Commit 8753a81c authored by Lakshmi Tanuja Tammireddy's avatar Lakshmi Tanuja Tammireddy
Browse files

Upload New File

parent b1c940f4
%% Cell type:markdown id: tags:
<table width = 400 align="left" style="font-size:20px">
<tr>
<td style="text-align:left"><b>Names</b></td>
<td style="text-align:left">Mamatha Neerudu, Lakshmi Tanuja Tammireddy</td>
</tr>
<tr>
<td style="text-align:left"><b>eMails</b></td>
<td style="text-align:left">mnmmp@mst.edu, lttk4@mst.edu</td>
</tr>
<tr>
<td style="text-align:left"><b>Course:</b></td>
<td style="text-align:left">CS 5402</td>
</tr>
<tr>
<td style="text-align:left"><b>Assignment:</b></td>
<td style="text-align:left">Semester Project</td>
</tr>
<tr>
<td style="text-align:left"><b>Date:</b></td>
<td style="text-align:left">2021-07-30</td>
</tr>
</table>
%% Cell type:markdown id: tags:
### Importing the Libraries
%% Cell type:code id: tags:
``` python
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
%matplotlib inline
import re
import nltk
from nltk.corpus import stopwords
import warnings
warnings.filterwarnings('ignore')
```
%% Cell type:markdown id: tags:
#### Problem Description
The goal of the problem statement is to determine the authorship of Frankenstein among Authors. The Problem statement was developed to Justify the Author with the help of Data Mining Techniques. They are:
1) RandomForestClassifier Model
2) Logistic Regression Model
3) Bagging Classifier
%% Cell type:markdown id: tags:
### Data Collection:
The data has been collected from Project gutenberg website. We have collected the data of the books from four authors mentioned in the problem statement and three contemporary authors who are in the same genre.Then chunked the large text from the authors book using tokenize from nltk library.
Features : The data I collected consists of two features namely Text, Author.
Author: This Features Holds the Name of the Author which is our class Variable
Text: Text feature holds the string of information which is a line from paragraph obtained from the books
%% Cell type:markdown id: tags:
### Importing the Dataset
%% Cell type:code id: tags:
``` python
data=pd.read_csv("author_dataset.csv")
data
```
%%%% Output: execute_result
text author
0 Tallyho! Percy
1 "She means vampire, not seaweed, but it doesn'... Alcott
2 I quickly collected some branches; but they we... Mary
3 “She is at the lodge, aunt”. Bronte
4 30 PANTHEA: The past Hours weak and gray, Wit... Percy
... ... ...
20995 I'll wear it for fun, and show him I don't car... Alcott
20996 “But soon,” he cried, with sad and solemn enth... Polidori
20997 With them he is remarkably agreeable”. Austen
20998 I had once vowed that I would never call her a... Bronte
20999 I must be gone; good-night. Percy
[21000 rows x 2 columns]
%% Cell type:code id: tags:
``` python
data.value_counts()
```
%%%% Output: execute_result
text author
Cain. Baron 36
Lucifer. Baron 24
Sieg. Baron 21
Iden. Baron 20
Stral. Baron 17
..
I didn't beg, borrow, or steal it. Alcott 1
I did; whereupon began a heaving, stamping, clattering process, accompanied by a barking and baying which removed me effectually some yards’ distance; but I would not be driven quite away till I saw the event. Bronte 1
I did, and I could not quite comprehend it: it made me giddy. Bronte 1
I did what human beings do instinctively when they are driven to utter extremity—looked for aid to one higher than man: the words “God help me”! Bronte 1
 FRANKENSTEIN; OR, THE MODERN PROMETHEUS. Mary 1
Length: 19956, dtype: int64
%% Cell type:code id: tags:
``` python
data.isnull().sum()
```
%%%% Output: execute_result
text 0
author 0
dtype: int64
%% Cell type:markdown id: tags:
### Data Visualization
%% Cell type:code id: tags:
``` python
sns.countplot(data['author'])
```
%%%% Output: execute_result
<AxesSubplot:xlabel='author', ylabel='count'>
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:markdown id: tags:
#### Observations:
Based on the countplot, the dataset was balanced.
