1     2976                  He  PRP
## 2977     d1     2977              looked  VBD
## 2978     d1     2978                  at   IN
## 2979     d1     2979                  it  PRP
## 2980     d1     2980             happily   RB
## 2981     d1     2981                 for   IN
## 2982     d1     2982                   a   DT
## 2983     d1     2983                 few   JJ
## 2984     d1     2984             seconds  NNS
## 2985     d1     2985                   ,    ,
## 2986     d1     2986                then   RB
## 2987     d1     2987              picked  VBD
## 2988     d1     2988                  up   RP
## 2989     d1     2989                 the   DT
## 2990     d1     2990              parcel   NN
## 2991     d1     2991              Hedwig  NNP
## 2992     d1     2992                 had  VBD
## 2993     d1     2993             brought  VBN
## 2994     d1     2994                   .    .
## 2995     d1     2995              Inside   NN
## 2996     d1     2996                this   DT
## 2997     d1     2997                   ,    ,
## 2998     d1     2998                 too   RB
## 2999     d1     2999                   ,    ,
## 3000     d1     3000               there   EX
## 3001     d1     3001                 was  VBD
## 3002     d1     3002                   a   DT
## 3003     d1     3003             wrapped  VBD
## 3004     d1     3004             present   JJ
## 3005     d1     3005                   ,    ,
## 3006     d1     3006                   a   DT
## 3007     d1     3007                card   NN
## 3008     d1     3008                   ,    ,
## 3009     d1     3009                 and   CC
## 3010     d1     3010                   a   DT
## 3011     d1     3011              letter   NN
## 3012     d1     3012                   ,    ,
## 3013     d1     3013                this   DT
## 3014     d1     3014                time   NN
## 3015     d1     3015                from   IN
## 3016     d1     3016            Hermione   NN
## 3017     d1     3017                   .    .
## 3018     d1     3018                Dear   JJ
## 3019     d1     3019               Harry  NNP
## 3020     d1     3020                   ,    ,
## 3021     d1     3021                 Ron   NN
## 3022     d1     3022               wrote  VBD
## 3023     d1     3023                  to   TO
## 3024     d1     3024                  me  PRP
## 3025     d1     3025                 and   CC
## 3026     d1     3026                told  VBD
## 3027     d1     3027                  me  PRP
## 3028     d1     3028               about   IN
## 3029     d1     3029                 his PRP$
## 3030     d1     3030               phone   NN
## 3031     d1     3031                call   VB
## 3032     d1     3032                  to   TO
## 3033     d1     3033                your PRP$
## 3034     d1     3034               Uncle  NNP
## 3035     d1     3035              Vernon  NNP
## 3036     d1     3036                   .    .
## 3037     d1     3037                   I  PRP
## 3038     d1     3038                  do  VBP
## 3039     d1     3039                hope   NN
## 3040     d1     3040              you're   NN
## 3041     d1     3041                 all   DT
## 3042     d1     3042               right   NN
## 3043     d1     3043                   .    .
## 3044     d1     3044                 I'm   NN
## 3045     d1     3045                  on   IN
## 3046     d1     3046             holiday   NN
## 3047     d1     3047                  in   IN
## 3048     d1     3048              France  NNP
## 3049     d1     3049                  at   IN
## 3050     d1     3050                 the   DT
## 3051     d1     3051              moment   NN
## 3052     d1     3052                 and   CC
## 3053     d1     3053                   I  PRP
## 3054     d1     3054              didn't   NN
## 3055     d1     3055                know   VB
## 3056     d1     3056                 how  WRB
## 3057     d1     3057                   I  PRP
## 3058     d1     3058                 was  VBD
## 3059     d1     3059               going  VBG
## 3060     d1     3060                  to   TO
## 3061     d1     3061                send   VB
## 3062     d1     3062                this   DT
## 3063     d1     3063                  to   TO
## 3064     d1     3064                 you  PRP
## 3065     d1     3065                   -    :
## 3066     d1     3066                   -    :
## 3067     d1     3067                what   WP
## 3068     d1     3068                  if   IN
## 3069     d1     3069              they'd   NN
## 3070     d1     3070              opened  VBD
## 3071     d1     3071                  it  PRP
## 3072     d1     3072                  at   IN
## 3073     d1     3073             customs  NNS
## 3074     d1     3074                   ?    .
## 3075     d1     3075                   -    :
## 3076     d1     3076                   -    :
## 3077     d1     3077                 but   CC
## 3078     d1     3078                then   RB
## 3079     d1     3079              Hedwig  NNP
## 3080     d1     3080              turned  VBD
## 3081     d1     3081                  up   RP
## 3082     d1     3082                   !    .
## 3083     d1     3083                   I  PRP
## 3084     d1     3084               think  VBP
## 3085     d1     3085                 she  PRP
## 3086     d1     3086              wanted  VBD
## 3087     d1     3087                  to   TO
## 3088     d1     3088                make   VB
## 3089     d1     3089                sure   JJ
## 3090     d1     3090                 you  PRP
## 3091     d1     3091                 got  VBD
## 3092     d1     3092           something   NN
## 3093     d1     3093                 for   IN
## 3094     d1     3094                your PRP$
## 3095     d1     3095            birthday   NN
## 3096     d1     3096                 for   IN
## 3097     d1     3097                   a   DT
## 3098     d1     3098              change   NN
## 3099     d1     3099                   .    .
## 3100     d1     3100                   I  PRP
## 3101     d1     3101              bought  VBD
## 3102     d1     3102                your PRP$
## 3103     d1     3103             present   JJ
## 3104     d1     3104                  by   IN
## 3105     d1     3105                 owl   NN
## 3106     d1     3106                   -    :
## 3107     d1     3107               order   NN
## 3108     d1     3108                   ;    :
## 3109     d1     3109               there   EX
## 3110     d1     3110                 was  VBD
## 3111     d1     3111                  an   DT
## 3112     d1     3112       advertisement   NN
## 3113     d1     3113                  in   IN
## 3114     d1     3114                 the   DT
## 3115     d1     3115               Daily  NNP
## 3116     d1     3116             Prophet   NN
## 3117     d1     3117               (I've   JJ
## 3118     d1     3118                been  VBN
## 3119     d1     3119             getting  VBG
## 3120     d1     3120                  it  PRP
## 3121     d1     3121           delivered  VBN
## 3122     d1     3122                   ;    :
## 3123     d1     3123                it's   NN
## 3124     d1     3124                  so   RB
## 3125     d1     3125                good   JJ
## 3126     d1     3126                  to   TO
## 3127     d1     3127                keep   VB
## 3128     d1     3128                  up   RP
## 3129     d1     3129                with   IN
## 3130     d1     3130              what's   NN
## 3131     d1     3131               going  VBG
## 3132     d1     3132                  on   IN
## 3133     d1     3133                  in   IN
## 3134     d1     3134                 the   DT
## 3135     d1     3135           wizarding  VBG
## 3136     d1     3136              world)   NN
## 3137     d1     3137                   ,    ,
## 3138     d1     3138                 Did  VBD
## 3139     d1     3139                 you  PRP
## 3140     d1     3140                 see   VB
## 3141     d1     3141                that   IN
## 3142     d1     3142             picture   NN
## 3143     d1     3143                  of   IN
## 3144     d1     3144                 Ron  NNP
## 3145     d1     3145                 and   CC
## 3146     d1     3146                 his PRP$
## 3147     d1     3147              family   NN
## 3148     d1     3148                   a   DT
## 3149     d1     3149                week   NN
## 3150     d1     3150                 ago   RB
## 3151     d1     3151                   ?    .
## 3152     d1     3152                   I  PRP
## 3153     d1     3153                 bet   NN
## 3154     d1     3154                he's   NN
## 3155     d1     3155            learning  VBG
## 3156     d1     3156               loads  NNS
## 3157     d1     3157                   .    .
## 3158     d1     3158                 I'm  NNP
## 3159     d1     3159              really   RB
## 3160     d1     3160             jealous   JJ
## 3161     d1     3161                   -    :
## 3162     d1     3162                   -    :
## 3163     d1     3163                 the   DT
## 3164     d1     3164             ancient   JJ
## 3165     d1     3165            Egyptian   JJ
## 3166     d1     3166             wizards  NNS
## 3167     d1     3167                were  VBD
## 3168     d1     3168         fascinating   JJ
## 3169     d1     3169                   .    .
## 3170     d1     3170             There's   NN
## 3171     d1     3171                some   DT
## 3172     d1     3172         interesting   JJ
## 3173     d1     3173               local   JJ
## 3174     d1     3174             history   NN
## 3175     d1     3175                  of   IN
## 3176     d1     3176          witchcraft   NN
## 3177     d1     3177                here   RB
## 3178     d1     3178                   ,    ,
## 3179     d1     3179                 too   RB
## 3180     d1     3180                   .    .
## 3181     d1     3181                I've   JJ
## 3182     d1     3182           rewritten  VBN
## 3183     d1     3183                  my PRP$
## 3184     d1     3184               whole   JJ
## 3185     d1     3185             History   NN
## 3186     d1     3186                  of   IN
## 3187     d1     3187               Magic  NNP
## 3188     d1     3188               essay   NN
## 3189     d1     3189                  to   TO
## 3190     d1     3190             include  VBP
## 3191     d1     3191                some   DT
## 3192     d1     3192                  of   IN
## 3193     d1     3193                 the   DT
## 3194     d1     3194              things  NNS
## 3195     d1     3195                I've   JJ
## 3196     d1     3196               found  VBD
## 3197     d1     3197                 out   RP
## 3198     d1     3198                   ,    ,
## 3199     d1     3199                   I  PRP
## 3200     d1     3200                hope   NN
## 3201     d1     3201                it's   NN
## 3202     d1     3202                 not   RB
## 3203     d1     3203                 too   RB
## 3204     d1     3204                long   JJ
## 3205     d1     3205                   -    :
## 3206     d1     3206                   -    :
## 3207     d1     3207                it's   NN
## 3208     d1     3208                 two   CD
## 3209     d1     3209               rolls  NNS
## 3210     d1     3210                  of   IN
## 3211     d1     3211           parchment   NN
## 3212     d1     3212                more  JJR
## 3213     d1     3213                than   IN
## 3214     d1     3214           Professor  NNP
## 3215     d1     3215               Binns  NNS
## 3216     d1     3216               asked  VBD
## 3217     d1     3217                 for   IN
## 3218     d1     3218                   .    .
## 3219     d1     3219                 Ron   NN
## 3220     d1     3220                says  VBZ
## 3221     d1     3221                he's   NN
## 3222     d1     3222               going  VBG
## 3223     d1     3223                  to   TO
## 3224     d1     3224                  be   VB
## 3225     d1     3225                  in   IN
## 3226     d1     3226              London  NNP
## 3227     d1     3227                  in   IN
## 3228     d1     3228                 the   DT
## 3229     d1     3229                last   JJ
## 3230     d1     3230                week   NN
## 3231     d1     3231                  of   IN
## 3232     d1     3232                 the   DT
## 3233     d1     3233            holidays  NNS
## 3234     d1     3234                   .    .
## 3235     d1     3235                 Can   MD
## 3236     d1     3236                 you  PRP
## 3237     d1     3237                make   VB
## 3238     d1     3238                  it  PRP
## 3239     d1     3239                   ?    .
## 3240     d1     3240                Will   MD
## 3241     d1     3241                your PRP$
## 3242     d1     3242                aunt   NN
## 3243     d1     3243                 and   CC
## 3244     d1     3244               uncle   NN
## 3245     d1     3245                 let   VB
## 3246     d1     3246                 you  PRP
## 3247     d1     3247                come   VB
## 3248     d1     3248                   ?    .
## 3249     d1     3249                   I  PRP
## 3250     d1     3250              really   RB
## 3251     d1     3251                hope   NN
## 3252     d1     3252                 you  PRP
## 3253     d1     3253                 can   MD
## 3254     d1     3254                   .    .
## 3255     d1     3255                  If   IN
## 3256     d1     3256                 not   RB
## 3257     d1     3257                   ,    ,
## 3258     d1     3258                I'll  NNP
## 3259     d1     3259                 see   VB
## 3260     d1     3260                 you  PRP
## 3261     d1     3261                  on   IN
## 3262     d1     3262                 the   DT
## 3263     d1     3263            Hogwarts  NNS
## 3264     d1     3264             Express  NNP
## 3265     d1     3265                  on   IN
## 3266     d1     3266           September  NNP
## 3267     d1     3267               first   JJ
## 3268     d1     3268                   !    .
## 3269     d1     3269                Love   VB
## 3270     d1     3270                from   IN
## 3271     d1     3271         Hermione  P  NNP
## 3272     d1     3272                   .    .
## 3273     d1     3273                   S  NNP
## 3274     d1     3274                   .    .
## 3275     d1     3275                 Ron  NNP
## 3276     d1     3276                says  VBZ
## 3277     d1     3277             Percy's  NNP
## 3278     d1     3278                Head  NNP
## 3279     d1     3279                 Boy  NNP
## 3280     d1     3280                   .    .
## 3281     d1     3281                I'll  NNP
## 3282     d1     3282                 bet   NN
## 3283     d1     3283             Percy's  NNP
## 3284     d1     3284              really   RB
## 3285     d1     3285             pleased   JJ
## 3286     d1     3286                 Ron  NNP
## 3287     d1     3287             doesn't   NN
## 3288     d1     3288                seem  VBP
## 3289     d1     3289                 too   RB
## 3290     d1     3290               happy   JJ
## 3291     d1     3291               about   IN
## 3292     d1     3292           it  Harry  NNP
## 3293     d1     3293             laughed  VBD
## 3294     d1     3294                  as   IN
## 3295     d1     3295                  he  PRP
## 3296     d1     3296                 put   VB
## 3297     d1     3297          Herrmone's  NNP
## 3298     d1     3298              letter   NN
## 3299     d1     3299               aside   RB
## 3300     d1     3300                 and   CC
## 3301     d1     3301              picked  VBD
## 3302     d1     3302                  up   RP
## 3303     d1     3303                 her PRP$
## 3304     d1     3304             present   JJ
## 3305     d1     3305                   .    .
## 3306     d1     3306                  It  PRP
## 3307     d1     3307                 was  VBD
## 3308     d1     3308                very   RB
## 3309     d1     3309               heavy   JJ
## 3310     d1     3310                   .    .
## 3311     d1     3311             Knowing  VBG
## 3312     d1     3312            Hermione   NN
## 3313     d1     3313                   ,    ,
## 3314     d1     3314                  he  PRP
## 3315     d1     3315                 was  VBD
## 3316     d1     3316                sure   JJ
## 3317     d1     3317                  it  PRP
## 3318     d1     3318               would   MD
## 3319     d1     3319                  be   VB
## 3320     d1     3320                   a   DT
## 3321     d1     3321               large   JJ
## 3322     d1     3322                book   NN
## 3323     d1     3323                full   JJ
## 3324     d1     3324                  of   IN
## 3325     d1     3325                very   RB
## 3326     d1     3326           difficult   JJ
## 3327     d1     3327              spells  NNS
## 3328     d1     3328                   -    :
## 3329     d1     3329                   -    :
## 3330     d1     3330                 but   CC
## 3331     d1     3331                  it  PRP
## 3332     d1     3332              wasn't   NN
## 3333     d1     3333                   .    .
## 3334     d1     3334                 His PRP$
## 3335     d1     3335               heart   NN
## 3336     d1     3336                gave  VBD
## 3337     d1     3337                   a   DT
## 3338     d1     3338                huge   JJ
## 3339     d1     3339               bound  VBN
## 3340     d1     3340                  as   IN
## 3341     d1     3341                  he  PRP
## 3342     d1     3342              ripped  VBN
## 3343     d1     3343                back   RB
## 3344     d1     3344                 the   DT
## 3345     d1     3345               paper   NN
## 3346     d1     3346                 and   CC
## 3347     d1     3347                 saw  VBD
## 3348     d1     3348                   a   DT
## 3349     d1     3349               sleek   JJ
## 3350     d1     3350               black   JJ
## 3351     d1     3351             leather   NN
## 3352     d1     3352                case   NN
## 3353     d1     3353                   ,    ,
## 3354     d1     3354                with   IN
## 3355     d1     3355              silver   NN
## 3356     d1     3356               words  NNS
## 3357     d1     3357             stamped  VBN
## 3358     d1     3358              across   IN
## 3359     d1     3359                  it  PRP
## 3360     d1     3360                   ,    ,
## 3361     d1     3361             reading   NN
## 3362     d1     3362          Broomstick   NN
## 3363     d1     3363           Servicing   NN
## 3364     d1     3364                 Kit   NN
## 3365     d1     3365                   .    .
## 3366     d1     3366                  ''   ''
## 3367     d1     3367                   ,    ,
## 3368     d1     3368            Hermione   NN
## 3369     d1     3369                   !    .
## 3370     d1     3370                  ''   ''
## 3371     d1     3371               Harry  NNP
## 3372     d1     3372           whispered  VBN
## 3373     d1     3373                   ,    ,
## 3374     d1     3374           unzipping  VBG
## 3375     d1     3375                 the   DT
## 3376     d1     3376                case   NN
## 3377     d1     3377                  to   TO
## 3378     d1     3378                look   VB
## 3379     d1     3379              inside   IN
## 3380     d1     3380                   .    .
## 3381     d1     3381               There   RB
## 3382     d1     3382                 was  VBD
## 3383     d1     3383                   a   DT
## 3384     d1     3384               large   JJ
## 3385     d1     3385                 jar   NN
## 3386     d1     3386                  of   IN
## 3387     d1     3387         Fleetwood's  NNP
## 3388     d1     3388                High  NNP
## 3389     d1     3389                   -    :
## 3390     d1     3390              Finish   VB
## 3391     d1     3391              Handle   VB
## 3392     d1     3392              Polish   JJ
## 3393     d1     3393                   ,    ,
## 3394     d1     3394                   a   DT
## 3395     d1     3395                pair   NN
## 3396     d1     3396                  of   IN
## 3397     d1     3397            gleaming  VBG
## 3398     d1     3398              silver   NN
## 3399     d1     3399                Tall   JJ
## 3400     d1     3400                   -    :
## 3401     d1     3401                Twig  NNP
## 3402     d1     3402            Clippers  NNS
## 3403     d1     3403                   ,    ,
## 3404     d1     3404                   a   DT
## 3405     d1     3405                tiny   JJ
## 3406     d1     3406               brass   NN
## 3407     d1     3407             compass   VB
## 3408     d1     3408                  to   TO
## 3409     d1     3409                clip   VB
## 3410     d1     3410                  on   IN
## 3411     d1     3411                your PRP$
## 3412     d1     3412               broom   NN
## 3413     d1     3413                 for   IN
## 3414     d1     3414                long   JJ
## 3415     d1     3415            journeys  NNS
## 3416     d1     3416                   ,    ,
## 3417     d1     3417                 and   CC
## 3418     d1     3418                   a   DT
## 3419     d1     3419            Handbook   NN
## 3420     d1     3420                  of   IN
## 3421     d1     3421                  Do  VBP
## 3422     d1     3422                   -    :
## 3423     d1     3423                  It  PRP
## 3424     d1     3424                   -    :
## 3425     d1     3425            Yourself  PRP
## 3426     d1     3426           Broomcare   JJ
## 3427     d1     3427                   .    .
## 3428     d1     3428               Apart   JJ
## 3429     d1     3429                from   IN
## 3430     d1     3430                 his PRP$
## 3431     d1     3431             friends  NNS
## 3432     d1     3432                   ,    ,
## 3433     d1     3433                 the   DT
## 3434     d1     3434               thing   NN
## 3435     d1     3435                that   IN
## 3436     d1     3436               Harry  NNP
## 3437     d1     3437              missed  VBN
## 3438     d1     3438                most  JJS
## 3439     d1     3439               about   IN
## 3440     d1     3440            Hogwarts  NNS
## 3441     d1     3441                 was  VBD
## 3442     d1     3442           Quidditch   NN
## 3443     d1     3443                   ,    ,
## 3444     d1     3444                 the   DT
## 3445     d1     3445                most  JJS
## 3446     d1     3446             popular   JJ
## 3447     d1     3447               sport   NN
## 3448     d1     3448                  in   IN
## 3449     d1     3449                 the   DT
## 3450     d1     3450             magical   JJ
## 3451     d1     3451               world   NN
## 3452     d1     3452                   -    :
## 3453     d1     3453                   -    :
## 3454     d1     3454              highly   RB
## 3455     d1     3455           dangerous   JJ
## 3456     d1     3456                   ,    ,
## 3457     d1     3457                very   RB
## 3458     d1     3458            exciting   JJ
## 3459     d1     3459                   ,    ,
## 3460     d1     3460                 and   CC
## 3461     d1     3461              played  VBD
## 3462     d1     3462                  on   IN
## 3463     d1     3463         broomsticks  NNS
## 3464     d1     3464                   .    .
## 3465     d1     3465               Harry  NNP
## 3466     d1     3466            happened  VBD
## 3467     d1     3467                  to   TO
## 3468     d1     3468                  be   VB
## 3469     d1     3469                   a   DT
## 3470     d1     3470                very   RB
## 3471     d1     3471                good   JJ
## 3472     d1     3472           Quidditch   NN
## 3473     d1     3473              player   NN
## 3474     d1     3474                   ;    :
## 3475     d1     3475                  he  PRP
## 3476     d1     3476                 had  VBD
## 3477     d1     3477                been  VBN
## 3478     d1     3478                 the   DT
## 3479     d1     3479            youngest  JJS
## 3480     d1     3480              person   NN
## 3481     d1     3481                  in   IN
## 3482     d1     3482                   a   DT
## 3483     d1     3483             century   NN
## 3484     d1     3484                  to   TO
## 3485     d1     3485                  be   VB
## 3486     d1     3486              picked  VBD
## 3487     d1     3487                 for   IN
## 3488     d1     3488                 one   CD
## 3489     d1     3489                  of   IN
## 3490     d1     3490                 the   DT
## 3491     d1     3491            Hogwarts  NNS
## 3492     d1     3492               House  NNP
## 3493     d1     3493               teams  NNS
## 3494     d1     3494                   .    .
## 3495     d1     3495                 One   CD
## 3496     d1     3496                  of   IN
## 3497     d1     3497             Harry's  NNP
## 3498     d1     3498                most  JJS
## 3499     d1     3499              prized  VBN
## 3500     d1     3500         possessions  NNS
## 3501     d1     3501                 was  VBD
## 3502     d1     3502                 his PRP$
## 3503     d1     3503              Nimbus   JJ
## 3504     d1     3504                 Two   CD
## 3505     d1     3505            Thousand  NNP
## 3506     d1     3506              racing  VBG
## 3507     d1     3507               broom   NN
## 3508     d1     3508                   .    .
## 3509     d1     3509               Harry  NNP
## 3510     d1     3510                 put   VB
## 3511     d1     3511                 the   DT
## 3512     d1     3512             leather   NN
## 3513     d1     3513                case   NN
## 3514     d1     3514               aside   RB
## 3515     d1     3515                 and   CC
## 3516     d1     3516              picked  VBD
## 3517     d1     3517                  up   RP
## 3518     d1     3518                 his PRP$
## 3519     d1     3519                last   JJ
## 3520     d1     3520              parcel   NN
## 3521     d1     3521                   .    .
## 3522     d1     3522                  He  PRP
## 3523     d1     3523          recognized  VBN
## 3524     d1     3524                 the   DT
## 3525     d1     3525              untidy  NNP
## 3526     d1     3526              scrawl   NN
## 3527     d1     3527                  on   IN
## 3528     d1     3528                 the   DT
## 3529     d1     3529               brown   JJ
## 3530     d1     3530               paper   NN
## 3531     d1     3531                  at   IN
## 3532     d1     3532                once   RB
## 3533     d1     3533                   :    :
## 3534     d1     3534                this   DT
## 3535     d1     3535                 was  VBD
## 3536     d1     3536                from   IN
## 3537     d1     3537              Hagrid   JJ
## 3538     d1     3538                   ,    ,
## 3539     d1     3539                 the   DT
## 3540     d1     3540            Hogwarts  NNS
## 3541     d1     3541          gamekeeper   NN
## 3542     d1     3542                   .    .
## 3543     d1     3543                  He  PRP
## 3544     d1     3544                tore  VBD
## 3545     d1     3545                 off   RP
## 3546     d1     3546                 the   DT
## 3547     d1     3547                 top   JJ
## 3548     d1     3548               layer   NN
## 3549     d1     3549                  of   IN
## 3550     d1     3550               paper   NN
## 3551     d1     3551                 and   CC
## 3552     d1     3552            glimpsed   JJ
## 3553     d1     3553           something   NN
## 3554     d1     3554               green   JJ
## 3555     d1     3555                 and   CC
## 3556     d1     3556            leathery   NN
## 3557     d1     3557                   ,    ,
## 3558     d1     3558                 but   CC
## 3559     d1     3559              before   IN
## 3560     d1     3560                  he  PRP
## 3561     d1     3561               could   MD
## 3562     d1     3562              unwrap   NN
## 3563     d1     3563                  it  PRP
## 3564     d1     3564            properly   RB
## 3565     d1     3565                   ,    ,
## 3566     d1     3566                 the   DT
## 3567     d1     3567              parcel   NN
## 3568     d1     3568                gave  VBD
## 3569     d1     3569                   a   DT
## 3570     d1     3570             strange   JJ
## 3571     d1     3571              quiver   NN
## 3572     d1     3572                   ,    ,
## 3573     d1     3573                 and   CC
## 3574     d1     3574            whatever  WDT
## 3575     d1     3575                 was  VBD
## 3576     d1     3576              inside   IN
## 3577     d1     3577                  it  PRP
## 3578     d1     3578             snapped  VBN
## 3579     d1     3579              loudly   RB
## 3580     d1     3580                   -    :
## 3581     d1     3581                   -    :
## 3582     d1     3582                  as   IN
## 3583     d1     3583              though   IN
## 3584     d1     3584                  it  PRP
## 3585     d1     3585                 had  VBD
## 3586     d1     3586                jaws  NNS
## 3587     d1     3587                   .    .
## 3588     d1     3588               Harry  NNP
## 3589     d1     3589               froze  VBD
## 3590     d1     3590                   .    .
## 3591     d1     3591                  He  PRP
## 3592     d1     3592                knew  VBD
## 3593     d1     3593                that   IN
## 3594     d1     3594              Hagrid   JJ
## 3595     d1     3595               would   MD
## 3596     d1     3596               never   RB
## 3597     d1     3597                send   VB
## 3598     d1     3598                 him  PRP
## 3599     d1     3599            anything   NN
## 3600     d1     3600           dangerous   JJ
## 3601     d1     3601                  on   IN
## 3602     d1     3602             purpose   NN
## 3603     d1     3603                   ,    ,
## 3604     d1     3604                 but   CC
## 3605     d1     3605                then   RB
## 3606     d1     3606                   ,    ,
## 3607     d1     3607              Hagrid   JJ
## 3608     d1     3608              didn't   NN
## 3609     d1     3609                have  VBP
## 3610     d1     3610                   a   DT
## 3611     d1     3611              normal   JJ
## 3612     d1     3612            person's   NN
## 3613     d1     3613                view   NN
## 3614     d1     3614                  of   IN
## 3615     d1     3615                what   WP
## 3616     d1     3616                 was  VBD
## 3617     d1     3617           dangerous   JJ
## 3618     d1     3618                   .    .
## 3619     d1     3619              Hagrid   JJ
## 3620     d1     3620                 had  VBD
## 3621     d1     3621                been  VBN
## 3622     d1     3622               known  VBN
## 3623     d1     3623                  to   TO
## 3624     d1     3624            befriend   NN
## 3625     d1     3625               giant   JJ
## 3626     d1     3626             spiders  NNS
## 3627     d1     3627                   ,    ,
## 3628     d1     3628                 buy   VB
## 3629     d1     3629             vicious   JJ
## 3630     d1     3630                   ,    ,
## 3631     d1     3631               three   CD
## 3632     d1     3632                   -    :
## 3633     d1     3633              headed  VBN
## 3634     d1     3634                dogs  NNS
## 3635     d1     3635                from   IN
## 3636     d1     3636                 men  NNS
## 3637     d1     3637                  in   IN
## 3638     d1     3638                pubs  NNS
## 3639     d1     3639                   ,    ,
## 3640     d1     3640                 and   CC
## 3641     d1     3641               sneak   NN
## 3642     d1     3642             illegal   JJ
## 3643     d1     3643              dragon  NNP
## 3644     d1     3644                eggs  NNS
## 3645     d1     3645                into   IN
## 3646     d1     3646                 his PRP$
## 3647     d1     3647               cabin  NNP
## 3648     d1     3648                   .    .
## 3649     d1     3649               Harry  NNP
## 3650     d1     3650               poked  VBD
## 3651     d1     3651                 the   DT
## 3652     d1     3652              parcel   NN
## 3653     d1     3653           nervously   RB
## 3654     d1     3654                   .    .
## 3655     d1     3655                  It  PRP
## 3656     d1     3656             snapped  VBN
## 3657     d1     3657              loudly   RB
## 3658     d1     3658               again   RB
## 3659     d1     3659                   .    .
## 3660     d1     3660               Harry  NNP
## 3661     d1     3661             reached  VBN
## 3662     d1     3662                 for   IN
## 3663     d1     3663                 the   DT
## 3664     d1     3664                lamp   NN
## 3665     d1     3665                  on   IN
## 3666     d1     3666                 his PRP$
## 3667     d1     3667             bedside   NN
## 3668     d1     3668               table   NN
## 3669     d1     3669                   ,    ,
## 3670     d1     3670             gripped  VBD
## 3671     d1     3671                  it  PRP
## 3672     d1     3672              firmly   RB
## 3673     d1     3673                  in   IN
## 3674     d1     3674                 one   CD
## 3675     d1     3675                hand   NN
## 3676     d1     3676                   ,    ,
## 3677     d1     3677                 and   CC
## 3678     d1     3678              raised  VBD
## 3679     d1     3679                  it  PRP
## 3680     d1     3680                over   IN
## 3681     d1     3681                 his PRP$
## 3682     d1     3682                head   NN
## 3683     d1     3683                   ,    ,
## 3684     d1     3684               ready   JJ
## 3685     d1     3685                  to   TO
## 3686     d1     3686              strike   NN
## 3687     d1     3687                   .    .
## 3688     d1     3688                Then   RB
## 3689     d1     3689                  he  PRP
## 3690     d1     3690              seized  VBD
## 3691     d1     3691                 the   DT
## 3692     d1     3692                rest   NN
## 3693     d1     3693                  of   IN
## 3694     d1     3694                 the   DT
## 3695     d1     3695            wrapping  VBG
## 3696     d1     3696               paper   NN
## 3697     d1     3697                  in   IN
## 3698     d1     3698                 his PRP$
## 3699     d1     3699               other   JJ
## 3700     d1     3700                hand   NN
## 3701     d1     3701                 and   CC
## 3702     d1     3702              pulled  VBD
## 3703     d1     3703                   .    .
## 3704     d1     3704                 And  NNP
## 3705     d1     3705                 out   RP
## 3706     d1     3706                fell  VBD
## 3707     d1     3707                   -    :
## 3708     d1     3708                   -    :
## 3709     d1     3709                   a   DT
## 3710     d1     3710                book   NN
## 3711     d1     3711                   .    .
## 3712     d1     3712               Harry  NNP
## 3713     d1     3713                just   RB
## 3714     d1     3714                 had  VBD
## 3715     d1     3715                time   NN
## 3716     d1     3716                  to   TO
## 3717     d1     3717            register   VB
## 3718     d1     3718                 its PRP$
## 3719     d1     3719            handsome   JJ
## 3720     d1     3720               green   JJ
## 3721     d1     3721               cover   VB
## 3722     d1     3722                   ,    ,
## 3723     d1     3723          emblazoned  VBN
## 3724     d1     3724                with   IN
## 3725     d1     3725                 the   DT
## 3726     d1     3726              golden   JJ
## 3727     d1     3727               title   NN
## 3728     d1     3728                 The   DT
## 3729     d1     3729             Monster   NN
## 3730     d1     3730                Book  NNP
## 3731     d1     3731                  of   IN
## 3732     d1     3732            Monsters  NNS
## 3733     d1     3733                   ,    ,
## 3734     d1     3734              before   IN
## 3735     d1     3735                  it  PRP
## 3736     d1     3736             flipped  VBD
## 3737     d1     3737                onto   IN
## 3738     d1     3738                 its PRP$
## 3739     d1     3739                edge   NN
## 3740     d1     3740                 and   CC
## 3741     d1     3741            scuttled  VBD
## 3742     d1     3742            sideways   RB
## 3743     d1     3743               along   IN
## 3744     d1     3744                 the   DT
## 3745     d1     3745                 bed   NN
## 3746     d1     3746                like   IN
## 3747     d1     3747                some   DT
## 3748     d1     3748               weird   JJ
## 3749     d1     3749                crab   NN
## 3750     d1     3750                   .    .
## 3751     d1     3751                  ''   ''
## 3752     d1     3752                   -    :
## 3753     d1     3753                  oh   UH
## 3754     d1     3754                   ,    ,
## 3755     d1     3755                  ''   ''
## 3756     d1     3756               Harry  NNP
## 3757     d1     3757            muttered  VBN
## 3758     d1     3758                   .    .
## 3759     d1     3759                 The  NNP
## 3760     d1     3760                book   NN
## 3761     d1     3761             toppled  VBN
## 3762     d1     3762                 off   RP
## 3763     d1     3763                 the   DT
## 3764     d1     3764                 bed   NN
## 3765     d1     3765                with   IN
## 3766     d1     3766                   a   DT
## 3767     d1     3767                loud   JJ
## 3768     d1     3768               clunk   NN
## 3769     d1     3769                 and   CC
## 3770     d1     3770            shuffled  VBD
## 3771     d1     3771             rapidly   RB
## 3772     d1     3772              across   IN
## 3773     d1     3773                 the   DT
## 3774     d1     3774                room   NN
## 3775     d1     3775                   .    .
## 3776     d1     3776               Harry  NNP
## 3777     d1     3777            followed  VBN
## 3778     d1     3778                  it  PRP
## 3779     d1     3779          stealthily   RB
## 3780     d1     3780                   .    .
## 3781     d1     3781                 The   DT
## 3782     d1     3782                book   NN
## 3783     d1     3783                 was  VBD
## 3784     d1     3784              hiding  VBG
## 3785     d1     3785                  in   IN
## 3786     d1     3786                 the   DT
## 3787     d1     3787                dark   JJ
## 3788     d1     3788               space   NN
## 3789     d1     3789               under   IN
## 3790     d1     3790                 his PRP$
## 3791     d1     3791                desk   NN
## 3792     d1     3792                   .    .
## 3793     d1     3793             Praying  VBG
## 3794     d1     3794                that   IN
## 3795     d1     3795                 the   DT
## 3796     d1     3796            Dursleys  NNS
## 3797     d1     3797                were  VBD
## 3798     d1     3798               still   RB
## 3799     d1     3799                fast   RB
## 3800     d1     3800              asleep   JJ
## 3801     d1     3801                   ,    ,
## 3802     d1     3802               Harry  NNP
## 3803     d1     3803                 got  VBD
## 3804     d1     3804                down   RB
## 3805     d1     3805                  on   IN
## 3806     d1     3806                 his PRP$
## 3807     d1     3807               hands  NNS
## 3808     d1     3808                 and   CC
## 3809     d1     3809               knees  NNS
## 3810     d1     3810                 and   CC
## 3811     d1     3811             reached  VBN
## 3812     d1     3812              toward   IN
## 3813     d1     3813                  it  PRP
## 3814     d1     3814                   .    .
## 3815     d1     3815                  ''   ''
## 3816     d1     3816                   !    .
## 3817     d1     3817                  ''   ''
## 3818     d1     3818                book   NN
## 3819     d1     3819             snapped  VBN
## 3820     d1     3820                shut   VB
## 3821     d1     3821                  on   IN
## 3822     d1     3822                 his PRP$
## 3823     d1     3823                hand   NN
## 3824     d1     3824                 and   CC
## 3825     d1     3825                then   RB
## 3826     d1     3826             flapped  VBN
## 3827     d1     3827                past   JJ
## 3828     d1     3828                 him  PRP
## 3829     d1     3829                   ,    ,
## 3830     d1     3830               still   RB
## 3831     d1     3831           scuttling  VBG
## 3832     d1     3832                  on   IN
## 3833     d1     3833                 its PRP$
## 3834     d1     3834              covers  VBZ
## 3835     d1     3835                   .    .
## 3836     d1     3836               Harry  NNP
## 3837     d1     3837           scrambled  VBD
## 3838     d1     3838              around   IN
## 3839     d1     3839                   ,    ,
## 3840     d1     3840               threw  VBD
## 3841     d1     3841             himself  PRP
## 3842     d1     3842             forward   RB
## 3843     d1     3843                   ,    ,
## 3844     d1     3844                 and   CC
## 3845     d1     3845             managed  VBN
## 3846     d1     3846                  to   TO
## 3847     d1     3847             flatten   VB
## 3848     d1     3848                  it  PRP
## 3849     d1     3849                   .    .
## 3850     d1     3850               Uncle  NNP
## 3851     d1     3851              Vernon  NNP
## 3852     d1     3852                gave  VBD
## 3853     d1     3853                   a   DT
## 3854     d1     3854                loud   JJ
## 3855     d1     3855                   ,    ,
## 3856     d1     3856              sleepy   JJ
## 3857     d1     3857               grunt   NN
## 3858     d1     3858                  in   IN
## 3859     d1     3859                 the   DT
## 3860     d1     3860                room   NN
## 3861     d1     3861                next   JJ
## 3862     d1     3862                door   NN
## 3863     d1     3863                   .    .
## 3864     d1     3864              Hedwig  NNP
## 3865     d1     3865                 and   CC
## 3866     d1     3866               Errol   JJ
## 3867     d1     3867             watched  VBN
## 3868     d1     3868        interestedly   RB
## 3869     d1     3869                  as   IN
## 3870     d1     3870               Harry  NNP
## 3871     d1     3871             clamped  VBN
## 3872     d1     3872                 the   DT
## 3873     d1     3873          struggling  VBG
## 3874     d1     3874                book   NN
## 3875     d1     3875             tightly   RB
## 3876     d1     3876                  in   IN
## 3877     d1     3877                 his PRP$
## 3878     d1     3878                arms  NNS
## 3879     d1     3879                   ,    ,
## 3880     d1     3880             hurried  VBN
## 3881     d1     3881                  to   TO
## 3882     d1     3882                 his PRP$
## 3883     d1     3883               chest   NN
## 3884     d1     3884                  of   IN
## 3885     d1     3885             drawers  NNS
## 3886     d1     3886                   ,    ,
## 3887     d1     3887                 and   CC
## 3888     d1     3888              pulled  VBD
## 3889     d1     3889                 out   RP
## 3890     d1     3890                   a   DT
## 3891     d1     3891                belt   NN
## 3892     d1     3892                   ,    ,
## 3893     d1     3893               which  WDT
## 3894     d1     3894                  he  PRP
## 3895     d1     3895             buckled   JJ
## 3896     d1     3896             tightly   RB
## 3897     d1     3897              around   IN
## 3898     d1     3898                  it  PRP
## 3899     d1     3899                   .    .
## 3900     d1     3900                 The   DT
## 3901     d1     3901             Monster   NN
## 3902     d1     3902                Book  NNP
## 3903     d1     3903           shuddered  VBN
## 3904     d1     3904             angrily   RB
## 3905     d1     3905                   ,    ,
## 3906     d1     3906                 but   CC
## 3907     d1     3907               could   MD
## 3908     d1     3908                  no   DT
## 3909     d1     3909              longer   RB
## 3910     d1     3910                flap   NN
## 3911     d1     3911                 and   CC
## 3912     d1     3912                snap  VBP
## 3913     d1     3913                   ,    ,
## 3914     d1     3914                  so   RB
## 3915     d1     3915               Harry  NNP
## 3916     d1     3916               threw  VBD
## 3917     d1     3917                  it  PRP
## 3918     d1     3918                down   RB
## 3919     d1     3919                  on   IN
## 3920     d1     3920                 the   DT
## 3921     d1     3921                 bed   NN
## 3922     d1     3922                 and   CC
## 3923     d1     3923             reached  VBN
## 3924     d1     3924                 for   IN
## 3925     d1     3925            Hagrid's  NNP
## 3926     d1     3926                card   NN
## 3927     d1     3927                   .    .
## 3928     d1     3928                Dear   JJ
## 3929     d1     3929               Harry  NNP
## 3930     d1     3930                   ,    ,
## 3931     d1     3931               Happy   JJ
## 3932     d1     3932            Birthday   NN
## 3933     d1     3933                   !    .
## 3934     d1     3934               Think   NN
## 3935     d1     3935                 you  PRP
## 3936     d1     3936               might   MD
## 3937     d1     3937                find   VB
## 3938     d1     3938                this   DT
## 3939     d1     3939              useful   JJ
## 3940     d1     3940                 for   IN
## 3941     d1     3941                next   JJ
## 3942     d1     3942                year   NN
## 3943     d1     3943                   .    .
## 3944     d1     3944               Won't  NNP
## 3945     d1     3945                 say  VBP
## 3946     d1     3946                  no   DT
## 3947     d1     3947                more  JJR
## 3948     d1     3948                here   RB
## 3949     d1     3949                   .    .
## 3950     d1     3950                Tell   VB
## 3951     d1     3951                 you  PRP
## 3952     d1     3952                when  WRB
## 3953     d1     3953                   I  PRP
## 3954     d1     3954                 see   VB
## 3955     d1     3955                 you  PRP
## 3956     d1     3956                   .    .
## 3957     d1     3957                Hope  NNP
## 3958     d1     3958                 the   DT
## 3959     d1     3959             Muggles  VBZ
## 3960     d1     3960                 are  VBP
## 3961     d1     3961            treating  VBG
## 3962     d1     3962                 you  PRP
## 3963     d1     3963               right   NN
## 3964     d1     3964                   .    .
## 3965     d1     3965                 All  NNP
## 3966     d1     3966                 the   DT
## 3967     d1     3967                best  JJS
## 3968     d1     3968                   ,    ,
## 3969     d1     3969          Hagrid  It   NN
## 3970     d1     3970              struck  VBD
## 3971     d1     3971               Harry  NNP
## 3972     d1     3972                  as   IN
## 3973     d1     3973             ominous   JJ
## 3974     d1     3974                that   IN
## 3975     d1     3975              Hagrid   JJ
## 3976     d1     3976             thought  VBD
## 3977     d1     3977                   a   DT
## 3978     d1     3978              biting  VBG
## 3979     d1     3979                book   NN
## 3980     d1     3980               would   MD
## 3981     d1     3981                come   VB
## 3982     d1     3982                  in   IN
## 3983     d1     3983              useful   JJ
## 3984     d1     3984                   ,    ,
## 3985     d1     3985                 but   CC
## 3986     d1     3986                  he  PRP
## 3987     d1     3987                 put   VB
## 3988     d1     3988            Hagrid's  NNP
## 3989     d1     3989                card   NN
## 3990     d1     3990                  up   RP
## 3991     d1     3991                next   JJ
## 3992     d1     3992                  to   TO
## 3993     d1     3993               Ron's  NNP
## 3994     d1     3994                 and   CC
## 3995     d1     3995          Hermione's  NNP
## 3996     d1     3996                   ,    ,
## 3997     d1     3997            grinning  VBG
## 3998     d1     3998                more  JJR
## 3999     d1     3999             broadly   RB
## 4000     d1     4000                than   IN
## 4001     d1     4001                ever   RB
## 4002     d1     4002                   .    .
## 4003     d1     4003                 Now   RB
## 4004     d1     4004               there   EX
## 4005     d1     4005                 was  VBD
## 4006     d1     4006                only   RB
## 4007     d1     4007                 the   DT
## 4008     d1     4008              letter   NN
## 4009     d1     4009                from   IN
## 4010     d1     4010            Hogwarts  NNS
## 4011     d1     4011                left  VBN
## 4012     d1     4012                   .    .
## 4013     d1     4013            Noticing   NN
## 4014     d1     4014                that   IN
## 4015     d1     4015                  it  PRP
## 4016     d1     4016                 was  VBD
## 4017     d1     4017              rather   RB
## 4018     d1     4018             thicker  JJR
## 4019     d1     4019                than   IN
## 4020     d1     4020               usual   JJ
## 4021     d1     4021                   ,    ,
## 4022     d1     4022               Harry  NNP
## 4023     d1     4023                slit   JJ
## 4024     d1     4024                open   JJ
## 4025     d1     4025                 the   DT
## 4026     d1     4026            envelope   NN
## 4027     d1     4027                   ,    ,
## 4028     d1     4028              pulled  VBD
## 4029     d1     4029                 out   RP
## 4030     d1     4030                 the   DT
## 4031     d1     4031               first   JJ
## 4032     d1     4032                page   NN
## 4033     d1     4033                  of   IN
## 4034     d1     4034           parchment   NN
## 4035     d1     4035              within   IN
## 4036     d1     4036                   ,    ,
## 4037     d1     4037                 and   CC
## 4038     d1     4038                read   VB
## 4039     d1     4039                   :    :
## 4040     d1     4040                Dear   JJ
## 4041     d1     4041                  Mr  NNP
## 4042     d1     4042                   .    .
## 4043     d1     4043              Potter  NNP
## 4044     d1     4044                   ,    ,
## 4045     d1     4045              Please   VB
## 4046     d1     4046                note   NN
## 4047     d1     4047                that   IN
## 4048     d1     4048                 the   DT
## 4049     d1     4049                 new   JJ
## 4050     d1     4050              school   NN
## 4051     d1     4051                year   NN
## 4052     d1     4052                will   MD
## 4053     d1     4053               begin   VB
## 4054     d1     4054                  on   IN
## 4055     d1     4055           September  NNP
## 4056     d1     4056                 the   DT
## 4057     d1     4057               first   JJ
## 4058     d1     4058                   .    .
## 4059     d1     4059                 The   DT
## 4060     d1     4060            Hogwarts  NNS
## 4061     d1     4061             Express  NNP
## 4062     d1     4062                will   MD
## 4063     d1     4063               leave   VB
## 4064     d1     4064                ftom   NN
## 4065     d1     4065              King's  NNP
## 4066     d1     4066               Cross  NNP
## 4067     d1     4067             station   NN
## 4068     d1     4068                   ,    ,
## 4069     d1     4069            platform   NN
## 4070     d1     4070                nine   CD
## 4071     d1     4071                 and   CC
## 4072     d1     4072               three   CD
## 4073     d1     4073                   -    :
## 4074     d1     4074            quarters  NNS
## 4075     d1     4075                   ,    ,
## 4076     d1     4076                  at   IN
## 4077     d1     4077              eleven   CD
## 4078     d1     4078             o'clock   RB
## 4079     d1     4079                   .    .
## 4080     d1     4080               Third   JJ
## 4081     d1     4081               years  NNS
## 4082     d1     4082                 are  VBP
## 4083     d1     4083           permitted  VBN
## 4084     d1     4084                  to   TO
## 4085     d1     4085               visit   NN
## 4086     d1     4086                 the   DT
## 4087     d1     4087             village   NN
## 4088     d1     4088                  of   IN
## 4089     d1     4089           Hogsmeade   JJ
## 4090     d1     4090                  on   IN
## 4091     d1     4091             certain   JJ
## 4092     d1     4092            weekends  NNS
## 4093     d1     4093                   .    .
## 4094     d1     4094              Please   VB
## 4095     d1     4095                give   VB
## 4096     d1     4096                 the   DT
## 4097     d1     4097            enclosed  VBN
## 4098     d1     4098          permission   NN
## 4099     d1     4099                form   NN
## 4100     d1     4100                  to   TO
## 4101     d1     4101                your PRP$
## 4102     d1     4102              parent   NN
## 4103     d1     4103                  or   CC
## 4104     d1     4104            guardian   NN
## 4105     d1     4105                  to   TO
## 4106     d1     4106                sign   NN
## 4107     d1     4107                   .    .
## 4108     d1     4108                   A   NN
## 4109     d1     4109                list   NN
## 4110     d1     4110                  of   IN
## 4111     d1     4111               books  NNS
## 4112     d1     4112                 for   IN
## 4113     d1     4113                next   JJ
## 4114     d1     4114                year   NN
## 4115     d1     4115                  is  VBZ
## 4116     d1     4116            enclosed  VBN
## 4117     d1     4117                   .    .
## 4118     d1     4118               Yours  NNS
## 4119     d1     4119           sincerely   RB
## 4120     d1     4120                   ,    ,
## 4121     d1     4121           Professor   NN
## 4122     d1     4122                   M  NNP
## 4123     d1     4123                   .    .
## 4124     d1     4124  McGonagall  Deputy   NN
## 4125     d1     4125 Headmistress  Harry  NNP
## 4126     d1     4126              pulled  VBD
## 4127     d1     4127                 out   RP
## 4128     d1     4128                 the   DT
## 4129     d1     4129           Hogsmeade   JJ
## 4130     d1     4130          permission   NN
## 4131     d1     4131                form   NN
## 4132     d1     4132                 and   CC
## 4133     d1     4133              looked  VBD
## 4134     d1     4134                  at   IN
## 4135     d1     4135                  it  PRP
## 4136     d1     4136                   ,    ,
## 4137     d1     4137                  no   DT
## 4138     d1     4138              longer   RB
## 4139     d1     4139            grinning  VBG
## 4140     d1     4140                   .    .
## 4141     d1     4141                  It  PRP
## 4142     d1     4142               would   MD
## 4143     d1     4143                  be   VB
## 4144     d1     4144           wonderful   JJ
## 4145     d1     4145                  to   TO
## 4146     d1     4146               visit   NN
## 4147     d1     4147           Hogsmeade   JJ
## 4148     d1     4148                  on   IN
## 4149     d1     4149            weekends  NNS
## 4150     d1     4150                   ;    :
## 4151     d1     4151                  he  PRP
## 4152     d1     4152                knew  VBD
## 4153     d1     4153                  it  PRP
## 4154     d1     4154                 was  VBD
## 4155     d1     4155                  an   DT
## 4156     d1     4156            entirely   RB
## 4157     d1     4157           wizarding  VBG
## 4158     d1     4158             village   NN
## 4159     d1     4159                   ,    ,
## 4160     d1     4160                 and   CC
## 4161     d1     4161                  he  PRP
## 4162     d1     4162                 had  VBD
## 4163     d1     4163               never   RB
## 4164     d1     4164                 set  VBN
## 4165     d1     4165                foot   NN
## 4166     d1     4166               there   EX
## 4167     d1     4167                   .    .
## 4168     d1     4168                 But   CC
## 4169     d1     4169                 how  WRB
## 4170     d1     4170                  on   IN
## 4171     d1     4171               earth   NN
## 4172     d1     4172                 was  VBD
## 4173     d1     4173                  he  PRP
## 4174     d1     4174               going  VBG
## 4175     d1     4175                  to   TO
## 4176     d1     4176            persuade   VB
## 4177     d1     4177               Uncle  NNP
## 4178     d1     4178              Vernon  NNP
## 4179     d1     4179                  or   CC
## 4180     d1     4180                Aunt  NNP
## 4181     d1     4181             Petunia  NNP
## 4182     d1     4182                  to   TO
## 4183     d1     4183                sign   NN
## 4184     d1     4184                 the   DT
## 4185     d1     4185                form   NN
## 4186     d1     4186                   ?    .
## 4187     d1     4187                  He   NN
## 4188     d1     4188              looked  VBD
## 4189     d1     4189                over   IN
## 4190     d1     4190                  at   IN
## 4191     d1     4191                 the   DT
## 4192     d1     4192               alarm   NN
## 4193     d1     4193               clock   NN
## 4194     d1     4194                   .    .
## 4195     d1     4195                  It  PRP
## 4196     d1     4196                 was  VBD
## 4197     d1     4197                 now   RB
## 4198     d1     4198                 two   CD
## 4199     d1     4199             o'clock   RB
## 4200     d1     4200                  in   IN
## 4201     d1     4201                 the   DT
## 4202     d1     4202             morning   NN
## 4203     d1     4203                   .    .
## 4204     d1     4204            Deciding  VBG
## 4205     d1     4205                that   IN
## 4206     d1     4206                he'd   NN
## 4207     d1     4207               worry  VBP
## 4208     d1     4208               about   IN
## 4209     d1     4209                 the   DT
## 4210     d1     4210           Hogsmeade   JJ
## 4211     d1     4211                form   NN
## 4212     d1     4212                when  WRB
## 4213     d1     4213                  he  PRP
## 4214     d1     4214                woke  VBD
## 4215     d1     4215                  up   RP
## 4216     d1     4216                   ,    ,
## 4217     d1     4217               Harry  NNP
## 4218     d1     4218                 got  VBD
## 4219     d1     4219                back   RB
## 4220     d1     4220                into   IN
## 4221     d1     4221                 bed   NN
## 4222     d1     4222                 and   CC
## 4223     d1     4223             reached  VBN
## 4224     d1     4224                  up   RP
## 4225     d1     4225                  to   TO
## 4226     d1     4226               cross   VB
## 4227     d1     4227                 off   RP
## 4228     d1     4228             another   DT
## 4229     d1     4229                 day   NN
## 4230     d1     4230                  on   IN
## 4231     d1     4231                 the   DT
## 4232     d1     4232               chart   NN
## 4233     d1     4233                he'd   NN
## 4234     d1     4234                made  VBN
## 4235     d1     4235                 for   IN
## 4236     d1     4236             himself  PRP
## 4237     d1     4237                   ,    ,
## 4238     d1     4238            counting  VBG
## 4239     d1     4239                down   RB
## 4240     d1     4240                 the   DT
## 4241     d1     4241                days  NNS
## 4242     d1     4242                left  VBN
## 4243     d1     4243               until   IN
## 4244     d1     4244                 his PRP$
## 4245     d1     4245              return   NN
## 4246     d1     4246                  to   TO
## 4247     d1     4247            Hogwarts  NNS
## 4248     d1     4248                   .    .
## 4249     d1     4249                Then   RB
## 4250     d1     4250                  he  PRP
## 4251     d1     4251                took  VBD
## 4252     d1     4252                 off   RP
## 4253     d1     4253                 his PRP$
## 4254     d1     4254             glasses  NNS
## 4255     d1     4255                 and   CC
## 4256     d1     4256                 lay  VBD
## 4257     d1     4257                down   RB
## 4258     d1     4258                   ,    ,
## 4259     d1     4259                eyes  NNS
## 4260     d1     4260                open   JJ
## 4261     d1     4261                   ,    ,
## 4262     d1     4262              facing  VBG
## 4263     d1     4263                 his PRP$
## 4264     d1     4264               three   CD
## 4265     d1     4265            birthday   NN
## 4266     d1     4266               cards  NNS
## 4267     d1     4267                   .    .
## 4268     d1     4268           Extremely   RB
## 4269     d1     4269             unusual   JJ
## 4270     d1     4270              though   IN
## 4271     d1     4271                  he  PRP
## 4272     d1     4272                 was  VBD
## 4273     d1     4273                   ,    ,
## 4274     d1     4274                  at   IN
## 4275     d1     4275                that   IN
## 4276     d1     4276              moment   NN
## 4277     d1     4277               Harry  NNP
## 4278     d1     4278              Potter  NNP
## 4279     d1     4279                felt  VBD
## 4280     d1     4280                just   RB
## 4281     d1     4281                like   IN
## 4282     d1     4282            everyone   NN
## 4283     d1     4283                else   RB
## 4284     d1     4284                   -    :
## 4285     d1     4285                   -    :
## 4286     d1     4286                glad   JJ
## 4287     d1     4287                   ,    ,
## 4288     d1     4288                 for   IN
## 4289     d1     4289                 the   DT
## 4290     d1     4290               first   JJ
## 4291     d1     4291                time   NN
## 4292     d1     4292                  in   IN
## 4293     d1     4293                 his PRP$
## 4294     d1     4294                life   NN
## 4295     d1     4295                   ,    ,
## 4296     d1     4296                that   IN
## 4297     d1     4297                  it  PRP
## 4298     d1     4298                 was  VBD
## 4299     d1     4299                 his PRP$
## 4300     d1     4300            birthday   NN
## 4301     d1     4301                   .    .
## 4302     d1     4302                       NN

