Chapter 15 Positive and Not So Postive Lines
sentiment_lines = train %>%
unnest_tokens(word, text) %>%
inner_join(get_sentiments("afinn"), by = "word") %>%
group_by(id) %>%
summarize(sentiment = mean(score),
words = n()) The sentences having top Ten positive sentiments are
| id | sentiment | words | text | author | len |
|---|---|---|---|---|---|
| id05517 | 5 | 1 | The apartment was superb. | EAP | 25 |
| id07548 | 5 | 1 | My original soul seemed, at once, to take its flight from my body and a more than fiendish malevolence, gin nurtured, thrilled every fibre of my frame. | EAP | 151 |
| id10196 | 5 | 1 | “I thought so I knew it hurrah” vociferated Legrand, letting the negro go, and executing a series of curvets and caracols, much to the astonishment of his valet, who, arising from his knees, looked, mutely, from his master to myself, and then from myself to his master. | EAP | 269 |
| id25394 | 5 | 1 | “Superb physiologist” said the Westminster. | EAP | 43 |
| id00752 | 4 | 1 | Then I would hasten to my desk, weave the new found web of mind in firm texture and brilliant colours, leaving the fashioning of the material to a calmer moment. | MWS | 161 |
| id00880 | 4 | 1 | The Automaton does not invariably win the game. | EAP | 47 |
| id01194 | 4 | 1 | “Wonderful genius” said the Quarterly. | EAP | 38 |
| id01391 | 4 | 1 | With the quick sensibility peculiar to his temperament, he perceived his power in the brilliant circle to be on the wane. | MWS | 121 |
| id01674 | 4 | 1 | Ibid’s masterpiece, on the other hand, was the famous Op. | HPL | 57 |
| id01902 | 4 | 1 | The ‘Oil of Bob’ is the title of this masterpiece of eloquence and art. | EAP | 71 |
| id01957 | 4 | 1 | As soon as I sufficiently recovered my senses to comprehend the terrific predicament in which I stood or rather hung, I exerted all the power of my lungs to make that predicament known to the æronaut overhead. | EAP | 209 |
| id02055 | 4 | 1 | “Astonishingly,” said the second; “still quite a brilliant air, but art will do wonders. | EAP | 88 |
| id02141 | 4 | 1 | And now for the first time my memory records verbal discourse, Warren addressing me at length in his mellow tenor voice; a voice singularly unperturbed by our awesome surroundings. | HPL | 180 |
| id02150 | 4 | 1 | The general burst of terrific grandeur was all that I beheld. | EAP | 61 |
| id03133 | 4 | 1 | It appears to me a miracle of miracles that our enormous bulk is not swallowed up at once and forever. | EAP | 102 |
| id04370 | 4 | 1 | Phantasies such as these, presenting themselves at night, extended their terrific influence far into my waking hours. | EAP | 117 |
| id04796 | 4 | 1 | But here’s a funny thing. | HPL | 25 |
| id04987 | 4 | 1 | But his wife had said she found a funny tin thing in one of the beds when she fixed the rooms at noon, and maybe that was it. | HPL | 125 |
| id05161 | 4 | 1 | Some miracle might have produced it, yet the stages of the discovery were distinct and probable. | MWS | 96 |
| id05414 | 4 | 1 | Here he pointed to a fabulous creature of the artist, which one might describe as a sort of dragon with the head of an alligator. | HPL | 129 |
| id05512 | 4 | 1 | The starry sky, the sea, and every sight afforded by these wonderful regions seem still to have the power of elevating his soul from earth. | MWS | 139 |
| id05994 | 4 | 1 | Still others, including Joe himself, have theories too wild and fantastic for sober credence. | HPL | 93 |
| id06517 | 4 | 1 | The galvanic battery was applied, and he suddenly expired in one of those ecstatic paroxysms which, occasionally, it superinduces. | EAP | 130 |
| id07409 | 4 | 1 | Gilman came from Haverhill, but it was only after he had entered college in Arkham that he began to connect his mathematics with the fantastic legends of elder magic. | HPL | 166 |
| id07919 | 4 | 1 | There were secrets, said the peasants, which must not be uncovered; secrets that had lain hidden since the plague came to the children of Partholan in the fabulous years beyond history. | HPL | 185 |
| id08642 | 4 | 1 | But for one thing he would have been completely triumphant. | MWS | 59 |
| id09430 | 4 | 1 | At a terrific height directly above us, and upon the very verge of the precipitous descent, hovered a gigantic ship of, perhaps, four thousand tons. | EAP | 148 |
