Conjuntos de dados de análise de sentimentos
Adapte suas estratégias de produtos, preços e serviços analisando o feedback do cliente, com base em conjuntos de dados de análise de sentimentos
- Centenas de conjuntos de dados para escolher no marketplace
- Acesse os principais dados do Booking
- Obtenha dados de sentimento precisos de sites de eCommerce,
mídias sociais e sites de negócios.
TRUSTED BY 20,000+ CUSTOMERS WORLDWIDE
Trusted by 20,000+ customers worldwide
MERCADO DE DATASETS
Datasets pré-construídos populares
É provável que já tenhamos construído e mantido a coleta de dados de sites populares.
Garanta acesso fácil aos dados usando raspadores prontos.
- Dados de demonstração em JSON/CSV
- Registros frescos
- Personalize, enriqueça e formate os dados
LinkedIn people profiles
ID, Name, City, Country code, Position, About, Posts, Current company, and more.
6.5K+Amazon products
Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more.
LinkedIn company information
ID, Name, Country code, Locations, Followers, Employees in linkedin, About, Specialties, and more.
Instagram - Profiles
Account, Fbid, ID, Followers, Posts count, Is business account, Is professional account, Is verified, and more.
Crunchbase companies information
Name, URL, ID, Cb rank, Region, About, Industries, Operating status, and more.
Linkedin job listings information
URL, Job posting id, Job title, Company name, Company id, Job location, Job summary, Job seniority level, and more.
Instagram - Posts
URL, User posted, Description, Hashtags, Num comments, Date posted, Likes, Photos, and more.
LinkedIn posts
URL, ID, User id, Use url, Title, Headline, Post text, Date posted, and more.
X (formerly Twitter) - Posts
ID, User posted, Name, Description, Date posted, Photos, URL, Quoted post, and more.
TikTok - Profiles
Account id, Nickname, Biography, Awg engagement rate, Comment engagement rate, Like engagement rate, Bio link, Predicted lang, and more.
Facebook - Pages Posts by Profile URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
Shopee - products
URL, ID, Title, Rating, Reviews, Initial price, Final price, Currency, and more.
TikTok - Posts
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
Amazon Reviews
URL, Product name, Product rating, Product rating object, Product rating max, Rating, Author name, Asin, and more.
Youtube - Videos posts
URL, Title, Youtuber, Youtuber md5, Video url, Video length, Likes, Views, and more.
Google Maps full information
Place id, URL, Country, Name, Category, Address, Description, Business details, and more.
Indeed job listings information
Jobid, Company name, Date posted parsed, Job title, Description text, Benefits, Qualifications, Job type, and more.
Walmart - products
URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Companies information enriched dataset
URL, ID lc, Name lc, Country code lc, Locations lc, Followers lc, Employees in linkedin lc, About lc, and more.
Employees business enriched dataset
URL, Profile url, Linkedin num id, Avatar, Profile name, Certifications, Profile location, Profile connections, and more.
TikTok Shop
URL, Title, Available, Description, Currency, Initial price, Final price, Discount percent, and more.
YouTube - Profiles
URL, Handle, Handle md5, Banner img, Profile image, Name, Subscribers, Description, and more.
Glassdoor companies overview information
ID, Company, Ratings overall, Details size, Details founded, Details type, Country code, Company type, and more.
X (formerly Twitter) - Profiles
X id, URL, ID, Profile name, Biography, Is verified, Profile image link, External link, and more.
Google maps reviews
URL, Place id, Place name, Country, Address, Review id, Reviewer name, Reviews by reviewer, and more.
Instagram - Reels
URL, User posted, Description, Hashtags, Num comments, Date posted, Likes, Views, and more.
Reddit- Posts
Post id, URL, User posted, Title, Description, Num comments, Date posted, Community name, and more.
Shein- Products
Product name, Description, Initial price, Final price, Currency, In stock, Color, Size, and more.
Facebook - Comments
URL, Post id, Post url, Comment id, User name, User id, User url, Date created, and more.
Yelp businesses overview
Business id, Yelp biz id, Name, Updates from business, Overall rating, Reviews count, Is claimed, Categories, and more.
Instagram - Comments
URL, Comment user, Comment user url, Comment date, Comment, Likes number, Replies number, Replies, and more.
LinkedIn profiles Jobs Listings
URL, Linkedin id, Name, About, Position, Optional jobs, Country code, Experience, and more.
Glassdoor companies reviews
Overview id, Review id, Review url, Rating date, Count helpful, Count unhelpful, Employee job end year, Employee length, and more.
