Анализа података је процес у коме вршимо увид у податке, њихово чишћење, трансформисање и моделирање са циљем откривања корисних информација, које нас воде до одређених закључака и омогућавају нам лакше доношење одлука. На интернету можете пронаћи разне скупове података које можете користити за вјежбу. За анализу података користићемо pandas.
pandas представља брзу, моћну, флексибилну и бесплатну Пајтон библиотеку отвореног кода креирану од стране Wes McKinney-а, која пружа високе перфомансе за цијели процес анализе података. Активно се развија, има јаку заједницу и велику подршку.
Упознаћемо сада двије најважније pandas структуре података:
Series представља једнодимензионални објекат који може да складишти вриједности било којег типа, слично колони у табели. Свакој вриједности ће бити додијељен индекс од 0 до n, гдје n представља за 1 мању вриједност од броја који представља величину од Series.
Прво ћемо импортовати Пајтон библиотеку pandas.
import pandas as pd
Креираћемо сада један објекат типа Series.
s=pd.Series([10,'PyLadies',2.54,-100])
s
0 10 1 PyLadies 2 2.54 3 -100 dtype: object
Вриједностима приступамо преко индекса на сљедећи начин.
s[1]
'PyLadies'
s[1:3]
1 PyLadies 2 2.54 dtype: object
Индексе можемо и сами креирати.
s.index = ['Red 1', 'Red 2', 'Red 3', 'Red 4']
s
Red 1 10 Red 2 PyLadies Red 3 2.54 Red 4 -100 dtype: object
Такође можемо приликом креирања објеката типа Series да задамо индексе.
vrijednosti=[10,'PyLadies',2.54,-100]
indeksi=['Red 1', 'Red 2', 'Red 3', 'Red 4']
s1=pd.Series(vrijednosti, index=indeksi)
#s1=pd.Series([10,'PyLadies',2.54,-100], index=['Red 1', 'Red 2', 'Red 3', 'Red 4'])
s1
Red 1 10 Red 2 PyLadies Red 3 2.54 Red 4 -100 dtype: object
Ако имамо податке сачуване у Пајтон ријечнику, помоћу њих такође можемо креирати објекат типа Series.
podaci={'Red 1':10, 'Red 2':'PyLadies', 'Red 3':2.54, 'Red 4':-100}
s2=pd.Series(podaci)
s2
Red 1 10 Red 2 PyLadies Red 3 2.54 Red 4 -100 dtype: object
s.loc['Red 2']
'PyLadies'
s.loc[s=='PyLadies']
Red 2 PyLadies dtype: object
s[s=='PyLadies']
Red 2 PyLadies dtype: object
s.where(s=='PyLadies')
Red 1 NaN Red 2 PyLadies Red 3 NaN Red 4 NaN dtype: object
s.loc['Red 1':'Red 4']
Red 1 10 Red 2 PyLadies Red 3 2.54 Red 4 -100 dtype: object
Вриједности можемо и даље приступати преко индекса од 0 до n, гдје n представља за 1 мању вриједност од броја који представља величину од Series.
s.iloc[1]
'PyLadies'
s.iloc[0:3]
Red 1 10 Red 2 PyLadies Red 3 2.54 dtype: object
DataFrame представља табеларну дводимензионалну структуру података са колонама и редовима са потенцијално различитим типовима података. Састоји се од података, индекса и колона. Такође се може посматрати и као група Series објеката који дијеле исти индекс.
Креираћемо сада један објекат типа DataFrame.
podaci = {
'jabuke': [5, 2, 0, 3],
'narandze': [0, 3, 5, 2]
}
kupovina = pd.DataFrame(podaci)
kupovina
jabuke | narandze | |
---|---|---|
0 | 5 | 0 |
1 | 2 | 3 |
2 | 0 | 5 |
3 | 3 | 2 |
Индексе можемо и сами креирати.
kupovina = pd.DataFrame(podaci, index=['Marko', 'Milan', 'Jelena', 'Petar'])
kupovina
jabuke | narandze | |
---|---|---|
Marko | 5 | 0 |
Milan | 2 | 3 |
Jelena | 0 | 5 |
Petar | 3 | 2 |
Табеле можемо чувати у фајловима разних формата као и учитавати их из њих. Овдје можете погледати листу формата и метода који се користе за упис/читање.