| id10453 | 4 | 1 | It is of a brilliant gold color about the size of a large hickory nut with two jet black spots near one extremity of the back, and another, somewhat longer, at the other. | EAP | 170 |
| id10612 | 4 | 1 | I heard of the slothful Asiatics, of the stupendous genius and mental activity of the Grecians, of the wars and wonderful virtue of the early Romans of their subsequent degenerating of the decline of that mighty empire, of chivalry, Christianity, and kings. | MWS | 257 |
| id10741 | 4 | 1 | I could scarcely contain my feelings of triumph. | EAP | 48 |
| id11420 | 4 | 1 | And thus were produced a multitude of gaudy and fantastic appearances. | EAP | 70 |
| id12199 | 4 | 1 | You never saw a more brilliant metallic lustre than the scales emit but of this you cannot judge till tomorrow. | EAP | 111 |
| id12895 | 4 | 1 | When rocked by the waves of the lake my spirits rose in triumph as a horseman feels with pride the motions of his high fed steed. | MWS | 129 |
| id13372 | 4 | 2 | The principle being discovered by which a machine can be made to play a game of chess, an extension of the same principle would enable it to win a game a farther extension would enable it to win all games that is, to beat any possible game of an antagonist. | EAP | 257 |
| id14028 | 4 | 1 | And at such moments was her beauty in my heated fancy thus it appeared perhaps the beauty of beings either above or apart from the earth the beauty of the fabulous Houri of the Turk. | EAP | 182 |
| id14063 | 4 | 1 | It is rumoured in Ulthar, beyond the river Skai, that a new king reigns on the opal throne in Ilek Vad, that fabulous town of turrets atop the hollow cliffs of glass overlooking the twilight sea wherein the bearded and finny Gnorri build their singular labyrinths, and I believe I know how to interpret this rumour. | HPL | 315 |
| id14303 | 4 | 1 | I displayed a peculiar erudition utterly unlike the fantastic, monkish lore over which I had pored in youth; and covered the flyleaves of my books with facile impromptu epigrams which brought up suggestions of Gay, Prior, and the sprightliest of the Augustan wits and rimesters. | HPL | 278 |
| id14573 | 4 | 1 | For your life you could not have found a fault with its wonderful proportion. | EAP | 77 |
| id17723 | 4 | 1 | Even Perdita will rejoice. | MWS | 26 |
| id17854 | 4 | 1 | In a moment of fantastic whim I whispered questions to the reddening ears; questions of other worlds of which the memory might still be present. | HPL | 144 |
| id18191 | 4 | 1 | In the midst of these reflections, as if dramatically arranged to intensify them, there fell near by a terrific bolt of lightning followed by the sound of sliding earth. | HPL | 169 |
| id18900 | 4 | 1 | Once a terrific flash and peal shook the frail house to its foundations, but the whisperer seemed not to notice it. | HPL | 115 |
| id18936 | 4 | 1 | Its productions and features may be without example, as the phenomena of the heavenly bodies undoubtedly are in those undiscovered solitudes. | MWS | 141 |
| id19544 | 4 | 1 | As he walked among other men he seemed encompassed with a heavenly halo that divided him from and lifted him above them. | MWS | 120 |
| id19712 | 4 | 1 | Thus it was that, by a master stroke of genius, I at length consummated my triumphs by “putting money in my purse,” and thus may be said really and fairly to have commenced that brilliant and eventful career which rendered me illustrious, and which now enables me to say, with Chateaubriand, “I have made history” “I’ai fait l’histoire.” | EAP | 337 |
| id19994 | 4 | 1 | The resources of his mind on this occasion were truly astonishing: his conversation was full of imagination; and very often, in imitation of the Persian and Arabic writers, he invented tales of wonderful fancy and passion. | MWS | 222 |
| id20925 | 4 | 1 | Wonderful likewise were the gardens made by Zokkar the olden king. | HPL | 66 |
| id20938 | 4 | 1 | A moment more and the old walls again met my sight, while over them hovered a murky cloud; fragments of buildings whirled above, half seen in smoke, while flames burst out beneath, and continued explosions filled the air with terrific thunders. | MWS | 244 |