%% Cell type:code id: tags:
``` python
x=data['text']
y=data['author']
```
%% Cell type:markdown id: tags:
### Text Preprocessing
%% Cell type:code id: tags:
``` python
a = []
from nltk.stem import WordNetLemmatizer
stemmer = WordNetLemmatizer()
for sen in range(0, len(x)):
b = re.sub(r'\W', ' ', str(x[sen]))
b = re.sub(r'\s+[a-zA-Z]\s+', ' ', b)
b = re.sub(r'\^[a-zA-Z]\s+', ' ', b)
b = re.sub(r'\s+', ' ', b, flags=re.I)
b = re.sub(r'^b\s+', '', b)
b = b.lower()
b = b.split()
b = [stemmer.lemmatize(word) for word in b]
b = ' '.join(b)
a.append(b)
```
%% Cell type:code id: tags:
``` python
a
```
%%%% Output: execute_result
['tallyho',
'she mean vampire not seaweed but it doesn matter',
'i quickly collected some branch but they were wet and would not burn',
'she is at the lodge aunt',
'30 panthea the past hour weak and gray with the spoil which their toil raked together from the conquest but one could foil',
'her answer wa warmly in his favour',
'a rembrandt and teniers etc',
'elizabeth could not but look surprised',
'such were the event that preyed on the heart of felix and rendered him when first saw him the most miserable of his family',
'her lover lived nor foe nor fear could blight that full blown moment in it all delight joy trickled in her tear joy filled the sob that rocked her heart till almost heard to throb and paradise wa breathing in the sigh of nature child in nature ecstasy',
'60 compare run run orlando carve on every tree the fair the chaste and unexpressive she',
'a few word from u decided him and hope and joy sparkled in his eye the idea of embarking in career so congenial to his early habit and cherished wish made him a before energetic and bold',
'surprise horror and misery were strongly expressed',
'but unluckily for her ladyship it effect had been exactly contrariwise',
'i walked on so fast that even he could hardly have overtaken me had he tried',
'while the direction wa being executed the lady consulted moved slowly up the room',
'christianity inculcates the necessity of supplicating the deity',
'it merely matter of expediency you see my girl will naturally take the lead and this table is considered their proper place',
'you are silly because suffer a you may you will not beckon it to approach nor will you stir one step to meet it where it wait you',
'1 4',
'but had suffered him to depart and he had directed his course towards the main land',
'i set it on the table then patted him and said softly lie down',
'you must require such user to return or destroy all copy of the work possessed in physical medium and discontinue all use of and all access to other copy of project gutenberg tm work',
'close by miss temple bed and half covered with it white curtain there stood little crib',
'we may compare our different opinion',
'you do not look well',
'but you have husband and lovely child you may be happy heaven bless you and make you so',
'camillo bitter wish for one so young and gentle',
'the man the human being broke the spell at once',
'went to the theatre',
'you blamed me for coming',
'canto 1',
'i remembered also the nervous fever with which had been seized just at the time that dated my creation and which would give an air of delirium to tale otherwise so utterly improbable',
'i had now neglected my promise for some time and feared the effect of the dæmon disappointment',
'those were the last moment of my life during which enjoyed the feeling of happiness',
'let those who pine in pride or in revenge or think that ill for ill should be repaid who barter wrong for wrong until the exchange ruin the merchant of such thriftless trade visit the tower of vado and unlearn 5 such bitter faith beside marenghi urn',
'do with me and for me a you like but excuse me from much discourse my breath is short feel spasm when speak',
'chapter 16 a no objection wa made to the young people engagement with their aunt and all mr collins scruple of leaving mr and mr bennet for single evening during his visit were most steadily resisted the coach conveyed him and his five cousin at suitable hour to meryton and the girl had the pleasure of hearing a they entered the drawing room that mr wickham had accepted their uncle invitation and wa then in the house',
'the despot of the north appear to imitate the ice wind of their clime 720 searching the shivering vassal through his rag to wring his soul a the bleak element his form',
'on the stair were troop of little boy and girl whose eagerness for their cousin appearance would not allow them to wait in the drawing room and whose shyness a they had not seen her for twelvemonth prevented their coming lower',
'that such thought appear 70 for sorrow is our element delight an eden kept afar from sight though sometimes with our vision blent',
'he arrived at calais breeze which seemed obedient to his will soon wafted him to the english shore and he hastened to the mansion of his father and there for moment appeared to lose in the embrace and caress of his sister all memory of the past',
'asked hannah who wisely mingled poetry and prose',
'o blessed sleep',
'i thought we never should have got into the coach',
'devil cease and do not poison the air with these sound of malice',
'for two or three hour the sun lay warmly in the high window showing jo seated on the old sofa writing busily with her paper spread out upon trunk before her while scrabble the pet rat promenaded the beam overhead accompanied by his oldest son fine young fellow who wa evidently very proud of his whisker',
'he had to be sure done much',
'what did he say to that',
'the magistrate listened to me with attention and kindness be assured sir said he no pain or exertion on my part shall be spared to discover the villain',
'i have never thought of this and cannot pardon till have condemned',
'forgive the base endeavour forgive me if reserved for victory the champion of thy faith er sought to fly',
'i asked knowing of course what the answer would be but yet desirous of deferring the direct question a to where he really wa',
'very few day passed in which mr collins did not walk to rosings and not many in which his wife did not think it necessary to go likewise and till elizabeth recollected that there might be other family living to be disposed of she could not understand the sacrifice of so many hour',