spaCy

##python chunk

import spacy
import pandas as pd
import nltk


tagged_pdata = nlp(pdata)
for word in tagged_pdata:
  print(word.text, word.pos_, word.tag_)
## 　　 SPACE _SP
## AUNT PROPN NNP
## MARGE PROPN NNP
## 'S PART POS
## BIG ADJ JJ
## MISTAKE PROPN NNP
## 　　 SPACE _SP
## Harry PROPN NNP
## went VERB VBD
## down ADP RP
## to PART TO
## breakfast VERB VB
## the DET DT
## next ADJ JJ
## morning NOUN NN
## to PART TO
## find VERB VB
## the DET DT
## three NUM CD
## Dursleys PROPN NNPS
## already ADV RB
## sitting VERB VBG
## around ADP IN
## the DET DT
## kitchen NOUN NN
## table NOUN NN
## . PUNCT .
## They PRON PRP
## were AUX VBD
## watching VERB VBG
## a DET DT
## brand NOUN NN
## - PUNCT HYPH
## new ADJ JJ
## television NOUN NN
## , PUNCT ,
## a DET DT
## welcome ADJ JJ
## - PUNCT HYPH
## home NOUN NN
## - PUNCT HYPH
## for ADP IN
## - PUNCT HYPH
## the DET DT
## - PUNCT HYPH
## summer NOUN NN
## present NOUN NN
## for ADP IN
## Dudley PROPN NNP
## , PUNCT ,
## who PRON WP
## had AUX VBD
## been AUX VBN
## complaining VERB VBG
## loudly ADV RB
## about ADP IN
## the DET DT
## long ADJ JJ
## walk NOUN NN
## between ADP IN
## the DET DT
## fridge NOUN NN
## and CCONJ CC
## the DET DT
## television NOUN NN
## in ADP IN
## the DET DT
## living NOUN NN
## room NOUN NN
## . PUNCT .
## Dudley PROPN NNP
## had AUX VBD
## spent VERB VBN
## most ADJ JJS
## of ADP IN
## the DET DT
## summer NOUN NN
## in ADP IN
## the DET DT
## kitchen NOUN NN
## , PUNCT ,
## his DET PRP$
## piggy ADJ JJ
## little ADJ JJ
## eyes NOUN NNS
## fixed VERB VBN
## on ADP IN
## the DET DT
## screen NOUN NN
## and CCONJ CC
## his DET PRP$
## five NUM CD
## chins NOUN NNS
## wobbling VERB VBG
## as SCONJ IN
## he PRON PRP
## ate VERB VBD
## continually ADV RB
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## sat VERB VBD
## down ADP RP
## between ADP IN
## Dudley PROPN NNP
## and CCONJ CC
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## a DET DT
## large ADJ JJ
## , PUNCT ,
## beefy ADJ JJ
## man NOUN NN
## with ADP IN
## very ADV RB
## little ADJ JJ
## neck NOUN NN
## and CCONJ CC
## a DET DT
## lot NOUN NN
## of ADP IN
## mustache NOUN NN
## . PUNCT .
## Far ADV RB
## from ADP IN
## wishing VERB VBG
## Harry PROPN NNP
## a DET DT
## happy ADJ JJ
## birthday NOUN NN
## , PUNCT ,
## none NOUN NN
## of ADP IN
## the DET DT
## Dursleys PROPN NNPS
## made VERB VBD
## any DET DT
## sign NOUN NN
## that SCONJ IN
## they PRON PRP
## had AUX VBD
## noticed VERB VBN
## Harry PROPN NNP
## enter VERB VB
## the DET DT
## room NOUN NN
## , PUNCT ,
## but CCONJ CC
## Harry PROPN NNP
## was AUX VBD
## far ADV RB
## too ADV RB
## used ADJ JJ
## to ADP IN
## this DET DT
## to PART TO
## care VERB VB
## . PUNCT .
## He PRON PRP
## helped VERB VBD
## himself PRON PRP
## to ADP IN
## a DET DT
## piece NOUN NN
## of ADP IN
## toast NOUN NN
## and CCONJ CC
## then ADV RB
## looked VERB VBD
## up ADP RP
## at ADP IN
## the DET DT
## reporter NOUN NN
## on ADP IN
## the DET DT
## television NOUN NN
## , PUNCT ,
## who PRON WP
## was AUX VBD
## halfway ADV RB
## through ADP IN
## a DET DT
## report NOUN NN
## on ADP IN
## an DET DT
## escaped VERB VBN
## convict NOUN NN
## : PUNCT :
## 　　 SPACE _SP
## " PUNCT ''
## ... PUNCT .
## The DET DT
## public NOUN NN
## is AUX VBZ
## warned VERB VBN
## that SCONJ IN
## Black PROPN NNP
## is AUX VBZ
## armed ADJ JJ
## and CCONJ CC
## extremely ADV RB
## dangerous ADJ JJ
## . PUNCT .
## A DET DT
## special ADJ JJ
## hot ADJ JJ
## line NOUN NN
## has AUX VBZ
## been AUX VBN
## set VERB VBN
## up ADP RP
## , PUNCT ,
## and CCONJ CC
## any DET DT
## sighting NOUN NN
## of ADP IN
## Black PROPN NNP
## should VERB MD
## be AUX VB
## reported VERB VBN
## immediately ADV RB
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ``
## No DET DT
## need NOUN NN
## to PART TO
## tell VERB VB
## us PRON PRP
## he PRON PRP
## 's AUX VBZ
## no DET DT
## good ADJ JJ
## , PUNCT ,
## " PUNCT ''
## snorted VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## staring VERB VBG
## over ADP IN
## the DET DT
## top NOUN NN
## of ADP IN
## his DET PRP$
## newspaper NOUN NN
## at ADP IN
## the DET DT
## prisoner NOUN NN
## . PUNCT .
## " PUNCT ''
## Look VERB VB
## at ADP IN
## the DET DT
## state NOUN NN
## of ADP IN
## him PRON PRP
## , PUNCT ,
## the DET DT
## filthy ADJ JJ
## layabout NOUN NN
## ! PUNCT .
## Look VERB VB
## at ADP IN
## his DET PRP$
## hair NOUN NN
## ! PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## He PRON PRP
## shot VERB VBD
## a DET DT
## nasty ADJ JJ
## look NOUN NN
## sideways ADV RB
## at ADP IN
## Harry PROPN NNP
## , PUNCT ,
## whose DET WP$
## untidy NOUN NN
## hair NOUN NN
## had AUX VBD
## always ADV RB
## been AUX VBN
## a DET DT
## source NOUN NN
## of ADP IN
## great ADJ JJ
## annoyance NOUN NN
## to ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## . PUNCT .
## Compared VERB VBN
## to ADP IN
## the DET DT
## man NOUN NN
## on ADP IN
## the DET DT
## television NOUN NN
## , PUNCT ,
## however ADV RB
## , PUNCT ,
## whose DET WP$
## gaunt NOUN NN
## face NOUN NN
## was AUX VBD
## surrounded VERB VBN
## by ADP IN
## a DET DT
## matted ADJ JJ
## , PUNCT ,
## elbow NOUN NN
## - PUNCT HYPH
## length NOUN NN
## tangle NOUN NN
## , PUNCT ,
## Harry PROPN NNP
## felt VERB VBD
## very ADV RB
## well ADV RB
## groomed VERB VBN
## indeed ADV RB
## . PUNCT .
## 　　 SPACE _SP
## The DET DT
## reporter NOUN NN
## had AUX VBD
## reappeared VERB VBN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## The DET DT
## Ministry PROPN NNP
## of ADP IN
## Agriculture PROPN NNP
## and CCONJ CC
## Fisheries PROPN NNPS
## will VERB MD
## announce VERB VB
## today NOUN NN
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## Hang VERB VB
## on ADP RP
## ! PUNCT .
## " PUNCT ''
## barked VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## staring VERB VBG
## furiously ADV RB
## at ADP IN
## the DET DT
## reporter NOUN NN
## . PUNCT .
## " PUNCT ``
## You PRON PRP
## did AUX VBD
## n't PART RB
## tell VERB VB
## us PRON PRP
## where ADV WRB
## that DET DT
## maniac NOUN NN
## 's PART POS
## escaped VERB VBN
## from ADP IN
## ! PUNCT .
## \What NUM CD
## use NOUN NN
## is AUX VBZ
## that DET DT
## ? PUNCT .
## Lunatic DET DT
## could VERB MD
## be AUX VB
## coming VERB VBG
## up ADP IN
## the DET DT
## street NOUN NN
## right ADV RB
## now ADV RB
## ! PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Aunt PROPN NNP
## Petunia PROPN NNP
## , PUNCT ,
## who PRON WP
## was AUX VBD
## bony NOUN NN
## and CCONJ CC
## horse NOUN NN
## - PUNCT HYPH
## faced ADJ JJ
## , PUNCT ,
## whipped VERB VBN
## around ADP RP
## and CCONJ CC
## peered VERB VBD
## intently ADV RB
## out SCONJ IN
## of ADP IN
## the DET DT
## kitchen NOUN NN
## window NOUN NN
## . PUNCT .
## Harry PROPN NNP
## knew VERB VBD
## Aunt PROPN NNP
## Petunia PROPN NNP
## would VERB MD
## simply ADV RB
## love VERB VB
## to PART TO
## be AUX VB
## the DET DT
## one NUM CD
## to PART TO
## call VERB VB
## the DET DT
## hot ADJ JJ
## line NOUN NN
## number NOUN NN
## . PUNCT .
## She PRON PRP
## was AUX VBD
## the DET DT
## nosiest ADJ JJS
## woman NOUN NN
## in ADP IN
## the DET DT
## world NOUN NN
## and CCONJ CC
## spent VERB VBD
## most ADJ JJS
## of ADP IN
## her DET PRP$
## life NOUN NN
## spying VERB VBG
## on ADP IN
## the DET DT
## boring ADJ JJ
## , PUNCT ,
## law NOUN NN
## - PUNCT HYPH
## abiding VERB VBG
## neighbors NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## When ADV WRB
## will VERB MD
## they PRON PRP
## learn VERB VB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## pounding VERB VBG
## the DET DT
## table NOUN NN
## with ADP IN
## his DET PRP$
## large ADJ JJ
## purple ADJ JJ
## fist NOUN NN
## , PUNCT ,
## " PUNCT ''
## that SCONJ IN
## hanging NOUN NN
## 's AUX VBZ
## the DET DT
## only ADJ JJ
## way NOUN NN
## to PART TO
## deal VERB VB
## with ADP IN
## these DET DT
## people NOUN NNS
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Very ADV RB
## true ADJ JJ
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Petunia PROPN NNP
## , PUNCT ,
## who PRON WP
## was AUX VBD
## still ADV RB
## squinting VERB VBG
## into ADP IN
## next ADJ JJ
## door NOUN NN
## 's PART POS
## runner NOUN NN
## beans NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## drained VERB VBD
## his DET PRP$
## teacup NOUN NN
## , PUNCT ,
## glanced VERB VBD
## at ADP IN
## his DET PRP$
## watch NOUN NN
## , PUNCT ,
## and CCONJ CC
## added VERB VBD
## , PUNCT ,
## " PUNCT ``
## I PRON PRP
## 'd VERB MD
## better ADV RB
## be AUX VB
## off ADV RB
## in ADP IN
## a DET DT
## minute NOUN NN
## , PUNCT ,
## Petunia PROPN NNP
## . PUNCT .
## Marge PROPN NNP
## 's PART POS
## train NOUN NN
## gets VERB VBZ
## in ADV RB
## at ADP IN
## ten NUM CD
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## , PUNCT ,
## whose DET WP$
## thoughts NOUN NNS
## had AUX VBD
## been AUX VBN
## upstairs ADV RB
## with ADP IN
## the DET DT
## Broomstick PROPN NNP
## Servicing PROPN NNP
## Kit PROPN NNP
## , PUNCT ,
## was AUX VBD
## brought VERB VBN
## back ADV RB
## to ADP IN
## earth NOUN NN
## with ADP IN
## an DET DT
## unpleasant ADJ JJ
## bump NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Aunt PROPN NNP
## Marge PROPN NNP
## ? PUNCT .
## " PUNCT ''
## he PRON PRP
## blurted VERB VBD
## out ADP RP
## . PUNCT .
## " PUNCT ''
## Sh PROPN NNP
## -- PUNCT :
## she PRON PRP
## 's AUX VBZ
## not PART RB
## coming VERB VBG
## here ADV RB
## , PUNCT ,
## is AUX VBZ
## she PRON PRP
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Aunt PROPN NNP
## Marge PROPN NNP
## was AUX VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## sister NOUN NN
## . PUNCT .
## Even ADV RB
## though SCONJ IN
## she PRON PRP
## was AUX VBD
## not PART RB
## a DET DT
## blood NOUN NN
## relative ADJ JJ
## of ADP IN
## Harry PROPN NNP
## 's PART POS
## ( PUNCT -LRB-
## whose DET WP$
## mother NOUN NN
## had AUX VBD
## been AUX VBN
## Aunt PROPN NNP
## Petunia PROPN NNP
## 's PART POS
## sister NOUN NN
## ) PUNCT -RRB-
## , PUNCT ,
## he PRON PRP
## had AUX VBD
## been AUX VBN
## forced VERB VBN
## to PART TO
## call VERB VB
## her PRON PRP
## " PUNCT ``
## Aunt PROPN NNP
## " PUNCT ''
## all DET PDT
## his DET PRP$
## life NOUN NN
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## lived VERB VBD
## in ADP IN
## the DET DT
## country NOUN NN
## , PUNCT ,
## in ADP IN
## a DET DT
## house NOUN NN
## with ADP IN
## a DET DT
## large ADJ JJ
## garden NOUN NN
## , PUNCT ,
## where ADV WRB
## she PRON PRP
## bred VERB VBD
## bulldogs NOUN NNS
## . PUNCT .
## She PRON PRP
## did AUX VBD
## n't PART RB
## often ADV RB
## stay VERB VB
## at ADP IN
## Privet PROPN NNP
## Drive PROPN NNP
## , PUNCT ,
## because SCONJ IN
## she PRON PRP
## could VERB MD
## n't PART RB
## bear VERB VB
## to PART TO
## leave VERB VB
## her DET PRP$
## precious ADJ JJ
## dogs NOUN NNS
## , PUNCT ,
## but CCONJ CC
## each DET DT
## of ADP IN
## her DET PRP$
## visits NOUN NNS
## stood VERB VBD
## out ADP RP
## horribly ADV RB
## vividly ADV RB
## in ADP IN
## Harry PROPN NNP
## 's PART POS
## mind NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## At ADP IN
## Dudley PROPN NNP
## 's PART POS
## fifth ADJ JJ
## birthday NOUN NN
## party NOUN NN
## , PUNCT ,
## Aunt PROPN NNP
## Margo PROPN NNP
## had AUX VBD
## whacked VERB VBN
## Harry PROPN NNP
## around ADP IN
## the DET DT
## shins NOUN NNS
## with ADP IN
## her DET PRP$
## walking VERB VBG
## stick NOUN NN
## to PART TO
## stop VERB VB
## him PRON PRP
## from ADP IN
## beating VERB VBG
## Dudley PROPN NNP
## at ADP IN
## musical ADJ JJ
## statues NOUN NNS
## . PUNCT .
## A DET DT
## few ADJ JJ
## years NOUN NNS
## later ADV RB
## , PUNCT ,
## she PRON PRP
## had AUX VBD
## turned VERB VBN
## up ADP RP
## at ADP IN
## Christmas PROPN NNP
## with ADP IN
## a DET DT
## computerized ADJ JJ
## robot NOUN NN
## for ADP IN
## Dudley PROPN NNP
## and CCONJ CC
## a DET DT
## box NOUN NN
## of ADP IN
## dog NOUN NN
## biscuits NOUN NNS
## for ADP IN
## Harry PROPN NNP
## . PUNCT .
## On ADP IN
## her DET PRP$
## last ADJ JJ
## visit NOUN NN
## , PUNCT ,
## the DET DT
## year NOUN NN
## before ADP IN
## Harry PROPN NNP
## started VERB VBD
## at ADP IN
## Hogwarts PROPN NNP
## , PUNCT ,
## Harry PROPN NNP
## had AUX VBD
## accidentally ADV RB
## trodden ADJ JJ
## on ADP IN
## the DET DT
## tail NOUN NN
## of ADP IN
## her DET PRP$
## favorite ADJ JJ
## dog NOUN NN
## . PUNCT .
## Ripper PROPN NNP
## had AUX VBD
## chased VERB VBN
## Harry PROPN NNP
## out ADP RP
## into ADP IN
## the DET DT
## garden NOUN NN
## and CCONJ CC
## up ADP IN
## a DET DT
## tree NOUN NN
## , PUNCT ,
## and CCONJ CC
## Aunt PROPN NNP
## Marge PROPN NNP
## had AUX VBD
## refused VERB VBN
## to PART TO
## call VERB VB
## him PRON PRP
## off ADP RP
## until ADP IN
## past ADJ JJ
## midnight NOUN NN
## . PUNCT .
## The DET DT
## memory NOUN NN
## of ADP IN
## this DET DT
## incident NOUN NN
## still ADV RB
## brought VERB VBD
## tears NOUN NNS
## of ADP IN
## laughter NOUN NN
## to ADP IN
## Dudley PROPN NNP
## 's PART POS
## eyes NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Marge'll PROPN NNP
## be AUX VB
## here ADV RB
## for ADP IN
## a DET DT
## week NOUN NN
## , PUNCT ,
## " PUNCT ''
## Uncle PROPN NNP
## Vernon PROPN NNP
## snarled VERB VBD
## , PUNCT ,
## 11 NUM CD
## and CCONJ CC
## while SCONJ IN
## we PRON PRP
## 're AUX VBP
## on ADP IN
## the DET DT
## subject NOUN NN
## " PUNCT ''
## -- PUNCT :
## he PRON PRP
## pointed VERB VBD
## a DET DT
## fat ADJ JJ
## finger NOUN NN
## threateningly ADV RB
## at ADP IN
## Harry PROPN NNP
## -- PUNCT :
## " PUNCT ``
## we PRON PRP
## need VERB VBP
## to PART TO
## get AUX VB
## a DET DT
## few ADJ JJ
## things NOUN NNS
## straight ADV RB
## before ADP IN
## I PRON PRP
## go VERB VBP
## and CCONJ CC
## collect VERB VBP
## her PRON PRP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Dudley PROPN NNP
## smirked VERB VBD
## and CCONJ CC
## withdrew VERB VBD
## his DET PRP$
## gaze NOUN NN
## from ADP IN
## the DET DT
## television NOUN NN
## . PUNCT .
## Watching VERB VBG
## Harry PROPN NNP
## being AUX VBG
## bullied VERB VBN
## by ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## was AUX VBD
## Dudley PROPN NNP
## 's PART POS
## favorite ADJ JJ
## form NOUN NN
## of ADP IN
## entertainment NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Firstly ADV RB
## , PUNCT ,
## " PUNCT ''
## growled VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## " PUNCT ``
## you PRON PRP
## 'll VERB MD
## keep VERB VB
## a DET DT
## civil ADJ JJ
## tongue NOUN NN
## in ADP IN
## your DET PRP$
## head NOUN NN
## when ADV WRB
## you PRON PRP
## 're AUX VBP
## talking VERB VBG
## to ADP IN
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## All ADV RB
## right ADV RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## bitterly ADV RB
## , PUNCT ,
## " PUNCT ``
## if SCONJ IN
## she PRON PRP
## does AUX VBZ
## when ADV WRB
## she PRON PRP
## 's AUX VBZ
## talking VERB VBG
## to ADP IN
## me PRON PRP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Secondly ADV RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## acting VERB VBG
## as SCONJ IN
## though SCONJ IN
## he PRON PRP
## had AUX VBD
## not PART RB
## heard VERB VBN
## Harry PROPN NNP
## 's PART POS
## reply NOUN NN
## , PUNCT ,
## " PUNCT ``
## as SCONJ IN
## Marge PROPN NNP
## does AUX VBZ
## n't PART RB
## know VERB VB
## anything PRON NN
## about ADP IN
## your DET PRP$
## abnormality NOUN NN
## , PUNCT ,
## I PRON PRP
## do AUX VBP
## n't PART RB
## want VERB VB
## any DET DT
## -- PUNCT :
## any DET DT
## funny ADJ JJ
## stuff NOUN NN
## while SCONJ IN
## she PRON PRP
## 's AUX VBZ
## here ADV RB
## . PUNCT .
## 　　 SPACE _SP
## You PRON PRP
## behave VERB VBP
## yourself PRON PRP
## , PUNCT ,
## got VERB VBD
## me PRON PRP
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## I PRON PRP
## will VERB MD
## if SCONJ IN
## she PRON PRP
## does AUX VBZ
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## through ADP IN