Zoominfo companies information
URL, ID, Name, Description, Revenue, Revenue currency, Revenue text, Stock symbol, and more.
pitchbook companies information
URL, ID, Company name, Company socials, Year founded, Status, Employees, Latest deal type, and more.
Glassdoor job listings information
URL, Company url overview, Company name, Company rating, Job title, Job location, Job overview, Company headquarters, and more.
eBay
URL, Product id, Title, Seller name, Seller rating, Seller reviews, Breadcrumbs, Root category, and more.
Amazon sellers info
Seller id, URL, Seller name, Description, Detailed info, Stars, Feedbacks, Return policy, and more.
Amazon products global dataset
Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more.
G2 software product overview
URL, Product name, Product id, Rating, Description, Product url, Seller, Ownership, and more.
Google Shopping
URL, Product id, Title, Product description, Rating, Reviews count, Images, Variations, and more.
Amazon best seller products
Title, Seller name, Brand, Description, Initial price, Final price, Final price high, Currency, and more.
Facebook - Posts by group URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
TikTok - Comments
URL, Post url, Post id, Post date created, Date created, Comment text, Num likes, Num replies, and more.
Home Depot US
URL, Domain, Country code, Model number, Sku, Product id, Product name, Manufacturer, and more.
Facebook Marketplace
URL, Title, Initial price, Final price, Currency, Product id, Breadcrumbs, Condition, and more.
Facebook - Posts by post URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
G2 software - product reviews
Review id, Author id, Author, Position, Company size, Stars, Date, Title, and more.
Etsy
URL, Product id, Listing inventory id, Title, Rating, Reviews count shop, Reviews count item, Initial price, and more.
Trustpilot business reviews
Company name, Review id, Review date, Review rating, Review title, Review content, Is verified review, Review date of experience, and more.
Amazon products search
Asin, URL, Name, Sponsored, Initial price, Final price, Currency, Sold, and more.
Yelp businesses reviews
Business id, Review auther, Rating, Date, Content, Review image, Reactions, Replies, and more.
Amazon Walmart
URL, Title amazon, Seller name amazon, Brand amazon, Description amazon, Initial price amazon, Currency amazon, Availability amazon, and more.
Reddit - Comments
URL, Comment id, User posted, Comment, Date posted, Post url, Post id, Community name, and more.
Zara - Products
Category id, Product id, Product name, Price, Currency, Colour code, Colour, Description, and more.
Indeed companies info
Name, Description, URL, Work happiness, Jobs categories, Website, Industry, Company size, and more.
Target
URL, Product id, Title, Product description, Rating, Reviews count, Initial price, Discount, and more.
Lazada - Products
URL, Title, Rating, Reviews, Initial price, Final price, Currency, Stock, and more.
Pinterest - Posts
URL, Post id, Title, Content, Date posted, User name, User url, User id, and more.
Youtube - Comments
Comment id, Comment text, Likes, Replies, Username, Username md5, User channel, Date, and more.
Best Buy products
URL, Product id, Title, Images, Final price, Currency, Discount, Initial price, and more.
Ikea - Products
Description, In stock, Color, Size, Reviews count, Main image, Category url, Category, and more.
Ozon.ru products
URL, Sku, Breadcrumbs, Name, Rating, Review count, Description, Image, and more.
Sephora products
URL, ID, Name, Sku, In stock, Regular price, Actual price, Unit price, and more.
Facebook Events
Event id, URL, Main image, Event date, Title, People responded, Event by, Location, and more.
Walmart sellers info
Seller id, URL, Catalog seller id, Seller name, Seller display name, Seller email, Seller phone, Seller about us, and more.
Google Play Store reviews
URL, Review id, Reviewer name, Review date, Review rating, Review, Found helpful, App url, and more.
Myntra products
URL, Product id, Title, Product description, Rating, Ratings count, Initial price, Discount, and more.
Lowes.com
URL, Domain, Marketplace pn, Sku, Other pn, Model number, Gtin ean pn, Product name, and more.
Xing social network
Account id, FamilyName, Gender, Membership, Country code, Experience, Education, Languages, and more.
Facebook - Reels by profile URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
Facebook Company Reviews
Company name, Company id, Company url, URL, Review time, Recommends, Review content, Review attachments, and more.
Owler companies information
CompanyID, Ownership, IndustrySectors, Revenue, Founded, CompanyName, Country, EmployeeCount, and more.
H&M - Products
Category tree, Color, Country code, County of origin, Currency, Delivery, Description, Domain, and more.
Google Shopping products search US
URL, Product id, Title, Final price, Initial price, Currency, Rating, Reviews count, and more.
