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https://cursos.alura.com.br/course/introducao-a-nlp-com-analise-de-sentimento - curso alura: Linguagem Natural parte 1: Introdução a NLP com análise de sentimento Linguagem Natural parte 1: Introdução a NLP com análise de sentimento
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{
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{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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" <td>This is an example of why the majority of acti...</td>\n",
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" <td>neg</td>\n",
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" <th>2</th>\n",
" <td>3</td>\n",
" <td>First of all I hate those moronic rappers, who...</td>\n",
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" <td>neg</td>\n",
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" <td>Not even the Beatles could write songs everyon...</td>\n",
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" <td>neg</td>\n",
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" <th>4</th>\n",
" <td>5</td>\n",
" <td>Brass pictures movies is not a fitting word fo...</td>\n",
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" <td>neg</td>\n",
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],
"text/plain": [
" id text_en \\\n",
"0 1 Once again Mr. Costner has dragged out a movie... \n",
"1 2 This is an example of why the majority of acti... \n",
"2 3 First of all I hate those moronic rappers, who... \n",
"3 4 Not even the Beatles could write songs everyon... \n",
"4 5 Brass pictures movies is not a fitting word fo... \n",
"\n",
" text_pt sentiment \n",
"0 Mais uma vez, o Sr. Costner arrumou um filme p... neg \n",
"1 Este é um exemplo do motivo pelo qual a maiori... neg \n",
"2 Primeiro de tudo eu odeio esses raps imbecis, ... neg \n",
"3 Nem mesmo os Beatles puderam escrever músicas ... neg \n",
"4 Filmes de fotos de latão não é uma palavra apr... neg "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"resenha = pd.read_csv('../data/imdb-reviews-pt-br.csv')\n",
"resenha.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
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" <td>First of all I hate those moronic rappers, who...</td>\n",
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" <td>Not even the Beatles could write songs everyon...</td>\n",
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" <td>neg</td>\n",
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" <th>4</th>\n",
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" <td>Brass pictures movies is not a fitting word fo...</td>\n",
" <td>Filmes de fotos de latão não é uma palavra apr...</td>\n",
" <td>neg</td>\n",
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" <td>6</td>\n",
" <td>A funny thing happened to me while watching \"M...</td>\n",
" <td>Uma coisa engraçada aconteceu comigo enquanto ...</td>\n",
" <td>neg</td>\n",
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" <td>7</td>\n",
" <td>This German horror film has to be one of the w...</td>\n",
" <td>Este filme de terror alemão tem que ser um dos...</td>\n",
" <td>neg</td>\n",
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" <th>7</th>\n",
" <td>8</td>\n",
" <td>Being a long-time fan of Japanese film, I expe...</td>\n",
" <td>Sendo um fã de longa data do cinema japonês, e...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>\"Tokyo Eyes\" tells of a 17 year old Japanese g...</td>\n",
" <td>\"Tokyo Eyes\" fala de uma menina japonesa de 17...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>Wealthy horse ranchers in Buenos Aires have a ...</td>\n",
" <td>Fazendeiros ricos em Buenos Aires têm uma long...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>Cage plays a drunk and gets high critically pr...</td>\n",
" <td>Cage interpreta um bêbado e é elogiado pela cr...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>First of all, I would like to say that I am a ...</td>\n",
" <td>Primeiro de tudo, eu gostaria de dizer que sou...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>So tell me - what serious boozer drinks Budwei...</td>\n",
" <td>Então me diga - que boozer sério bebe a Budwei...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>A big disappointment for what was touted as an...</td>\n",
" <td>Uma grande decepção para o que foi apresentado...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>This film is absolutely appalling and awful. I...</td>\n",
" <td>Este filme é absolutamente terrível e horrível...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>Heres a decidedly average Italian post apocaly...</td>\n",
" <td>Heres um decididamente médio post italiano apo...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>At the bottom end of the apocalypse movie scal...</td>\n",
" <td>Na parte inferior da escala de filmes do apoca...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>Earth has been destroyed in a nuclear holocaus...</td>\n",
