Box Office Mojo Most Earning movies dashboard

Year

2023

Services

Web scraping and reporting

Project

Dynamic

Link

Description

The initiation of this project is marked by a meticulous data scraping process from Box Office Mojo, utilizing Python’s renowned libraries, requests and BeautifulSoup. The objective is to harvest detailed data on movies that have topped the charts in lifetime gross earnings. Each film’s financial performance, title, and release date are among the critical data points extracted, setting the stage for an in-depth analysis.

In the subsequent phase, the raw data undergoes a thorough cleaning and processing routine facilitated by pandas and numpy. These Python libraries are instrumental in transforming the unstructured data into a refined format, ready for analysis. Patterns, correlations, and trends hidden within the data are unveiled, painting a comprehensive picture of the financial landscape of the film industry.

The final touch is the integration of Tableau, where the processed data is transformed into an interactive and insightful dashboard. This visualization tool allows for an immersive user experience, offering a deep dive into the world of top-grossing films. Users can explore, filter, and derive insights, making this project a bridge that connects data to decision-making, and movie enthusiasts to cinematic gems.

Jupiter notebook

Scraping Box Office Mojo Most Earning Movies

In [92]:

import pandas as pd
import requests
import numpy as np
from bs4 import BeautifulSoup
import sys
from time import sleep
from random import randint
import openpyxl


headers = {"Accept-Language": "fr-fr;q=0.8, en-us;q=0.7,en;q=0.5"}


t_movie = []
t_description = []
t_picture = []
t_international = []
t_domestic = []
t_worldwide = []
t_distributor = []
t_opening = []
t_budget = []
t_release = []
t_family = []
t_time = []
t_gender = []
t_year = []
t_movieList = []    

In [93]:

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In [94]:

#loop all links
for page in alllink :
    page = requests.get(page)
#scrape the movie name
    soup = BeautifulSoup(page.text,'html.parser')
    movie = soup.find('h1', attrs = {'class': 'a-size-extra-large'})

    sleep(randint(2, 8))
#append  movie name    
    t_movie.append(movie.text)

In [38]:

movie.text

Out[38]:

'Avatar (2009)'

In [96]:

#scraping the pic link    
picture=soup.find('div',{"class":"a-fixed-left-grid-col a-col-left"})
#append picture link    
t_picture.append(picture.find('img').attrs['src'])

In [41]:

picture.find('img').attrs['src']

Out[41]:

'https://m.media-amazon.com/images/M/MV5BZDA0OGQxNTItMDZkMC00N2UyLTg3MzMtYTJmNjg3Nzk5MzRiXkEyXkFqcGdeQXVyMjUzOTY1NTc@._V1_SY139_CR1,0,92,139_.jpg'

In [97]:

#description
description= soup.find('span', attrs = {'class': 'a-size-medium'}).text
t_description.append(description)

In [43]:

description

Out[43]:

'A paraplegic Marine dispatched to the moon Pandora on a unique mission becomes torn between following his orders and protecting the world he feels is his home.'

In [98]:

#scraping the movie earning: worldwide, domestic, international
money = soup.find_all('span', attrs = {'class': 'money'})
domestic = money[0].text
international = money[1].text
worldwide = money[2].text
#append worldwide, domestic, international
t_domestic.append(domestic)
t_international.append(international)
t_worldwide.append(worldwide)

In [49]:

domestic

Out[49]:

'$785,221,649'

In [50]:

international

Out[50]:

'$2,137,696,265'

In [51]:

worldwide

Out[51]:

'$2,922,917,914'

In [99]:

#scrapting the distributor name
table = soup.find('div', attrs={'class': 'a-section a-spacing-none mojo-summary-values mojo-hidden-from-mobile'})
details= table.find_all('div', attrs={'class': 'a-section a-spacing-none'})
dis = details[0].find_next('span').find_next('span').text
distributor=dis.replace('See full company information\n\n','')
#append distributor
t_distributor.append(distributor)

In [66]:

distributor

Out[66]:

'Twentieth Century Fox'

In [100]:

#scraping opening
opening = details[1].find_next('span').find_next('span').text
#append
t_opening.append(opening)

In [68]:

opening

Out[68]:

'$77,025,481'

In [101]:

#scraping budget
budget = details[2].find_next('span').find_next('span').text
#append budget    
t_budget.append(budget if budget[0:1] in ['$'] else '-')

In [71]:

budget if budget[0:1] in ['$'] else '-'

Out[71]:

'$237,000,000'

In [102]:

#scraping release
a = details[2].find_next('span').find_next('span').text
b = details[3].find_next('span').find_next('span').text
c= a.replace('\n','')
d= b.replace('\n','')
#append release
t_release.append(d if c[0:1] in ['$'] else c)

In [74]:

d if c[0:1] in ['$'] else c

Out[74]:

'December 16, 2009            (LATAM, EMEA)'

In [103]:

#scraping movie genre
gender = details[-2].find_next('span').find_next('span').text
#append gender    
t_gender.append(gender.replace('\n','').replace('            ',', '))

In [77]:

gender.replace('\n','').replace('            ',', ')

Out[77]:

'Action, Adventure, Fantasy, Sci-Fi'

In [104]:

#scraping time
time = details[-3].find_next('span').find_next('span').text
#append time
t_time.append(time)

In [78]:

time

Wall time: 0 ns

In [105]:

#scraping family
family = details[-4].find_next('span').find_next('span').text
#append family
t_family.append(family)

In [81]:

family

Out[81]:

'PG-13'

In [106]:

#scraping year
year = soup.find('span', attrs={'class': 'a-size-large a-color-secondary'}).text
#append year
t_year.append(year.replace('(','').replace(')','').strip())

In [107]:

year.replace('(','').replace(')','').strip()

Out[107]:

'2009'

In [108]:

# write top earned movies to excel
t_movieList = pd.DataFrame({"movie": t_movie, "description": t_description, "picture": t_picture, "international": t_international, "domestic": t_domestic, "worldwide": t_worldwide,"distributor": t_distributor, "opening": t_opening, "budget": t_budget, "release": t_release, "family": t_family, "time": t_time , "gender": t_gender , "year": t_year })
t_movieList.to_excel("Most earned movies.xlsx")

In [ ]:

#the end