US lawyers directory
URL, Address, Admission, Areas of practice, Isln, Law school attended, Location, Name, and more.
Apple App Store reviews
URL, Review id, Review title, Review rating, Reviewer name, Review date, Review, Developer response, and more.
Tokopedia Products
Product id, Title, URL, Currency, Delivery, Final price, Initial price, Seller name, and more.
Naver products
URL, Product id, Title, Original price, Final price, Discount rate, Currency, Description, and more.
Webmotors Brasil - Cars Listings
ID SELLER, ID, URL, Tipo, Marca, Modelo, Ano, Variante, and more.
Slintel 6sense company information
Name, About, Num employees, Type, Industries, Techstack arr, Country code, Website, and more.
Digikey - Products
Product url, Category url, Part number, Description, Manufacturer, Manufacturer url, Datasheet url, Rohs compliant, and more.
Mouser - Products
Product url, Category url, Mouser part num, Mfr part number, Manufacturer, Image, Image high, Manufacturer url, and more.
Manta businesses
Company name, Business state, Sic code, Phone number, Website, Business categories, Business city, Business country, and more.
Wayfair products
URL, Product id, Title, Rating, Reviews count, Initial price, Discount, Final price, and more.
Wildberries.ru products
URL, Sku, Breadcrumbs, Name, Rating, Review count, Image, Brand, and more.
Pinterest - Profiles
URL, Profile picture, Name, Nickname, Website, Bio, Following count, Follower count, and more.
Carsales Cars Listings search page information
Car id, URL, Manufacturer, Model, Badge, Year, Price, Currency, and more.
Chileautos Chile - Cars Listings
URL, Marca, Modelo, Ano, Variante, Kilometraje, Condicion, Combustible, and more.
Quora posts
URL, Post id, Author name, Title, Post date, Originally answered, Over all answers, Post text, and more.
VentureRadar company information
URL, Location, Name, Country code, Ownership, Score, Auto analyst score, Website popularity, and more.
Zalando products
Domain, Country code, URL, Sku, Condition, Gender, Product name, Brand, and more.
carsales.com.au - Cars Listings
Car id, URL, Manufacturer, Model, Badge, Colour, Year, Price, and more.
Asos - Products
URL, Name, Brand, Description, About me, Availability, Buy the look, Category, and more.
Lazada - Reviews
URL, Title, Rating, Reviews, Seller name, Sku, Mpn, Is super seller, and more.
Facebook - Profiles
URL, Name, ID, Profile photo, Cover photo, Work, College, High school, and more.
Bluesky - Posts
URL, Post id, Post date, Posted by, Post text, Comments, Reposts, Likes, and more.
Trustradius product reviews
URL, Product id, Product name, Review id, Review url, Review title, Review rating, Review date, and more.
Lego - Products
Product name, Category, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Hermes- Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Vimeo - Videos posts
Video id, Title, URL, Uploader, Video url, Video length, Views, Likes, and more.
Lazada products search (GMV)
URL, Name, Price, Currency, Number sold, Sku, Image url, Rating, and more.
Home Depot CA
Domain, Country code, URL, Model number, Sku, Product name, Manufacturer, Description, and more.
Chanel Products
Product name, Product description, Country, Currency, Color, Variations, Free sample, Image slider, and more.
Top 500 Bluesky Profiles
URL, Did, Handle, Display name, Created date, Description, Followers count, Follows count, and more.
Dior - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Ashleyfurniture - Products
Product name, Brand, Initial price, Final price, Currency, In stock, Availability, Color, and more.
AE.com - Complete Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Mango Products
Product name, Price, Image, Size, Product article, Availability, Description, Colour code, and more.
Balenciaga.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Facebook - Pages and Profiles
ID, URL, Page name, Username, Entity type, Summary text, Primary category, Work, and more.
Mediamarkt.de products
Brand, Description, Manufacturer, Ean, Sku, Initial price, Final price, In stock, and more.
Fanatics.com - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Color, and more.
Toysrus - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Reviews count, and more.
Twitch - streams dataset
URL, Stream id, Streamer name, Verified partner, Stream title, Tags, Viewers number, Stream time, and more.
Carters.com - Products
Product name, Description, In stock, Availability, Color, Size, Reviews count, Category url, and more.
Zara Home Products
Category id, Category key, Category name, Product id, Product name, Price, Price discount, Price with fillings, and more.
Loewe.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Crateandbarrel - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Prada.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Ysl.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Delvaux - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Fendi Products
Product id, URL, Product name, Product description, Short description, Image, Price, Currency, and more.
Rona.ca products
URL, Title, Description, Currency, Final price, Initial price, Product specifications, Domain, and more.
