Definições da sessão
#-----------------------------------------------------------------------
# Pacotes.
library(jsonlite)
library(tm)
library(tidytext)
library(tidyverse)
library(DT)
library(wordcloud)
# Dicionários léxicos em PT.
library(lexiconPT)
ls("package:lexiconPT")
## [1] "get_word_sentiment" "oplexicon_v2.1" "oplexicon_v3.0"
## [4] "sentiLex_lem_PT02"
Importação do arquivo de avaliações
#-----------------------------------------------------------------------
# Importação do texto.
# Endereço de arquivo JSON com avaliação de veículos.
url <- paste0("https://github.com/leg-ufpr/hackathon/blob/master",
"/opinioes.json?raw=true")
# Importa reviews de veículos.
txt <- fromJSON(url)
str(txt)
## chr [1:5329, 1:10] "e2b9dc08" "3b9dcf63" "9f62a709" "0e6c8d29" ...
# Conteúdo está na forma de matriz.
# txt[1, ]
# Passando para tabela.
colnames(txt) <- c("id", "title", "model", "owner", "condition", "good",
"bad", "defect", "general", "ts")
tt <- as_tibble(txt)
glimpse(tt)
## Observations: 5,329
## Variables: 10
## $ id <chr> "e2b9dc08", "3b9dcf63", "9f62a709", "0e6c8d29", "3c958…
## $ title <chr> "\"MELHOR POPULAR DO MERCADO ATÉ 2012\"", "\"Ótimo car…
## $ model <chr> "Chevrolet Celta LT 1.0 2011/2012", "Chevrolet Celta L…
## $ owner <chr> "João - Brasília DF", "Hugo - São Pedro SP", "Ivan - S…
## $ condition <chr> "Dono há 6 anos - 35.200 kmCarro anterior: Fiat Uno", …
## $ good <chr> "Prós:ECONOMIA DE COMBUSTÍVEL, PEÇAS BARATAS, RESISTEN…
## $ bad <chr> "Contras:UM POUCO BAIXO.. AS VEZES QUANDO ESTÁ CARREGA…
## $ defect <chr> "Defeitos apresentados:NENHUM", "Defeitos apresentados…
## $ general <chr> "Opinião Geral:O CARRO É 10 ESTOU COM ELE A 7 ANOS E R…
## $ ts <chr> "09/03/2018 17:40:00", "02/03/2018 21:27:00", "27/02/2…
# Modelos de veículos contidos nas avaliações.
tt$product <- tt$model %>%
str_extract("^([[:alpha:]]+ +[[:alpha:]]+)") %>%
str_to_upper()
# Tipos únicos.
# tt$product %>% unique() %>% dput()
tt %>%
count(product, sort = TRUE)
## # A tibble: 8 x 2
## product n
## <chr> <int>
## 1 VOLKSWAGEN GOL 1486
## 2 FIAT PALIO 758
## 3 RENAULT SANDERO 712
## 4 VOLKSWAGEN FOX 613
## 5 FIAT UNO 591
## 6 CHEVROLET CELTA 496
## 7 HYUNDAI HB 452
## 8 CHEVROLET ONIX 221
# Aplica filtro para reter apenas um modelo de carro.
mod <- c("CHEVROLET CELTA",
"CHEVROLET ONIX",
"FIAT PALIO",
"FIAT UNO",
"HYUNDAI HB",
"RENAULT SANDERO",
"VOLKSWAGEN FOX",
"VOLKSWAGEN GOL")[4]
texto <- tt %>%
filter(str_detect(product, mod)) %>%
select(id, general)
texto
## # A tibble: 591 x 2
## id general
## <chr> <chr>
## 1 9e2ad4ae Opinião Geral:
## 2 88d69bb3 Opinião Geral:Por isso é usado por empresas, é um carro pra an…
## 3 77661a4f Opinião Geral:Considerando os pontos positivos e negativos ain…
## 4 6c29ce19 Opinião Geral:É um bom carro para o dia a dia, faz jus aos 6 m…
## 5 aa02db7a Opinião Geral:Carro guerreiro, muito bem feito em relação a me…
## 6 9e28e0e0 Opinião Geral:Não é um ótimo custo benefício como todos dizem.…
## 7 704ef231 Opinião Geral:Tenho grande apreço pelo meu carro. Não me deixa…
## 8 2a1789ae Opinião Geral:Recomendo muito carro muito bom para quem quiser…
## 9 a1512795 Opinião Geral:Comprei p/ minha esposa aprende a dirigi por ter…
## 10 fa05d377 Opinião Geral:Em geral o uno é excelente, simples, guerreiro, …
## # … with 581 more rows
Preprocessamento e tokenização
#-----------------------------------------------------------------------
# Preprocessamento do texto para análise de sentimentos.
# Faz o preproceamento padrão do texto.
texto$general <- texto$general %>%
str_replace("Opinião Geral:", "") %>% # Remove começo.
str_to_lower() %>% # Caixa baixa.
str_replace_all(" *-+ *", "") %>% # Remove hífen.
str_replace_all("[[:punct:]]", " ") %>% # Pontuação por espaço.
removeNumbers() %>% # Remove números.
trimws() # Sem espaços nas bordas.
# Stop words padrão do idioma português.
stopwords(kind = "pt")
## [1] "de" "a" "o" "que"
## [5] "e" "do" "da" "em"
## [9] "um" "para" "com" "não"
## [13] "uma" "os" "no" "se"
## [17] "na" "por" "mais" "as"
## [21] "dos" "como" "mas" "ao"
## [25] "ele" "das" "à" "seu"
## [29] "sua" "ou" "quando" "muito"
## [33] "nos" "já" "eu" "também"
## [37] "só" "pelo" "pela" "até"
## [41] "isso" "ela" "entre" "depois"
## [45] "sem" "mesmo" "aos" "seus"
## [49] "quem" "nas" "me" "esse"
## [53] "eles" "você" "essa" "num"
## [57] "nem" "suas" "meu" "às"
## [61] "minha" "numa" "pelos" "elas"
## [65] "qual" "nós" "lhe" "deles"
## [69] "essas" "esses" "pelas" "este"
## [73] "dele" "tu" "te" "vocês"
## [77] "vos" "lhes" "meus" "minhas"
## [81] "teu" "tua" "teus" "tuas"
## [85] "nosso" "nossa" "nossos" "nossas"
## [89] "dela" "delas" "esta" "estes"
## [93] "estas" "aquele" "aquela" "aqueles"
## [97] "aquelas" "isto" "aquilo" "estou"
## [101] "está" "estamos" "estão" "estive"
## [105] "esteve" "estivemos" "estiveram" "estava"
## [109] "estávamos" "estavam" "estivera" "estivéramos"
## [113] "esteja" "estejamos" "estejam" "estivesse"
## [117] "estivéssemos" "estivessem" "estiver" "estivermos"
## [121] "estiverem" "hei" "há" "havemos"
## [125] "hão" "houve" "houvemos" "houveram"
## [129] "houvera" "houvéramos" "haja" "hajamos"
## [133] "hajam" "houvesse" "houvéssemos" "houvessem"
## [137] "houver" "houvermos" "houverem" "houverei"
## [141] "houverá" "houveremos" "houverão" "houveria"
## [145] "houveríamos" "houveriam" "sou" "somos"
## [149] "são" "era" "éramos" "eram"
## [153] "fui" "foi" "fomos" "foram"
## [157] "fora" "fôramos" "seja" "sejamos"
## [161] "sejam" "fosse" "fôssemos" "fossem"
## [165] "for" "formos" "forem" "serei"
## [169] "será" "seremos" "serão" "seria"
## [173] "seríamos" "seriam" "tenho" "tem"
## [177] "temos" "tém" "tinha" "tínhamos"
## [181] "tinham" "tive" "teve" "tivemos"
## [185] "tiveram" "tivera" "tivéramos" "tenha"
## [189] "tenhamos" "tenham" "tivesse" "tivéssemos"
## [193] "tivessem" "tiver" "tivermos" "tiverem"
## [197] "terei" "terá" "teremos" "terão"
## [201] "teria" "teríamos" "teriam"
# Efeito de remover as stop words.
head(texto$general, n = 1) %>%
str_wrap(72) %>%
cat("\n")
head(texto$general, n = 1) %>%
removeWords(words = stopwords(kind = "pt")) %>%
str_wrap(72) %>%
cat("\n")
# Remoção das stop words.
texto$general <- texto$general %>%
removeWords(words = c("bom", "muito", "pouco",
stopwords(kind = "pt")))
# Faz tokenização nas palavras individuais e empilha as palavras.
texto_un <- texto %>%
unnest_tokens(output = "words", input = general)