" <td>A terra foi destruída em um holocausto nuclear...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>Many people are standing in front of the house...</td>\n",
" <td>Muitas pessoas estão em pé na frente da casa n...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>New York family is the last in their neighborh...</td>\n",
" <td>A família de Nova York é a última em seu bairr...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>The best thing about \"The Prey\" is the tag lin...</td>\n",
" <td>A melhor coisa sobre \"The Prey\" é o slogan ......</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>This is truly, without exaggerating, one of th...</td>\n",
" <td>Isto é verdadeiramente, sem exagerar, um dos p...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>Im a huge fan of both Emily Watson Breaking Th...</td>\n",
" <td>Sou um grande fã de Emily Watson, Breaking The...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>Sure, most of the slasher films of the 1980s w...</td>\n",
" <td>Claro, a maioria dos filmes de terror da décad...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>I think that would have been a more appropriat...</td>\n",
" <td>Eu acho que teria sido um título mais apropria...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>1980 was certainly a year for bad backwoods sl...</td>\n",
" <td>1980 foi certamente um ano para maus filmes de...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>Everything everyone has said already pretty mu...</td>\n",
" <td>Tudo o que todo mundo já disse é verdade quand...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>Uhhh ... so, did they even have writers for th...</td>\n",
" <td>Uhhh ... então, eles ainda têm escritores para...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>Oh yeah, this one is definitely a strong conte...</td>\n",
" <td>Ah, sim, este é definitivamente um forte candi...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>Supercraptastic slasher fare, which feels over...</td>\n",
" <td>Receita de slash supercraptástico, que parece ...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49429</th>\n",
" <td>49431</td>\n",
" <td>its not as good as the first movie,but its a g...</td>\n",
" <td>não é tão bom quanto o primeiro filme, mas é u...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49430</th>\n",
" <td>49432</td>\n",
" <td>Sure, it was cheesy and nonsensical and at tim...</td>\n",
" <td>Claro, era brega e sem sentido e às vezes breg...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49431</th>\n",
" <td>49433</td>\n",
" <td>SPOILERS THROUGH: I really am in the minority ...</td>\n",
" <td>SPOILERS ATRAVÉS: Eu realmente estou em minori...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49432</th>\n",
" <td>49434</td>\n",
" <td>I have to say, I loved Vanishing Point. Ive se...</td>\n",
" <td>Eu tenho que dizer, eu amei Vanishing Point. E...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49433</th>\n",
" <td>49435</td>\n",
" <td>To start off with, since this movie is a remak...</td>\n",
" <td>Para começar, já que este filme é um remake de...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49434</th>\n",
" <td>49436</td>\n",
" <td>I have to agree with most of the other posts. ...</td>\n",
" <td>Eu tenho que concordar com a maioria dos outro...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49435</th>\n",
" <td>49437</td>\n",
" <td>Any movie that shows federal PIGs Persons In G...</td>\n",
" <td>Qualquer filme que mostre que os PIGs federais...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49436</th>\n",
" <td>49438</td>\n",
" <td>In Canadian director Kari Skoglands film adapt...</td>\n",
" <td>No diretor canadense Kari Skoglands, adaptação...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49437</th>\n",
" <td>49439</td>\n",
" <td>I saw this movie last night after waiting ages...</td>\n",
" <td>Eu vi este filme ontem à noite depois de esper...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49438</th>\n",
" <td>49440</td>\n",
" <td>This movie is about basically human relations,...</td>\n",
" <td>Este filme é basicamente sobre relações humana...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49439</th>\n",
" <td>49441</td>\n",
" <td>I was surprised at just how much I enjoyed thi...</td>\n",
" <td>Fiquei surpreso com o quanto eu gostei deste d...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49440</th>\n",
" <td>49442</td>\n",
" <td>I saw this film in Winnipeg recently - appropr...</td>\n",
" <td>Eu vi este filme em Winnipeg recentemente - ap...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49441</th>\n",
" <td>49443</td>\n",
" <td>As perhaps one of the few Canadians who did no...</td>\n",
" <td>Como talvez um dos poucos canadenses que não l...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49442</th>\n",
" <td>49444</td>\n",
" <td>I was very moved by the story and because I am...</td>\n",