'the tree are more various vegetation more advanced more inequality of ground more pollard more apparent misery more villa some pretty more clipped hedge more like england fine large town like village',
'it is your time now little tyrant but it will be mine presently and when once have fairly seized you to have and to hold ll just figuratively speaking attach you to chain like this touching his watch guard',
'good classic louis',
'on her left were two matron with massive forehead and bonnet to match discussing woman right and making tatting',
'he lifted the hanging from the wall uncovering the second door this too he opened',
'she wa tranquil yet her tranquillity wa evidently constrained and a her confusion had before been adduced a proof of her guilt she worked up her mind to an appearance of courage',
'orsino put up your weapon',
'tell me however in what way he pass his time what he is doing and thinking in his cottage retreat',
'you took me on board when my vigour wa exhausted and should soon have sunk under my multiplied hardship into death which still dread for my task is unfulfilled',
'it wa late when she came back and no one saw her creep upstairs and shut herself into her mother room',
'voice below stay oh stay',
'you can easily comply with the term of this agreement by keeping this work in the same format with it attached full project gutenberg tm license when you share it without charge with others',
'when the sun declined where lay she',
'what can you do',
'having paid his debt therefore in the most honourable manner he retreated with his daughter to the town of lucerne where he lived unknown and in wretchedness',
'a this sort of thing is rather vague expression would you kindly explain',
'entering the room very softly had view of him before he discovered my presence',
'see no occasion for that',
'these reflection made our legislator pause before they could decide on the law to be put in force',
'half england wa desolate when october came and the equinoctial wind swept over the earth chilling the ardour of the unhealthy season',
'but we will not die in heap like dog poisoned in summer time by the pestilential air of that city we dare not go against the plague',
'the road ran by the side of the lake which became narrower a approached my native town',
'saw little girl of all age with head dress book in every bookseller window of the most obscene nature woman with wooden shoe men of low rank basking in the sun a if that would evaporate their idleness',
'but let me it is my last entreaty let me in the praise of his countryman and the prosperity of england find the choice of my youth justified',
'on the road he lost his purse with 36 louis and having no letter at florence he could only give me 20 scudi',
'will she not depart a suddenly a she came',
'he wa boy of singular talent and fancy',
'her aunt now called her to look at picture',
'the promised letter of thanks from mr collins arrived on tuesday addressed to their father and written with all the solemnity of gratitude which twelvemonth abode in the family might have prompted',
'with the quick sensibility peculiar to his temperament he perceived his power in the brilliant circle to be on the wane',
'she would sit apart from u and watch him she would weep for joy to think that he wa hers',
'will at least choose her love best',
'to live for me jane is to stand on crater crust which may crack and spue fire any day',
'she paused weeping and then continued thought with horror my sweet lady that you should believe your justine whom your blessed aunt had so highly honoured and whom you loved wa creature capable of crime which none but the devil himself could have perpetrated',
'pursuit 1824',
'we have many most respectable and worthy young woman who do the same and are employed by the nobility because being the daughter of gentleman they are both well bred and accomplished you know said miss kate in patronizing tone that hurt meg pride and made her work seem not only more distasteful but degrading',
'the leafless tree spread their fibrous branch against the pure sky their intricate and pervious tracery resembled delicate sea weed the deer were turning up the snow in search of the hidden grass the white wa made intensely dazzling by the sun and trunk of the tree rendered more conspicuous by the loss of preponderating foliage gathered around like the labyrinthine column of vast temple it wa impossible not to receive pleasure from the sight of these thing',
'the guilty are allowed by human law bloody a they may be to speak in their own defence before they are condemned',
'clerval did not like it so well a oxford for the antiquity of the latter city wa more pleasing to him',
'but that is one great difference between u',
'it is excellent news capital news and about certain person we all like',
'he had restored order this had been work which required perseverance patience and energy and he had neither slept nor waked but for the good of his country',
'he checked himself in his exultation to demand but is there anything the matter janet that you come to meet me at such an hour',
'that word will think put firm padlock on his further inquisition',
'laughed grace',
'it wa necessary to follow up our nomination and to persuade raymond to present himself to the elector on the following evening',
'i dared to put off the mendicant to resume my natural manner and character',
'shelley imagination became strongly excited and he urged the subject to me a one fitted for tragedy',
'it is similar in the kind though differing in the degree of it operation',
'what should make u grieve',
'have sir',
'an english hero of the road would be the next best thing to an italian bandit and that could only be surpassed by levantine pirate',
'neither the care of my flock nor the change of season were sufficient to tame my eager spirit my out door life and unemployed time were the temptation that led me early into lawless habit',
'that wa my indian messalina attribute rooted disgust at it and her restrained me much even in pleasure',
'year will pas and you will have visiting of despair and yet be tortured by hope',