texto_un
## # A tibble: 12,013 x 2
## id words
## <chr> <chr>
## 1 88d69bb3 é
## 2 88d69bb3 usado
## 3 88d69bb3 empresas
## 4 88d69bb3 é
## 5 88d69bb3 carro
## 6 88d69bb3 pra
## 7 88d69bb3 andar
## 8 88d69bb3 estourar
## 9 88d69bb3 trocar
## 10 88d69bb3 vale
## # … with 12,003 more rows
Calculo da polaridade
#-----------------------------------------------------------------------
# Operações para determinar a polaridade.
# Uma amostra do dicionário de termos rotulados.
sample_n(oplexicon_v3.0, size = 20) %>%
arrange(polarity)
## term type polarity polarity_revision
## 1 abusiva adj -1 M
## 2 desassossegada adj -1 A
## 3 arisco adj -1 A
## 4 traido adj -1 A
## 5 cabecudo adj -1 A
## 6 informe adj -1 A
## 7 atingido adj -1 A
## 8 apertado adj -1 M
## 9 soar vb 0 A
## 10 sacramentado adj 0 A
## 11 formosear vb 0 A
## 12 budistas adj 0 A
## 13 macios adj 0 A
## 14 meter-se vb 0 A
## 15 designar vb 0 A
## 16 abalroar vb 0 A
## 17 superprotectoras adj 0 A
## 18 chocarrear vb 1 A
## 19 luciluzir vb 1 A
## 20 descuidar vb 1 A
# Contagem por polaridade.
oplexicon_v3.0 %>%
count(polarity, sort = TRUE)
## # A tibble: 3 x 2
## polarity n
## <int> <int>
## 1 -1 14569
## 2 0 9002
## 3 1 8620
# Contagem por classe gramatical.
oplexicon_v3.0 %>%
count(type, sort = TRUE)
## # A tibble: 8 x 2
## type n
## <chr> <int>
## 1 adj 24475
## 2 vb 6889
## 3 htag 471
## 4 vb det n prp 103
## 5 vb n prp 91
## 6 vb adj 74
## 7 emot 66
## 8 vb adv 22
# Faz o a junção por interseção.
tb_sen <- inner_join(texto_un,
oplexicon_v3.0[, c("term", "polarity")],
by = c("words" = "term"))
# Agora o termos tem sua polaridade presente na tabela.
sample_n(tb_sen, size = 20)
## # A tibble: 20 x 3
## id words polarity
## <chr> <chr> <int>
## 1 0bab665b superior 1
## 2 88659e80 unos 0
## 3 67fb630e melhor 1
## 4 2aed764e dirigir 1
## 5 5f95f0cc baratas 1
## 6 62c8b6ee precisa 1
## 7 4f062789 economico 0
## 8 6bbf224a otimo 1
## 9 ed3d193a atraente 1
## 10 e38f2a11 motor 0
## 11 a5f06a26 levar -1
## 12 6395d31e ruim -1
## 13 8bc5e81d satisfeito 1
## 14 3d1bc9f4 volante 0
## 15 26d0cacc raro 1
## 16 1d5be877 mexer 1
## 17 d62c0f61 otimo 1
## 18 f7ff7a70 baixa 0
## 19 304dc9c9 lata -1
## 20 612ff683 antigo 0
# Faz a agregação da polaridade por documento.
tb <- tb_sen %>%
group_by(id) %>%
summarise(soma = sum(polarity),
n = n(),
sentiment = soma/n)
tb
## # A tibble: 529 x 4
## id soma n sentiment
## <chr> <int> <int> <dbl>
## 1 00372114 -1 4 -0.25
## 2 012daaf9 0 2 0
## 3 022fa78c -1 4 -0.25
## 4 0321d966 0 6 0
## 5 0399ddcb 2 8 0.25
## 6 04ac2945 -1 4 -0.25
## 7 04c41d38 1 4 0.25
## 8 0531ddbe 1 4 0.25
## 9 0596484b 0 4 0
## 10 05d8f532 5 9 0.556
## # … with 519 more rows
# Desidade expírica kernel do escore de sentimento.
ggplot(tb, aes(x = sentiment)) +
geom_density(fill = "orange", alpha = 0.25) +
geom_rug() +
labs(x = "Polaridade", y = "Densidade")
![](data:image/png;base64,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)
# Frequência relativa acumulada.
ggplot(tb, aes(x = sentiment)) +
stat_ecdf() +
geom_rug() +
labs(x = "Polaridade", y = "Frequência")
![](data:image/png;base64,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)
# As avaliações mais positivas.
tb %>%
top_n(sentiment, n = 10) %>%
inner_join(tt[, c("id", "general")]) %>%
select(sentiment, general)
## Joining, by = "id"
## # A tibble: 49 x 2
## sentiment general
## <dbl> <chr>
## 1 1 Opinião Geral:um carro de bom custo-benefício, mas com aparen…
## 2 1 Opinião Geral:Carro relativamente barato, excelente pra quem …
## 3 1 Opinião Geral:Bom e barato. Super acessível.
## 4 1 Opinião Geral:Ótima opção dentre os carros baratos. O resto é…
## 5 1 Opinião Geral:O custo beneficio é bom pra quem quer um carrim…
## 6 1 Opinião Geral:excelente carro pra quem num faz tanta questão …
## 7 1 Opinião Geral:ÓTIMO CARRO, SÓ ESPERAVA SER MAIS ECONÔMICO...
## 8 1 Opinião Geral:Excelente carro, não tenho do que reclamar!
## 9 1 Opinião Geral:otimo para o dia a dia
## 10 1 Opinião Geral:Excelente carro.
## # … with 39 more rows
# As avaliações mais negativas.
tb %>%
top_n(sentiment, n = -10) %>%
inner_join(tt[, c("id", "general")]) %>%
select(sentiment, general)
## Joining, by = "id"
## # A tibble: 11 x 2
## sentiment general
## <dbl> <chr>
## 1 -1 Opinião Geral:Não sei se eu dei azar com o meu, pois muitas p…
## 2 -1 Opinião Geral:ruim
## 3 -1 Opinião Geral:UM LIXO!!! O pior carro que já tive. Não recome…
## 4 -1 Opinião Geral:ACHO QUE O PIOR CARRO QUE A FIAT FEZ
## 5 -1 Opinião Geral:Recomendo, sem dúvida nenhuma, um carro para nó…
## 6 -1 Opinião Geral:Bom carro, mas com muito plástico no painel e n…
## 7 -1 Opinião Geral:Não comprem esse carro. Façam um teste drive an…
## 8 -1 Opinião Geral:um bom carro para quem pensa em custo beneficio
## 9 -1 Opinião Geral:NÃO GASTE UM CENTAVO COM ESSE CARRO, NEM SE FOR…
## 10 -1 Opinião Geral:Muito bom, já estou negociando outro, só que de…
## 11 -1 Opinião Geral:Estou decepcionado com a Fiat.
Exibição das avaliações polarizadas
#-----------------------------------------------------------------------
# Exibição dos resultados.
# Tabela com as avaliações originais sem o preprocessamento.
tb_u <- tb %>%
inner_join(tt[, c("id", "general")]) %>%
select(id, sentiment, general) %>%
mutate(general = str_replace(general, "Opinião Geral:", ""))
## Joining, by = "id"
# Valores e cores para formatação condicional das cédulas da tabela.
vals <- seq(-1, 1, by = 0.1)
cols <- colorRampPalette(
RColorBrewer::brewer.pal(n = 6, name = "Spectral"))(length(vals))
# plot(vals, col = cols, pch = 19, cex = 5)
# Define o estilo de formatação condicional.
style <- styleInterval(cuts = head(vals[-1], n = -1),
values = cols[-1])
html_table <-
datatable(tb_u,
colnames = c("Avaliação",
"Sentimento",
"Opinião Geral")) %>%
formatRound(columns = "sentiment", digits = 2) %>%
formatStyle(columns = names(tb_u),
valueColumns = "sentiment",
target = "cell",
backgroundColor = style)