" <td>Fiquei muito comovido com a história e porque ...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49443</th>\n",
" <td>49445</td>\n",
" <td>What I loved about the on-screen adaptation of...</td>\n",
" <td>O que eu amei na adaptação para a tela de The ...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49444</th>\n",
" <td>49446</td>\n",
" <td>I had a chance to see a screening of this movi...</td>\n",
" <td>Eu tive a chance de ver uma exibição desse fil...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49445</th>\n",
" <td>49447</td>\n",
" <td>This is a really interesting movie. It is an a...</td>\n",
" <td>Este é um filme muito interessante. É um filme...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49446</th>\n",
" <td>49448</td>\n",
" <td>I saw the movie recently and really liked it. ...</td>\n",
" <td>Eu vi o filme recentemente e realmente gostei....</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49447</th>\n",
" <td>49449</td>\n",
" <td>I thought this movie was hysterical. I have wa...</td>\n",
" <td>Eu pensei que esse filme fosse histérico. Eu a...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49448</th>\n",
" <td>49450</td>\n",
" <td>...this is a classic with so many great dialog...</td>\n",
" <td>... este é um clássico com tantos grandes diál...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49449</th>\n",
" <td>49451</td>\n",
" <td>The most hillarious and funny Brooks movie I e...</td>\n",
" <td>O mais hillarious e engraçado filme de Brooks ...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49450</th>\n",
" <td>49452</td>\n",
" <td>\"Life stinks\" is a parody of life and death, h...</td>\n",
" <td>\"A vida cheira mal\" é uma paródia de vida e mo...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49451</th>\n",
" <td>49453</td>\n",
" <td>This is the kind of film you want to see with ...</td>\n",
" <td>Este é o tipo de filme que você quer ver com u...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49452</th>\n",
" <td>49454</td>\n",
" <td>I have not read the other comments on the film...</td>\n",
" <td>Eu não li os outros comentários sobre o filme,...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49453</th>\n",
" <td>49455</td>\n",
" <td>Life Stinks 1991 was a step below Mel Brooks o...</td>\n",
" <td>Life Stinks 1991 foi um passo abaixo de outras...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49454</th>\n",
" <td>49456</td>\n",
" <td>Seeing as the vote average was pretty low, and...</td>\n",
" <td>Como a média de votos era muito baixa, e o fat...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49455</th>\n",
" <td>49457</td>\n",
" <td>The plot had some wretched, unbelievable twist...</td>\n",
" <td>O enredo teve algumas reviravoltas infelizes e...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49456</th>\n",
" <td>49458</td>\n",
" <td>I am amazed at how this movieand most others h...</td>\n",
" <td>Estou espantado com a forma como este filme e ...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49457</th>\n",
" <td>49459</td>\n",
" <td>A Christmas Together actually came before my t...</td>\n",
" <td>A Christmas Together realmente veio antes do m...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49458</th>\n",
" <td>49460</td>\n",
" <td>Working-class romantic drama from director Mar...</td>\n",
" <td>O drama romântico da classe trabalhadora do di...</td>\n",
" <td>pos</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>49459 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" id text_en \\\n",
"0 1 Once again Mr. Costner has dragged out a movie... \n",
"1 2 This is an example of why the majority of acti... \n",
"2 3 First of all I hate those moronic rappers, who... \n",
"3 4 Not even the Beatles could write songs everyon... \n",
"4 5 Brass pictures movies is not a fitting word fo... \n",
"5 6 A funny thing happened to me while watching \"M... \n",
"6 7 This German horror film has to be one of the w... \n",
"7 8 Being a long-time fan of Japanese film, I expe... \n",
"8 9 \"Tokyo Eyes\" tells of a 17 year old Japanese g... \n",
"9 10 Wealthy horse ranchers in Buenos Aires have a ... \n",
"10 11 Cage plays a drunk and gets high critically pr... \n",
"11 12 First of all, I would like to say that I am a ... \n",
"12 13 So tell me - what serious boozer drinks Budwei... \n",
"13 14 A big disappointment for what was touted as an... \n",
"14 15 This film is absolutely appalling and awful. I... \n",
"15 16 Heres a decidedly average Italian post apocaly... \n",
"16 17 At the bottom end of the apocalypse movie scal... \n",
"17 18 Earth has been destroyed in a nuclear holocaus... \n",
"18 19 Many people are standing in front of the house... \n",
"19 20 New York family is the last in their neighborh... \n",
"20 21 The best thing about \"The Prey\" is the tag lin... \n",
"21 22 This is truly, without exaggerating, one of th... \n",
"22 23 Im a huge fan of both Emily Watson Breaking Th... \n",
"23 24 Sure, most of the slasher films of the 1980s w... \n",