Као примјер ћемо користити .csv фајл. На исти начин се ради и са Excel фајлом.
kupovina.to_csv('nova_kupovina.csv')
nova_kupovina_csv = pd.read_csv('nova_kupovina.csv', index_col=0)
nova_kupovina_csv
jabuke | narandze | |
---|---|---|
Marko | 5 | 0 |
Milan | 2 | 3 |
Jelena | 0 | 5 |
Petar | 3 | 2 |
kupovina.to_excel('nova_kupovina.xls')
nova_kupovina_excel = pd.read_excel('nova_kupovina.xls', index_col=0)
nova_kupovina_excel
jabuke | narandze | |
---|---|---|
Marko | 5 | 0 |
Milan | 2 | 3 |
Jelena | 0 | 5 |
Petar | 3 | 2 |
Вриједностима у табели можемо приступати на сличан начин као и код објеката типа Series, преко индекса, назива колона и одређених услова. Такође можемо вршити селекцију података на основу постављених услова.
kupovina.loc['Marko']
jabuke 5 narandze 0 Name: Marko, dtype: int64
kupovina.iloc[0]
jabuke 5 narandze 0 Name: Marko, dtype: int64
kupovina['jabuke']
Marko 5 Milan 2 Jelena 0 Petar 3 Name: jabuke, dtype: int64
kupovina['narandze']
Marko 0 Milan 3 Jelena 5 Petar 2 Name: narandze, dtype: int64
kupovina[['jabuke','narandze']]
jabuke | narandze | |
---|---|---|
Marko | 5 | 0 |
Milan | 2 | 3 |
Jelena | 0 | 5 |
Petar | 3 | 2 |
kupovina['jabuke'].loc['Marko']
5
kupovina['narandze'].loc['Marko']
0
kupovina.loc[kupovina['jabuke']==3]
jabuke | narandze | |
---|---|---|
Petar | 3 | 2 |
kupovina['jabuke'].loc[kupovina['narandze']>0]
Milan 2 Jelena 0 Petar 3 Name: jabuke, dtype: int64
kupovina.iloc[0:2,0]
Marko 5 Milan 2 Name: jabuke, dtype: int64
kupovina['jabuke'] > 0
Marko True Milan True Jelena False Petar True Name: jabuke, dtype: bool
kupljene_jabuke = (kupovina['jabuke'] > 0)
kupljene_jabuke.head()
Marko True Milan True Jelena False Petar True Name: jabuke, dtype: bool
kupovina[kupovina['jabuke'] > 0]
jabuke | narandze | |
---|---|---|
Marko | 5 | 0 |
Milan | 2 | 3 |
Petar | 3 | 2 |
Увјеримо се сада да је свака колона објекат типа Series.
type(kupovina['jabuke'])
pandas.core.series.Series
Податке можемо чистити, трансформисати и анализирати.
Радићемо сада са IMDB скупом података који садржи 1000 популарних филмова који су изашли у временском периоду од 2006. до 2016. године.
Већ смо импортовали Пајтон библиотеку pandas.
filmovi = pd.read_csv("IMDB-Movie-Data.csv")
Прегледајмо наше податке. Погледајмо првих 5 редова наше табеле.
filmovi.head()
Rank | Title | Genre | Description | Director | Actors | Year | Runtime (Minutes) | Rating | Votes | Revenue (Millions) | Metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 333.13 | 76.0 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 126.46 | 65.0 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 138.12 | 62.0 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 270.32 | 59.0 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 325.02 | 40.0 |
Погледајмо првих 7 редова наше табеле.
filmovi.head(7)
Rank | Title | Genre | Description | Director | Actors | Year | Runtime (Minutes) | Rating | Votes | Revenue (Millions) | Metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 333.13 | 76.0 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 126.46 | 65.0 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 138.12 | 62.0 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 270.32 | 59.0 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 325.02 | 40.0 |
5 | 6 | The Great Wall | Action,Adventure,Fantasy | European mercenaries searching for black powde... | Yimou Zhang | Matt Damon, Tian Jing, Willem Dafoe, Andy Lau | 2016 | 103 | 6.1 | 56036 | 45.13 | 42.0 |
6 | 7 | La La Land | Comedy,Drama,Music | A jazz pianist falls for an aspiring actress i... | Damien Chazelle | Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.... | 2016 | 128 | 8.3 | 258682 | 151.06 | 93.0 |
Погледајмо посљедња 3 реда наше табеле.
