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movie-recommendation's Introduction

Movie Recommendation

Um sistema inteligente de recomendação de filmes.

Uso

Os principais programas que compõem esta aplicação são:

  • csv_to_json.py: gera o arquivo .json com os dados a serem utilizados.
  • full_generation.py: realiza todo o processo de clusterização e geração de imagens (matrizes de distância e dendrogramas).
  • user_permission.py: Obtém a permissão de acesso do usuário.
  • user_data.py: Realiza a coleta dos filmes ranqueados pelo usuário.
  • recommend.py: Gera uma lista de recomendações de filmes para o usuário.

Os demais programas são funções e testes. Para funcionamento correto do programa, é necessário que o arquivo tmdb_5000_movies.csv esteja presente na pasta dataset. Além disso, é necessário um token de API para utilização dos dados do TMDB, você pode obter um token gratuito seguindo o processo descrito nesta página: https://developers.themoviedb.org/3/getting-started/introduction

Dados

Frequência de palavras:

Word Count Word Count
the 12695 in 4058
a 9340 his 3883
to 7849 is 3318
and 7267 with 2349
of 6847 her 1968

Frequência de palavras (Sem stop words):

Word Count Word Count
life 804 two 538
new 714 man 506
one 685 family 496
young 629 find 473
world 568 story 450

CLOUD

Clusters

Jaccard Distance

Método Matriz de Distância Dendrograma
Single
Complete
Average
Ward

Masi Distance

Método Matriz de Distância Dendrograma
Single
Complete
Average
Ward

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Contributors

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