## gritted ADJ JJ
## teeth NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## And CCONJ CC
## thirdly ADV RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## his DET PRP$
## mean ADJ JJ
## little ADJ JJ
## eyes NOUN NNS
## now ADV RB
## slits VERB VBZ
## in ADP IN
## his DET PRP$
## great ADJ JJ
## purple ADJ JJ
## face NOUN NN
## , PUNCT ,
## " PUNCT ``
## we PRON PRP
## 've AUX VB
## told VERB VBD
## Marge PROPN NNP
## you PRON PRP
## attend VERB VBP
## St. PROPN NNP
## Brutus PROPN NNP
## 's PART POS
## Secure PROPN NNP
## Center PROPN NNP
## for ADP IN
## Incurably PROPN NNP
## Criminal PROPN NNP
## Boys PROPN NNPS
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## What PRON WP
## ? PUNCT .
## " PUNCT ''
## Harry PROPN NNP
## yelled VERB VBD
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## And CCONJ CC
## you PRON PRP
## 'll VERB MD
## be AUX VB
## sticking VERB VBG
## to ADP IN
## that DET DT
## story NOUN NN
## , PUNCT ,
## boy NOUN NN
## , PUNCT ,
## or CCONJ CC
## there PRON EX
## 'll VERB MD
## be AUX VB
## trouble NOUN NN
## , PUNCT ,
## spat ADJ JJ
## Uncle PROPN NNP
## Vernon PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## sat VERB VBD
## there ADV RB
## , PUNCT ,
## white ADJ JJ
## - PUNCT HYPH
## faced ADJ JJ
## and CCONJ CC
## furious ADJ JJ
## , PUNCT ,
## staring VERB VBG
## at ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## hardly ADV RB
## able ADJ JJ
## to PART TO
## believe VERB VB
## it PRON PRP
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## coming VERB VBG
## for ADP IN
## a DET DT
## weeklong ADJ JJ
## visit NOUN NN
## -- PUNCT :
## it PRON PRP
## was AUX VBD
## the DET DT
## worst ADJ JJS
## birthday NOUN NN
## present VERB VBP
## the DET DT
## Dursleys PROPN NNPS
## had AUX VBD
## ever ADV RB
## given VERB VBN
## him PRON PRP
## , PUNCT ,
## including VERB VBG
## that DET DT
## pair NOUN NN
## of ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## old ADJ JJ
## socks NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Well INTJ UH
## , PUNCT ,
## Petunia PROPN NNP
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## getting VERB VBG
## heavily ADV RB
## to ADP IN
## his DET PRP$
## feet NOUN NNS
## , PUNCT ,
## " PUNCT ``
## I PRON PRP
## 'll VERB MD
## be AUX VB
## off ADP IN
## to ADP IN
## the DET DT
## station NOUN NN
## , PUNCT ,
## then ADV RB
## . PUNCT .
## Want VERB VBP
## to PART TO
## come VERB VB
## along ADP RP
## for ADP IN
## the DET DT
## ride NOUN NN
## , PUNCT ,
## Dudders PROPN NNP
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## No INTJ UH
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Dudley PROPN NNP
## , PUNCT ,
## whose DET WP$
## attention NOUN NN
## had AUX VBD
## returned VERB VBN
## to ADP IN
## the DET DT
## television NOUN NN
## now ADV RB
## that SCONJ IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## had AUX VBD
## finished VERB VBN
## threatening VERB VBG
## Harry PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Duddy PROPN NNP
## 's PART POS
## got VERB VBD
## to PART TO
## make VERB VB
## himself PRON PRP
## smart ADJ JJ
## for ADP IN
## his DET PRP$
## auntie NOUN NN
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Petunia PROPN NNP
## , PUNCT ,
## smoothing VERB VBG
## Dudley PROPN NNP
## 's PART POS
## thick ADJ JJ
## blond ADJ JJ
## hair NOUN NN
## . PUNCT .
## " PUNCT ``
## Mummy PROPN NNP
## 's PART POS
## bought VERB VBD
## him PRON PRP
## a DET DT
## lovely ADJ JJ
## new ADJ JJ
## bow NOUN NN
## tie NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## clapped VERB VBD
## Dudley PROPN NNP
## on ADP IN
## his DET PRP$
## porky NOUN NN
## shoulder NOUN NN
## . PUNCT .
## " PUNCT ``
## See VERB VB
## you PRON PRP
## in ADP IN
## a DET DT
## bit NOUN NN
## , PUNCT ,
## then ADV RB
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## said VERB VBD
## , PUNCT ,
## and CCONJ CC
## he PRON PRP
## left VERB VBD
## the DET DT
## kitchen NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## , PUNCT ,
## who PRON WP
## had AUX VBD
## been AUX VBN
## sitting VERB VBG
## in ADP IN
## a DET DT
## kind NOUN NN
## of ADP IN
## horrified ADJ JJ
## trance NOUN NN
## , PUNCT ,
## had AUX VBD
## a DET DT
## sudden ADJ JJ
## idea NOUN NN
## . PUNCT .
## Abandoning VERB VBG
## his DET PRP$
## toast NOUN NN
## , PUNCT ,
## he PRON PRP
## got VERB VBD
## quickly ADV RB
## to ADP IN
## his DET PRP$
## feet NOUN NNS
## and CCONJ CC
## followed VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## to ADP IN
## the DET DT
## front ADJ JJ
## door NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## was AUX VBD
## pulling VERB VBG
## on ADP IN
## his DET PRP$
## car NOUN NN
## coat NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## I PRON PRP
## 'm AUX VBP
## not PART RB
## taking VERB VBG
## you PRON PRP
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## snarled VERB VBD
## as SCONJ IN
## he PRON PRP
## turned VERB VBD
## to PART TO
## see VERB VB
## Harry PROPN NNP
## watching VERB VBG
## him PRON PRP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Like INTJ UH
## I PRON PRP
## wanted VERB VBD
## to PART TO
## come VERB VB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## coldly ADV RB
## . PUNCT .
## " PUNCT ``
## I PRON PRP
## want VERB VBP
## to PART TO
## ask VERB VB
## you PRON PRP
## something PRON NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## eyed VERB VBD
## him PRON PRP
## suspiciously ADV RB
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Third ADJ JJ
## years NOUN NNS
## at ADP IN
## Hog PROPN NNP
## -- PUNCT :
## at ADP IN
## my DET PRP$
## school NOUN NN
## are AUX VBP
## allowed VERB VBN
## to PART TO
## visit VERB VB
## the DET DT
## village NOUN NN
## sometimes ADV RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## So ADV RB
## ? PUNCT .
## " PUNCT ''
## snapped VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## taking VERB VBG
## his DET PRP$
## car NOUN NN
## keys NOUN NNS
## from ADP IN
## a DET DT
## hook NOUN NN
## next ADP IN
## to ADP IN
## the DET DT
## door NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## I PRON PRP
## need VERB VBP
## you PRON PRP
## to PART TO
## sign VERB VB
## the DET DT
## permission NOUN NN
## form NOUN NN
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## in ADP IN
## a DET DT
## rush NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ''
## And CCONJ CC
## why ADV WRB
## should VERB MD
## I PRON PRP
## do AUX VB
## that DET DT
## ? PUNCT .
## " PUNCT ''
## sneered VERB VBN
## Uncle PROPN NNP
## Vernon PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Well INTJ UH
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## , PUNCT ,
## choosing VERB VBG
## his DET PRP$
## words NOUN NNS
## carefully ADV RB
## , PUNCT ,
## " PUNCT ``
## it PRON PRP
## 'll VERB MD
## be AUX VB
## hard ADJ JJ
## work NOUN NN
## , PUNCT ,
## pretending VERB VBG
## to ADP IN
## Aunt PROPN NNP
## Marge PROPN NNP
## I PRON PRP
## go VERB VBP
## to ADP IN
## that DET DT
## St. PROPN NNP
## Whatsits PROPN NNP
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## St. PROPN NNP
## Brutus PROPN NNP
## 's PART POS
## Secure PROPN NNP
## Center PROPN NNP
## for ADP IN
## Incurably PROPN NNP
## Criminal PROPN NNP
## Boys PROPN NNPS
## ! PUNCT .
## " PUNCT ''
## bellowed VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## and CCONJ CC
## Harry PROPN NNP
## was AUX VBD
## pleased ADJ JJ
## to PART TO
## hear VERB VB
## a DET DT
## definite ADJ JJ
## note NOUN NN
## of ADP IN
## panic NOUN NN
## in ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## voice NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Exactly ADV RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## , PUNCT ,
## looking VERB VBG
## calmly ADV RB
## up ADP RP
## into ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## large ADJ JJ
## , PUNCT ,
## purple ADJ JJ
## face NOUN NN
## . PUNCT .
## " PUNCT ``
## It PRON PRP
## 's AUX VBZ
## a DET DT
## lot NOUN NN
## to PART TO
## remember VERB VB
## . PUNCT .
## I PRON PRP
## 'll VERB MD
## have AUX VB
## to PART TO
## make VERB VB
## it PRON PRP
## sound VERB VB
## convincing ADJ JJ
## , PUNCT ,
## wo VERB MD
## n't PART RB
## I PRON PRP
## ? PUNCT .
## What PRON WP
## if SCONJ IN
## I PRON PRP
## accidentally ADV RB
## let VERB VBP
## something PRON NN
## slip VERB VB
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## You PRON PRP
## 'll VERB MD
## get AUX VB
## the DET DT
## stuffing NOUN NN
## knocked VERB VBD
## out SCONJ IN
## of ADP IN
## you PRON PRP
## , PUNCT ,
## wo VERB MD
## n't PART RB
## you PRON PRP
## ? PUNCT .
## " PUNCT ''
## roared VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## advancing VERB VBG
## on ADP IN
## Harry PROPN NNP
## with ADP IN
## his DET PRP$
## fist NOUN NN
## raised VERB VBN
## . PUNCT .
## But CCONJ CC
## Harry PROPN NNP
## stood VERB VBD
## his DET PRP$
## ground NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Knocking VERB VBG
## the DET DT
## stuffing NOUN NN
## out SCONJ IN
## of ADP IN
## me PRON PRP
## wo VERB MD
## n't PART RB
## make VERB VB
## Aunt PROPN NNP
## Marge PROPN NNP
## forget VERB VB
## what PRON WP
## I PRON PRP
## could VERB MD
## tell VERB VB
## her PRON PRP
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## said VERB VBD
## grimly ADV RB
## . PUNCT .
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## stopped VERB VBD
## , PUNCT ,
## his DET PRP$
## fist NOUN NN
## still ADV RB
## raised VERB VBD
## , PUNCT ,
## his DET PRP$
## face NOUN NN
## an DET DT
## ugly ADJ JJ
## puce NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## But CCONJ CC
## if SCONJ IN
## you PRON PRP
## sign VERB VBP
## my DET PRP$
## permission NOUN NN
## form NOUN NN
## , PUNCT ,
## " PUNCT ''
## Harry PROPN NNP
## went VERB VBD
## on ADP RP
## quickly ADV RB
## , PUNCT ,
## " PUNCT ``
## I PRON PRP
## swear VERB VBP
## I PRON PRP
## 'll VERB MD
## remember VERB VB
## where ADV WRB
## I PRON PRP
## 'm AUX VBP
## supposed VERB VBN
## to PART TO
## go VERB VB
## to ADP IN
## school NOUN NN
## , PUNCT ,
## and CCONJ CC
## I PRON PRP
## 'll VERB MD
## act VERB VB
## like SCONJ IN
## a DET DT
## Mug PROPN NNP
## -- PUNCT :
## like INTJ UH
## I PRON PRP
## 'm AUX VBP
## normal ADJ JJ
## and CCONJ CC
## everything PRON NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## could VERB MD
## tell VERB VB
## that SCONJ IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## was AUX VBD
## thinking VERB VBG
## it PRON PRP
## over ADP RP
## , PUNCT ,
## even ADV RB
## if SCONJ IN
## his DET PRP$
## teeth NOUN NNS
## were AUX VBD
## bared VERB VBN
## and CCONJ CC
## a DET DT
## vein NOUN NN
## was AUX VBD
## throbbing VERB VBG
## in ADP IN
## his DET PRP$
## temple NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Right INTJ UH
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## snapped VERB VBD
## finally ADV RB
## . PUNCT .
## " PUNCT ``
## I PRON PRP
## shall VERB MD
## monitor VERB VB
## your DET PRP$
## behavior NOUN NN
## carefully ADV RB
## during ADP IN
## Marge PROPN NNP
## 's PART POS
## visit NOUN NN
## . PUNCT .
## If SCONJ IN
## , PUNCT ,
## at ADP IN
## the DET DT
## end NOUN NN
## of ADP IN
## it PRON PRP
## , PUNCT ,
## you PRON PRP
## 've AUX VB
## toed VERB VBN
## the DET DT
## line NOUN NN
## and CCONJ CC
## kept VERB VBD
## to ADP IN
## the DET DT
## story NOUN NN
## , PUNCT ,
## I PRON PRP
## 'll VERB MD
## sign VERB VB
## your DET PRP$
## ruddy NOUN NN
## form NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## He PRON PRP
## wheeled VERB VBD
## around ADV RB
## , PUNCT ,
## pulled VERB VBD
## open VERB VB
## the DET DT
## front ADJ JJ
## door NOUN NN
## , PUNCT ,
## and CCONJ CC
## slammed VERB VBD
## it PRON PRP
## so ADV RB
## hard ADV RB
## that SCONJ IN
## one NUM CD
## of ADP IN
## the DET DT
## little ADJ JJ
## panes NOUN NNS
## of ADP IN
## glass NOUN NN
## at ADP IN
## the DET DT
## top NOUN NN
## fell VERB VBD
## out ADP RP
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## did AUX VBD
## n't PART RB
## return VERB VB
## to ADP IN
## the DET DT
## kitchen NOUN NN
## . PUNCT .
## He PRON PRP
## went VERB VBD
## back ADV RB
## upstairs ADV RB
## to ADP IN
## his DET PRP$
## bedroom NOUN NN
## . PUNCT .
## If SCONJ IN
## he PRON PRP
## was AUX VBD
## going VERB VBG
## to PART TO
## act VERB VB
## like SCONJ IN
## a DET DT
## real ADJ JJ
## Muggle PROPN NNP
## , PUNCT ,
## he PRON PRP
## 'd VERB MD
## better ADV RB
## start VERB VB
## now ADV RB
## . PUNCT .
## Slowly ADV RB
## and CCONJ CC
## sadly ADV RB
## he PRON PRP
## gathered VERB VBD
## up ADP RP
## all DET PDT
## his DET PRP$
## presents NOUN NNS
## and CCONJ CC
## his DET PRP$
## birthday NOUN NN
## cards NOUN NNS
## and CCONJ CC
## hid VERB VBD
## them PRON PRP
## under ADP IN
## the DET DT
## loose ADJ JJ
## floorboard NOUN NN
## with ADP IN
## his DET PRP$
## homework NOUN NN
## . PUNCT .
## Then ADV RB
## he PRON PRP
## went VERB VBD
## to ADP IN
## Hedwig PROPN NNP
## 's PART POS
## cage NOUN NN
## . PUNCT .
## Errol PROPN NNP
## seemed VERB VBD
## to PART TO
## have AUX VB
## recovered VERB VBN
## ; PUNCT :
## he PRON PRP
## and CCONJ CC
## Hedwig PROPN NNP
## were AUX VBD
## both DET DT
## asleep ADJ JJ
## , PUNCT ,
## heads NOUN NNS
## under ADP IN
## their DET PRP$
## wings NOUN NNS
## . PUNCT .
## Harry PROPN NNP
## sighed VERB VBD
## , PUNCT ,
## then ADV RB
## poked VERB VBD
## them PRON PRP
## both CCONJ CC
## awake ADJ JJ
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Hedwig PROPN NNP
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## said VERB VBD
## gloomily ADV RB
## , PUNCT ,
## " PUNCT ``
## you PRON PRP
## 're AUX VBP
## going VERB VBG
## to PART TO
## have AUX VB
## to PART TO
## clear VERB VB
## off ADP RP
## for ADP IN
## a DET DT
## week NOUN NN
## . PUNCT .
## Go VERB VB
## with ADP IN
## Errol PROPN NNP
## . PUNCT .
## Ron'll ADV RB
## look VERB VB
## after ADP IN
## you PRON PRP
## . PUNCT .
## I PRON PRP
## 'll VERB MD
## write VERB VB
## him PRON PRP
## a DET DT
## note NOUN NN
## , PUNCT ,
## explaining VERB VBG
## . PUNCT .
## And CCONJ CC
## do AUX VB
## n't PART RB
## look VERB VB
## at ADP IN
## me PRON PRP
## like SCONJ IN
## that DET DT
## " PUNCT ''
## -- PUNCT :
## Hedwig PROPN NNP
## 's PART POS
## large ADJ JJ
## amber NOUN NN
## eyes NOUN NNS
## were AUX VBD
## reproachful ADJ JJ
## -- PUNCT :
## " PUNCT ``
## it PRON PRP
## 's AUX VBZ
## not PART RB
## my DET PRP$
## fault NOUN NN
## . PUNCT .
## It PRON PRP
## 's AUX VBZ
## the DET DT
## only ADJ JJ
## way NOUN NN
## I PRON PRP
## 'll VERB MD
## be AUX VB
## allowed VERB VBN
## to PART TO
## visit VERB VB
## Hogsmeade PROPN NNP
## with ADP IN
## Ron PROPN NNP
## and CCONJ CC
## Hermione PROPN NNP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Ten NUM CD
## minutes NOUN NNS
## later ADV RB
## , PUNCT ,
## Errol PROPN NNP
## and CCONJ CC
## Hedwig PROPN NNP
## ( PUNCT -LRB-
## who PRON WP
## had AUX VBD
## a DET DT
## note NOUN NN
## to ADP IN
## Ron PROPN NNP
## bound VERB VBN
## to ADP IN
## her DET PRP$
## leg NOUN NN
## ) PUNCT -RRB-
## soared VERB VBD
## out SCONJ IN
## of ADP IN
## the DET DT
## window NOUN NN
## and CCONJ CC
## out SCONJ IN
## of ADP IN
## sight NOUN NN
## . PUNCT .
## Harry PROPN NNP
## , PUNCT ,
## now ADV RB
## feeling VERB VBG
## thoroughly ADV RB
## miserable ADJ JJ
## , PUNCT ,
## put VERB VB
## the DET DT
## empty ADJ JJ
## cage NOUN NN
## away ADV RB
## inside ADP IN
## the DET DT
## wardrobe NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## But CCONJ CC
## Harry PROPN NNP
## did AUX VBD
## n't PART RB
## have AUX VB
## long ADJ JJ
## to ADP IN
## brood NOUN NN
## . PUNCT .
## In ADP IN
## next ADV RB
## to ADP IN
## no DET DT
## time NOUN NN
## , PUNCT ,
## Aunt PROPN NNP
## Petunia PROPN NNP
## was AUX VBD
## shrieking VERB VBG
## up ADP RP
## the DET DT
## stairs NOUN NNS
## for ADP IN
## Harry PROPN NNP
## to PART TO
## come VERB VB
## down ADP RP
## and CCONJ CC
## get AUX VB
## ready ADJ JJ
## to PART TO
## welcome VERB VB
## their DET PRP$
## guest NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Do AUX VB
## something PRON NN
## about ADP IN
## your DET PRP$
## hair NOUN NN
## ! PUNCT .
## " PUNCT ''
## Aunt PROPN NNP
## Petunia PROPN NNP
## snapped VERB VBD
## as SCONJ IN
## he PRON PRP
## reached VERB VBD
## the DET DT
## hall NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## could VERB MD
## n't PART RB
## see VERB VB
## the DET DT
## point NOUN NN
## of ADP IN
## trying VERB VBG
## to PART TO
## make VERB VB
## his DET PRP$
## hair NOUN NN
## lie VERB VB
## flat ADV RB
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## loved VERB VBD