html_table
Termos mais frequentes por classe polar
#-----------------------------------------------------------------------
# Para poder melhorar o dicionário.
# Determina as frequências dos termos de polaridade não nula.
tb_words <- tb_sen %>%
count(words, polarity, sort = TRUE) %>%
filter(polarity != 0)
tb_cloud <- tb_words %>%
spread(key = "polarity", value = "n", fill = 0) %>%
rename("negative" = "-1", "positive" = "1")
tb_cloud
## # A tibble: 417 x 3
## words negative positive
## <chr> <dbl> <dbl>
## 1 abastecer 0 1
## 2 abrir 1 0
## 3 acabados 1 0
## 4 acabamento 0 22
## 5 aceito 0 1
## 6 acessivel 0 1
## 7 achar 0 3
## 8 acostumar 0 1
## 9 afirmar 0 2
## 10 afundada 1 0
## # … with 407 more rows
tb <- as.data.frame(tb_cloud[, c("negative", "positive")])
rownames(tb) <- tb_cloud$words
head(tb)
## negative positive
## abastecer 0 1
## abrir 1 0
## acabados 1 0
## acabamento 0 22
## aceito 0 1
## acessivel 0 1
# Faz núvem de palavras.
comparison.cloud(tb,
colors = c("red", "blue"),
max.words = min(nrow(tb), 200))
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)
# Gráfico de barras para as palavras de maior ocorrência.
n_words <- 20
tb_bars <- tb_words %>%
mutate(score = polarity * n) %>%
group_by(polarity) %>%
top_n(n, n = n_words) %>%
ungroup()
ggplot(data = tb_bars,
mapping = aes(x = reorder(words, score),
y = score,
fill = score)) +
geom_col(color = "black") +
scale_fill_distiller(palette = "RdBu", direction = 1) +
coord_flip() +
theme_light() +
theme(legend.position = c(0.95, 0.5),
legend.justification = c(1, 0.5)) +
labs(y = "Frequência de ocorrência",
x = "Termo",
fill = "Frequência de\nocorrência")
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urqqoqLi5ubW0dGRkhhMhksvDwcK1Wy/8qVFMAAAAAAAAwUUjgXVl5efmhQ4fEYnFCQkJUVFR4eHhgYCBFUVlZWRPNuqewKQAAAAAAAJgEJPCu7OzZs4SQnJyclStXWgs5jpvEEPopbAoAAAAAAAAmAY9ruiyO43p7ewkhoaGhtuV1dXWDg4NCNQUAAAAAAACTgwTeZVEUFRwcTAgpKioymUyEEKPRqFKpcnNz+QodHR132Xx4eNjau36fTQEAAAAAAMD9wxB6V5aWlpaXl1dUVHT+/HmpVKrX6wkhCoWCoqjKysqcnJwtW7ZkZmaO3dDPz49hmF/84hdz5859880376cpmOHe+Oo7Dxpf5N0XzbBR6BAAAAAAYFZAAu/K4uLiJBJJYWFhR0eHSCSKjo5WKBSxsbFarbazaXbKGgAAIABJREFUs7Ovr+9Oy7Q8//zz7777bl9fn3XpiEk3BTPcX9vVQocAAAAAAADjQk1o1XiA+6dSqUJCQiIiIoQOZEYQah34xYsXt7e3O3inLs9sNtM0LXQUMElYB94F8OvA8898gfPCOvDOjl8HPjAwEOvAOzWsA+8YLMuWlZWtWLFi0aJF49wEQ2cBZqO5c+cKHYILoihK6BAAAAAAwJUhgQeYjfClOAAAAACA08Ez8ACz2sm4lTKxu9BROLfdVV93GIaFjgIAAAAAXB8SeIBZLUQm9fcQCx2Fc3PHNP4AAAAA4BD43AkAAAAAAADgBJDAAwAAAAAAADgBDKF3HV999VV5eXljYyPDMMHBwY8//nhKSopY/L+jozmOq66uLisr6+zs1Ov1vr6+CxcuTExMXL16tXX27AsXLuTl5WVnZyckJBw9erSmpiYpKWnHjh38X69du6ZSqVpaWnp7e+VyeWhoaGpqqlwuF+BoAQAAAAAAZhkk8C5CqVS+//77hBCapj09PZubm5ubm6urq3Nzc93c/nWV8/PzlUolIcTDw8PHx4dhGI1GU1dX9+yzzyYnJ9u2xnHcwYMHq6qqbAuLi4tPnjzJ/yyTyZqampqamioqKvbt27dy5UpHHCQAAAAAAMAshgTeFbS3t+fn59M0/dxzzyUkJIjF4paWltdff72pqUmpVG7dupUQolarlUolTdN79uxRKBQURZlMpsLCwoKCAqVSuWnTJtslrEtLS9VqdVpaWlRUVEhICL/5qVOnCCGbN29++umnpVKpVqs9ceLEpUuXjhw5cvz4cduufp7ZbDYYDN8bsNlsNhqN03Q2nAvHcSzLOv5ssCzr4D3OBkajUSTCc0nOymw2m0wmoaOA+2KxWDiOw/3F2QlyW4QpxH/GGB0dxXV0amazeXR01DZBgOnAv14m9MkcCbwrOH36NMdxW7duTUxM5EseeuihF154Yd++fZcvX+YT+IaGBkJITExMTEwMX0csFqenp5eUlDAMYzAYvLy8rA3evn17//790dHR1pKCggKLxRIfH79z506+xN/ff+/evbt27Wpra1OpVHZ9+ISQ/v7+6urqsdHSND0wMNDZ2TlVh+8CHH82kKhMh87OTiTwTm1wcFDoEGAK4P7iAnARXQDDMAzDCB0F3JeBgQGhQ3B9HMeRCX4yRwLv9DiOq62tpSjKmr3zIiMj09PTKYriOI6iqJiYmHXr1tE0bVvHbDZ/77c+crl81apVtiXXrl0jhKSmptoWUhSVkpJy+PDh+vr6sQm8TCazfllgq6amxtvbe8GCBRM+VFfEcRzDMP7+/g7e79gRE3D/FixYgATeefX390skErw0nJpOpxsdHX3ggQeEDgTui1ardfxtEaYQy7JqtdrPz2/OnDlCxwKTNzAw4OHhgdvidGNZ9p///OeEzjMSeKfX19dnMpkCAgJkMpltuUgkyszMtP5K0zSfvbMs29XV1dLS0tDQUFtbOzQ0NLZNuVxuO2DGZDL19fVRFLVo0SK7mosXLyaEqNXqsY24ubn5+Ph8b8xubm4eHh7jPUKXxnGcSCRy/NlAnjkdPDw8cGKdl5ubm1gsxluTU6Np2mw24yI6O0FuizCFLBYLIcTd3R3X0akNDw/jIjoA3406oQ+QSOCdXm9vLyHEz8/vnjWrqqqKi4tbW1tHRkYIITKZLDw8XKvV8r/asvsuQKfTcRzn7e1tnQ/Piv+OXKPR3M8hAAAAAAAAwD0hgXd6fC93f3//3auVl5cfOnRILBYnJCRERUWFh4cHBgZSFJWVlTU2gbf7EsjX15eiqMHBQbPZbJfD63Q6Mr6vDwAAAAAAAOB+IIF3ekFBQSKRSKPRDA8P2z1rlJ+fPzAwsG3bNm9v77NnzxJCcnJybJd84zjue4fQ2xGLxQEBARqN5tatW/yk9Fatra2EEDzQDgAAAAAAMN3wuKbTo2l66dKlLMuWlZXZlnd1dX388ceXLl3y8vLiOI4faR8aGmpbp66ubpyzLi9fvpwQUlxcbFvIcVxJSQkhZNmyZfd5FAAAAAAAAHB36IF3Bdu2bdu7d+/p06e9vb3j4uLEYnFPT8+bb75JCFm/fj0/HV1wcHB7e3tRUVFmZqZYLDYajRcuXPjTn/7Et9DR0REZGXmXXWRkZFRWVlZUVPj7+6elpXl6ejIMc+zYsdbW1oCAgKSkJAccJkyHm/0GrRhLyt2XUcsElu4EAAAAAJg0JPCuIDIyMiMj48MPP3zrrbeOHTvm7e3NP5r+4IMPbt++na+TlpaWl5dXVFR0/vx5qVSq1+sJIQqFgqKoysrKnJycLVu22M5ab2f+/PnZ2dlvv/22Uqk8d+6cTCbjW5DJZLt378YKE87rZxdqhQ4BAAAAAADGBQm8i8jIyIiMjCwrK2tubh4YGAgLC1u7du2TTz7p7u7OV4iLi5NIJIWFhR0dHSKRKDo6WqFQxMbGarXazs7Ovr6+oKCgu+9i48aNERERhYWFN2/e7O3tDQsLCwsLy8jIwAx2M9NXX311lwkO7jnrIQAAAAAAzDQUx3FCxwCzi0qlCgkJiYiIEDqQGYHjuJ6ennt+ezIJS5YsuXHjxpQ3C3dhNptpmhY6CpgkhmE8PT2x4K1T02g0RqMxODhY6EDgvnR3d0/HbREcxmKxtLe3BwYGSqVSoWOBydPpdBKJRCKRCB2Ii+MnMluxYsWiRYvGuQkmsQMAmBr8fBMAAAAAANMEQ+hnu6NHj/73f/93cHDwsWPHhI4FpkXKovlCh+DiPu/qHRg1Cx0FAAAAALg+JPAALu63/7ZE6BBc3DeMHgk8AAAAADgAEvjZbuXKlTKZTCaTCR0IAAAAAAAA3A0S+Nlu9erVq1evFjoKAAAAAAAAuAck8C7r5ZdfvnLlygcffNDR0fHRRx/duHFDIpGEh4fHxMTExMRYZ9u6cOFCXl7exo0bn3/+eeu2165dU6lULS0tvb29crk8NDQ0NTVVLpdbK/BbZWdnJyQkHD16tKamJikpaceOHY4+SAAAAAAAgFkDCbyLq66uPn78OMuyEolEq9Vevnz58uXL3377bXZ29p02KS4uPnnyJP+zTCZrampqamqqqKjYt2/fypUrbWtyHHfw4MGqqqrpPQYAAAAAAABAAu/yTpw4IZfL9+zZExIS0t/fX1xcrFQqS0tL169fv3Tp0rH11Wr1qVOnCCGbN29++umnpVKpVqs9ceLEpUuXjhw5cvz4cbFYbK1cWlqqVqvT0tKioqJCQkIcdlAAAAAAAACzEBJ4F+fu7v7qq6/yc9T5+Phs3759eHi4tLS0oKDg97///dj6BQUFFoslPj5+586dfIm/v//evXt37drV1tamUqmSk5OtlW/fvr1///7o6Ojv3bVer6+vrx9bzrLswMBAZ2fn/R+daxgdHZ2Os2E2Y150R+vs7BSJREJHAZNksViGhoasjxeBMzKbzSzL4v7i7KbptggOw3EcIYRhGL1eL3QsMHkWi2VwcBAfbKYb/3oxmUzj3wQJvIv70Y9+ZDfD/I9//OPS0tJvvvnGYrHQNG1X/9q1a4SQ1NRU20KKolJSUg4fPlxfX2+bwMvl8lWrVt1p1zRNe3p6ji3n3wvc3PB/71/MZvN0nA3kIY7n5uaG+5zzYlmWpmlcQadmsVgoisL9xdlN020RHIbjOJPJhA97zo7jOJFINDZZgKnFJ/AT+tyO15WLCwsLsyuZO3euj4+PXq/XaDRBQUG2fzKZTH19fRRFLVq0yG6rxYsXE0LUarVtoVwuv8v/Ni8vL7tn5nkqlUoqlQYGBk7oQFwVx3E9PT3TcTbwhut4gYGBSP+cF8Mwnp6eHh4eQgcCk6fRaIxGI+4vzq67uxsX0alZLJb29nYfHx+pVCp0LDB5Op1OIpFIJBKhA3FxLMsSQtzd3ce/CT5rujh/f/+xhQEBAYSQ3t5eu3KdTsdxnJeX19hvTPl2NBqNbSFWjwcAAAAAAHAYJPAurr+/f2whwzCEEF9fX7tyX19fiqIGBwfHPj6t0+kIIX5+fraF6GwEAAAAAABwGCRgLq6trc2uhGEYhmEoipo3b57dn8RicUBAAMf9/+3de1yU1b748TWMzHC/gxfACwqmRmUoXjYkZdtLGkfPJhVv7dyalee8KrU6nrR9trteua0oaWeZnrI8ahobMwWl3GISVualbO+8om5BBGFghsvAIDPP74/nt+fMmUFigGGY4fP+wxeznvWs+c6aZznzned51pKKi4utNl29elUI0a9fP4dFCgAAAABoDQm8m8vLy2tsbLQsycrKEkLccccdLc4scueddwoh9u7da1koSdLnn38uhBgxYoQDYwUAAAAA3B4JvJurqal56aWXSktLJUmqr6/fvn37vn37hBDz589vsX56erpSqTx8+PDHH3+s1+uFENXV1a+++urVq1dDQ0OnTZvWpdEDAAAAAP6JWejd3EMPPfTFF1888cQTPj4+ckIuhEhLS4uPj2+xft++fZcuXfr+++9nZWX95S9/CQgIkNfwDAgIePbZZ1UqVdeFjk7y1LEfnB2CmyvTG5wdAgAAAHoEEng3d999902YMOGzzz47f/68Wq2OjY2dNGlSYmJiK7tMmTIlLi4uOzv7ypUrFRUVQ4YMGTJkSHp6utUMdnAVxyuqnR0CAAAAgE5AAu/+hg0bNmzYsNttTUlJSUlJsSqMiYlZuXJlK222uBe6ldLSUmeH0ONIkuTsEAAAAODOuAe+pyssLExNTX377bedHQg6WUREhLND6HEUCoWzQwAAAIA7I4EH3FOLqwwAAAAAcF18xQfc3JGHkp0dgpt79OjJf9TpnR0FAAAA3B8JPODm/DwZ5o7lwYXzAAAA6BJ8s3dbL730krNDAAAAAAB0GhL4niU/P//o0aMXL140mUxDhw6dPXu2bR1Jko4dO5abm1taWqrT6YKCgqKjo6dOnTpmzBjzHF1HjhzJyMhYunTpxIkTN27c+O23306bNu3RRx/t2lcDAAAAAD0ICXxPYTKZ/vznPx86dEgIoVAoVCrVyZMnT506df/991vV3LZtW1ZWlhBCrVYHBgZWV1dXVlaePn16yZIlDz/8sGVNSZI2bNhQWFjYZa8CAAAAAHosEvie4ujRo4cOHVIoFL/97W8nTZrk5eV1/vz5jIyMw4cPW1YrKyvLyspSKpXLly9PSkpSKBRNTU3Z2dk7duzIysqaPn265UJZOTk5ZWVlaWlp8fHxgwYN6vLXBAAAAAA9CAl8j2AymbZv3y6EWLhw4cyZM+XC4cOHv/zyy0888YTJZDLXPHfunBAiOTk5Ofn/T12uUqlmz579+eefV1dX19fX+/n5mStfv3599erViYmJLT5pU1OTRqOxLZckqampqb6+vpNenGuTJMloNDqiNyzfVnSN+vp6Dw/W5nRVt27damhoaG5udnYgaL/m5maTycTni6tz0Mciuoz8DcRgMDg7EHRIU1OTEMJoNDo7EDcnjxe7vreTwPcIlZWV5eXl3t7e06ZNsyzv06fPuHHjLK+BT05OHj9+vFKptKwmfyUSNsdWVFTU6NGjb/ekdXV1J0+etC1XKpX19fU3b95s32txS47oDf7D7Xo3b94kgXdp5Azugc8XN8Cb6AZ0Op2zQ0BH8bHYBSRJEv/8uaSNSOB7hBs3bgghoqKivLy8rDYNHjzYMoFXKpVy9m4ymW7cuHH58uVz586dPHlSr29hmeuoqCjLK+qtBAcHT5482bb88OHDQUFBAwYMaN9rcTOSJFVWVoaHh3d6y56enp3eJlo3YMAAEnjXpdVqvb291Wq1swNB+2k0mqampr59+zo7EHRIRUWFIz4W0WWMRmNJSUl4eLiPj4+zY0H76XQ6Ly8vPhYdzWQy/fzzz3b1Mwl8j1BdXS2ECA4Ott0UGhpqVVJYWLh3796rV682NjYKIQICAmJjY6uqquSHlgICAlp5UoVCcbscUqFQkOfI5F/d6A334OHhwVvpuuT/l3gHXZr8mzJvohvgTXRp8ncbvuy5OoVCwZvYZVo5J2qLBL5HCAsLE0JotVrbTVaFhw4dyszMVKlUEydOjI+Pj42NjYiIUCgUixcvtk3gGdIAAAAA0GVI4HuEPn36CCFKSkoMBoPVFRpXrlyxfLh7924hxKpVqxISEsyFkiS1eAk9AAAAAKDLcAa1RwgNDY2MjNTr9bm5uZbllZWVBQUF5oeSJFVUVAghBg8ebFnt9OnTdXV1XRMqAAAAAKBFJPA9gkKhmDt3rhDio48+2rdvX0NDgyRJRUVFa9aske9TMleLjIwUQuzZs0eeC9FgMOTl5a1fv16uUFJS4ozwAQAAAABcQt9jJCUlnTlzJi8vb/PmzVu2bPH29tbr9R4eHr/73e82b95srpaWlpaRkbFnz559+/b5+vrKS4AkJSUpFIqCgoJVq1bNmjVr3rx5znsdsFthucbZIbg5fTMr9gEAAKArkMD3FAqFYtmyZSNGjDh69OjFixebmpruvvvu9PT0sLAwywQ+JSXFy8srOzu7pKTEw8MjMTExKSlpwoQJVVVVpaWlGo2md+/eTnwVaIenvz3j7BAAAAAAdAIS+J4lJSUlJSXFqvDzzz+3fDh27NixY8da1QkNDX3zzTdbb6dnKi8vz8/Pb/fukiTV1NQEBgZ2Ykiy2traTm8TAAAAgBORwAMd8re//S09Pd3ZUaBbsJxRAgAAAOh0TGIHAJ1DoVA4OwQAAAC4M87AQ2zcuPHgwYORkZHvvvuus2NxYUO9fRL9A5wdBZzgc02lztjs7CgAAADg/kjggc4R5+2zIKKvs6OAE3yl05LAAwAAoAuQwEMkJCQEBAQEBHD2GAAAAAC6LxJ4iDFjxowZM8bZUQAAAAAAWsMkdu7gyJEjqampOTk5jY2NGRkZs2bN+uijj4QQWVlZqampWVlZVvUzMjJSU1O//fZby903btwoPywsLExNTd2zZ49Go8nIyJg/f35aWtqzzz77/fffCyFqa2szMjLmzZuXlpb2zDPPfPXVV134QgEAAACg5+IMvPuQJGnDhg2FhYWd0lplZeWKFStqamoiIyPLy8uLiopefvnlp59++tNPP71x40ZUVFRVVdXly5ffeOMNX1/fUaNGdcqTAgAAAABuhwTefeTk5JSVlaWlpcXHxw8aNKiDre3fv/+ee+557rnn/Pz8amtrf//731+6dOmtt94aPHjw5s2bw8PDDQbDq6++eurUqby8PBJ4AAAAAHA0Enj3cf369dWrVycmJnZKa97e3itXrvTz8xNC+Pv7z5gx4/XXX/fw8Fi5cmV4eLgQQq1WP/LII6dOnSorK2uxBa1We+rUKdtyk8mk0+mKi4s7JU6nq6iocHYI6C6Ki4s9PLgvyVWZTKba2lqFQuHsQNB+JpNJkiS3+XzpsYxGI2+iG9BoNFVVVc6OAu1nMplqamr4WHQ0SZKEEAaDoe27kMC7j6ioqNGjR3dWa8OHD/f39zc/jIiIEEL0798/MjLSqrC5ueUFtFQqVd++LSyr9o9//EOlUvn6+nZWqM7l5eXl7BDQXfj6+pLAu67GxkZPT0+lUunsQNB+DQ0NRqPRbT5feqz6+nreRJcmSVJNTY1arfb09HR2LGg/g8GgVCp79SJbdCw5gbfr6wdvifuIiorqxB/JgoKCLB/KLQcHB9sW3o6Pj8+wYcNsy69du+bt7R0SEtIZYTqf5c8c6OFCQkJI4F1XdXW1j4+PWq12diBov8rKSoPB4DafLz3WrVu3eBNdmtForKmp8fPz44cYl6bVar28vDhT5Wgmk0kIYdcPJXzXdB9tX8hd/qWndS0m51xFAwAAAADOQgLvPtp+6q+2ttahkQAAAAAAOh0JvPuzOt8uSVJpaamzggEAAAAAtA8JvDuTp0MoLy+3LDxz5szt5o0HAAAAAHRbJPDuLDo6Wghx5MiRc+fOySWXL1/OzMxUqVROjQsAAAAAYDdmoXdnd999d0xMzOXLl1944YWoqKhbt26VlZUNHDjwgQce2LVrl7Ojczf5uurT9Uwu0BOVNTU5OwQAAAD0CCTw7szT03Pt2rU7d+48efLkjRs3goKCZsyYMXfu3AMHDjg7NDdUZzTWGY3OjgIAAACA21K0ZUUxoBPl5eUNGjQoLi7O2YH8r//+7/9evXp1+/Ztamqqqqrq3HjgooxGI+vAuy7WgXcD8jrwkZGRzg4EHVJeXt67d29nR4H2MxqN165di4iIYB14l8Y68F3DZDLl5ubedddd/fv3b+MunIHvFtasWfPjjz++9tprQ4cOdXYsPVF9fT0T+wEAAADo5kjg0YKdO3d6enqmpaU5O5CuplIoegmFs6OAi2mQTFzIBAAAgC5AAo8W7Ny508fHpwcm8Iv8+zzkE+LsKOBillVeKm42ODsKAAAAuD9u1wQAAAAAwAWQwAMAAAAA4AK4hL57OXPmzK5du4qKitRq9eDBgydOnPirX/3KsoIkSceOHcvNzS0tLdXpdEFBQdHR0VOnTh0zZoxC8f9v3j5y5EhGRsbSpUsnTpy4cePGb7/9dtq0aY8++mhbdl+3bt2xY8eEEHq9PjU11dPT8y9/+UvbnxoAAAAA4CAk8N1IYWHh3r17JUkKDAzUarUnTpw4ceLE9OnTlyxZYs6Qt23blpWVJYRQq9WBgYHV1dWVlZWnT59esmTJww8/bNmaJEkbNmwoLCy0LPzF3ePj4728vA4fPqxUKidMmNCrV6+27wsAAAAAcBwS+G7ks88+i4uLW7lyZZ8+ffR6/Z49e3bt2rV///6EhISEhAQhRFlZWVZWllKpXL58eVJSkkKhaGpqys7O3rFjR1ZW1vTp0y3PhOfk5JSVlaWlpcXHxw8aNKiNu0+bNk0IcfjwYbVa/cwzz5hbs+upAQAAAACdjgS+G/Hz81u7dq2Pj48QwsfHZ968efX19fv379++fbucwJ87d04IkZycnJycLO+iUqlmz579+eefV1dX19fX+/n5mVu7fv366tWrExMTzSV27W6lHfs2NjZev37dtilJkhobG3U6nb394zgNDQ3ODgHuQKfTeXgwsYirMhgMJpOpsbHR2YGg/ZqamoxGY7f6fEE7NDc38ya6NJPJJITQ6/XNzc3OjgXt19jYaDQaDQbW2XEsebzYNVhI4LuRSZMmydm72W9+85v9+/cXFRU1NTWpVKrk5OTx48crlUrLOs3NzfIbL/9rFhUVNXr0aMsSu3a30o599Xr92bNnbcuVSmVDQ0NVVVUrT9fF9Hq9s0OAO6iqqiKBd2n8luceutXnC9qHN9EN1NXVOTsEdBQfi11AkiRBAu+6YmJirEpCQ0ODg4Orq6vLy8ujo6OVSqWcQptMphs3bly+fPncuXMnT55sMf+Mioqyuqzdrt2ttGPfkJCQ6dOn25bn5eUFBwfLV/V3E6Ghoc4OAe5g0KBBJPCuq7q62sfHR61WOzsQtF9lZaXBYIiMjHR2IOiQ8vLy3r17OzsKtJ/RaLx27VpERISvr6+zY0H7abVaLy8vLy8vZwfi5kwm088//2xXP5PAdyPBwcEtFlZXV+t0uujoaPHPie6uXr0qX+cZEBAQGxtbVVVle9lnQECAbWtt371z9wUAAAAAdBAJfDei1WptCzUajRAiIiJCCHHo0KHMzEyVSjVx4sT4+PjY2NiIiAiFQrF48WLbLNr2TKBdu3fivgAAAACAjiOB70aKiorMU8TJysvLdTpdr169wsLChBC7d+8WQqxatUqe004mSVIbb+HuyO4dfGoAAAAAQAdxu2Y3kpeXV19fb1kip80JCQkeHh6SJFVUVAghBg8ebFnn9OnTbZkmpCO7d/CpAQAAAAAdRwLfjej1+tWrVxcXF0uSVFNT88EHH3