'then from this hour 720 shorn a ye are of all celestial power and alien from your god farewell',
'the triumph of my enemy increased with the difficulty of my labour',
'obey and return victorious or dead',
'i said is it impossible that mr rochester should have sincere affection for me',
'published by mr shelley poetical work 1839 1st edition',
'i knew my silence disquieted them and well remembered the word of my father know that while you are pleased with yourself you will think of u with affection and we shall hear regularly from you',
'we ll leave letter saying we are all right and trot off at once',
'am afraid mr darcy observed miss bingley in half whisper that this adventure ha rather affected your admiration of her fine eye',
'my faculty roused by the change of scene the new field offered to hope seemed all astir',
'i ll find you one in time',
'it a pity laurie isn here to help u began jo a they sat down to ice cream and salad for the second time in two day',
'and can you so much love the soil which hate you',
'often when wearied by toilsome march persuaded myself that wa dreaming until night should come and that should then enjoy reality in the arm of my dearest friend',
'may 21 went to see panorama of thun the first swiss one crowded foolishly with people and too small',
'carter take him under the other shoulder',
'exeunt jacopo foscari officer etc',
'she assured him that no one intended to play and the silence of the whole party on the subject seemed to justify her',
'and upon elizabeth seeming really with vexed and embarrassed look about to escape she added lizzy insist upon your staying and hearing mr collins',
'shelley note to the line the thought that rise in time destroying infiniteness',
'this news actually took my breath for moment mr st john whom had never heard laugh before laughed now',
'the mind is active in the investigation in order to perfect the state of perception of the relation which the component idea of the proposition bear to each which is passive the investigation being confused with the perception ha induced many falsely to imagine that the mind is active in belief that belief is an act of volition in consequence of which it may be regulated by the mind',
'if have wounded your sister feeling it wa unknowingly done and though the motif which governed me may to you very naturally appear insufficient have not yet learnt to condemn them',
'cried her mother running to her while jo tried to take the paper which had done the mischief',
'why you see he hate to travel and hate to keep still so we each suit ourselves and there is no trouble',
'stral',
'yet although unhappy he is not so utterly occupied by his own misery but that he interest himself deeply in the employment of others',
'receive thy servant',
'mammon your gadfly a it seems is tired of gadding',
'i can even now remember the hour from which dedicated myself to this great enterprise',
'fiend exclaimed your task is already fulfilled',
'adah',
'men are hard hearted and kind angel only watch er the step of poor orphan child',
'do not let u quarrel about the past',
'will no entreaty cause thee to turn favourable eye upon thy creature who implores thy goodness and compassion',
'however your coming just at this time is the greatest of comfort and am very glad to hear what you tell u of long sleeve',
'i could with pleasure have destroyed the cottage and it inhabitant and have glutted myself with their shriek and misery',
'it is situated on the ponte al mare on the arno',
'only that there are four of them',
'she followed and they disappeared',
'we live in so different part of town all our connection are so different and a you well know we go out so little that it is very improbable that they should meet at all unless he really come to see her',
'she wondered still more if her sister really guessed the hard truth and what thought were passing through her mind during the long hour when she lay on the warm rock with her head in jo lap while the wind blew healthfully over her and the sea made music at her foot',
'my dear victor you have probably waited impatiently for letter to fix the date of your return to u and wa at first tempted to write only few line merely mentioning the day on which should expect you',
'a yet looked upon crime a distant evil benevolence and generosity were ever present before me inciting within me desire to become an actor in the busy scene where so many admirable quality were called forth and displayed',
'with gentle motion between bank of mossy slope and on placid stream 400 beneath woven grove it sail and hark',
'he thought himself her idol ugly a he wa he believed a he said that she preferred his taille athlète to the elegance of the apollo belvidere',
'a spoke rage sparkled in my eye the magistrate wa intimidated you are mistaken said he will exert myself and if it is in my power to seize the monster be assured that he shall suffer punishment proportionate to his crime',
'is it strange 85 that this poor wretch should pride him in his woe',
'adrian looked expressly at their leader saying can you not silence your follower',
'his daughter is married',
'sometimes saw her she would come out of her room with basin or plate or tray in her hand go down to the kitchen and shortly return generally oh romantic reader forgive me for telling the plain truth',
'you doubtless recollect these paper',
'during my first experiment kind of enthusiastic frenzy had blinded me to the horror of my employment my mind wa intently fixed on the sequel of my labour and my eye were shut to the horror of my proceeding',
'their yell were drowned in the clamour of element and the thunder rivings of their unwieldy habitation they discovered at last that the water gained on them and they betook themselves to their pump they might a well have laboured to empty the ocean by bucketful',
'i had not visited it since raymond protectorate period conspicuous for numerous attendance of member for the eloquence of the speaker and the warmth of the debate',
'ala poor country almost afraid to know itself',