## criticizing VERB VBG
## him PRON PRP
## , PUNCT ,
## so ADV RB
## the DET DT
## untidier NOUN NN
## he PRON PRP
## looked VERB VBD
## , PUNCT ,
## the DET DT
## happier ADJ JJR
## she PRON PRP
## would VERB MD
## be AUX VB
## . PUNCT .
## 　　 SPACE _SP
## All ADV RB
## too ADV RB
## soon ADV RB
## , PUNCT ,
## there PRON EX
## was AUX VBD
## a DET DT
## crunch NOUN NN
## of ADP IN
## gravel NOUN NN
## outside ADV RB
## as SCONJ IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## car NOUN NN
## pulled VERB VBD
## back ADV RB
## into ADP IN
## the DET DT
## driveway NOUN NN
## , PUNCT ,
## then ADV RB
## the DET DT
## clunk NOUN NN
## of ADP IN
## the DET DT
## car NOUN NN
## doors NOUN NNS
## and CCONJ CC
## footsteps NOUN NNS
## on ADP IN
## the DET DT
## garden NOUN NN
## path NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Get AUX VB
## the DET DT
## door NOUN NN
## ! PUNCT .
## " PUNCT ''
## Aunt PROPN NNP
## Petunia PROPN NNP
## hissed VERB VBD
## at ADP IN
## Harry PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## A DET DT
## feeling NOUN NN
## of ADP IN
## great ADJ JJ
## gloom NOUN NN
## in ADP IN
## his DET PRP$
## stomach NOUN NN
## , PUNCT ,
## Harry PROPN NNP
## pulled VERB VBD
## the DET DT
## door NOUN NN
## open ADJ JJ
## . PUNCT .
## 　　 SPACE _SP
## On ADP IN
## the DET DT
## threshold NOUN NN
## stood VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## She PRON PRP
## was AUX VBD
## very ADV RB
## like SCONJ IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## : PUNCT :
## large ADJ JJ
## , PUNCT ,
## beefy ADJ JJ
## , PUNCT ,
## and CCONJ CC
## purple- PROPN NNP
## faced VERB VBD
## , PUNCT ,
## she PRON PRP
## even ADV RB
## had AUX VBD
## a DET DT
## mustache NOUN NN
## , PUNCT ,
## though ADV RB
## not PART RB
## as ADV RB
## bushy ADJ JJ
## as SCONJ IN
## his PRON PRP
## . PUNCT .
## In ADP IN
## one NUM CD
## hand NOUN NN
## she PRON PRP
## held VERB VBD
## an DET DT
## enormous ADJ JJ
## suitcase NOUN NN
## , PUNCT ,
## and CCONJ CC
## tucked VERB VBD
## under ADP IN
## the DET DT
## other ADJ JJ
## was AUX VBD
## an DET DT
## old ADJ JJ
## and CCONJ CC
## evil ADJ JJ
## - PUNCT HYPH
## tempered VERB VBN
## bulldog NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Where ADV WRB
## 's AUX VBZ
## my DET PRP$
## Dudders NOUN NNS
## ? PUNCT .
## " PUNCT ''
## roared ADJ JJ
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ''
## Where ADV WRB
## 's AUX VBZ
## my DET PRP$
## neffy NOUN NN
## - PUNCT HYPH
## poo NOUN NN
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Dudley PROPN NNP
## came VERB VBD
## waddling VERB VBG
## down ADP RP
## the DET DT
## hall NOUN NN
## , PUNCT ,
## his DET PRP$
## blond ADJ JJ
## hair NOUN NN
## plastered VERB VBD
## flat ADV RB
## to ADP IN
## his DET PRP$
## fat ADJ JJ
## head NOUN NN
## , PUNCT ,
## a DET DT
## bow NOUN NN
## tie NOUN NN
## just ADV RB
## visible ADJ JJ
## under ADP IN
## his DET PRP$
## many ADJ JJ
## chins NOUN NNS
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## thrust VERB VBD
## the DET DT
## suitcase NOUN NN
## into ADP IN
## Harry PROPN NNP
## 's PART POS
## stomach NOUN NN
## , PUNCT ,
## knocking VERB VBG
## the DET DT
## wind NOUN NN
## out SCONJ IN
## of ADP IN
## him PRON PRP
## , PUNCT ,
## seized VERB VBD
## Dudley PROPN NNP
## in ADP IN
## a DET DT
## tight ADJ JJ
## one NUM CD
## - PUNCT HYPH
## armed ADJ JJ
## hug NOUN NN
## , PUNCT ,
## and CCONJ CC
## planted VERB VBD
## a DET DT
## large ADJ JJ
## kiss NOUN NN
## on ADP IN
## his DET PRP$
## cheek NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## knew VERB VBD
## perfectly ADV RB
## well ADV RB
## that SCONJ IN
## Dudley PROPN NNP
## only ADV RB
## put VERB VBD
## up ADP RP
## with ADP IN
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## hugs NOUN NNS
## because SCONJ IN
## he PRON PRP
## was AUX VBD
## well ADV RB
## paid VERB VBN
## for ADP IN
## it PRON PRP
## , PUNCT ,
## and CCONJ CC
## sure ADV RB
## enough ADV RB
## , PUNCT ,
## when ADV WRB
## they PRON PRP
## broke VERB VBD
## apart ADV RB
## , PUNCT ,
## Dudley PROPN NNP
## had AUX VBD
## a DET DT
## crisp ADJ JJ
## twenty NUM CD
## - PUNCT HYPH
## pound NOUN NN
## note NOUN NN
## clutched VERB VBN
## in ADP IN
## his DET PRP$
## fat ADJ JJ
## fist NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Petunia PROPN NNP
## ! PUNCT .
## " PUNCT ''
## shouted VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## striding VERB VBG
## past ADP IN
## Harry PROPN NNP
## as SCONJ IN
## though SCONJ IN
## he PRON PRP
## was AUX VBD
## a DET DT
## hat NOUN NN
## stand NOUN NN
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## and CCONJ CC
## Aunt PROPN NNP
## Petunia PROPN NNP
## kissed VERB VBD
## , PUNCT ,
## or CCONJ CC
## rather ADV RB
## , PUNCT ,
## Aunt PROPN NNP
## Marge PROPN NNP
## bumped VERB VBD
## her DET PRP$
## large ADJ JJ
## jaw NOUN NN
## against ADP IN
## Aunt PROPN NNP
## Petunia PROPN NNP
## 's PART POS
## bony NOUN NN
## cheekbone NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## now ADV RB
## came VERB VBD
## in ADV RB
## , PUNCT ,
## smiling VERB VBG
## jovially ADV RB
## as SCONJ IN
## he PRON PRP
## shut VERB VBD
## the DET DT
## door NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Tea NOUN NN
## , PUNCT ,
## Marge PROPN NNP
## ? PUNCT .
## " PUNCT ''
## he PRON PRP
## said VERB VBD
## . PUNCT .
## " PUNCT ``
## And CCONJ CC
## what PRON WP
## will VERB MD
## Ripper VERB VB
## take VERB VB
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Ripper PROPN NNP
## can VERB MD
## have AUX VB
## some DET DT
## tea NOUN NN
## out SCONJ IN
## of ADP IN
## my DET PRP$
## saucer NOUN NN
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## as SCONJ IN
## they PRON PRP
## all DET DT
## proceeded VERB VBD
## into ADP IN
## the DET DT
## kitchen NOUN NN
## , PUNCT ,
## leaving VERB VBG
## Harry PROPN NNP
## alone ADV RB
## in ADP IN
## the DET DT
## hall NOUN NN
## with ADP IN
## the DET DT
## suitcase NOUN NN
## . PUNCT .
## But CCONJ CC
## Harry PROPN NNP
## was AUX VBD
## n't PART RB
## complaining VERB VBG
## ; PUNCT :
## any DET DT
## excuse NOUN NN
## not PART RB
## to PART TO
## be AUX VB
## with ADP IN
## Aunt PROPN NNP
## Marge PROPN NNP
## was AUX VBD
## fine ADJ JJ
## by ADP IN
## him PRON PRP
## , PUNCT ,
## so ADV RB
## he PRON PRP
## began VERB VBD
## to PART TO
## heave VERB VB
## the DET DT
## case NOUN NN
## upstairs ADV RB
## into ADP IN
## the DET DT
## spare ADJ JJ
## bedroom NOUN NN
## , PUNCT ,
## taking VERB VBG
## as ADV RB
## long ADV RB
## as SCONJ IN
## he PRON PRP
## could VERB MD
## . PUNCT .
## 　　 SPACE _SP
## By ADP IN
## the DET DT
## time NOUN NN
## he PRON PRP
## got VERB VBD
## back ADV RB
## to ADP IN
## the DET DT
## kitchen NOUN NN
## , PUNCT ,
## Aunt PROPN NNP
## Marge PROPN NNP
## had AUX VBD
## been AUX VBN
## supplied VERB VBN
## with ADP IN
## tea NOUN NN
## and CCONJ CC
## fruitcake NOUN NN
## , PUNCT ,
## and CCONJ CC
## Ripper PROPN NNP
## was AUX VBD
## lapping VERB VBG
## noisily ADV RB
## in ADP IN
## the DET DT
## corner NOUN NN
## . PUNCT .
## Harry PROPN NNP
## saw VERB VBD
## Aunt PROPN NNP
## Petunia PROPN NNP
## wince VERB VBD
## slightly ADV RB
## as SCONJ IN
## specks NOUN NNS
## of ADP IN
## tea NOUN NN
## and CCONJ CC
## drool NOUN NN
## flecked VERB VBD
## her DET PRP$
## clean ADJ JJ
## floor NOUN NN
## . PUNCT .
## Aunt PROPN NNP
## Petunia PROPN NNP
## hated VERB VBD
## animals NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Who PRON WP
## 's AUX VBZ
## looking VERB VBG
## after ADP IN
## the DET DT
## other ADJ JJ
## dogs NOUN NNS
## , PUNCT ,
## Marge PROPN NNP
## ? PUNCT .
## " PUNCT ''
## Uncle PROPN NNP
## Vernon PROPN NNP
## asked VERB VBD
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Oh INTJ UH
## , PUNCT ,
## I PRON PRP
## 've AUX VB
## got VERB VBD
## Colonel PROPN NNP
## Fubster PROPN NNP
## managing VERB VBG
## them PRON PRP
## , PUNCT ,
## " PUNCT ''
## boomed VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ''
## He PRON PRP
## 's AUX VBZ
## retired VERB VBN
## now ADV RB
## , PUNCT ,
## good ADJ JJ
## for ADP IN
## him PRON PRP
## to PART TO
## have AUX VB
## something PRON NN
## to PART TO
## do AUX VB
## . PUNCT .
## But CCONJ CC
## I PRON PRP
## could VERB MD
## n't PART RB
## leave VERB VB
## poor ADJ JJ
## old ADJ JJ
## Ripper PROPN NNP
## . PUNCT .
## He PRON PRP
## pines VERB VBZ
## if SCONJ IN
## he PRON PRP
## 's AUX VBZ
## away ADV RB
## from ADP IN
## me PRON PRP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Ripper PROPN NNP
## began VERB VBD
## to PART TO
## growl VERB VB
## again ADV RB
## as SCONJ IN
## Harry PROPN NNP
## sat VERB VBD
## down ADP RP
## . PUNCT .
## This DET DT
## directed VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## attention NOUN NN
## to ADP IN
## Harry PROPN NNP
## for ADP IN
## the DET DT
## first ADJ JJ
## time NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## So ADV RB
## ! PUNCT .
## " PUNCT ''
## she PRON PRP
## barked VERB VBD
## . PUNCT .
## " PUNCT ''
## Still ADV RB
## here ADV RB
## , PUNCT ,
## are AUX VBP
## you PRON PRP
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Yes INTJ UH
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Do AUX VBP
## n't PART RB
## you PRON PRP
## say VERB VB
## yes INTJ UH
## ' PUNCT ''
## in ADP IN
## that DET DT
## ungrateful ADJ JJ
## tone NOUN NN
## , PUNCT ,
## " PUNCT ''
## Aunt PROPN NNP
## Marge PROPN NNP
## growled VERB VBD
## . PUNCT .
## " PUNCT ``
## It PRON PRP
## 's AUX VBZ
## damn ADV RB
## good ADJ JJ
## of ADP IN
## Vernon PROPN NNP
## and CCONJ CC
## Petunia PROPN NNP
## to PART TO
## keep VERB VB
## you PRON PRP
## . PUNCT .
## Would VERB MD
## n't PART RB
## have AUX VB
## done VERB VBN
## it PRON PRP
## myself PRON PRP
## . PUNCT .
## You PRON PRP
## 'd VERB MD
## have AUX VB
## gone VERB VBN
## straight ADV RB
## to ADP IN
## an DET DT
## orphanage NOUN NN
## if SCONJ IN
## you PRON PRP
## 'd AUX VBD
## been AUX VBN
## dumped VERB VBN
## on ADP IN
## my DET PRP$
## doorstep NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## was AUX VBD
## bursting VERB VBG
## to PART TO
## say VERB VB
## that SCONJ IN
## he PRON PRP
## 'd VERB MD
## rather ADV RB
## live VERB VB
## in ADP IN
## an DET DT
## orphanage NOUN NN
## than SCONJ IN
## with ADP IN
## the DET DT
## Dursleys PROPN NNPS
## , PUNCT ,
## but CCONJ CC
## the DET DT
## thought NOUN NN
## of ADP IN
## the DET DT
## Hogsmeade PROPN NNP
## form NOUN NN
## stopped VERB VBD
## him PRON PRP
## . PUNCT .
## He PRON PRP
## forced VERB VBD
## his DET PRP$
## face NOUN NN
## into ADP IN
## a DET DT
## painful ADJ JJ
## smile NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Do AUX VBP
## n't PART RB
## you PRON PRP
## smirk VERB VB
## at ADP IN
## me PRON PRP
## ! PUNCT .
## " PUNCT ''
## boomed VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ``
## I PRON PRP
## can VERB MD
## see VERB VB
## you PRON PRP
## have AUX VBP
## n't PART RB
## improved VERB VBN
## since SCONJ IN
## I PRON PRP
## last ADV RB
## saw VERB VBD
## you PRON PRP
## . PUNCT .
## I PRON PRP
## hoped VERB VBD
## school NOUN NN
## would VERB MD
## knock VERB VB
## some DET DT
## manners NOUN NNS
## into ADP IN
## you PRON PRP
## . PUNCT .
## " PUNCT ''
## She PRON PRP
## took VERB VBD
## a DET DT
## large ADJ JJ
## gulp NOUN NN
## of ADP IN
## tea NOUN NN
## , PUNCT ,
## wiped VERB VBD
## her DET PRP$
## mustache NOUN NN
## , PUNCT ,
## and CCONJ CC
## said VERB VBD
## , PUNCT ,
## " PUNCT ``
## Where ADV WRB
## is AUX VBZ
## it PRON PRP
## that DET WDT
## you PRON PRP
## send VERB VBP
## him PRON PRP
## , PUNCT ,
## again ADV RB
## , PUNCT ,
## Vernon PROPN NNP
## ? PUNCT .
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## St. PROPN NNP
## Brutus PROPN NNP
## 's PART POS
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## promptly ADV RB
## . PUNCT .
## " PUNCT ``
## It PRON PRP
## 's AUX VBZ
## a DET DT
## first ADJ JJ
## - PUNCT HYPH
## rate NOUN NN
## institution NOUN NN
## for ADP IN
## hopeless ADJ JJ
## cases NOUN NNS
## . PUNCT .
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ``
## I PRON PRP
## see VERB VBP
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ''
## Do AUX VBP
## they PRON PRP
## use VERB VB
## the DET DT
## cane NOUN NN
## at ADP IN
## St. PROPN NNP
## Brutus PROPN NNP
## 's PART POS
## , PUNCT ,
## boy NOUN NN
## ? PUNCT .
## " PUNCT ''
## she PRON PRP
## barked VERB VBD
## across ADP IN
## the DET DT
## table NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Er INTJ UH
## -- PUNCT :
## " PUNCT ''
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## nodded VERB VBD
## curtly ADV RB
## behind ADP IN
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## back NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Yes INTJ UH
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## . PUNCT .
## Then ADV RB
## , PUNCT ,
## feeling VERB VBG
## he PRON PRP
## might VERB MD
## as ADV RB
## well ADV RB
## do AUX VB
## the DET DT
## thing NOUN NN
## properly ADV RB
## , PUNCT ,
## he PRON PRP
## added VERB VBD
## , PUNCT ,
## " PUNCT ``
## all DET PDT
## the DET DT
## time NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Excellent ADJ JJ
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## . PUNCT .
## " PUNCT ``
## I PRON PRP
## wo VERB MD
## n't PART RB
## have AUX VB
## this DET DT
## namby PROPN NNP
## - PUNCT HYPH
## pamby PROPN NNP
## , PUNCT ,
## wishy ADJ JJ
## - PUNCT HYPH
## washy ADJ JJ
## nonsense NOUN NN
## about ADP IN
## not PART RB
## hitting VERB VBG
## people NOUN NNS
## who PRON WP
## deserve VERB VBP
## it PRON PRP
## . PUNCT .
## A DET DT
## good ADJ JJ
## thrashing NOUN NN
## is AUX VBZ
## what PRON WP
## 's AUX VBZ
## needed VERB VBN
## in ADP IN
## ninety NUM CD
## - PUNCT HYPH
## nine NUM CD
## cases NOUN NNS
## out SCONJ IN
## of ADP IN
## a DET DT
## hundred NUM CD
## . PUNCT .
## Have AUX VBP
## you PRON PRP
## been AUX VBN
## beaten VERB VBN
## often ADV RB
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Oh INTJ UH
## , PUNCT ,
## yeah INTJ UH
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## , PUNCT ,
## " PUNCT ''
## loads NOUN NNS
## of ADP IN
## times NOUN NNS
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Aunt PROPN NNP
## Marge PROPN NNP
## narrowed VERB VBD
## her DET PRP$
## eyes NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## I PRON PRP
## still ADV RB
## do AUX VBP
## n't PART RB
## like VERB VB
## your DET PRP$
## tone NOUN NN
## , PUNCT ,
## boy INTJ UH
## , PUNCT ,
## " PUNCT ''
## she PRON PRP
## said VERB VBD
## . PUNCT .
## " PUNCT ``
## If SCONJ IN
## you PRON PRP
## can VERB MD
## speak VERB VB
## of ADP IN
## your DET PRP$
## beatings NOUN NNS
## in ADP IN
## that DET DT
## casual ADJ JJ
## way NOUN NN
## , PUNCT ,
## they PRON PRP
## clearly ADV RB
## are AUX VBP
## n't PART RB
## hitting VERB VBG
## you PRON PRP
## hard ADJ JJ
## enough ADV RB
## . PUNCT .
## Petunia PROPN NNP
## , PUNCT ,
## I PRON PRP
## 'd VERB MD
## write VERB VB
## if SCONJ IN
## I PRON PRP
## were AUX VBD
## you PRON PRP
## . PUNCT .
## Make VERB VB
## it PRON PRP
## clear ADJ JJ
## that SCONJ IN
## you PRON PRP
## approve VERB VBP
## the DET DT
## use NOUN NN
## of ADP IN
## extreme ADJ JJ
## force NOUN NN
## in ADP IN
## this DET DT
## boy NOUN NN
## 's PART POS
## case NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Perhaps ADV RB
## Uncle PROPN NNP
## Vernon PROPN NNP
## was AUX VBD
## worried ADJ JJ
## that SCONJ IN
## Harry PROPN NNP
## might VERB MD
## forget VERB VB
## their DET PRP$
## bargain NOUN NN
## ; PUNCT :
## in ADP IN
## any DET DT
## case NOUN NN
## , PUNCT ,
## he PRON PRP
## changed VERB VBD
## the DET DT
## subject NOUN NN
## abruptly ADV RB
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Heard VERB VBD
