In [2]:
import csv
text = ""
sep = ', '
In [3]:
#Help from stackoverflow https://stackoverflow.com/questions/16268174/reading-rows-of-csv-file-into-string-in-python
with open('tmdb_5000_movies.csv', 'r') as csvfile:
spamreader = csv.reader(csvfile, delimiter=' ', quotechar = '|')
for row in spamreader:
text += sep.join(row)+';'
In [4]:
print(text)
IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.
In [5]:
spamreader
Out[5]:
<_csv.reader at 0x10d9bc978>
In [ ]:
listOlines =[]
type(listOlines)
In [ ]:
with open('tmdb_5000_movies.csv', 'r') as csvfile:
spamreader = csv.reader(csvfile, delimiter=' ', quotechar = '|')
for row in spamreader:
listOlines.append(sep.join(row)+';')
In [ ]:
listOlines
In [ ]:
import pandas as pd
In [ ]:
tmdb = pd.read_csv('tmdb_5000_movies.csv')
In [ ]:
tmdb
In [18]:
import json
import pandas as pd
df = pd.read_csv("tmdb_5000_movies.csv")
#convert to json
json_columns = ['genres', 'keywords', 'production_countries',
'production_companies', 'spoken_languages']
for column in json_columns:
df[column] = df[column].apply(json.loads)
def get_unique_inner_json(feature):
tmp = []
for i, row in df[feature].iteritems():
for x in range(0,len(df[feature].iloc[i])):
tmp.append(df[feature].iloc[i][x]['name'])
unique_values = set(tmp)
return unique_values
In [19]:
def count_word(df, ref_col, liste):
keyword_count = dict()
for s in liste: keyword_count[s] = 0
for liste_keywords in df[ref_col].str.split('|'):
if type(liste_keywords) == float and pd.isnull(liste_keywords): continue
for s in [s for s in liste_keywords if s in liste]:
if pd.notnull(s): keyword_count[s] += 1
#______________________________________________________________________
# convert the dictionary in a list to sort the keywords by frequency
keyword_occurences = []
for k,v in keyword_count.items():
keyword_occurences.append([k,v])
keyword_occurences.sort(key = lambda x:x[1], reverse = True)
return keyword_occurences, keyword_count
In [20]:
def widen_data(df, feature):
unique_json = get_unique_inner_json(feature)
feature_cols = pd.DataFrame(columns=unique_json)
tmp = []
#rearrange genres
for i, row in df.iterrows():
for x in range(0,len(row[feature])):
for val in unique_json:
if row[feature][x]['name'] == val:
row[row[feature][x]['name']] = 1
tmp.append(row)
new_df = pd.DataFrame(tmp)
return new_df
In [21]:
#spoken_language_arranged_df = widen_data(df, "spoken_languages")
#genres_arranged_df = widen_data(spoken_language_arranged_df, "genres")
#keywords_arranged_df = widen_data(genres_arranged_df, "keywords")
#production_countries_arranged_df = widen_data(keywords_arranged_df, "production_countries")
#production_companies_arranged_df = widen_data(production_countries_arranged_df, "production_companies")
#final_df = production_companies_arranged_df
genres_arranged_df = widen_data(df, "genres")
In [23]:
genres_arranged_df.fillna(0, inplace=True)
In [24]:
genres_arranged_df.head()
Out[24]:
Action
Adventure
Animation
Comedy
Crime
Documentary
Drama
Family
Fantasy
Foreign
...
production_countries
release_date
revenue
runtime
spoken_languages
status
tagline
title
vote_average
vote_count
0
1.0
1.0
0.0
0.0
0.0
0.0
0.0
0.0
1.0
0.0
...
[{'iso_3166_1': 'US', 'name': 'United States o...
2009-12-10
2787965087
162.0
[{'iso_639_1': 'en', 'name': 'English'}, {'iso...
Released
Enter the World of Pandora.
Avatar
7.2
11800
1
1.0
1.0
0.0
0.0
0.0
0.0
0.0
0.0
1.0
0.0
...