z55ZcKhWL+/PlCCIVCIU/Ms2fPnqamJiGEwWDIy8tbv369vHtJSUkrjdu7e0NDg/nsegefGgAAAADQcVxC340sWLDg448/XrZsmY+Pj5w8e3h4LFmyZMCAAXKFtLS0jIyMPXv27Nu3z9fXV14lNSkpSaFQFBQUrFq1atasWfPmzbtd+23fXZ4578knnwwLC3vjjTc6/tSu4ucmveKXawH/R53J6OwQAAAA0COQwHcjqampkZGR2dnZV69eDQ8Pj4uLmz59+ogRI8wVUlJSvLy8srOzS0pKPDw8EhMTk5KSJkyYUFVVVVpaqtFoWl92pe27P/XUU1u2bNFoNOYlDTr41K7iaKPuaKPO2VEAAAAAQAsU8trxQJfJy8sbNGhQXFycswP5X5mZmU8//bSzo4DLMxqNrAPvulgH3g2wDrx7YB14V8c68O6BdeC7hslkys3Nveuuu/r379/GXTgDDyeorq4uKipydhT/a+TIkVu3bnXWsxsMBnIGlyZJUkNDg1qtvnLlirNjQfs1NDR4enr26sXHogurr683Go0sburq6urqmCLXpZlMJq1W29jYqFKpnB0L2o+Pxa5hMpns3YW3BF3N09NTq9W2uOi9E/Xp08dZTy1JkkLBrfeuzWQyKRSKS5cuOTsQtB8j0Q1IkiRJ0s2bN50dCDqEwegGTCaTRqPhfXRpjMQu4+npadclnFxCDwAdotfrDx8+PHr0aK75BJzrzJkzWq32vvvuc3YgQI9mMBi+/PLLhISEvn37OjsWwA1xuyYAAAAAAC6ABB4AAAAAABdAAg8AAAAAgAsggQcAAAAAwAWQwAMAAAAA4AJI4AEAAAAAcAEsIwcAHWI0GqurqwMCAlQqlbNjAXq0urq65ubmoKAgZwcC9Ggmk6mqqsrf31+tVjs7FsANkcADAAAAAOACuIQeAAAAAAAXQAIPAAAAAIALIIEHAAAAAMAFkMADAAAAAOACejk7AABwVTqdbufOncePH9dqtaGhoePGjZszZ46Pj4+z4wLc2blz57Kysq5du6bVaiMjI4cPHz5nzhx/f3+ragxPwNEkScrPzz9w4MC1a9e8vLz2eTjuAAAVpklEQVRiY2MXLFgwYMAAq2oMRqBzMQs9ALSHRqN57rnnKisrhRBeXl6NjY1CiKioqPXr1/v5+Tk7OsA97du3b8uWLZIkeXh4+Pv763Q6IURgYOC6desiIyPN1RiegKNJkvTWW2/l5+cLIdRqdXNzs9FoVCqVa9asuffee83VGIxAp+MSegBoj/fff7+ysjImJuadd97ZtWvXm2++GRERUVJS8vHHHzs7NMA9aTSajz76SAixaNGiTz/9dNu2bVu2bBk2bJhOp9u4caPlCQmGJ+BoOTk5+fn53t7ea9as2bFjx65du6ZNm2Y0GjMzM/V6vbkagxHodCTwAGA3nU53/PhxlUq1atWq6OhohUIxePDg//zP/xRCHD16tKmpydkBAm4oJyenqalp/PjxM2bM8PT0FEJERESsWLFCqVT+9NNP8ik+wfAEHM9gMOzatUsI8fzzz48ePdrT01OlUi1ZsiQmJqaqqurUqVNyNQYj4Agk8ABgt4KCAqPReNddd/Xu3dtcGBMTExMTo9frT5w44cTYAHd17do1IcT48eMtCyMiIuSL54uLi+UShifgaKdPn9bpdP37909ISDAXenh4TJ8+fdiwYeZf0xiMgCOQwAOA3X766SchxMiRI63K5Rv/fvzxRyfEBLg7nU7n4+NjmQnI1Gq1EEK+t1YwPAHHk8eR1a9pQogHH3zwT3/604wZM+SHDEbAEZiFHgDsVl1dLYTo16+fVXnfvn2FEFqt1gkxAe7utddesy2sra0tKSkRQpjnvmZ4Ao5WUVEhhBg4cGDr1RiMgCOQwAOA3eS5r319fa3K5Tl15a0AHOfWrVu1tbVXrlzZtWtXQ0NDcnKyeRZ6hifgaHJmHhgYWFBQsG/fvqtXr/r4+MTExEyfPt1yCnoGI+AIJPAAYDf5a4ftEjh8KQG6xsqVK69cuSL/PWXKlMWLF5s3MTwBR5MT+P379xcWFgoh/Pz8qqurT5w4ceLEiZkzZz722GNyNQYj4AjcAw8AdrNcsMrWrVu3uiwSoGcaMGDAwIEDvb29hRAFBQWHDx82b2J4Ao5WU1MjhCgsLJwwYcKHH364Y8eO3bt3L1q0yMPDY8+ePeab2xmMgCNwBh4A7BYUFNTQ0FBfX29VXldXJ4QIDg52RlBAD7J8+XIhhCRJX331VWZm5saNG4ODg8eMGSMYnoDj+fj4NDU1jRgxYvny5QqFQgihVqtnzJhRUVGxb9++7Ozsu+++WzAYAcfgDDwA2C0oKEgIYfulRC7hSwnQNRQKRUpKijzl9cGDB+VChifgaPI4euCBB+Ts3Sw5OVkIcfXqVfkhgxFwBBJ4ALCb/KXkxo0bVuXl5eXmrQA6UXV1dVZWljlLtzR8+HAhxM2bN+WHDE/A0eTcOzQ01Ko8JCRECKHVao1Go2AwAo5BAg8AdouPjxctrWH7ww8/CCHuvPNOJ8QEuDWVSvXxxx+///77cmJgqba2VvwzcxAMT8Dx5AXkSktLrcrlzDwqKkqpVAoGI+AYJPAAYLfk5GSlUvnjjz9aTqJbVlZ24cIFHx+fsWPHOjE2wC35+vr26dOnubn5u+++syyXJEmeBzsmJkYuYXgCjjZx4kQhxIEDB6x+UJOvkRkyZIj8kMEIOAIJPADYLTAwMDExsaGh4fXXX9fr9UIInU63bt06SZLuv/9+lUrl7AABN/Twww8LId59993jx4/LaUNNTc3mzZuPHz/u7e09bdo0uRrDE3C06Ojo4cOHFxcXv/LKK/LdK3q9fuvWrQUFBSqVKj09Xa7GYAQcQdH6Ag8AgBZpNJqVK1dqNBqlUhkZGVlcXCxJUv/+/devX+/j4+Ps6AA3ZDKZXnrppTNnzgghlEqlr6+vvJaVWq1++umnk5KSzDUZnoCjlZSUvPDCC/INLH5+fvLE8iqVatmyZffff7+5GoMR6HQk8ADQTjqdbseOHcePH9dqtaGhoUlJSbNnz5YXpgbgCJIkffnll/n5+Tdu3NDr9f369YuNjZ01a1Z4eLhVTYYn4GiVlZW7du06efKkTqfr06fPkCFDZs2aFRkZaVWNwQh0LhJ4AAAAAABcAPfAAwAAAADgAkjgAQAAAABwASTwAAAAAAC4ABJ4AAAAAABcAAk8AAAAAAAugAQeAAAAAAAXQAIPAAAAAIALIIEHAAAAAMAFkMADAAAAAOACSOABAAAAAHABJPAAAAAAALgAEngAAP6P//mf/1G0Ta9evZwdbEf9/ve/l1/L4MGDGxsbnR1OlwoLC1MoFKtXr3Z2IK6hJx8qANB9kMADANBDFRUV/elPfxJChISEXL58ef369V0cwNdffy3nhPfcc08XPzXswqECAN2Ey586AADAQebNmzdq1KhWKigUii4LxhGefvppg8HwzDPPzJ07Nykp6dVXX124cOHAgQOdHRe6HQ4VAOgmSOABAGjZlClT5s+f7+woHGXfvn05OTnjx49fv369p6fnO++8s2TJkmeeeeazzz5zdmjoXjhUAKD7IIEHAKDHkSTp0KFDqampGzdu9PT0FEIsXry4uLj45MmTly5dGjJkSNeEkZiYeOPGDSGEG8wm4K44VACgW+E/QQAAehyFQrFhwwarwj/84Q9dHIZKperTp08XPynswqECAN0Kk9gBANBRfn5+CoXi4MGDQohPP/30rrvu6tWr15///GfLOjqd7pVXXhkzZkxISIiPj8/w4cMXLlx47NgxSZJsG5Qkaf/+/TNmzOjbt69arR4wYMCiRYvOnDkjhJgzZ47l3OllZWXy5F6ffPKJbTv79++Xt166dMlqU9vjkV+dfL10QUHBzJkz+/Xr5+3tPXz48EWLFl29erXFPvnhhx8WL14cExPj5eUVHR09ceLEt99+u6mpqcXGX375ZdsWvv7669mzZ8fHxwcFBfn5+Q0bNuzhhx/eu3ev0Whs8RlbJEnSJ598MmXKlN69e6vV6oEDBz7++OPnzp1rZRe73qlWnDt3btmyZXfccYevr6+fn98dd9zx1FNP/f3vf79d/Tb2mL2Nt35wdu6h69KHCgC4BgkAAFjYtm2b/BG5bdu2Nu7i6+srhDhw4IDlucq3337bXKGgoCA8PLzFD+JFixYZDAbL1gwGQ3p6um1NT0/P9957b/bs2UKIF198Ua4sX1cshNi5c6dtYPv27ZO3Xrx40bLcrnjkV7dnz54NGzbYztunVqvlXM7MZDKtXbvWw6OFkwSxsbHXrl2zbfyPf/yjZWFTU1NaWtrtvrpMnTr11q1bbXlfamtrJ0+ebNuCl5dXdnZ2aGioZU+2o2da8cYbbyiVSttGPDw81q1bZzKZ2t1j9jbe+sHZuYeu6x4qAOAquIQeAIDOcezYsVdeeUUIER0dPWTIkLi4OLn873//+6RJkxoaGjw9PRcsWDB69Gg/P7+ffvrpww8/rKio+OCDDxobG7dv325u59/+7d927twphAgICJg9e3ZiYmJ5efmBAwcKCwuffPLJfv36dTBOe+OR5eXlvffeezExMf/+7/8+atQojUazefPmnJwcg8Ewb968oqIic8KWmZn50ksvCSHCwsLmzZuXkJCg0+mys7Pz8/MvXrw4b968w4cPt34nc2ZmZlZWlhAiMjJy8eLFck9euHDhww8/vHbt2oEDBzIzM5cvX976y5Qkaf78+Xl5eUKIwMDAOXPmjB49+saNG7m5ud98883cuXNtT8+2r2dsbd26dcWKFUKIXr16zZs3b9y4cUKIb7/9dvv27bdu3fqP//iPkJCQJUuWWL7etveYvY3Lbndwtr61hxwqAOBKnP0LAgAA3Yv5DPyCBQvevr0jR46Yd5HPDSqVyr59++7du9eyNZPJNGbMGCFEv379Lly4YLmpurrafH74iy++kAsLCwvlktjY2LNnz5orG43G5557zvzx3e4z8PbGY351Qohx48ZpNBrLl5aamipvKioqkguvX7/u5eUlhIiLizMXypWfffZZufKePXusGrc6rTp+/HghRP/+/SsqKizLKysrIyMjhRDTp0+3fbG3e+1xcXGWr9RoNK5cudK2J9vRMy3S6XQBAQFCiODgYMuDRJKkgoIC+bS/v7+/VqttR4/Z27jU6sHZ+taec6gAgAshgQcA4P8wJ/CtW7ZsmXkXc96Sn59v1Zo5If/yyy9tn6uysjIkJEQIsXDhQrlk7ty5cn2ri40lSTKZTPfee28HE3h747F8dadOnbKqn5OTI286ePCgXPJf//VfckleXp5V5cbGRn9/fyHEs88+a9W4ZVZmMBjUarUQYs2aNbYRLly4UAgxdOhQ201WHnroITmSb775xmpTiz3Zjp5p0bvvviu388Ybb9hufeutt+StGzdulEvs6jF7G5daPThb39pzDhUAcCFMYgcAQOdISEiYMGGCVeGBAweEEGFhYQ888IDtLqGhofIuR48eFUJIkiRf8j1x4kT50mhLCoXC8iR8+9gVj6Vf/epXI0eOtCocOHCg/If0z/nM5OnQhg0b9utf/9qqslqtXr9+/YoVK2JjY1uJUKVSNTY2SpK0du1a2611dXWt7Gvp9OnTQogHH3xw7NixVpsUCsXzzz9vVdjunrHy17/+VQjh7++/dOlS262LFy+WU9P8/Hy5xK4es7dxsxYPzta39pxDBQBcCPfAAwDQsm3bts2fP7/t9e+8807bibtOnjwphKisrGxx1jGzmzdvCiGKi4s1Go0QwjbnlMmXNHeEXfFYGjp0qG01q+nHJEk6deqUEGLkyJG2XSGEeOKJJ+wNWAhhMplKS0u/+eab3Nzc7OzstuxSV1cnX5twux5LTEy0Kml3z1j529/+JoSIi4szn4625OvrO3To0BMnTshrCtjbY3Y1bqnFg7P1rT3kUAEA10ICDwBA5+jbt69tYWVlZVv21ev1zc3NcvYuhBg8eHCL1aKjo5VKZUcWx7IrHsv5w6Kjo39xr9raWnn1r/79+7c7QplGo9m9e/df//rX8+fPX7p0qbGx0a7di4qK5D/a3pPt7hkr1dXVwuKEs62BAweeOHFCrmZvj9nVuKUWD87Wt/aQQwUAXAsJPAAAnaPFk6LNzc1CiHvuucd8O/rttLiYlm0duxJ4+dk7JZ7WJwO3ejr5zuR2+/TTTx9//HGtVmsu6d+//9ChQ8eNG3fixInc3NxfbEGeHa0VCoXCqic7951qhdyT8tN1Vo+12LilFg/O1rf2kEMFAFwLCTwAAA4kT/RVXFwcFRX1i5VjYmLkP8wnkK2UlpbK5y3bqLi4uCPx2CswMFD+49q1a+1u5IcffkhPTzcajUFBQU899dSUKVPuvfdec4bZxiurBw4cqFAoJElqe092Vs8EBweXl5f/4x//uF2FK1eumJ/O3h6zq/EO6iGHCgC4FiaxAwDAgUaMGCGE0Gg0169fb7HC3r17t27d+tVXXwkhAgMDw8LChBDfffddi5Xl24ZbZJ4bzNL58+c7Eo+9lErlHXfcIf55q7atrVu3zpkzp/XMatOmTUajUalUFhQUvPLKK8nJyZbnh9s4M5larZbTzrb3ZGf1jNzOhQsX9Hq97daGhoZz586Zq9nbY3Y13kE95FABANdCAg8AgAM9+OCD8h+vvvqq7daLFy/OnDnzscceO3v2rFxy5513CiEOHTpkm3lKkrR+/XqrQvMEYLZnMmtqanbu3NnBeOwlt//9998fO3bMapMkSa+99tquXbtKS0tbaeHSpUtCiLi4OLkrLJlMpl+cBN4sISFB2NOTndUz8pztNTU1W7Zssd26efNmnU5nribs7DF7G++InnOoAIALIYEHAMCBpk6dKk85tmnTJqtpsfV6/W9/+1tJklQq1SOPPCIX/u53v5P/ePTRRy9evGiuLK+VZV6a2yw8PNzPz08I8dFHHxkMBnN5c3PzypUrq6qqOhiPvZ544gn5N4Unn3yypKTEctOmTZt+/vlnIYTtsmGW5FnNrl+/bnWSWZKk5cuXyzcF2N7jbcu80JptT/7hD3+wTRo7q2fmzp0rvyNr16795ptvLDcdO3ZMXvDM19d3wYIFcqFdPWZv4x3Rcw4VAHAh3AMPAIAD9erVa8uWLb/+9a+bm5t/85vfpKWlpaSk9OnT58KFC5s2bZJvZn7nnXdCQ0Pl+unp6Zs2bfr666/Pnz8/evTo9PT0UaNGVVRUHDx48KuvvvL3929qarJM1D08PFJSUvbv33/27NmkpKTnn39+0KBBP//889atW/Pz86dNm5aTk9OReOw1YsSIFStWvP7662fOnElISHj00UdHjhzZ2Nj4xRdffPLJJ0KIe++9t8U1zM0mTpz4wQcf1NTUpKamrl69evDgwVqt9syZMxs2bPj+++/lOkVFRVlZWffff38rcU6ePPlf//Vfs7OzW+xJLy+vIUOGWF6/3Vk9ExQUlJGR8fjjj2s0mgkTJjz22GNjxoyRJOm7777bunXrrVu3hBBvvvlmcHBwO3rM3sY7ouccKgDgSiQAAGBh27Zt8kfktm3b2riLfOftH//4x9tV2L17t7e3t+2nsKen59q1a60qV1RUjB492rayj49Pbm6unIe8+OKL5vrFxcXh4eG29adMmWK+AvnixYvtjqeVV2e+fPrAgQPmwubm5tvlXSNGjLhw4ULrjZtMptud1J0yZcqOHTvMD//lX/7ltm+JJEmSVFdXN3nyZNt2vLy8srOzZ8+ebdWT9vbM7ZhMpnXr1rU4Wb2Hh8f69etNJpNlfbt6zN7GWz84O/fQdd1DBQBcBZfQAwDgcI888sjFixeff/75+Ph4f39/f3//UaNGLVmy5OzZs2vWrLGqHBYWduzYsU2bNt13333BwcGenp7R0dGLFi06derU1KlTbRuPioo6e/bsihUr7r77bl9f36CgoLFjx27atCknJ6fF1MveeOylVCrfe++9I0eOpKenR0ZGqlSq/v37T5o0KTMz8/Tp07Gxsa3vrlAoPvnkkx07dkyYMKFfv37y7nPnzv3iiy9yc3PT09PfeuutiIiIkJCQX2zK19f3wIEDO3funDx5cnh4uKenZ79+/RYuXHjixImZM2e2uEun9IxCoXjhhRd+/PHHpUuXDhkyxNvb29vbe8iQIUuXLv3pp5+ee+4588wF7egxexvvoB5yqACAq1BILU1aCwAAuqewsDCNRvPiiy++/PLLzo4FAAB0Kc7AAwAAAADgAkjgAQAAAABwASTwAAAAAAC4ABJ4AAAAAABcAAk8AAAAAAAugFnoAQAAAABwAZyBBwAAAADABZDAAwAAAADgAkjgAQAAAABwASTwAAAAAAC4ABJ4AAAAAABcAAk8AAAAAAAugAQeAAAAAAAXQAIPAAAAAIALIIEHAAAAAMAFkMADAAAAAOACSOABAAAAAHABJPAAAAAAALgAEngAAAAAAFwACTwAAAAAAC7g/wH3QG+HWNaRRAAAAABJRU5ErkJggg==)