## the DET DT
## news NOUN NN
## this DET DT
## morning NOUN NN
## , PUNCT ,
## Marge PROPN NNP
## ? PUNCT .
## What PRON WP
## about ADP IN
## that DET DT
## escaped VERB VBD
## prisoner NOUN NN
## , PUNCT ,
## eh INTJ UH
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## As SCONJ IN
## Aunt PROPN NNP
## Marge PROPN NNP
## started VERB VBD
## to PART TO
## make VERB VB
## herself PRON PRP
## at ADP IN
## home NOUN NN
## , PUNCT ,
## Harry PROPN NNP
## caught VERB VBD
## himself PRON PRP
## thinking VERB VBG
## almost ADV RB
## longingly ADV RB
## of ADP IN
## life NOUN NN
## at ADP IN
## number NOUN NN
## four NUM CD
## without ADP IN
## her PRON PRP
## . PUNCT .
## Uncle PROPN NNP
## Vernon PROPN NNP
## and CCONJ CC
## Aunt PROPN NNP
## Petunia PROPN NNP
## usually ADV RB
## encouraged VERB VBD
## Harry PROPN NNP
## to PART TO
## stay VERB VB
## out SCONJ IN
## of ADP IN
## their DET PRP$
## way NOUN NN
## , PUNCT ,
## which DET WDT
## Harry PROPN NNP
## was AUX VBD
## only ADV RB
## too ADV RB
## happy ADJ JJ
## to PART TO
## do AUX VB
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## on ADP IN
## the DET DT
## other ADJ JJ
## hand NOUN NN
## , PUNCT ,
## wanted VERB VBD
## Harry PROPN NNP
## under ADP IN
## her DET PRP$
## eye NOUN NN
## at ADP IN
## all DET DT
## times NOUN NNS
## , PUNCT ,
## so SCONJ IN
## that SCONJ IN
## she PRON PRP
## could VERB MD
## boom VERB VB
## out ADP RP
## suggestions NOUN NNS
## for ADP IN
## his DET PRP$
## improvement NOUN NN
## . PUNCT .
## She PRON PRP
## delighted VERB VBD
## in ADP IN
## comparing VERB VBG
## Harry PROPN NNP
## with ADP IN
## Dudley PROPN NNP
## , PUNCT ,
## and CCONJ CC
## took VERB VBD
## huge ADJ JJ
## pleasure NOUN NN
## in ADP IN
## buying VERB VBG
## Dudley PROPN NNP
## expensive ADJ JJ
## presents NOUN NNS
## while SCONJ IN
## glaring VERB VBG
## at ADP IN
## Harry PROPN NNP
## , PUNCT ,
## as SCONJ IN
## though SCONJ IN
## daring VERB VBG
## him PRON PRP
## to PART TO
## ask VERB VB
## why ADV WRB
## he PRON PRP
## had AUX VBD
## n't PART RB
## got VERB VBN
## a DET DT
## present NOUN NN
## too ADV RB
## . PUNCT .
## She PRON PRP
## also ADV RB
## kept VERB VBD
## throwing VERB VBG
## out ADP RP
## dark ADJ JJ
## hints NOUN NNS
## about ADP IN
## what PRON WP
## made VERB VBD
## Harry PROPN NNP
## such DET PDT
## an DET DT
## unsatisfactory ADJ JJ
## person NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## You PRON PRP
## must VERB MD
## n't PART RB
## blame VERB VB
## yourself PRON PRP
## for ADP IN
## the DET DT
## way NOUN NN
## the DET DT
## boy NOUN NN
## 's AUX VBZ
## turned VERB VBN
## out ADP RP
## , PUNCT ,
## Vernon PROPN NNP
## , PUNCT ,
## " PUNCT ''
## she PRON PRP
## said VERB VBD
## over ADP IN
## lunch NOUN NN
## on ADP IN
## the DET DT
## third ADJ JJ
## day NOUN NN
## . PUNCT .
## " PUNCT ``
## If SCONJ IN
## there PRON EX
## 's AUX VBZ
## something PRON NN
## rotten ADJ JJ
## on ADP IN
## the DET DT
## inside NOUN NN
## , PUNCT ,
## there PRON EX
## 's AUX VBZ
## nothing PRON NN
## anyone PRON NN
## can VERB MD
## do AUX VB
## about ADP IN
## it PRON PRP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## tried VERB VBD
## to PART TO
## concentrate VERB VB
## on ADP IN
## his DET PRP$
## food NOUN NN
## , PUNCT ,
## but CCONJ CC
## his DET PRP$
## hands NOUN NNS
## shook VERB VBD
## and CCONJ CC
## his DET PRP$
## face NOUN NN
## was AUX VBD
## starting VERB VBG
## to PART TO
## burn VERB VB
## with ADP IN
## anger NOUN NN
## . PUNCT .
## Remember VERB VB
## the DET DT
## form NOUN NN
## , PUNCT ,
## he PRON PRP
## told VERB VBD
## himself PRON PRP
## Think VERB VB
## about ADP IN
## Hogsmeade PROPN NNP
## . PUNCT .
## Do AUX VB
## n't PART RB
## say VERB VB
## anything PRON NN
## . PUNCT .
## Do AUX VB
## n't PART RB
## rise VERB VB
## 　　 SPACE _SP
## Aunt PROPN NNP
## Marge PROPN NNP
## reached VERB VBD
## for ADP IN
## her DET PRP$
## glass NOUN NN
## of ADP IN
## wine NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## It PRON PRP
## 's AUX VBZ
## one NUM CD
## of ADP IN
## the DET DT
## basic ADJ JJ
## rules NOUN NNS
## of ADP IN
## breeding NOUN NN
## , PUNCT ,
## " PUNCT ''
## she PRON PRP
## said VERB VBD
## . PUNCT .
## " PUNCT ``
## You PRON PRP
## see VERB VBP
## it PRON PRP
## all DET PDT
## the DET DT
## time NOUN NN
## with ADP IN
## dogs NOUN NNS
## . PUNCT .
## If SCONJ IN
## there PRON EX
## 's AUX VBZ
## something PRON NN
## wrong ADJ JJ
## with ADP IN
## the DET DT
## bitch NOUN NN
## , PUNCT ,
## there PRON EX
## 'll VERB MD
## be AUX VB
## something PRON NN
## wrong ADJ JJ
## with ADP IN
## the DET DT
## pup NOUN NN
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## At ADP IN
## that DET DT
## moment NOUN NN
## , PUNCT ,
## the DET DT
## wineglass NOUN NN
## Aunt PROPN NNP
## Marge PROPN NNP
## was AUX VBD
## holding VERB VBG
## exploded VERB VBD
## in ADP IN
## her DET PRP$
## hand NOUN NN
## . PUNCT .
## Shards NOUN NNS
## of ADP IN
## glass NOUN NN
## flew VERB VBD
## in ADP IN
## every DET DT
## direction NOUN NN
## and CCONJ CC
## Aunt PROPN NNP
## Marge PROPN NNP
## sputtered VERB VBD
## and CCONJ CC
## blinked VERB VBD
## , PUNCT ,
## her DET PRP$
## great ADJ JJ
## ruddy NOUN NN
## face VERB VBP
## dripping VERB VBG
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Marge PROPN NNP
## ! PUNCT .
## " PUNCT ''
## squealed VERB VBN
## Aunt PROPN NNP
## Petunia PROPN NNP
## . PUNCT .
## " PUNCT ``
## Marge PROPN NNP
## , PUNCT ,
## are AUX VBP
## you PRON PRP
## all ADV RB
## right ADJ JJ
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## Not PART RB
## to PART TO
## worry VERB VB
## , PUNCT ,
## " PUNCT ''
## grunted VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## mopping VERB VBG
## her DET PRP$
## face NOUN NN
## with ADP IN
## her DET PRP$
## napkin NOUN NN
## . PUNCT .
## " PUNCT ``
## Must VERB MD
## have AUX VB
## squeezed VERB VBN
## it PRON PRP
## too ADV RB
## hard ADV RB
## . PUNCT .
## Did AUX VBD
## the DET DT
## same ADJ JJ
## thing NOUN NN
## at ADP IN
## Colonel PROPN NNP
## Fubster PROPN NNP
## 's PART POS
## the DET DT
## other ADJ JJ
## day NOUN NN
## . PUNCT .
## No DET DT
## need NOUN NN
## to PART TO
## fuss VERB VB
## , PUNCT ,
## Petunia PROPN NNP
## , PUNCT ,
## I PRON PRP
## have AUX VBP
## a DET DT
## very ADV RB
## firm ADJ JJ
## grip NOUN NN
## ... PUNCT :
## " PUNCT ''
## 　　 SPACE _SP
## But CCONJ CC
## Aunt PROPN NNP
## Petunia PROPN NNP
## and CCONJ CC
## Uncle PROPN NNP
## Vernon PROPN NNP
## were AUX VBD
## both ADV RB
## looking VERB VBG
## at ADP IN
## Harry PROPN NNP
## suspiciously ADV RB
## , PUNCT ,
## so ADV RB
## he PRON PRP
## decided VERB VBD
## he PRON PRP
## 'd VERB MD
## better ADV RBR
## skip VERB VB
## dessert NOUN NN
## and CCONJ CC
## escape VERB VB
## from ADP IN
## the DET DT
## table NOUN NN
## as ADV RB
## soon ADV RB
## as SCONJ IN
## he PRON PRP
## could VERB MD
## . PUNCT .
## 　　 SPACE _SP
## Outside ADV RB
## in ADP IN
## the DET DT
## hall NOUN NN
## , PUNCT ,
## he PRON PRP
## leaned VERB VBD
## against ADP IN
## the DET DT
## wall NOUN NN
## , PUNCT ,
## breathing VERB VBG
## deeply ADV RB
## It PRON PRP
## had AUX VBD
## been AUX VBN
## a DET DT
## long ADJ JJ
## time NOUN NN
## since SCONJ IN
## he PRON PRP
## 'd AUX VBD
## lost VERB VBN
## control NOUN NN
## and CCONJ CC
## made VERB VBD
## something PRON NN
## explode ADJ JJ
## . PUNCT .
## He PRON PRP
## could VERB MD
## n't PART RB
## afford VERB VB
## to PART TO
## let VERB VB
## it PRON PRP
## happen VERB VB
## again ADV RB
## . PUNCT .
## The DET DT
## Hogsmeade PROPN NNP
## form NOUN NN
## was AUX VBD
## n't PART RB
## the DET DT
## only ADJ JJ
## thing NOUN NN
## at ADP IN
## stake NOUN NN
## -- PUNCT :
## if SCONJ IN
## he PRON PRP
## carried VERB VBD
## on ADP RP
## like SCONJ IN
## that DET DT
## , PUNCT ,
## he PRON PRP
## 'd VERB MD
## be AUX VB
## in ADP IN
## trouble NOUN NN
## with ADP IN
## the DET DT
## Ministry PROPN NNP
## of ADP IN
## Magic PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## was AUX VBD
## still ADV RB
## an DET DT
## underage ADJ JJ
## wizard NOUN NN
## , PUNCT ,
## and CCONJ CC
## he PRON PRP
## was AUX VBD
## forbidden VERB VBN
## by ADP IN
## wizard PROPN NNP
## law NOUN NN
## to PART TO
## do AUX VB
## magic NOUN NN
## outside ADP IN
## school NOUN NN
## . PUNCT .
## His DET PRP$
## record NOUN NN
## was AUX VBD
## n't PART RB
## exactly ADV RB
## clean ADJ JJ
## either ADV RB
## . PUNCT .
## Only ADV RB
## last ADJ JJ
## summer NOUN NN
## he PRON PRP
## 'd VERB MD
## gotten VERB VBN
## an DET DT
## official ADJ JJ
## warning NOUN NN
## that DET WDT
## had AUX VBD
## stated VERB VBN
## quite ADV RB
## clearly ADV RB
## that SCONJ IN
## if SCONJ IN
## the DET DT
## Ministry PROPN NNP
## got VERB VBD
## wind NOUN NN
## of ADP IN
## any DET DT
## more ADJ JJR
## magic NOUN NN
## in ADP IN
## Privet PROPN NNP
## Drive PROPN NNP
## , PUNCT ,
## Harry PROPN NNP
## would VERB MD
## face VERB VB
## expulsion NOUN NN
## from ADP IN
## Hogwarts PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## He PRON PRP
## heard VERB VBD
## the DET DT
## Dursleys PROPN NNPS
## leaving VERB VBG
## the DET DT
## table NOUN NN
## and CCONJ CC
## hurried VERB VBD
## upstairs ADV RB
## out SCONJ IN
## of ADP IN
## the DET DT
## way NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## got VERB VBD
## through ADP IN
## the DET DT
## next ADJ JJ
## three NUM CD
## days NOUN NNS
## by ADP IN
## forcing VERB VBG
## himself PRON PRP
## to PART TO
## think VERB VB
## about ADP IN
## his DET PRP$
## Handbook PROPN NNP
## of ADP IN
## Do AUX VB
## - PUNCT HYPH
## It PRON PRP
## - PUNCT HYPH
## Yourself PROPN NNP
## Broomcare PROPN NNP
## whenever ADV WRB
## Aunt PROPN NNP
## Marge PROPN NNP
## started VERB VBD
## on ADP IN
## him PRON PRP
## . PUNCT .
## This DET DT
## worked VERB VBD
## quite ADV RB
## well ADV RB
## , PUNCT ,
## though SCONJ IN
## it PRON PRP
## seemed VERB VBD
## to PART TO
## give VERB VB
## him PRON PRP
## a DET DT
## glazed VERB VBN
## look NOUN NN
## , PUNCT ,
## because SCONJ IN
## Aunt PROPN NNP
## Marge PROPN NNP
## started VERB VBD
## voicing VERB VBG
## the DET DT
## opinion NOUN NN
## that SCONJ IN
## he PRON PRP
## was AUX VBD
## mentally ADV RB
## subnormal ADJ JJ
## . PUNCT .
## 　　 SPACE _SP
## At ADP IN
## last ADJ JJ
## , PUNCT ,
## at ADP IN
## long ADV RB
## last ADV RB
## , PUNCT ,
## the DET DT
## final ADJ JJ
## evening NOUN NN
## of ADP IN
## Marge PROPN NNP
## 's PART POS
## stay NOUN NN
## arrived VERB VBD
## . PUNCT .
## Aunt PROPN NNP
## Petunia PROPN NNP
## cooked VERB VBD
## a DET DT
## fancy ADJ JJ
## dinner NOUN NN
## and CCONJ CC
## Uncle PROPN NNP
## Vernon PROPN NNP
## uncorked VERB VBD
## several ADJ JJ
## bottles NOUN NNS
## of ADP IN
## wine NOUN NN
## . PUNCT .
## They PRON PRP
## got VERB VBD
## all DET PDT
## the DET DT
## way NOUN NN
## through ADP IN
## the DET DT
## soup NOUN NN
## and CCONJ CC
## the DET DT
## salmon NOUN NN
## without ADP IN
## a DET DT
## single ADJ JJ
## mention NOUN NN
## of ADP IN
## Harry PROPN NNP
## 's PART POS
## faults NOUN NNS
## ; PUNCT :
## during ADP IN
## the DET DT
## lemon PROPN NNP
## meringue NOUN NN
## pie NOUN NN
## , PUNCT ,
## Uncle PROPN NNP
## Vernon PROPN NNP
## bored VERB VBD
## them PRON PRP
## A PROPN NNP
## with ADP IN
## a DET DT
## long ADJ JJ
## talk NOUN NN
## about ADP IN
## Grunnings PROPN NNP
## , PUNCT ,
## his DET PRP$
## drill NOUN NN
## - PUNCT HYPH
## making VERB VBG
## company NOUN NN
## ; PUNCT :
## then ADV RB
## Aunt PROPN NNP
## Petunia PROPN NNP
## made VERB VBD
## coffee NOUN NN
## and CCONJ CC
## Uncle PROPN NNP
## Vernon PROPN NNP
## brought VERB VBD
## out ADP RP
## a DET DT
## bottle NOUN NN
## of ADP IN
## brandy NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Can VERB MD
## I PRON PRP
## tempt VERB VB
## you PRON PRP
## , PUNCT ,
## Marge PROPN NNP
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Aunt PROPN NNP
## Marge PROPN NNP
## had AUX VBD
## already ADV RB
## had VERB VBN
## quite DET PDT
## a DET DT
## lot NOUN NN
## of ADP IN
## wine NOUN NN
## . PUNCT .
## Her DET PRP$
## huge ADJ JJ
## face NOUN NN
## was AUX VBD
## very ADV RB
## red ADJ JJ
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Just ADV RB
## a DET DT
## small ADJ JJ
## one NOUN NN
## , PUNCT ,
## then ADV RB
## , PUNCT ,
## " PUNCT ''
## she PRON PRP
## chuckled VERB VBD
## . PUNCT .
## " PUNCT ``
## A DET DT
## bit NOUN NN
## more ADJ JJR
## than SCONJ IN
## that DET DT
## ... PUNCT NFP
## and CCONJ CC
## a DET DT
## bit NOUN NN
## more ADV RBR
## ... PUNCT NFP
## that DET DT
## 's AUX VBZ
## the DET DT
## ticket NOUN NN
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Dudley PROPN NNP
## was AUX VBD
## eating VERB VBG
## his DET PRP$
## fourth ADJ JJ
## slice NOUN NN
## of ADP IN
## pie NOUN NN
## . PUNCT .
## Aunt PROPN NNP
## Petunia PROPN NNP
## was AUX VBD
## sipping VERB VBG
## coffee NOUN NN
## with ADP IN
## her DET PRP$
## little ADJ JJ
## finger NOUN NN
## sticking VERB VBG
## out ADP RP
## . PUNCT .
## Harry PROPN NNP
## really ADV RB
## wanted VERB VBD
## to PART TO
## disappear VERB VB
## into ADP IN
## his DET PRP$
## bedroom NOUN NN
## , PUNCT ,
## but CCONJ CC
## he PRON PRP
## met VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## angry ADJ JJ
## little ADJ JJ
## eyes NOUN NNS
## and CCONJ CC
## knew VERB VBD
## he PRON PRP
## would VERB MD
## have AUX VB
## to PART TO
## sit VERB VB
## it PRON PRP
## out ADP RP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## Aah PROPN NNP
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## smacking VERB VBG
## her DET PRP$
## lips NOUN NNS
## and CCONJ CC
## putting VERB VBG
## the DET DT
## empty ADJ JJ
## brandy NOUN NN
## glass NOUN NN
## back ADV RB
## down ADV RB
## . PUNCT .
## " PUNCT ''
## Excellent ADJ JJ
## nosh NOUN NN
## , PUNCT ,
## Petunia PROPN NNP
## . PUNCT .
## It PRON PRP
## 's AUX VBZ
## normally ADV RB
## just ADV RB
## a DET DT
## fry NOUN NN
## - PUNCT HYPH
## up NOUN NN
## for ADP IN
## me PRON PRP
## of ADP IN
## an DET DT
## evening NOUN NN
## , PUNCT ,
## with ADP IN
## twelve NUM CD
## dogs NOUN NNS
## to PART TO
## look VERB VB
## after ADV RB
## .... PUNCT .
## " PUNCT ''
## She PRON PRP
## burped VERB VBD
## richly ADV RB
## and CCONJ CC
## patted VERB VBD
## her DET PRP$
## great ADJ JJ
## tweed NOUN NN
## stomach NOUN NN
## . PUNCT .
## " PUNCT ''
## Pardon VERB VB
## me PRON PRP
## . PUNCT .
## But CCONJ CC
## I PRON PRP
## do AUX VBP
## like VERB VB
## to PART TO
## see VERB VB
## a DET DT
## healthy ADJ JJ
## - PUNCT HYPH
## sized ADJ JJ
## boy NOUN NN
## , PUNCT ,
## " PUNCT ''
## she PRON PRP
## went VERB VBD
## on ADV RB
## , PUNCT ,
## winking VERB VBG
## at ADP IN
## Dudley PROPN NNP
## . PUNCT .
## " PUNCT ``
## You PRON PRP
## 'll VERB MD
## be AUX VB
## a DET DT
## proper ADJ JJ
## - PUNCT HYPH
## sized ADJ JJ
## man NOUN NN
## , PUNCT ,
## Dudders PROPN NNP
## , PUNCT ,
## like SCONJ IN
## your DET PRP$
## father NOUN NN
## . PUNCT .
## Yes INTJ UH
## , PUNCT ,
## I PRON PRP
## 'll VERB MD
## have AUX VB
## a DET DT
## spot NOUN NN
## more ADJ JJR
## brandy NOUN NN
## , PUNCT ,
## Vernon PROPN NNP
## .... PUNCT NFP
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## Now ADV RB
## , PUNCT ,
## this DET DT
## one NOUN NN
## here ADV RB
## -- PUNCT :
## " PUNCT ''
## 　　 SPACE _SP
## She PRON PRP
## jerked VERB VBD
## her DET PRP$
## head NOUN NN
## at ADP IN
## Harry PROPN NNP
## , PUNCT ,
## who PRON WP
## felt VERB VBD
## his DET PRP$
## stomach NOUN NN
## clench NOUN NN
## . PUNCT .
## The DET DT
## Handbook PROPN NNP
## , PUNCT ,
## he PRON PRP
## thought VERB VBD
## quickly ADV RB
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## This DET DT