Massimo Dutti - Products
URL, Title, Price, Product type, Family name, Subfamily name, Images, Size, and more.
Mattressfirm - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Color, and more.
Bottegaveneta.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Sleepnumber.com - Products
Description, Initial price, Final price, Currency, In stock, Color, Size, Reviews count, and more.
Mybobs.com - Products
Product name, Initial price, Final price, Currency, In stock, Main image, Category tree, Country code, and more.
Celine.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Raymourflanigan.com - Products
Product name, Seller name, Brand, Description, Initial price, Final price, Currency, In stock, and more.
La-z-boy.com - Products
Product name, Description, Initial price, Final price, Currency, In stock, Size, Reviews count, and more.
Berluti.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
mercadolivre.com.br products
URL, Product id, Title, Breadcrumbs, Category, Tags, Final price, Original price, and more.
llbean.com - Products
IDentity, Product name, URL, Description, Category tree, Color, Country code, County of origin, and more.
Montblanc - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Walmart - products zipcodes
URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Moynat.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Threads - Posts
Post id, URL, Post time, Profile name, Profile url, Post content, Number of likes, Number of comments, and more.
Threads - Profiles
URL, Profile name, Profile id, About formatted, Number of followers, Website, Instagram profile url, Threads, and more.
222+LinkedIn people search
URL, Name, Subtitle, Location, Experience, Education, Avatar, and more.
Walmart products search
ID, URL, Typename, Buy box suppression, Similar items, Us item id, Is bad split, Name, and more.
TikTok - Posts by URL Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
Snapchat profile
URL, Profile id, Profile name, Profile username, Profile alternate name, Profile description, Profile address, Profile image url, and more.
TikTok - Posts by Search URL Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
TikTok - Posts by Profile Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
Coupang products
URL, ID, Title, Rating, Reviews, Initial price, Final price, Discount, and more.
TikTok Shop Category Products
URL, Product id, Category url, Category name, Sub categories, Title, Initial price, Final price, and more.
Amostra de conjuntos de dados
Os dados de sentimento podem ser obtidos de vários sites. Sites de negócios como Glassdoor, Capterra, G2, sites de eCommerce como Amazon, Walmart etc., plataformas de mídia social como Facebook, Instagram, Reddit, YouTube e mais. Escolha entre mais de 100 conjuntos de dados em nosso marketplace.
Preços de Conjuntos de Dados
Taxa de atualização
- Limpo e validado
- Atualizado mensalmente
- JSON/CSV/Parquet
Potencialize os agentes de IA instantaneamente
Nossos conjuntos de dados Análise de sentimentos são otimizados para IA/LLM: claramente estruturados, bem documentados, com código e receitas para facilitar a integração LLM/chatbot.
Estruturado e limpo
Dados pré-processados com esquemas consistentes, perfeitos para treinamento e inferência de modelos de IA.
Exemplos de códigos
Snippets de Python, Node.js, cURL, PHP, Go, Java e Ruby prontos para uso para facilitar a integração com fluxos de trabalho de IA.
Documentação
Guias e notebooks abrangentes para ChatGPT, Claude e outras integrações do LLM.
curl --request GET
--url https://api.brightdata.com/datasets/snapshots/{id}/download
--header 'Authorization: Portador '
solicitações de importação
url = "https://api.brightdata.com/datasets/snapshots/{id}/download"
headers = {"Authorization": "Bearer "}
response = requests.get(url, headers=headers)
print(response.json())
const url = 'https://api.brightdata.com/datasets/snapshots/{id}/download';
const options = {method: 'GET', headers: {Authorization: 'Bearer '}, body: undefined};
try {
const response = await fetch(url, options);
const data = await response.json();
console.log(data);
} catch (error) {
console.error(error);
}
HttpResponse response = Unirest.get("https://api.brightdata.com/datasets/snapshots/{id}/download")
.header("Authorization", "Bearer ")
.asString();
requerem 'uri'
requer 'net/http'
url = URI("https://api.brightdata.com/datasets/snapshots/{id}/download")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Get.new(url)
request["Authorization"] = 'Bearer '
response = http.request(request)
puts response.read_body
Conjuntos de dados de análise de sentimento personalizados para suas necessidades
Obtenha conjuntos de dados fáceis de usar e bem estruturados para qualquer caso de uso
Assinatura de dados
Assine para acessar conjuntos de dados a um custo significativamente reduzido.
Formatos de saída de arquivos
JSON, NDJSON, linhas JSON, CSV, Parquet. Compactação .gz opcional.
Entrega flexível
Snowflake, bucket do Amazon S3, Google Cloud, Azure e SFTP.