filmovi.tail(3)
Rank | Title | Genre | Description | Director | Actors | Year | Runtime (Minutes) | Rating | Votes | Revenue (Millions) | Metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
997 | 998 | Step Up 2: The Streets | Drama,Music,Romance | Romantic sparks occur between two dance studen... | Jon M. Chu | Robert Hoffman, Briana Evigan, Cassie Ventura,... | 2008 | 98 | 6.2 | 70699 | 58.01 | 50.0 |
998 | 999 | Search Party | Adventure,Comedy | A pair of friends embark on a mission to reuni... | Scot Armstrong | Adam Pally, T.J. Miller, Thomas Middleditch,Sh... | 2014 | 93 | 5.6 | 4881 | NaN | 22.0 |
999 | 1000 | Nine Lives | Comedy,Family,Fantasy | A stuffy businessman finds himself trapped ins... | Barry Sonnenfeld | Kevin Spacey, Jennifer Garner, Robbie Amell,Ch... | 2016 | 87 | 5.3 | 12435 | 19.64 | 11.0 |
Погледајмо неке основне информације о нашем скупу података.
filmovi.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 12 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Rank 1000 non-null int64 1 Title 1000 non-null object 2 Genre 1000 non-null object 3 Description 1000 non-null object 4 Director 1000 non-null object 5 Actors 1000 non-null object 6 Year 1000 non-null int64 7 Runtime (Minutes) 1000 non-null int64 8 Rating 1000 non-null float64 9 Votes 1000 non-null int64 10 Revenue (Millions) 872 non-null float64 11 Metascore 936 non-null float64 dtypes: float64(3), int64(4), object(5) memory usage: 93.9+ KB
Видимо да наша табела има 1000 редова и 12 колона. Такође видимо називе колона као и типове података које садрже. Број редова и колона можемо утврдити и на сљедећи начин.
filmovi.shape
(1000, 12)
Удуплаћемо сада наш скуп података како би имали дупликате које треба да уклонимо.
filmovi_ = filmovi.append(filmovi)
filmovi_.shape
(2000, 12)
Видимо да сада у табели имамо 2000 редова, број колона је остао непромијењен. Метод .append() додаје нове редове у већ постојећу табелу. Уклонимо сада дупликате уз помоћ метода .drop_duplicates().
filmovi_ = filmovi_.drop_duplicates()
filmovi_.shape
(1000, 12)
Видимо да сада имамо у табели 1000 редова, што значи да смо успјешно уклонили дупликате. Ови методи враћају копију нашег DateFrame-a. Ми га можемо модификовати и директно, користећи кључну ријеч inplace као аргумент метода.
filmovi_ = filmovi.append(filmovi)
filmovi_.drop_duplicates(inplace=True)
Користећи кључну ријеч keep као аргумент метода можемо да уклонимо дупликате као и саме оригинале.
filmovi_ = filmovi.append(filmovi)
filmovi_.drop_duplicates(inplace=True, keep=False)
filmovi_.shape
(0, 12)
Често имена колона, иако дјелују како треба, имају празне карактере на крају или неке друге симболе који су настали углавном грешком у куцању, па се јавља грешка Key Error приликом селекције података из колоне по њеном имену. Из тог разлога је добро да знамо како да сами преименујемо имена колона уколико је то потребно. Погледајмо имена колона и промијенимо их уз помоћ методе .rename().
filmovi.columns
Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year', 'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)', 'Metascore'], dtype='object')
filmovi.rename(columns={
'Runtime (Minutes)': 'Runtime_minutes',
'Revenue (Millions)': 'Revenue_millions'
}, inplace=True)
filmovi.columns
Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year', 'Runtime_minutes', 'Rating', 'Votes', 'Revenue_millions', 'Metascore'], dtype='object')
Видимо да смо успјешно промијенили имена колона. Имена колона можемо такође промијенити додјељивањем листе са називима колона промјењивој filmovi.columns.
filmovi.columns = ['rank', 'title', 'genre', 'description', 'director', 'actors', 'year', 'runtime_minutes',
'rating', 'votes', 'revenue_millions', 'metascore']
filmovi.columns
Index(['rank', 'title', 'genre', 'description', 'director', 'actors', 'year', 'runtime_minutes', 'rating', 'votes', 'revenue_millions', 'metascore'], dtype='object')
То исто смо могли урадити уз помоћ компресије листе.
filmovi.columns = [col.lower() for col in filmovi]
filmovi.columns
Иначе, компресија листа се често користи у раду са подацима (за претварање великих слова у мала, уклањање специјалних карактера, замјену карактера одговарајућим карактерима итд).