"24 25 I think that would have been a more appropriat... \n",
"25 26 1980 was certainly a year for bad backwoods sl... \n",
"26 27 Everything everyone has said already pretty mu... \n",
"27 28 Uhhh ... so, did they even have writers for th... \n",
"28 29 Oh yeah, this one is definitely a strong conte... \n",
"29 30 Supercraptastic slasher fare, which feels over... \n",
"... ... ... \n",
"49429 49431 its not as good as the first movie,but its a g... \n",
"49430 49432 Sure, it was cheesy and nonsensical and at tim... \n",
"49431 49433 SPOILERS THROUGH: I really am in the minority ... \n",
"49432 49434 I have to say, I loved Vanishing Point. Ive se... \n",
"49433 49435 To start off with, since this movie is a remak... \n",
"49434 49436 I have to agree with most of the other posts. ... \n",
"49435 49437 Any movie that shows federal PIGs Persons In G... \n",
"49436 49438 In Canadian director Kari Skoglands film adapt... \n",
"49437 49439 I saw this movie last night after waiting ages... \n",
"49438 49440 This movie is about basically human relations,... \n",
"49439 49441 I was surprised at just how much I enjoyed thi... \n",
"49440 49442 I saw this film in Winnipeg recently - appropr... \n",
"49441 49443 As perhaps one of the few Canadians who did no... \n",
"49442 49444 I was very moved by the story and because I am... \n",
"49443 49445 What I loved about the on-screen adaptation of... \n",
"49444 49446 I had a chance to see a screening of this movi... \n",
"49445 49447 This is a really interesting movie. It is an a... \n",
"49446 49448 I saw the movie recently and really liked it. ... \n",
"49447 49449 I thought this movie was hysterical. I have wa... \n",
"49448 49450 ...this is a classic with so many great dialog... \n",
"49449 49451 The most hillarious and funny Brooks movie I e... \n",
"49450 49452 \"Life stinks\" is a parody of life and death, h... \n",
"49451 49453 This is the kind of film you want to see with ... \n",
"49452 49454 I have not read the other comments on the film... \n",
"49453 49455 Life Stinks 1991 was a step below Mel Brooks o... \n",
"49454 49456 Seeing as the vote average was pretty low, and... \n",
"49455 49457 The plot had some wretched, unbelievable twist... \n",
"49456 49458 I am amazed at how this movieand most others h... \n",
"49457 49459 A Christmas Together actually came before my t... \n",
"49458 49460 Working-class romantic drama from director Mar... \n",
"\n",
" text_pt sentiment \n",
"0 Mais uma vez, o Sr. Costner arrumou um filme p... neg \n",
"1 Este é um exemplo do motivo pelo qual a maiori... neg \n",
"2 Primeiro de tudo eu odeio esses raps imbecis, ... neg \n",
"3 Nem mesmo os Beatles puderam escrever músicas ... neg \n",
"4 Filmes de fotos de latão não é uma palavra apr... neg \n",
"5 Uma coisa engraçada aconteceu comigo enquanto ... neg \n",
"6 Este filme de terror alemão tem que ser um dos... neg \n",
"7 Sendo um fã de longa data do cinema japonês, e... neg \n",
"8 \"Tokyo Eyes\" fala de uma menina japonesa de 17... neg \n",
"9 Fazendeiros ricos em Buenos Aires têm uma long... neg \n",
"10 Cage interpreta um bêbado e é elogiado pela cr... neg \n",
"11 Primeiro de tudo, eu gostaria de dizer que sou... neg \n",
"12 Então me diga - que boozer sério bebe a Budwei... neg \n",
"13 Uma grande decepção para o que foi apresentado... neg \n",
"14 Este filme é absolutamente terrível e horrível... neg \n",
"15 Heres um decididamente médio post italiano apo... neg \n",
"16 Na parte inferior da escala de filmes do apoca... neg \n",
"17 A terra foi destruída em um holocausto nuclear... neg \n",
"18 Muitas pessoas estão em pé na frente da casa n... neg \n",
"19 A família de Nova York é a última em seu bairr... neg \n",
"20 A melhor coisa sobre \"The Prey\" é o slogan ...... neg \n",
"21 Isto é verdadeiramente, sem exagerar, um dos p... neg \n",
"22 Sou um grande fã de Emily Watson, Breaking The... neg \n",
"23 Claro, a maioria dos filmes de terror da décad... neg \n",
"24 Eu acho que teria sido um título mais apropria... neg \n",
"25 1980 foi certamente um ano para maus filmes de... neg \n",
"26 Tudo o que todo mundo já disse é verdade quand... neg \n",
"27 Uhhh ... então, eles ainda têm escritores para... neg \n",
"28 Ah, sim, este é definitivamente um forte candi... neg \n",
"29 Receita de slash supercraptástico, que parece ... neg \n",
"... ... ... \n",
"49429 não é tão bom quanto o primeiro filme, mas é u... pos \n",
"49430 Claro, era brega e sem sentido e às vezes breg... pos \n",
"49431 SPOILERS ATRAVÉS: Eu realmente estou em minori... pos \n",
"49432 Eu tenho que dizer, eu amei Vanishing Point. E... pos \n",
"49433 Para começar, já que este filme é um remake de... pos \n",
"49434 Eu tenho que concordar com a maioria dos outro... pos \n",
"49435 Qualquer filme que mostre que os PIGs federais... pos \n",
"49436 No diretor canadense Kari Skoglands, adaptação... pos \n",
"49437 Eu vi este filme ontem à noite depois de esper... pos \n",