'my heart palpitated in the sickness of fear and hurried on with irregular step not daring to look about me like one who on lonely road doth walk in fear and dread and having once turn round walk on and turn no more his head because he know frightful fiend doth close behind him tread',
'but do not mourn my dear girl will every where proclaim your innocence and force belief',
'good angel be my guard',
's 1870 11 17 25 28 by dowden life of shelley 1887 18 24 by kingsland poet lore july 1892',
'the fact is that you were sick of civility of deference of officious attention',
'upon hearing this he appeared satisfied and consented to come on board',
'the two foscari',
'see young lady who pin her collar straight lace her boot neatly and neither whistle talk slang nor lie on the rug a she used to do',
'but mr gardiner could not be seen and mr darcy found on further enquiry that your father wa still with him but would quit town the next morning',
'wa the doubtful answer and he prolonged his scrutiny for some minute',
'where doe she live hannah',
'a meg stood watching the two face on the pillow she smiled to herself and then slipped away again saying in satisfied tone never need fear that john will be too harsh with my baby',
'he asserted that each individual under the english monarchy wa then a now capable of attaining high rank and power with one only exception that of the function of chief magistrate higher and nobler rank than bartering timorous commonwealth could afford',
'hold up your dress and put your hat on straight it look sentimental tipped that way and will fly off at the first puff',
'am sure she added if it wa not for such good friend do not know what would become of her for she is very ill indeed and suffers vast deal though with the greatest patience in the world which is always the way with her for she ha without exception the sweetest temper have ever met with',
'darkness had no effect upon my fancy and church yard wa to me merely the receptacle of body deprived of life which from being the seat of beauty and strength had become food for the worm',
'there were several dagger and ataghans',
'she went very slowly across the room for pride wa hard to swallow and stood by him but he did not turn his head',
'can do it',
'indeed',
'the moth roamed away',
'here paused not exactly knowing what path to pursue when heard the sound of voice that induced me to conceal myself under the shade of cypress',
'in another second wa embracing and kissing her rapturously bessie',
'my dear father you judged right with regard to my writing',
'you say you love me janet yes will not forget that and you cannot deny it',
'she is coming in the spring and mean that you shall be all ready to see and enjoy her',
'perhaps saporati ought to be saporiti see 149',
'1 the stinging remorse of love now pierced her heart',
'i could not eat the tart and the plumage of the bird the tint of the flower seemed strangely faded put both plate and tart away',
'fragment supposed to be part of otho',
'said jo looking disappointed a laurie nodded and twinkled with face full of mysterious intelligence',
'don long for poison don turn out downright eve on my hand',
'my darling',
'bourbon mit pied à terre et prenant lui même une échelle appliqua tout près de la porte torrione',
'angel sing psalm say he wish to be little angel here below he then get two nut in recompense for his infant piety',
'but will endeavour to banish every painful thought and think only of what will make me happy your affection and the invariable kindness of my dear uncle and aunt',
'what freedom',
'you are sure of his feeling for you',
'she wa roman catholic and believe her confessor confirmed the idea which she had conceived',
'his yellow skin scarcely covered the work of muscle and artery beneath his hair wa of lustrous black and flowing his teeth of pearly whiteness but these luxuriance only formed more horrid contrast with his watery eye that seemed almost of the same colour a the dun white socket in which they were set his shrivelled complexion and straight black lip',
'how very thin and how very bloodless',
'it amazes me confess for certainly there can be nothing so advantageous to them a instruction',
'on ararat late secret crest mild and many coloured bow 150 the remnant of their flashing path now shine',
'a drooping flower',
'our plan wa soon arranged',
'miss temple that girl hair must be cut off entirely will send barber to morrow and see others who have far too much of the excrescence that tall girl tell her to turn round',
'nor did he seem much more at ease when he spoke his accent had none of it usual sedateness and he repeated his enquiry a to the time of her having left longbourn and of her stay in derbyshire so often and in so hurried way a plainly spoke the distraction of his thought',
'beautiful',
'but in what proportion it should be divided amongst the latter depended on the will of the parent',
'i will only say farther that from what passed that evening my opinion of all party wa confirmed and every inducement heightened which could have led me before to preserve my friend from what esteemed most unhappy connection',
'i could not answer',
'they were for ever ardent and craving still desired love and fellowship and wa still spurned',
'a we returned elizabeth said you know not my dear victor how much am relieved now that trust in the innocence of this unfortunate girl',
'he liked jo for her odd blunt way suited him and she seemed to understand the boy almost a well a if she had been one herself',
'he hath changed 330 nothing except our ignorance of all suspicion into such certainty a must make madness of delay',
'how are you all',
'why do struggle to retain valueless life',
'thus occupied and mutually entertained day passed like hour and week like day',
'i may die but in death can never forget or desert my own clara',
'royal naval biography by john marshall 1823 35 ii',
'note 693 so now they escape you there 1824',
'the professor stared have you he said really spent your time in studying such nonsense',
'see what you are feeling replied charlotte',
'it remains to know then rejoined and those who try may find 180 how strong the chain are which our spirit bind brittle perchance a straw we are assured much may be conquered much may be endured of what degrades and crush u',