[{'iso_3166_1': 'US', 'name': 'United States o...
2007-05-19
961000000
169.0
[{'iso_639_1': 'en', 'name': 'English'}]
Released
At the end of the world, the adventure begins.
Pirates of the Caribbean: At World's End
6.9
4500
2
1.0
1.0
0.0
0.0
1.0
0.0
0.0
0.0
0.0
0.0
...
[{'iso_3166_1': 'GB', 'name': 'United Kingdom'...
2015-10-26
880674609
148.0
[{'iso_639_1': 'fr', 'name': 'Français'}, {'is...
Released
A Plan No One Escapes
Spectre
6.3
4466
3
1.0
0.0
0.0
0.0
1.0
0.0
1.0
0.0
0.0
0.0
...
[{'iso_3166_1': 'US', 'name': 'United States o...
2012-07-16
1084939099
165.0
[{'iso_639_1': 'en', 'name': 'English'}]
Released
The Legend Ends
The Dark Knight Rises
7.6
9106
4
1.0
1.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
[{'iso_3166_1': 'US', 'name': 'United States o...
2012-03-07
284139100
132.0
[{'iso_639_1': 'en', 'name': 'English'}]
Released
Lost in our world, found in another.
John Carter
6.1
2124
5 rows × 40 columns
In [32]:
import ast
import pandas as pd
tmdb = pd.read_csv('tmdb_5000_movies.csv')
def get_genres (x):
genres = list(dict(list(ast.literal_eval(tmdb.genres[x].replace('{"id": ', '(').replace('"name": ','').replace('}',')')))).values())
return genres
In [72]:
data = tmdb.values.tolist()
total = list()
temp1 = list()
header = ['budget','genres','homepage','id','keywords','original_language','original_title','overview','popularity','production_companies','production_countries','release_date','revenue','runtime','spoken_languages','status','tagline','title','vote_average','vote_count']
In [77]:
for i in range(0,1):
genres = get_genres(i)
for j in range(0,len(genres)):
print(i, ":", j)
temp = data[i]
temp[1] = genres[j]
temp1.append(temp)
print(temp)
print("WHY!!! ",temp1)
total.extend(temp1)
0 : 0
[237000000, 'Action', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800]
0 : 1
[237000000, 'Adventure', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800]
0 : 2
[237000000, 'Fantasy', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800]
0 : 3
[237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800]
WHY!!! [[237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800], [237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800], [237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800], [237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800], [237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 9882, "name": "space"}, {"id": 9951, "name": "alien"}, {"id": 10148, "name": "tribe"}, {"id": 10158, "name": "alien planet"}, {"id": 10987, "name": "cgi"}, {"id": 11399, "name": "marine"}, {"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800], [237000000, 'Science Fiction', 'http://www.avatarmovie.com/', 19995, '[{"id": 1463, "name": "culture clash"}, {"id": 2964, "name": "future"}, {"id": 3386, "name": "space war"}, {"id": 3388, "name": "space colony"}, {"id": 3679, "name": "society"}, {"id": 3801, "name": "space travel"}, {"id": 9685, "name": "futuristic"}, {"id": 9840, "name": "romance"}, {"id": 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{"id": 13065, "name": "soldier"}, {"id": 14643, "name": "battle"}, {"id": 14720, "name": "love affair"}, {"id": 165431, "name": "anti war"}, {"id": 193554, "name": "power relations"}, {"id": 206690, "name": "mind and soul"}, {"id": 209714, "name": "3d"}]', 'en', 'Avatar', 'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.', 150.437577, '[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}]', '[{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]', '2009-12-10', 2787965087, 162.0, '[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\\u00f1ol"}]', 'Released', 'Enter the World of Pandora.', 'Avatar', 7.2, 11800]]
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genres_long_df = pd.melt(genres_arranged_df, id_vars=df.columns, value_vars=get_unique_inner_json("genres"), var_name="genre", value_name="genre_val")
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