"49438 Este filme é basicamente sobre relações humana... pos \n",
"49439 Fiquei surpreso com o quanto eu gostei deste d... pos \n",
"49440 Eu vi este filme em Winnipeg recentemente - ap... pos \n",
"49441 Como talvez um dos poucos canadenses que não l... pos \n",
"49442 Fiquei muito comovido com a história e porque ... pos \n",
"49443 O que eu amei na adaptação para a tela de The ... pos \n",
"49444 Eu tive a chance de ver uma exibição desse fil... pos \n",
"49445 Este é um filme muito interessante. É um filme... pos \n",
"49446 Eu vi o filme recentemente e realmente gostei.... pos \n",
"49447 Eu pensei que esse filme fosse histérico. Eu a... pos \n",
"49448 ... este é um clássico com tantos grandes diál... pos \n",
"49449 O mais hillarious e engraçado filme de Brooks ... pos \n",
"49450 \"A vida cheira mal\" é uma paródia de vida e mo... pos \n",
"49451 Este é o tipo de filme que você quer ver com u... pos \n",
"49452 Eu não li os outros comentários sobre o filme,... pos \n",
"49453 Life Stinks 1991 foi um passo abaixo de outras... pos \n",
"49454 Como a média de votos era muito baixa, e o fat... pos \n",
"49455 O enredo teve algumas reviravoltas infelizes e... pos \n",
"49456 Estou espantado com a forma como este filme e ... pos \n",
"49457 A Christmas Together realmente veio antes do m... pos \n",
"49458 O drama romântico da classe trabalhadora do di... pos \n",
"\n",
"[49459 rows x 4 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resenha"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"treino, teste, classe_treino, classe_teste = train_test_split(resenha.text_pt,\n",
" resenha.sentiment,\n",
" random_state = 42)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "could not convert string to float: 'Minhas duas filhas de 11 e 13 anos e eu tive sorte o suficiente para ver uma exibição do filme na noite passada. Ficamos todos agradavelmente surpresos ao ver como esse filme foi divertido e divertido. David Duchovny foi muito atraente, já que o protagonista masculino e Minnie Driver lhe deram uma performance normalmente competente. Algumas das cenas são engraçadas - especialmente uma cena que Minnie Driver tem com um parceiro \"transplante\". Eu gostei do fato de que era um filme que eu podia assistir com meus filhos e eu não estava envergonhado por qualquer cena. Todos no cinema estavam rindo e se divertindo. Polegares para cima Bonnie Hunt!'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-7-b8d012f93e10>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mregressao_logistica\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLogisticRegression\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mregressao_logistica\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtreino\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclasse_treino\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0macuracia\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mregressao_logistica\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mteste\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclasse_teste\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/logistic.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 1214\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1215\u001b[0m X, y = check_X_y(X, y, accept_sparse='csr', dtype=_dtype,\n\u001b[0;32m-> 1216\u001b[0;31m order=\"C\")\n\u001b[0m\u001b[1;32m 1217\u001b[0m \u001b[0mcheck_classification_targets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1218\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_X_y\u001b[0;34m(X, y, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 571\u001b[0m X = check_array(X, accept_sparse, dtype, order, copy, force_all_finite,\n\u001b[1;32m 572\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_nd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mensure_min_samples\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 573\u001b[0;31m ensure_min_features, warn_on_dtype, estimator)\n\u001b[0m\u001b[1;32m 574\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 575\u001b[0m y = check_array(y, 'csr', force_all_finite=True, ensure_2d=False,\n",
"\u001b[0;32m/usr/local/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 431\u001b[0m force_all_finite)\n\u001b[1;32m 432\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 433\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 434\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 435\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: could not convert string to float: 'Minhas duas filhas de 11 e 13 anos e eu tive sorte o suficiente para ver uma exibição do filme na noite passada. Ficamos todos agradavelmente surpresos ao ver como esse filme foi divertido e divertido. David Duchovny foi muito atraente, já que o protagonista masculino e Minnie Driver lhe deram uma performance normalmente competente. Algumas das cenas são engraçadas - especialmente uma cena que Minnie Driver tem com um parceiro \"transplante\". Eu gostei do fato de que era um filme que eu podia assistir com meus filhos e eu não estava envergonhado por qualquer cena. Todos no cinema estavam rindo e se divertindo. Polegares para cima Bonnie Hunt!'"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"regressao_logistica = LogisticRegression()\n",