'i shall remember how you thrust me back roughly and violently thrust me back into the red room and locked me up there to my dying day though wa in agony though cried out while suffocating with distress have mercy',
'i learned that the possession most esteemed by your fellow creature were high and unsullied descent united with rich',
'it is interwoven with the whole fabric of life',
'nothing particular teaching adèle a usual',
'chief of the ten',
'mary wa too slim for her height but blanche wa moulded like dian',
'if he hinted at lecture or concert he wa answered with reproachful look and decided leave my child for pleasure never',
'general term of use and redistributing project gutenberg tm electronic work 1',
'i felt a if he had placed carefully one by one in my view those instrument which were to be afterwards used in putting me to slow and cruel death',
'read in pilgrim progress today how after many trouble christian and hopeful came to pleasant green meadow where lily bloomed all year round and there they rested happily a we do now before they went on to their journey end answered beth adding a she slipped out of her father arm and went to the instrument it singing time now and want to be in my old place',
'it wa not the grasping passion of the preceding year which gave life and individuality to each moment it wa not the aching pang induced by the distress of the time',
'i pity thee',
'christian war against christ shrine must it lot be like to thine',
'startled at being thus addressed did not immediately reply after moment hesitation answered but are you sure you are not in the position of those conqueror whose triumph have cost them too dear',
'spent the winter in this manner',
'surely victor you must have been exceedingly ill and this make u all very wretched a much so nearly a after the death of your dear mother',
'i parted from my company and lost my way and lost my servant and my comrade',
'i used to plodding in the mud returned jo winking hard because she would have died rather than openly wipe her eye',
'1980 30',
'at present will say nothing about it',
'tell it to mother and keep out of trouble a should have done said meg warningly',
'amy and her pole distinguished themselves by equal enthusiasm but more graceful agility and laurie found himself involuntarily keeping time to the rhythmic rise and fall of the white slipper a they flew by a indefatigably a if winged',
'he had followed them purposely to town he had taken on himself all the trouble and mortification attendant on such research in which supplication had been necessary to woman whom he must abominate and despise and where he wa reduced to meet frequently meet reason with persuade and finally bribe the man whom he always most wished to avoid and whose very name it wa punishment to him to pronounce',
'soon we returned to shore and endeavoured to obviate the impression made on the child mind by treating raymond fear lightly',
'walked to rossi gone',
'the indirect boast for you are really proud of your defect in writing because you consider them a proceeding from rapidity of thought and carelessness of execution which if not estimable you think at least highly interesting',
'read him well and he will help you much for the study of character in this book will help you to read it in the world and paint it with your pen',
'change can convert every other into blessing or heal it sting death alone ha no cure',
'do love him dearly',
'let him be musician if he want to and not plague his life out sending him to college when he hate to go',
'and meg hid her face in her hand cry a if her heart were quite broken',
'adam',
'after passing several hour we returned hopeless most of my companion believing it to have been form conjured by my fancy',
'the new part containing the schoolroom and dormitory wa lit by mullioned and latticed window which gave it church like aspect stone tablet over the door bore this inscription lowood institution',
'on reaching the spacious lobby above they were shown into very pretty sitting room lately fitted up with greater elegance and lightness than the apartment below and were informed that it wa but just done to give pleasure to miss darcy who had taken liking to the room when last at pemberley',
'how could be so silly a to wish it',
'the expression of your sentiment on this subject my dear victor give me more pleasure than have for some time experienced',
'study had before secluded me from the intercourse of my fellow creature and rendered me unsocial but clerval called forth the better feeling of my heart he again taught me to love the aspect of nature and the cheerful face of child',
'in la vie vaillant bertran du guesclin chronique etc',
'indeed a the period approached the threat appeared more a delusion not to be regarded a worthy to disturb my peace while the happiness hoped for in my marriage wore greater appearance of certainty a the day fixed for it solemnization drew nearer and heard it continually spoken of a an occurrence which no accident could possibly prevent',
'in that case sir adèle ought to go to school am sure you will perceive the necessity of it',
'the punctuation of the editio princeps 1839 ha been throughout revised but with the two exception specified in note 1 and 2 above it seemed an unprofitable labour to record the particular alteration which serve but to clarify in no instance to modify the sense a indicated by mr shelley punctuation',
'if she heard me it wa by good luck for am sure she did not listen',
'up this hurried until now had not seen vestige of man',
'he returned home full of mingled feeling of pain excited by evadne wretchedness and pleasure at the prospect of relieving it',
'those word did not die inarticulate on your lip',
'in minute had my face under their bonnet in contact first with mary soft cheek then with diana flowing curl',
'i have dwelt many month in the heath of england and among the desert of scotland',
'being only glorious human boy of course he frolicked and flirted grew dandified aquatic sentimental or gymnastic a college fashion ordained hazed and wa hazed talked slang and more than once came perilously near suspension and expulsion',