Localização das avaliações
#-----------------------------------------------------------------------
# Carrega dados com localização dos municípios.
est <- "https://raw.githubusercontent.com/kelvins/Municipios-Brasileiros/master/csv/estados.csv"
mun <- "https://raw.githubusercontent.com/kelvins/Municipios-Brasileiros/master/csv/municipios.csv"
latlon <- inner_join(read_csv(est),
read_csv(mun),
by = "codigo_uf")
## Parsed with column specification:
## cols(
## codigo_uf = col_double(),
## uf = col_character(),
## nome = col_character()
## )
## Parsed with column specification:
## cols(
## codigo_ibge = col_double(),
## nome = col_character(),
## latitude = col_double(),
## longitude = col_double(),
## capital = col_double(),
## codigo_uf = col_double()
## )
latlon <- latlon %>%
rename("estado" = "nome.x", "municipio" = "nome.y")
str(latlon)
## Classes 'spec_tbl_df', 'tbl_df', 'tbl' and 'data.frame': 5570 obs. of 8 variables:
## $ codigo_uf : num 11 11 11 11 11 11 11 11 11 11 ...
## $ uf : chr "RO" "RO" "RO" "RO" ...
## $ estado : chr "Rondônia" "Rondônia" "Rondônia" "Rondônia" ...
## $ codigo_ibge: num 1100015 1100379 1100403 1100346 1100023 ...
## $ municipio : chr "Alta Floresta D'Oeste" "Alto Alegre dos Parecis" "Alto Paraíso" "Alvorada D'Oeste" ...
## $ latitude : num -11.93 -12.13 -9.71 -11.35 -9.91 ...
## $ longitude : num -62 -61.8 -63.3 -62.3 -63 ...
## $ capital : num 0 0 0 0 0 0 0 0 0 0 ...
#-----------------------------------------------------------------------
# Seleciona dados de um tipo de veículo.
tb <- tt %>%
filter(str_detect(product, mod))
tb
## # A tibble: 591 x 11
## id title model owner condition good bad defect general ts
## <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr>
## 1 9e2a… "\"V… Fiat… Dani… Dono há … Prós… Cont… Defei… Opiniã… 01/0…
## 2 88d6… "\"C… Fiat… Will… Dono há … Prós… Cont… Defei… Opiniã… 30/0…
## 3 7766… "\"V… Fiat… Alex… Dono há … Prós… Cont… Defei… Opiniã… 06/1…
## 4 6c29… "\"B… Fiat… Feli… Dono há … Prós… Cont… Defei… Opiniã… 10/0…
## 5 aa02… "\"C… Fiat… Joaq… Dono há … Prós… Cont… Defei… Opiniã… 20/0…
## 6 9e28… "\"f… Fiat… Dieg… Dono há … Prós… Cont… Defei… Opiniã… 24/0…
## 7 704e… "\"A… Fiat… Rein… Dono há … Prós… Cont… Defei… Opiniã… 03/0…
## 8 2a17… "\"m… Fiat… Feli… Dono há … Prós… Cont… Defei… Opiniã… 01/0…
## 9 a151… "\"Ó… Fiat… Marc… Dono há … Prós… Cont… Defei… Opiniã… 14/0…
## 10 fa05… "\"I… Fiat… Rafa… Dono há … Prós… Cont… Defei… Opiniã… 05/0…
## # … with 581 more rows, and 1 more variable: product <chr>
# Extração da localização.
tb$loc <- tb$owner %>%
str_extract("[^-]*$") %>%
str_trim()
# Extração da sigla do estado.
tb$uf <- tb$loc %>%
str_extract("[[:upper:]]{2}$")
# Extração do município.
tb$mun <- tb$loc %>%
str_replace("^(.*) [[:upper:]]{2}$", "\\1")
# Fazer a junção para incluir lat&lon das cidades.
tb <- inner_join(tb,
select(latlon, municipio, uf, latitude, longitude),
by = c("mun" = "municipio", "uf" = "uf"))
# Conta o número de avaliações por cidade.
tb_locs <- tb %>%
count(uf, mun, latitude, longitude)
#-----------------------------------------------------------------------
# Gráfico interativo.
library(leaflet)
leaflet(data = tb_locs) %>%
addProviderTiles(provider = "Stamen.TonerLite") %>%
addCircleMarkers(
lng = ~longitude,
lat = ~latitude,
radius = ~3 + 1.5 * abs(n),
color = "tomato",
fillOpacity = 0.75,
label = ~sprintf("%s/%s: %d", mun, uf, n),
labelOptions = labelOptions(textsize = "15px"),
stroke = TRUE)