"regressao_logistica.fit(treino, classe_treino)\n",
"acuracia = regressao_logistica.score(teste, classe_teste)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Negativa \n",
"\n",
"Este é sem dúvida o pior filme que eu já vi. E acredite em mim, eu vi muitos filmes. A reviravolta inacreditável que o filme faz - passando de um extremamente mau filme \"Formas de vida alienígenas habitam a terra\", com um filme que tenta espalhar um arquicristiano \"O dia do julgamento está próximo, buscar Jesus ou queimar por toda a eternidade em as dívidas ardentes do inferno \"mensagem - deixou-me atordoado depois de ter sido atormentado por 85 minutos. Até mesmo os cristãos religiosos devem se envergonhar ou ficar furiosos ao ver suas crenças postadas dessa maneira. Eu não sabia o que fazer comigo quando assisti a atuação horrível que poderia ter sido realizada por crianças de 7 anos de idade. Simplesmente repugnante. Eu não sou cristão nem muito religioso. Mas se eu estivesse, não teria mais medo do Inferno. Rich Christiano mostrou ser algo muito pior.\n"
]
}
],
"source": [
"print(\"Negativa \\n\")\n",
"print(resenha.text_pt[189])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Positiva \n",
"\n",
"Crescendo em Nova York no final dos anos 80 e início dos anos 90, posso dizer pessoalmente que este é um dos documentários mais importantes feitos para cobrir esse lugar neste período de tempo. Não Madonna não veio com a idéia de Voguing, mas é de onde ela tirou! Em vez de combater a violência uns dos outros ou em brigas de gato, o voguing permitia que as pessoas \"lutassem\" dentro dos confins de tudo, menos que tocassem umas às outras, o que justificaria uma desqualificação automática. Vendo este tipo de extraordinariamente talentosas / bem orquestradas \"jogadas\" nos clubes foi nada menos do que espetacular e todos os grandes nomes de antigamente estão aqui ... Pepper La Beija, Paris Duprée, Xtragavaganza, etc. ..tudo comemorado nos gostos de peças de época como a música de Malcom McLarens \"Deep in Vogue\" ... não importava quem você era, ou de onde você era porque quando você passava por aquelas portas nesse \"reino mágico\" de De certa forma, você se tornou parte de algo maior que você / você era importante / e, o mais importante, a criação de seus próprios movimentos e imaginação ... e qualquer pessoa de qualquer lugar poderia se tornar Rei ou Rainha como poderia ter sido. As palavras e inteligência eram tão afiadas quanto os movimentos no chão. Toda a tensão, excitação e magia dessa energia urbana de NYC é capturada neste filme. BRILHANTE!!! POR FAVOR, LIBERE EM DVD para o mundo ver !!! Obrigado!\n"
]
}
],
"source": [
"print(\"Positiva \\n\")\n",
"print(resenha.text_pt[49002])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"neg 24765\n",
"pos 24694\n",
"Name: sentiment, dtype: int64\n"
]
}
],
"source": [
"print(resenha.sentiment.value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>text_en</th>\n",
" <th>text_pt</th>\n",
" <th>sentiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Once again Mr. Costner has dragged out a movie...</td>\n",
" <td>Mais uma vez, o Sr. Costner arrumou um filme p...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>This is an example of why the majority of acti...</td>\n",
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" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>First of all I hate those moronic rappers, who...</td>\n",
" <td>Primeiro de tudo eu odeio esses raps imbecis, ...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Not even the Beatles could write songs everyon...</td>\n",
" <td>Nem mesmo os Beatles puderam escrever músicas ...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Brass pictures movies is not a fitting word fo...</td>\n",
" <td>Filmes de fotos de latão não é uma palavra apr...</td>\n",
" <td>neg</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id text_en \\\n",
"0 1 Once again Mr. Costner has dragged out a movie... \n",
"1 2 This is an example of why the majority of acti... \n",
"2 3 First of all I hate those moronic rappers, who... \n",
"3 4 Not even the Beatles could write songs everyon... \n",
"4 5 Brass pictures movies is not a fitting word fo... \n",
"\n",
" text_pt sentiment \n",
"0 Mais uma vez, o Sr. Costner arrumou um filme p... neg \n",
"1 Este é um exemplo do motivo pelo qual a maiori... neg \n",
"2 Primeiro de tudo eu odeio esses raps imbecis, ... neg \n",
"3 Nem mesmo os Beatles puderam escrever músicas ... neg \n",
"4 Filmes de fotos de latão não é uma palavra apr... neg "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resenha.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"classificacao = resenha.sentiment.replace([\"neg\", \"pos\"], [0,1])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"resenha[\"classificacao\"] = classificacao"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>text_en</th>\n",