'it will be wise so to do wa her answer this neighbourhood is a quiet a any know and never heard of the hall being attempted by robber since it wa house though there are hundred of pound worth of plate in the plate closet a is well known',
'such is my journal of what relates to this strange occurrence up to the present day',
'is confidence so vain in virtue that learn to doubt the mirror even of truth',
'there wa great indignation at home when she told her story that evening',
'this thought wa the moment of decision which wa to rob me of or bestow happiness on me for ever',
'don call myself child and m not in my teen yet observed amy',
'oh am so sick of the young men of the present day',
'you are altogether human being jane',
'she wa uncomplaining but the very soul of fear had taken it seat in her heart',
'again paused then bunglingly enounced but john reed knocked me down and my aunt shut me up in the red room',
'the ghastly torrent mingles it far roar with the breeze murmuring in the musical wood',
'certainly he replied biting his lip',
'yet why do say this',
'it wa late in autumn when quitted the district where had so long resided',
'isn a fellow to have any pleasure after four year grind',
'my father had often during my imprisonment heard me make the same assertion when thus accused myself he sometimes seemed to desire an explanation and at others he appeared to consider it a caused by delirium and that during my illness some idea of this kind had presented itself to my imagination the remembrance of which preserved in my convalescence',
'but you have husband and lovely child you may be happy heaven bless you and make you so',
'i had an obscure feeling that all wa not over and that he would still commit some signal crime which by it enormity should almost efface the recollection of the past',
'it cost meg an effort to say that but sallie did not see it and exclaimed in amiable surprise only that',
'it wa very hard to do but she did it knowing that delay wa both useless and cruel',
'i turned from his marked iron countenance to raymond whose face veiled by smile would not betray his care yet his lip quivered somewhat and his hand clasped the bench on which he sat with convulsive strength that made the muscle start again',
'milan wa the centre of the resistance of the lombard league against the austrian tyrant',
'the trial began and after the advocate against her had stated the charge several witness were called',
'the lawn wa the reception room and for several minute lively scene wa enacted there',
'me alone who checked 125 a one who check fiend drawn charioteer the falsehood and the force of him who reign supreme and with the groan of pining slave fill your dim glen and liquid wilderness why answer ye not still',
'relieve u from this fear and we shall be the happiest creature in the world',
'but where is he why doe he not hasten to me',
'person convinced in this manner can do anything but account for their conviction describe the time at which it happened or the manner in which it came upon them',
'at eight in the evening arrived at chamounix',
'may st thou live long to be mother to those child thy fond fidelity for time deprives of such support',
'and thus methinks should have remained had not hope without which do not believe man could exist whispered to me that in such plight should be an object of fear and aversion to the being preserved knew not where but fondly trusted at length to be found by me',
'you are getting on faster than you think and ll take lesson of you in true politeness for you ve learned the secret believe',
'you must therefore allow me to follow the dictate of my conscience on this occasion which lead me to perform what look on a point of duty',
'if should ever go to brighton would behave better than lydia',
'but am chained to time and cannot thence depart',
'the virtuous man 150 who great in his humility a king are little in their grandeur he who lead invincibly life of resolute good and stand amid the silent dungeon depth more free and fearless than the trembling judge 155 who clothed in venal power vainly strove to bind the impassive spirit when he fall his mild eye beam benevolence no more withered the hand outstretched but to relieve sunk reason simple eloquence that rolled 160 but to appal the guilty',
'chapter 57 the discomposure of spirit which this extraordinary visit threw elizabeth into could not be easily overcome nor could she for many hour learn to think of it le than incessantly',
'oh yes well we give from twenty five to thirty for thing of this sort',
'the healthiest among u is not exempt from hereditary disease',
'i wa now about to form another being of whose disposition wa alike ignorant she might become ten thousand time more malignant than her mate and delight for it own sake in murder and wretchedness',
'you provide full refund of any money paid by user who notifies you in writing or by mail within 30 day of receipt that he doe not agree to the term of the full project gutenberg tm license',
'by degree however these feeling became calmed',
'goodbye',
'i so tired can stir',
'to this which beat so bitterly',
'it moved phlegm',
'dined with helley went to the lake with them and ord yron',
'your legal magistrate the lord protector knew of my design and is aware that am here the cry of blood will reach him and you and your miserable victim will long lament the tragedy you are about to act',
'poem written in 1817',
'it wa indeed paradise compared to the bleak forest my former residence the rain dropping branch and dank earth',
'suppose so sir',
'it rung on my ear long and heavily the mountain re echoed it and felt a if all hell surrounded me with mockery and laughter',
'did break through one of your ring that you spread that damned ice on the causeway',
'yet you my creator detest and spurn me thy creature to whom thou art bound by tie only dissoluble by the annihilation of one of u',
'in printing night marchant compositor blundered yet we cannot wish the fault undone the issue of it being so proper',
'who shall conceive the horror of my secret toil a dabbled among the unhallowed damp of the grave or tortured the living animal to animate the lifeless clay',