## one NOUN NN
## 's AUX VBZ
## got VERB VBD
## a DET DT
## mean NOUN NN
## , PUNCT ,
## runty NOUN NN
## look VERB VB
## about ADP IN
## him PRON PRP
## . PUNCT .
## You PRON PRP
## get VERB VBP
## that DET DT
## with ADP IN
## dogs NOUN NNS
## . PUNCT .
## I PRON PRP
## had AUX VBD
## Colonel PROPN NNP
## Fubster PROPN NNP
## drown VERB VB
## one NUM CD
## last ADJ JJ
## year NOUN NN
## . PUNCT .
## Ratty ADJ JJ
## little ADJ JJ
## thing NOUN NN
## it PRON PRP
## was- VERB VBD
## Weak ADJ JJ
## . PUNCT .
## Underbred ADJ JJ
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## was AUX VBD
## trying VERB VBG
## to PART TO
## remember VERB VB
## page NOUN NN
## twelve NUM CD
## of ADP IN
## his DET PRP$
## book NOUN NN
## : PUNCT :
## A DET DT
## Charm NOUN NN
## to PART TO
## Cure VERB VB
## Reluctant PROPN NNP
## Reversers PROPN NNPS
## . PUNCT .
## " PUNCT ``
## It PRON PRP
## all DET DT
## comes VERB VBZ
## down ADP RP
## to ADP IN
## blood NOUN NN
## , PUNCT ,
## as SCONJ IN
## I PRON PRP
## was AUX VBD
## saying VERB VBG
## the DET DT
## other ADJ JJ
## day NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Bad ADJ JJ
## blood NOUN NN
## will VERB MD
## out ADP RP
## . PUNCT .
## Now ADV RB
## , PUNCT ,
## I PRON PRP
## 'm AUX VBP
## saying VERB VBG
## nothing PRON NN
## against ADP IN
## your DET PRP$
## family NOUN NN
## , PUNCT ,
## Petunia PROPN NNP
## " PUNCT ''
## she PRON PRP
## patted VERB VBD
## Aunt PROPN NNP
## Petunia PROPN NNP
## 's PART POS
## bony NOUN NN
## hand NOUN NN
## with ADP IN
## her DET PRP$
## shovellike INTJ UH
## one NUM CD
## " PUNCT ''
## but CCONJ CC
## your DET PRP$
## sister NOUN NN
## was AUX VBD
## a DET DT
## bad ADJ JJ
## egg NOUN NN
## . PUNCT .
## They PRON PRP
## turn VERB VBP
## up ADP RP
## in ADP IN
## the DET DT
## best ADJ JJS
## families NOUN NNS
## . PUNCT .
## Then ADV RB
## she PRON PRP
## ran VERB VBD
## off ADP RP
## with ADP IN
## a DET DT
## wastrel NOUN NN
## and CCONJ CC
## here ADV RB
## 's AUX VBZ
## the DET DT
## result NOUN NN
## right ADV RB
## in ADP IN
## front NOUN NN
## of ADP IN
## us PRON PRP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Harry PROPN NNP
## was AUX VBD
## staring VERB VBG
## at ADP IN
## his DET PRP$
## plate NOUN NN
## , PUNCT ,
## a DET DT
## funny ADJ JJ
## ringing NOUN NN
## in ADP IN
## his DET PRP$
## ears NOUN NNS
## . PUNCT .
## Grasp VERB VB
## your DET PRP$
## broom NOUN NN
## firmly ADV RB
## by ADP IN
## the DET DT
## tail NOUN NN
## , PUNCT ,
## he PRON PRP
## thought VERB VBD
## . PUNCT .
## But CCONJ CC
## he PRON PRP
## could VERB MD
## n't PART RB
## remember VERB VB
## what PRON WP
## came VERB VBD
## next ADV RB
## . PUNCT .
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## voice NOUN NN
## seemed VERB VBD
## to PART TO
## be AUX VB
## boring VERB VBG
## into ADP IN
## him PRON PRP
## like SCONJ IN
## one NUM CD
## of ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## drills NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## This DET DT
## Potter PROPN NNP
## , PUNCT ,
## 5 NUM CD
## ) PUNCT -RRB-
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## loudly ADV RB
## , PUNCT ,
## seizing VERB VBG
## the DET DT
## brandy NOUN NN
## bottle NOUN NN
## and CCONJ CC
## splashing VERB VBG
## more ADV RBR
## into ADP IN
## her DET PRP$
## glass NOUN NN
## and CCONJ CC
## over ADP IN
## the DET DT
## tablecloth NOUN NN
## , PUNCT ,
## " PUNCT ``
## you PRON PRP
## never ADV RB
## told VERB VBD
## me PRON PRP
## what PRON WP
## he PRON PRP
## did AUX VBD
## ? PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## and CCONJ CC
## Aunt PROPN NNP
## Petunia PROPN NNP
## were AUX VBD
## looking VERB VBG
## extremely ADV RB
## tense ADJ JJ
## . PUNCT .
## Dudley PROPN NNP
## had AUX VBD
## even ADV RB
## looked VERB VBN
## up ADP RP
## from ADP IN
## his DET PRP$
## pie NOUN NN
## to PART TO
## gape VERB VB
## at ADP IN
## his DET PRP$
## parents NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## He PRON PRP
## -- PUNCT :
## did AUX VBD
## n't PART RB
## work VERB VB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## with ADP IN
## half DET PDT
## a DET DT
## glance NOUN NN
## at ADP IN
## Harry PROPN NNP
## . PUNCT .
## " PUNCT ``
## Unemployed PROPN NNP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## " PUNCT ''
## As SCONJ IN
## I PRON PRP
## expected VERB VBD
## ! PUNCT .
## " PUNCT ''
## said VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## taking VERB VBG
## a DET DT
## huge ADJ JJ
## swig NOUN NN
## of ADP IN
## brandy NOUN NN
## and CCONJ CC
## wiping VERB VBG
## her DET PRP$
## chin NOUN NN
## on ADP IN
## her DET PRP$
## sleeve NOUN NN
## . PUNCT .
## " PUNCT ``
## A DET DT
## no DET DT
## - PUNCT HYPH
## account NOUN NN
## , PUNCT ,
## good ADJ JJ
## - PUNCT HYPH
## for ADP IN
## - PUNCT HYPH
## nothing PRON NN
## , PUNCT ,
## lazy ADJ JJ
## scrounger NOUN NN
## who PRON WP
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## He PRON PRP
## was AUX VBD
## not PART RB
## , PUNCT ,
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## suddenly ADV RB
## . PUNCT .
## The DET DT
## table NOUN NN
## went VERB VBD
## very ADV RB
## quiet ADJ JJ
## . PUNCT .
## Harry PROPN NNP
## was AUX VBD
## shaking VERB VBG
## all ADV RB
## over ADV RB
## . PUNCT .
## He PRON PRP
## had AUX VBD
## never ADV RB
## felt VERB VBN
## so ADV RB
## angry ADJ JJ
## in ADP IN
## his DET PRP$
## life NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## MORE ADJ JJR
## BRANDY NOUN NN
## ! PUNCT .
## " PUNCT ''
## yelled VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## , PUNCT ,
## who PRON WP
## had AUX VBD
## gone VERB VBN
## very ADV RB
## white ADJ JJ
## . PUNCT .
## He PRON PRP
## emptied VERB VBD
## the DET DT
## bottle NOUN NN
## into ADP IN
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## glass NOUN NN
## . PUNCT .
## " PUNCT ``
## You PRON PRP
## , PUNCT ,
## boy INTJ UH
## , PUNCT ,
## " PUNCT ''
## he PRON PRP
## snarled VERB VBD
## at ADP IN
## Harry PROPN NNP
## . PUNCT .
## " PUNCT ``
## Go VERB VB
## to ADP IN
## bed NOUN NN
## , PUNCT ,
## go VERB VB
## on ADP RP
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## " PUNCT ''
## No INTJ UH
## , PUNCT ,
## Vernon PROPN NNP
## , PUNCT ,
## " PUNCT ''
## hiccuped VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## holding VERB VBG
## up ADP RP
## a DET DT
## hand NOUN NN
## , PUNCT ,
## her DET PRP$
## tiny ADJ JJ
## bloodshot ADJ JJ
## eyes NOUN NNS
## fixed VERB VBN
## on ADP IN
## Harry PROPN NNP
## 's PART POS
## . PUNCT .
## " PUNCT ''
## Go VERB VB
## on ADP RP
## , PUNCT ,
## boy INTJ UH
## , PUNCT ,
## go VERB VB
## on ADP RP
## . PUNCT .
## Proud ADJ JJ
## of ADP IN
## your DET PRP$
## parents NOUN NNS
## , PUNCT ,
## are AUX VBP
## you PRON PRP
## ? PUNCT .
## They PRON PRP
## go VERB VBP
## and CCONJ CC
## get VERB VBP
## themselves PRON PRP
## killed VERB VBN
## in ADP IN
## a DET DT
## car NOUN NN
## crash NOUN NN
## ( PUNCT -LRB-
## drunk ADJ JJ
## , PUNCT ,
## I PRON PRP
## expect VERB VBP
## ) PUNCT -RRB-
## -- PUNCT :
## " PUNCT ``
## 　　 SPACE _SP
## ' PUNCT ''
## They PRON PRP
## did AUX VBD
## n't PART RB
## die VERB VB
## in ADP IN
## a DET DT
## car NOUN NN
## crash NOUN NN
## ! PUNCT .
## " PUNCT ''
## said VERB VBD
## Harry PROPN NNP
## , PUNCT ,
## who PRON WP
## found VERB VBD
## himself PRON PRP
## on ADP IN
## his DET PRP$
## feet NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## They PRON PRP
## died VERB VBD
## in ADP IN
## a DET DT
## car NOUN NN
## crash NOUN NN
## , PUNCT ,
## you PRON PRP
## nasty ADJ JJ
## little ADJ JJ
## liar NOUN NN
## , PUNCT ,
## and CCONJ CC
## left VERB VBD
## you PRON PRP
## to PART TO
## be AUX VB
## a DET DT
## burden NOUN NN
## on ADP IN
## their DET PRP$
## decent ADJ JJ
## , PUNCT ,
## hardworking VERB VBG
## relatives NOUN NNS
## ! PUNCT .
## " PUNCT ''
## screamed VERB VBD
## Aunt PROPN NNP
## Marge PROPN NNP
## , PUNCT ,
## swelling VERB VBG
## with ADP IN
## fury NOUN NN
## . PUNCT .
## " PUNCT ``
## You PRON PRP
## are AUX VBP
## an DET DT
## insolent ADJ JJ
## , PUNCT ,
## ungrateful ADJ JJ
## little ADJ JJ
## -- PUNCT :
## " PUNCT ''
## 　　 SPACE _SP
## But CCONJ CC
## Aunt PROPN NNP
## Marge PROPN NNP
## suddenly ADV RB
## stopped VERB VBD
## speaking VERB VBG
## . PUNCT .
## For ADP IN
## a DET DT
## moment NOUN NN
## , PUNCT ,
## it PRON PRP
## looked VERB VBD
## as SCONJ IN
## though SCONJ IN
## words NOUN NNS
## had AUX VBD
## failed VERB VBN
## her PRON PRP
## . PUNCT .
## She PRON PRP
## seemed VERB VBD
## to PART TO
## be AUX VB
## swelling VERB VBG
## with ADP IN
## inexpressible ADJ JJ
## anger NOUN NN
## -- PUNCT :
## but CCONJ CC
## the DET DT
## swelling NOUN NN
## did AUX VBD
## n't PART RB
## stop VERB VB
## . PUNCT .
## Her DET PRP$
## great ADJ JJ
## red ADJ JJ
## face NOUN NN
## started VERB VBD
## to PART TO
## expand VERB VB
## , PUNCT ,
## her DET PRP$
## tiny ADJ JJ
## eyes NOUN NNS
## bulged VERB VBD
## , PUNCT ,
## and CCONJ CC
## her DET PRP$
## mouth NOUN NN
## stretched VERB VBD
## too ADV RB
## tightly ADV RB
## for ADP IN
## speech NOUN NN
## -- PUNCT :
## next ADP IN
## second ADJ JJ
## , PUNCT ,
## several ADJ JJ
## buttons NOUN NNS
## had AUX VBD
## just ADV RB
## burst VERB VBN
## from ADP IN
## her DET PRP$
## tweed NOUN NN
## jacket NOUN NN
## and CCONJ CC
## pinged VERB VBD
## off ADP RP
## the DET DT
## walls NOUN NNS
## -- PUNCT :
## she PRON PRP
## was AUX VBD
## inflating VERB VBG
## like SCONJ IN
## a DET DT
## monstrous ADJ JJ
## balloon NOUN NN
## , PUNCT ,
## her DET PRP$
## stomach NOUN NN
## bursting VERB VBG
## free ADJ JJ
## of ADP IN
## her DET PRP$
## tweed NOUN NN
## waistband NOUN NN
## , PUNCT ,
## each DET DT
## of ADP IN
## her DET PRP$
## fingers NOUN NNS
## blowing VERB VBG
## up ADP RP
## like SCONJ IN
## a DET DT
## salami NOUN NN
## -- PUNCT :
## 　　 SPACE _SP
## " PUNCT ``
## MARGE PROPN NNP
## ! PUNCT .
## " PUNCT ''
## yelled VERB VBD
## Uncle PROPN NNP
## Vernon PROPN NNP
## and CCONJ CC
## Aunt PROPN NNP
## Petunia PROPN NNP
## together ADV RB
## as SCONJ IN
## Aunt PROPN NNP
## Marge PROPN NNP
## 's PART POS
## whole ADJ JJ
## body NOUN NN
## began VERB VBD
## to PART TO
## rise VERB VB
## off ADP RP
## her DET PRP$
## chair NOUN NN
## toward ADP IN
## the DET DT
## ceiling NOUN NN
## . PUNCT .
## She PRON PRP
## was AUX VBD
## entirely ADV RB
## round ADJ JJ
## , PUNCT ,
## now ADV RB
## , PUNCT ,
## like SCONJ IN
## a DET DT
## vast ADJ JJ
## life NOUN NN
## buoy NOUN NN
## with ADP IN
## piggy ADJ JJ
## eyes NOUN NNS
## , PUNCT ,
## and CCONJ CC
## her DET PRP$
## hands NOUN NNS
## and CCONJ CC
## feet NOUN NNS
## stuck VERB VBD
## out ADP RP
## weirdly ADV RB
## as SCONJ IN
## she PRON PRP
## drifted VERB VBD
## up ADP RP
## into ADP IN
## the DET DT
## air NOUN NN
## , PUNCT ,
## making VERB VBG
## apoplectic ADJ JJ
## popping NOUN NN
## noises NOUN NNS
## . PUNCT .
## Ripper PROPN NNP
## came VERB VBD
## skidding VERB VBG
## into ADP IN
## the DET DT
## room NOUN NN
## , PUNCT ,
## barking VERB VBG
## madly ADV RB
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## NOOOOOOO PROPN NNP
## ! PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## Uncle PROPN NNP
## Vernon PROPN NNP
## seized VERB VBD
## one NUM CD
## of ADP IN
## Marge PROPN NNP
## 's PART POS
## feet NOUN NNS
## and CCONJ CC
## tried VERB VBD
## to PART TO
## pull VERB VB
## her PRON PRP
## down ADP RP
## again ADV RB
## , PUNCT ,
## but CCONJ CC
## was AUX VBD
## almost ADV RB
## lifted VERB VBN
## from ADP IN
## the DET DT
## floor NOUN NN
## himself PRON PRP
## . PUNCT .
## A DET DT
## second ADJ JJ
## later ADV RB
## , PUNCT ,
## Ripper PROPN NNP
## leapt ADV RB
## forward ADV RB
## and CCONJ CC
## sank VERB VBD
## his DET PRP$
## teeth NOUN NNS
## into ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## 's PART POS
## leg NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## Harry PROPN NNP
## tore VERB VBD
## from ADP IN
## the DET DT
## dining NOUN NN
## room NOUN NN
## before ADP IN
## anyone PRON NN
## could VERB MD
## stop VERB VB
## him PRON PRP
## , PUNCT ,
## heading VERB VBG
## for ADP IN
## the DET DT
## cupboard NOUN NN
## under ADP IN
## the DET DT
## stairs NOUN NNS
## . PUNCT .
## The DET DT
## cupboard NOUN NN
## door NOUN NN
## burst VERB VBD
## magically ADV RB
## open ADJ JJ
## as SCONJ IN
## he PRON PRP
## reached VERB VBD
## it PRON PRP
## . PUNCT .
## In ADP IN
## seconds NOUN NNS
## , PUNCT ,
## he PRON PRP
## had AUX VBD
## heaved VERB VBN
## his DET PRP$
## trunk NOUN NN
## to ADP IN
## the DET DT
## front ADJ JJ
## door NOUN NN
## . PUNCT .
## He PRON PRP
## sprinted VERB VBD
## upstairs ADV RB
## and CCONJ CC
## threw VERB VBD
## himself PRON PRP
## under ADP IN
## the DET DT
## bed NOUN NN
## , PUNCT ,
## wrenching VERB VBG
## up ADP RP
## the DET DT
## loose ADJ JJ
## floorboard NOUN NN
## , PUNCT ,
## and CCONJ CC
## grabbed VERB VBD
## the DET DT
## pillowcase NOUN NN
## full ADJ JJ
## of ADP IN
## his DET PRP$
## books NOUN NNS
## and CCONJ CC
## birthday NOUN NN
## presents NOUN NNS
## . PUNCT .
## He PRON PRP
## wriggled VERB VBD
## out ADP RP
## , PUNCT ,
## seized VERB VBD
## Hedwig PROPN NNP
## 's PART POS
## empty ADJ JJ
## cage NOUN NN
## , PUNCT ,
## and CCONJ CC
## dashed VERB VBD
## back ADV RB
## downstairs ADV RB
## to ADP IN
## his DET PRP$
## trunk NOUN NN
## , PUNCT ,
## just ADV RB
## as SCONJ IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## burst VERB VBD
## out SCONJ IN
## of ADP IN
## the DET DT
## dining NOUN NN
## room NOUN NN
## , PUNCT ,
## his DET PRP$
## trouser NOUN NN
## leg NOUN NN
## in ADP IN
## bloody ADJ JJ
## tatters NOUN NNS
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## COME VERB VB
## BACK ADV RB
## IN ADP IN
## HERE ADV RB
## ! PUNCT .
## " PUNCT ''
## he PRON PRP
## bellowed VERB VBD
## . PUNCT .
## " PUNCT ``
## COME VERB VB
## BACK ADV RB
## AND CCONJ CC
## PUT VERB VB
## HER DET PRP$
## RIGHT INTJ UH
## ! PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## But CCONJ CC
## a DET DT
## reckless ADJ JJ
## rage NOUN NN
## had AUX VBD
## come VERB VBN
## over ADP IN
## Harry PROPN NNP
## . PUNCT .
## He PRON PRP
## kicked VERB VBD
## his DET PRP$
## trunk NOUN NN
## open NOUN NN
## , PUNCT ,
## pulled VERB VBD
## out ADP RP
## his DET PRP$
## wand NOUN NN
## , PUNCT ,
## and CCONJ CC
## pointed VERB VBD
## it PRON PRP
## at ADP IN
## Uncle PROPN NNP
## Vernon PROPN NNP
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## She PRON PRP
## deserved VERB VBD
## it PRON PRP
## , PUNCT ,
## " PUNCT ''
## Harry PROPN NNP
## said VERB VBD
## , PUNCT ,
## breathing VERB VBG
## very ADV RB
## fast ADV RB
## . PUNCT .
## " PUNCT ''
## She PRON PRP
## deserved VERB VBD
## what PRON WP
## she PRON PRP
## got VERB VBD
## . PUNCT .
## You PRON PRP
## keep VERB VBP
## away ADV RB
## from ADP IN
## me PRON PRP
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## He PRON PRP
## fumbled VERB VBD
## behind ADP IN
## him PRON PRP
## for ADP IN
## the DET DT
## latch NOUN NN
## on ADP IN
## the DET DT
## door NOUN NN
## . PUNCT .
## 　　 SPACE _SP
## " PUNCT ``
## I PRON PRP
## 'm AUX VBP
## going VERB VBG
## , PUNCT ,
## " PUNCT ''
## Harry PROPN NNP
## said VERB VBD
## . PUNCT .
## " PUNCT ``
## I PRON PRP
## 've AUX VB
## had VERB VBN
## enough ADJ JJ
## . PUNCT .
## " PUNCT ''
## 　　 SPACE _SP
## And CCONJ CC
## in ADP IN
## the DET DT
## next ADJ JJ
## moment NOUN NN
## , PUNCT ,
## he PRON PRP
## was AUX VBD
## out ADP RP
## in ADP IN
## the DET DT
## dark ADJ JJ
## , PUNCT ,
## quiet ADJ JJ
## street NOUN NN
## , PUNCT ,
## heaving VERB VBG
## his DET PRP$
## heavy ADJ JJ
## trunk NOUN NN
## behind ADP IN
## him PRON PRP
## , PUNCT ,
## Hedwig PROPN NNP
## 's PART POS
## cage NOUN NN
## under ADP IN
## his DET PRP$
## arm NOUN NN
## . PUNCT .
## 　 SPACE _SP