Dados escalonáveis
Dimensione sem se preocupar com infraestrutura, servidores proxy ou bloqueios.
Economia de custos
Personalize qualquer conjunto de dados usando filtros e opções de formatação.
Manutenção do código
Os conjuntos de dados são mantidos com base nas alterações da estrutura do site.
Integrações simplificadas
Beneficie-se das integrações com Snowflake e AWS.
Suporte 24 horas por dia, 7 dias por semana
Uma equipe dedicada de profissionais de dados está aqui para ajudar.
Líderes em conformidade
Os dados são obtidos de forma ética e estão em conformidade com todas as leis de privacidade.
Obtenha dados de análise de sentimentos estruturados e confiáveis
Nós fornecemos os dados enquanto você se concentra no resto
Grandes volumes de dados da web
Com nossos recursos de desbloqueio e rotação de IPs 24 horas, garantimos o acesso a todos os pontos de dados em qualquer site.
Dados para uso imediato
Cada aspecto do processo de coleta de dados é minuciosamente validado como parte do nosso robusto processo de validação de dados.
Fluxo de dados automatizado
Crie cronogramas personalizados para automatizar a entrega de dados e veja os dados entrarem com perfeição em seu armazenamento.
Como as empresas usam conjuntos de dados de análise de sentimentos
Análise da marca
Acompanhe como as pessoas percebem sua marca em plataformas de mídia social, avaliações on-line e outras plataformas usando um conjunto de dados de análise de sentimentos. Identifique possíveis problemas e responda rapidamente aos comentários negativos, protegendo assim a reputação da sua marca.
Comprar agora 
Análise de sentimentos
Avalie o feedback do cliente para identificar áreas em que seus produtos ou serviços podem ser aprimorados. Com um conjunto de dados de análise de sentimentos, tome decisões baseadas em dados para melhorar a satisfação do cliente, aumentar a fidelidade e aumentar a fidelidade à marca.
Comprar agora 
Pesquisa de mercado
As empresas podem comparar o sentimento de sua marca com o de seus concorrentes analisando dados de sentimento. Eles podem usar essas informações para identificar áreas em que possam se diferenciar e obter uma vantagem competitiva.
Comprar agora 
Perguntas frequentes sobre conjuntos de dados de análise de sentimentos
Quais dados estão incluídos no conjunto de dados de análise de sentimentos?
O conjunto de dados de análise de sentimentos inclui diferentes pontos de dados que atendem às suas necessidades, provenientes de qualquer site que você desejar. Alguns dos pontos de dados incluem: identificação, país, setor da indústria, tamanho, número de seguidores, site, subsidiárias, postagens, empresas afiliadas, nome, cargo, posição, empresa atual, avatar, experiência, educação, localização e muito mais.
Posso receber atualizações para o meu conjunto de dados de análise de sentimentos adquirido?
Sim, você pode receber atualizações do seu conjunto de dados de análise de sentimentos diariamente, semanalmente, mensalmente ou em uma frequência personalizada.
Posso adquirir um subconjunto do conjunto de dados de análise de sentimentos?
Sim, você pode adquirir um subconjunto de análise de sentimentos que incluirá apenas os pontos de dados que você precisa. Comprar um subconjunto reduz substancialmente o custo.
Em qual formato receberei o conjunto de dados de análise de sentimentos?
Os formatos de conjunto de dados são JSON, NDJSON, JSON Lines, CSV ou Parquet. Opcionalmente, os arquivos podem ser compactados para .gz.
Posso fazer raspagem de dados públicos de análise de sentimentos por conta própria?
Se você não quiser adquirir um conjunto de dados, pode começar a coletar dados de análise de sentimentos usando nossa API de raspagem de dados na web.
Posso obter uma amostra dos dados?
Sim, você pode solicitar uma amostra de dados para avaliar a qualidade e a relevância das informações fornecidas. Essa é uma ótima maneira de garantir que os dados atendem às suas necessidades antes de se comprometer com um conjunto de dados completo.
Posso solicitar pontos de dados específicos do conjunto de dados de análise de sentimentos?
Sim, você pode solicitar pontos de dados específicos do conjunto de dados de análise de sentimentos personalizados para suas necessidades exclusivas, garantindo que receba exatamente as informações necessárias para seus projetos.
É possível integrar o conjunto de dados de empregos diretamente nos meus sistemas existentes?
Com certeza. O conjunto de dados de análise de sentimentos oferece integração de API perfeita, permitindo que você integre os dados facilmente em seu CRM, ferramentas de análise ou quaisquer outros sistemas que você utiliza, otimizando suas operações.