" <th>text_pt</th>\n",
" <th>sentiment</th>\n",
" <th>classificacao</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Once again Mr. Costner has dragged out a movie...</td>\n",
" <td>Mais uma vez, o Sr. Costner arrumou um filme p...</td>\n",
" <td>neg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>This is an example of why the majority of acti...</td>\n",
" <td>Este é um exemplo do motivo pelo qual a maiori...</td>\n",
" <td>neg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>First of all I hate those moronic rappers, who...</td>\n",
" <td>Primeiro de tudo eu odeio esses raps imbecis, ...</td>\n",
" <td>neg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Not even the Beatles could write songs everyon...</td>\n",
" <td>Nem mesmo os Beatles puderam escrever músicas ...</td>\n",
" <td>neg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Brass pictures movies is not a fitting word fo...</td>\n",
" <td>Filmes de fotos de latão não é uma palavra apr...</td>\n",
" <td>neg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id text_en \\\n",
"0 1 Once again Mr. Costner has dragged out a movie... \n",
"1 2 This is an example of why the majority of acti... \n",
"2 3 First of all I hate those moronic rappers, who... \n",
"3 4 Not even the Beatles could write songs everyon... \n",
"4 5 Brass pictures movies is not a fitting word fo... \n",
"\n",
" text_pt sentiment classificacao \n",
"0 Mais uma vez, o Sr. Costner arrumou um filme p... neg 0 \n",
"1 Este é um exemplo do motivo pelo qual a maiori... neg 0 \n",
"2 Primeiro de tudo eu odeio esses raps imbecis, ... neg 0 \n",
"3 Nem mesmo os Beatles puderam escrever músicas ... neg 0 \n",
"4 Filmes de fotos de latão não é uma palavra apr... neg 0 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resenha.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>text_en</th>\n",
" <th>text_pt</th>\n",
" <th>sentiment</th>\n",
" <th>classificacao</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>49454</th>\n",
" <td>49456</td>\n",
" <td>Seeing as the vote average was pretty low, and...</td>\n",
" <td>Como a média de votos era muito baixa, e o fat...</td>\n",
" <td>pos</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49455</th>\n",
" <td>49457</td>\n",
" <td>The plot had some wretched, unbelievable twist...</td>\n",
" <td>O enredo teve algumas reviravoltas infelizes e...</td>\n",
" <td>pos</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49456</th>\n",
" <td>49458</td>\n",
" <td>I am amazed at how this movieand most others h...</td>\n",
" <td>Estou espantado com a forma como este filme e ...</td>\n",
" <td>pos</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49457</th>\n",
" <td>49459</td>\n",
" <td>A Christmas Together actually came before my t...</td>\n",
" <td>A Christmas Together realmente veio antes do m...</td>\n",
" <td>pos</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49458</th>\n",
" <td>49460</td>\n",
" <td>Working-class romantic drama from director Mar...</td>\n",
" <td>O drama romântico da classe trabalhadora do di...</td>\n",
" <td>pos</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id text_en \\\n",
"49454 49456 Seeing as the vote average was pretty low, and... \n",
"49455 49457 The plot had some wretched, unbelievable twist... \n",
"49456 49458 I am amazed at how this movieand most others h... \n",
"49457 49459 A Christmas Together actually came before my t... \n",
"49458 49460 Working-class romantic drama from director Mar... \n",
"\n",
" text_pt sentiment \\\n",
"49454 Como a média de votos era muito baixa, e o fat... pos \n",
"49455 O enredo teve algumas reviravoltas infelizes e... pos \n",
"49456 Estou espantado com a forma como este filme e ... pos \n",
"49457 A Christmas Together realmente veio antes do m... pos \n",
"49458 O drama romântico da classe trabalhadora do di... pos \n",
"\n",
" classificacao \n",
"49454 1 \n",
"49455 1 \n",
"49456 1 \n",
"49457 1 \n",
"49458 1 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resenha.tail()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"texto = [\"Assisti um filme ótimo\", \"Assisti um filme ruim\"]\n",
"\n",
"vetorizar = CountVectorizer(lowercase=False)\n",
"bag_of_words = vetorizar.fit_transform(texto)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<2x5 sparse matrix of type '<class 'numpy.int64'>'\n",
"\twith 8 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bag_of_words"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Assisti', 'filme', 'ruim', 'um', 'ótimo']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vetorizar.get_feature_names()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"matriz_esparsa = pd.SparseDataFrame(bag_of_words,\n",
" columns=vetorizar.get_feature_names())"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Assisti</th>\n",