У раду са подацима се често сусрећемо са недостајућим вриједностима. Понекад корисници забораве да унесу све податке или се подаци загубе приликом увожења из базе података, док је понекад у питању програмска или нека друга ненамјерна грешка. У неким случајевима, подаци су намјерно изоставаљени из неких нама познатих или непознатих разлога.
Прије чишћења скупа података било би добро да прегледамо податке да имамо неку општу слику. У нашем случају то значи да ћемо отворити csv табелу и прегледати је да утврдимо ког су типа недостајуће или недефинисане вриједности.
Погледајмо сада да ли има недостајућих вриједности. Користићемо методу .isnull() у комбинацији са методом .sum().
filmovi.isnull()
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue_millions | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | False | False | False | False | False | False | False | False | False | False | False | False |
1 | False | False | False | False | False | False | False | False | False | False | False | False |
2 | False | False | False | False | False | False | False | False | False | False | False | False |
3 | False | False | False | False | False | False | False | False | False | False | False | False |
4 | False | False | False | False | False | False | False | False | False | False | False | False |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
995 | False | False | False | False | False | False | False | False | False | False | True | False |
996 | False | False | False | False | False | False | False | False | False | False | False | False |
997 | False | False | False | False | False | False | False | False | False | False | False | False |
998 | False | False | False | False | False | False | False | False | False | False | True | False |
999 | False | False | False | False | False | False | False | False | False | False | False | False |
1000 rows × 12 columns
Да би утврдили број недостајућих вриједности у колонама користићемо методу за сумирање.
filmovi.isnull().sum()
rank 0 title 0 genre 0 description 0 director 0 actors 0 year 0 runtime_minutes 0 rating 0 votes 0 revenue_millions 128 metascore 64 dtype: int64
Видимо да колоне revenue_millions и metascore имају 128 и 64 недостајућих вриједности, редом.
Понекад имамо нестандардне недостајуће вриједности, нпр.pandas препознаје стринг "NA" као недостајућу вриједност; међутим, стрингове "n/a", "na" и "--" не препознаје као такве а можда их је неко унијео у табелу (што се лако утврди прегледом података). У том случају правимо листу недостајућих вриједности и просљеђујемо је методи за учитавање података.
# Pravimo listu nedostajucih vrijednosti
nedostajuce_vrijednosti = ["n/a", "na", "--"]
filmovi_ = pd.read_csv("IMDB-Movie-Data.csv", na_values = nedostajuce_vrijednosti)
Сада се сусрећемо са сљедећом дилемом, да ли уклонити редове/колоне у којима се налазе недостајуће вриједности или замијенити недостајуће вриједности уметањем одговарајућих садржаја.
Уклањање је препоручљиво у случају када имамо мали број података недостајућих података. У осталим случајевима вршимо замјену недостајућих вриједности. Уклонимо сада редове који садрже недостајуће вриједности.
filmovi_ = pd.read_csv("IMDB-Movie-Data.csv")
filmovi_.dropna(inplace=True)
filmovi_.shape
(838, 12)
Такође можемо уклонити колоне које садрже недостајуће вриједности, просљеђујући axis=1 као аргумент методе .dropna().
filmovi_ = pd.read_csv("IMDB-Movie-Data.csv")
filmovi_.dropna(axis=1, inplace=True)
filmovi_.shape
(1000, 10)
Пошто не желимо да губимо остале податке у редовима/колонама због недостајућих вриједности извршићемо уметање вриједности аритметичке средине, медијане или мода.
Извршићемо визуализацију података из колона са недостајућим вриједностима помоћу box plot дијаграма и хистограма, како бисмо се лакше одлучили коју средњу вриједност да уметнемо.
revenue = filmovi['revenue_millions']
metascore = filmovi['metascore']
filmovi['revenue_millions'].plot(kind="box");
revenue.plot(kind="hist", bins=100);
Видимо да вриједности нису симетрично распоређене, тако да нећемо уметнути вриједност аритметичке средине. Уметнућемо вриједности медијане или мода.
Израчунајмо вриједности медијане и мода те погледајмо описну статистику за нашу колону.
revenue_med = revenue.median()
revenue_med
47.985
revenue_mod = revenue.mode()[0]
revenue_mod
0.03
revenue.describe()
count 872.000000 mean 82.956376 std 103.253540 min 0.000000 25% 13.270000 50% 47.985000 75% 113.715000 max 936.630000 Name: revenue_millions, dtype: float64
Очигледно је медијана као средња вриједност најбољи избор за уметање умјесто недостајућих вриједности.
revenue.fillna(revenue_med, inplace=True)
filmovi.isnull().sum()
rank 0 title 0 genre 0 description 0 director 0 actors 0 year 0 runtime_minutes 0 rating 0 votes 0 revenue_millions 0 metascore 64 dtype: int64
Видимо да смо успјешно уметнули вриједност медијане у колону revenue_millions, умјесто недостајућих вриједности.