| id21073 | 4 | 1 | The whole cohort now remained at a standstill, and as the torches faded I watched what I thought were fantastic shadows outlined in the sky by the spectral luminosity of the Via Lactea as it flowed through Perseus, Cassiopeia, Cepheus, and Cygnus. | HPL | 247 |
| id21163 | 4 | 1 | Then they all sprang at him and tore him to pieces before my eyes, bearing the fragments away into that subterranean vault of fabulous abominations. | HPL | 148 |
| id21978 | 4 | 1 | But more wonderful than the lore of old men and the lore of books is the secret lore of ocean. | HPL | 94 |
| id22192 | 4 | 1 | Overjoyed at this discovery, he hastened to the house, which was situated in a mean street near the Reuss. | MWS | 106 |
| id22670 | 4 | 1 | Only at the twelfth was the triumph complete. | EAP | 45 |
| id22754 | 4 | 1 | While they were talking Desrochers dropped in to say that he had heard a terrific clattering overhead in the dark small hours. | HPL | 126 |
| id23837 | 4 | 1 | I frequently engaged him in play, and contrived, with the gambler’s usual art, to let him win considerable sums, the more effectually to entangle him in my snares. | EAP | 163 |
| id24090 | 4 | 1 | Curtis Whateley was only just regaining consciousness when the Arkham men came slowly down the mountain in the beams of a sunlight once more brilliant and untainted. | HPL | 165 |
| id24735 | 4 | 1 | And yet I saw them in a limitless stream flopping, hopping, croaking, bleating surging inhumanly through the spectral moonlight in a grotesque, malignant saraband of fantastic nightmare. | HPL | 186 |
| id27441 | 4 | 1 | I will therefore guess even;’ he guesses even, and wins. | EAP | 56 |
| id27698 | 4 | 1 | Yet there have been many and wonderful automata. | EAP | 48 |
The sentences having top Ten NOT so positive sentiments are
## Joining, by = "id"| id | sentiment | words | text | author | len |
|---|---|---|---|---|---|
| id05489 | -5 | 1 | We shall see that at which dogs howl in the dark, and that at which cats prick up their ears after midnight. | HPL | 108 |
| id16045 | -5 | 1 | How did he know the time when Nahab and her acolyte were due to bear the brimming bowl which would follow the black cock and the black goat? | HPL | 140 |
| id00307 | -4 | 1 | It rang on my ears long and heavily; the mountains re echoed it, and I felt as if all hell surrounded me with mockery and laughter. | MWS | 131 |
| id00476 | -4 | 1 | and was he not consequently damned? | EAP | 35 |
| id02649 | -4 | 1 | You have given me new wants and now your trifle with me as if my heart were as whole as yours, as if I were not in truth a shorn lamb thrust out on the bleak hill side, tortured by every blast. | MWS | 193 |
| id06874 | -4 | 1 | The very beauty of the Grecian climate, during the season of spring, added torture to her sensations. | MWS | 101 |
| id08709 | -4 | 1 | “Ass” said the fourth. | EAP | 22 |
| id09729 | -4 | 1 | There was a secret which even torture could not extract. | HPL | 56 |
| id11422 | -4 | 1 | My companion looked eagerly from one bed to the other, till at the end of the ward she espied, on a wretched bed, a squalid, haggard creature, writhing under the torture of disease. | MWS | 181 |
| id11965 | -4 | 1 | Perdita, who then resided with Evadne, saw the torture that Adrian endured. | MWS | 75 |
| id15587 | -4 | 1 | Raymond staggered forth from this scene, as a man might do, who had been just put to the torture, and looked forward to when it would be again inflicted. | MWS | 153 |
| id16281 | -4 | 1 | I heard many things in hell. | EAP | 28 |
| id16535 | -4 | 1 | I might be driven into the wide Atlantic and feel all the tortures of starvation or be swallowed up in the immeasurable waters that roared and buffeted around me. | MWS | 162 |
| id16780 | -4 | 1 | The tortures endured, however, were indubitably quite equal for the time, to those of actual sepulture. | EAP | 103 |
| id21653 | -4 | 1 | I don’t believe anybody since Goya could put so much of sheer hell into a set of features or a twist of expression. | HPL | 115 |
| id21796 | -4 | 1 | This idea was torture to him. | MWS | 29 |
| id22475 | -4 | 1 | In the former, the torture of meditation was excessive in the latter, supreme. | EAP | 78 |
| id22542 | -4 | 1 | Molehills . . . the damned place must be honeycombed . . . | HPL | 58 |
| id23474 | -4 | 1 | “The full moon damn ye ye . . . | HPL | 31 |