'i had ridiculed the fear of my countryman when they related to others now that they came home to myself paused',
'that of saying of any strange unsanctioned line of action let it be right let it be right the very word you have pronounced them',
'why at that rate you will have been here only six week',
'i painted the men a found them a they were not a the critic would have them',
'the eye of idris were closed but clara perceived sudden change in the appearance of our eldest darling his heavy lid veiled his eye an unnatural colour burnt in his cheek his breath became short',
'his yellow skin scarcely covered the work of muscle and artery beneath his hair wa of lustrous black and flowing his teeth of pearly whiteness but these luxuriance only formed more horrid contrast with his watery eye that seemed almost of the same colour a the dun white socket in which they were set his shrivelled complexion and straight black lip',
'we are each of an unsocial taciturn disposition unwilling to speak unless we expect to say something that will amaze the whole room and be handed down to posterity with all the éclat of proverb',
'overjoyed at this discovery he hastened to the house which wa situated in mean street near the reuss',
'but before continue my narrative must record an incident which took place when wa four year of age',
'amy is left for him and they would suit excellently but have no heart for such thing now',
'her sister however assured her of her being perfectly well and their conversation which had been passing while mr and mr gardiner were engaged with their child wa now put an end to by the approach of the whole party',
'why wa he to be the judge',
'oh surely the spirit that inhabits and guard this place ha soul more in harmony with man than those who pile the glacier or retire to the inaccessible peak of the mountain of our own country',
'a young reader like to know how people look we will take this moment to give them little sketch of the four sister who sat knitting away in the twilight while the december snow fell quietly without and the fire crackled cheerfully within',
'miss adèle ward he had wa put to school',
'he had introduced himself to adrian by request he made to observe some planetary motion from his glass',
'i knew not that you had reason for reserve',
'i determined to go alone for wa well acquainted with the path and the presence of another would destroy the solitary grandeur of the scene',
'his affection wa proved to have been sincere and his conduct cleared of all blame unless any could attach to the implicitness of his confidence in his friend',
'you labour under an entire mistake a to the nature of the plague but do not fear do not ask any of you to accompany me nor to believe me until return safe and sound from my patient',
'vision of the sea',
'a loud response from snodgrass followed to everybody surprise by timid one from beth',
'a the sun became warmer and the light of day longer the snow vanished and beheld the bare tree and the black earth',
'nevertheless will try it said my companion it may lead to the real cavern',
'but we are now unhappy and am afraid tear instead of smile will be your welcome',
'until now therefore we were undiminished in number except by the desertion of those who had attached themselves to the impostor prophet and remained behind in paris',
'by the utmost self violence curbed the imperious voice of wretchedness which sometimes desired to declare itself to the whole world and my manner were calmer and more composed than they had ever been since my journey to the sea of ice',
'those maxim of the stoic that death wa no evil and that the mind of man ought to be superior to despair on the eternal absence of beloved object ought not to be urged',
'how much sooner one tire of anything than of book',
'it exists because of the effort of hundred of volunteer and donation from people in all walk of life',
'when last saw her she wa not very promising',
'livia quick bring my cloak for must seek refuge from these extreme even in the temple of the highest god where secretly the faithful worship',
'st john wa only twenty nine sir',
'one part wa open and by that had crept in but now covered every crevice by which might be perceived with stone and wood yet in such manner that might move them on occasion to pas out all the light enjoyed came through the stye and that wa sufficient for me',
'tell u about it',
'avail thyself of the gift thou and thy comrade and in the drama you are about to act do not disgrace those who taught you to enter on the stage and to pronounce becomingly the part assigned to you',
'i nodded',
'the following sentence with active link to or other immediate access to the full project gutenberg tm license must appear prominently whenever any copy of project gutenberg tm work any work on which the phrase project gutenberg appears or with which the phrase project gutenberg is associated is accessed displayed performed viewed copied or distributed this ebook is for the use of anyone anywhere at no cost and with almost no restriction whatsoever',
'it is impossible to communicate to you conception of the trembling sensation half pleasurable and half fearful with which am preparing to depart',
'unless you have removed all reference to project gutenberg 1 1',
'm 67 163 for steed of brass compare childe harold canto iv',
'by the bye must have mine in mind it won do to neglect her she is fairfax or wed to one and blood is said to be thicker than water',
'the lecture being therefore one of the last wa entirely incomprehensible to me',
'tear streamed from my eye',
'the following day we returned to geneva',
'the idea of renewing my labour did not for one instant occur to me the threat had heard weighed on my thought but did not reflect that voluntary act of mine could avert it',
'hush',
'cellini',
'i am happier even than jane she only smile laugh',
'much too wa imported into the play g',
'she bore it very well and quietly submitted to the family decree that she should not shorten her visit for since it wa too late to say goodbye to beth she had better stay and let absence soften her sorrow',
'from yonder pointed hill crowned with ring of oak you may behold dark and barren field through which the