" <th>filme</th>\n",
" <th>ruim</th>\n",
" <th>um</th>\n",
" <th>ótimo</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Assisti filme ruim um ótimo\n",
"0 1 1 NaN 1 1.0\n",
"1 1 1 1.0 1 NaN"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matriz_esparsa"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(49459, 50)\n"
]
}
],
"source": [
"vetorizar = CountVectorizer(lowercase=False, max_features=50)\n",
"bag_of_words = vetorizar.fit_transform(resenha.text_pt)\n",
"print(bag_of_words.shape)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.6583097452486858\n"
]
}
],
"source": [
"def classificar_texto(texto, coluna_texto, coluna_classificacao):\n",
" vetorizar = CountVectorizer(lowercase=False, max_features=50)\n",
" bag_of_words = vetorizar.fit_transform(texto[coluna_texto])\n",
" \n",
" treino, teste, classe_treino, classe_teste = train_test_split(bag_of_words,\n",
" texto[coluna_classificacao],\n",
" random_state = 42)\n",
"\n",
" regressao_logistica = LogisticRegression()\n",
" regressao_logistica.fit(treino, classe_treino)\n",
" return regressao_logistica.score(teste, classe_teste)\n",
"\n",
"print(classificar_texto(resenha, \"text_pt\", \"classificacao\"))\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving environment: done\n",
"\n",
"## Package Plan ##\n",
"\n",
" environment location: /usr/local/anaconda3\n",
"\n",
" added / updated specs: \n",
" - wordcloud\n",
"\n",
"\n",
"The following packages will be downloaded:\n",
"\n",
" package | build\n",
" ---------------------------|-----------------\n",
" certifi-2018.4.16 | py36_0 142 KB conda-forge\n",
" conda-4.6.14 | py36_0 2.1 MB conda-forge\n",
" wordcloud-1.5.0 |py36h1de35cc_1000 165 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 2.4 MB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" wordcloud: 1.5.0-py36h1de35cc_1000 conda-forge\n",
"\n",
"The following packages will be UPDATED:\n",
"\n",
" certifi: 2018.4.16-py36_0 --> 2018.4.16-py36_0 conda-forge\n",
" conda: 4.5.4-py36_0 --> 4.6.14-py36_0 conda-forge\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"certifi-2018.4.16 | 142 KB | ####################################### | 100% \n",
"conda-4.6.14 | 2.1 MB | ####################################### | 100% \n",
"wordcloud-1.5.0 | 165 KB | ####################################### | 100% \n",
"Preparing transaction: done\n",
"Verifying transaction: done\n",
"Executing transaction: done\n"
]
}
],
"source": [
"#https://jakevdp.github.io/blog/2017/12/05/installing-python-packages-from-jupyter/\n",
"import sys\n",
"!conda install --yes --prefix {sys.prefix} -c conda-forge wordcloud"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"#matplotlib inline\n",
"\n",
"from wordcloud import WordCloud\n",
"\n",
"todas_palavras = ' '.join([texto for texto in resenha.text_pt])\n",
"\n",
"nuvem_palavras = WordCloud(width=800,\n",
" height=500,\n",
" max_font_size=110,\n",
" collocations=False).generate(todas_palavras)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"63448424"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(todas_palavras)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x119d1d518>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nuvem_palavras"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.imshow(nuvem_palavras, interpolation='bilinear')\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.imshow(nuvem_palavras, interpolation='bilinear')\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"def nuvem_palavras(texto, coluna_texto):\n",
" todas_palavras = ' '.join([texto for texto in texto[coluna_texto]])\n",
"\n",
" nuvem_palavras = WordCloud(width=800,\n",
" height=500,\n",
" max_font_size=110,\n",
" collocations=False).generate(todas_palavras)\n",
"\n",
" plt.figure(figsize=(10,7))\n",
" plt.imshow(nuvem_palavras, interpolation='bilinear')\n",
" plt.axis(\"off\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"def nuvem_palavras_neg(texto, coluna_texto):\n",
" texto_negativo = texto.query(\"sentiment == 'neg'\")\n",
" todas_palavras = ' '.join([texto for texto in texto_negativo[coluna_texto]])\n",
"\n",
" nuvem_palavras = WordCloud(width=800,\n",
" height=500,\n",
" max_font_size=110,\n",
" collocations=False).generate(todas_palavras)\n",
"\n",
" plt.figure(figsize=(10,7))\n",
" plt.imshow(nuvem_palavras, interpolation='bilinear')\n",
" plt.axis(\"off\")\n",
" plt.show()\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"def nuvem_palavras_pos(texto, coluna_texto):\n",
" texto_positivo = texto.query(\"sentiment == 'pos'\")\n",
" todas_palavras = ' '.join([texto for texto in texto_positivo[coluna_texto]])\n",
"\n",
" nuvem_palavras = WordCloud(width=800,\n",
" height=500,\n",
" max_font_size=110,\n",
" collocations=False).generate(todas_palavras)\n",
"\n",
" plt.figure(figsize=(10,7))\n",
" plt.imshow(nuvem_palavras, interpolation='bilinear')\n",
" plt.axis(\"off\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
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