Training your own tagger

##python chunk

import nltk
nltk.download('brown')
## True
## 
## [nltk_data] Downloading package brown to
## [nltk_data]     C:\Users\punthakur\AppData\Roaming\nltk_data...
## [nltk_data]   Package brown is already up-to-date!
from nltk.corpus import brown
default_tagger = nltk.DefaultTagger('NN')
tokens = brown.words(categories = "news") 
pd.DataFrame(default_tagger.tag(tokens)).head

## <bound method NDFrame.head of              0   1
## 0          The  NN
## 1       Fulton  NN
## 2       County  NN
## 3        Grand  NN
## 4         Jury  NN
## ...        ...  ..
## 100549       ,  NN
## 100550    read  NN
## 100551      ''  NN
## 100552       !  NN
## 100553       !  NN
## 
## [100554 rows x 2 columns]>
brown_tagged_sents = brown.tagged_sents()

default_tagger.evaluate(brown_tagged_sents)
## 0.13130472824476916

Unigram Tagger

##python chunk

import nltk
from nltk.corpus import brown
## create a unigram tagger 
unigram_tagger=nltk.UnigramTagger(brown_tagged_sents )


##get the size of the data and split the data into test and train
size = int(len(brown_tagged_sents)*0.9)
py_train_sent=brown_tagged_sents[:size]
py_test_sent=brown_tagged_sents[size:]

##create a function on training part
unigram_tagger = nltk.UnigramTagger(py_train_sent)

## create a function on test part
py_unigram_tagger_test=nltk.UnigramTagger(py_test_sent)

##use default noun created as above
t0=nltk.DefaultTagger('NN')

t1=nltk.UnigramTagger(py_train_sent, backoff=t0)


t2=nltk.BigramTagger(py_train_sent, backoff=t1)

Evaluate

##python chunk

unigram_tagger.evaluate(brown_tagged_sents)
## 0.9214660452362744
t1.evaluate(py_test_sent)
## 0.8912742817627459
t2.evaluate(py_test_sent)
## 0.9125751765470128

Apply to Harry Potter

##python chunk

py_tokens = nltk.word_tokenize(pdata)
##unigram_tagger
print('unigram_tagger')
## unigram_tagger
py_tokens_tagged=unigram_tagger.tag(py_tokens)
pd.DataFrame(py_tokens_tagged)
##unigram with backoff
##             0     1
## 0        AUNT  None
## 1       MARGE  None
## 2          'S  None
## 3         BIG  None
## 4     MISTAKE  None
## ...       ...   ...
## 4885     cage    NN
## 4886    under    IN
## 4887      his   PP$
## 4888      arm    NN
## 4889        .     .
## 
## [4890 rows x 2 columns]
print('unigram with backoff')
## unigram with backoff
py_tokens_tagt1=t1.tag(py_tokens)
pd.DataFrame(py_tokens_tagt1)
##             0    1
## 0        AUNT   NN
## 1       MARGE   NN
## 2          'S   NN
## 3         BIG   NN
## 4     MISTAKE   NN
## ...       ...  ...
## 4885     cage   NN
## 4886    under   IN
## 4887      his  PP$
## 4888      arm   NN
## 4889        .    .
## 
## [4890 rows x 2 columns]
print('bigram tag with backoff')
## bigram tag with backoff
py_tokens_tagt2=t2.tag(py_tokens)
pd.DataFrame(py_tokens_tagt2)
##             0    1
## 0        AUNT   NN
## 1       MARGE   NN
## 2          'S   NN
## 3         BIG   NN
## 4     MISTAKE   NN
## ...       ...  ...
## 4885     cage   NN
## 4886    under   IN
## 4887      his  PP$
## 4888      arm   NN
## 4889        .    .
## 
## [4890 rows x 2 columns]

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