Извршимо сада визуализацију података из колоне metascore.
metascore.plot(kind="box");
metascore.plot(kind="hist", bins=20);
Овдје видимо да вриједности јесу симетрично распоређене, тако да ћемо уметнути вриједност аритметичке средине.
metascore_as = metascore.mean()
metascore_as
58.98504273504273
metascore.fillna(metascore_as, inplace=True)
filmovi.isnull().sum()
rank 0 title 0 genre 0 description 0 director 0 actors 0 year 0 runtime_minutes 0 rating 0 votes 0 revenue_millions 0 metascore 0 dtype: int64
Видимо да смо успјешно уметнули вриједност аритметичке средине у колону metascore, умјесто недостајућих вриједности.
Описну статистику можемо видјети за читаву табелу као што смо видјели за једну колону.
filmovi.describe()
rank | year | runtime_minutes | rating | votes | revenue_millions | metascore | |
---|---|---|---|---|---|---|---|
count | 1000.000000 | 1000.000000 | 1000.000000 | 1000.000000 | 1.000000e+03 | 1000.000000 | 1000.000000 |
mean | 500.500000 | 2012.783000 | 113.172000 | 6.723200 | 1.698083e+05 | 78.480040 | 58.985043 |
std | 288.819436 | 3.205962 | 18.810908 | 0.945429 | 1.887626e+05 | 97.118097 | 16.634858 |
min | 1.000000 | 2006.000000 | 66.000000 | 1.900000 | 6.100000e+01 | 0.000000 | 11.000000 |
25% | 250.750000 | 2010.000000 | 100.000000 | 6.200000 | 3.630900e+04 | 17.442500 | 47.750000 |
50% | 500.500000 | 2014.000000 | 111.000000 | 6.800000 | 1.107990e+05 | 47.985000 | 58.985043 |
75% | 750.250000 | 2016.000000 | 123.000000 | 7.400000 | 2.399098e+05 | 99.177500 | 71.000000 |
max | 1000.000000 | 2016.000000 | 191.000000 | 9.000000 | 1.791916e+06 | 936.630000 | 100.000000 |
Такође можемо видјети узајамно повезаност међу подацима који су представљени у колонама.
filmovi.corr()
rank | year | runtime_minutes | rating | votes | revenue_millions | metascore | |
---|---|---|---|---|---|---|---|
rank | 1.000000 | -0.261605 | -0.221739 | -0.219555 | -0.283876 | -0.259607 | -0.185159 |
year | -0.261605 | 1.000000 | -0.164900 | -0.211219 | -0.411904 | -0.146589 | -0.076077 |
runtime_minutes | -0.221739 | -0.164900 | 1.000000 | 0.392214 | 0.407062 | 0.272955 | 0.202239 |
rating | -0.219555 | -0.211219 | 0.392214 | 1.000000 | 0.511537 | 0.218448 | 0.604723 |
votes | -0.283876 | -0.411904 | 0.407062 | 0.511537 | 1.000000 | 0.638758 | 0.318116 |
revenue_millions | -0.259607 | -0.146589 | 0.272955 | 0.218448 | 0.638758 | 1.000000 | 0.142058 |
metascore | -0.185159 | -0.076077 | 0.202239 | 0.604723 | 0.318116 | 0.142058 | 1.000000 |
Што су бројеви ближи броју 1.000000, узајамна повезаност међу подацима посматраних колона је већа и обратно. Највећа узајамна повезаност је између votes и revenue_millions а најмања између metascore и year, што се може приказати и графички.
filmovi.plot(kind='scatter', x='votes', y='revenue_millions', title='Votes vs Revenue (millions)');
filmovi.plot(kind='scatter', x='metascore', y='year', title='Votes vs Revenue (millions)');
Прије него што почнемо да анализирамо податке са циљем да пронађемо одговоре на одређена питања, извршићемо трансформацију података. Прегледајмо податке још једном.
filmovi
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue_millions | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 333.130 | 76.0 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 126.460 | 65.0 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 138.120 | 62.0 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 270.320 | 59.0 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 325.020 | 40.0 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
995 | 996 | Secret in Their Eyes | Crime,Drama,Mystery | A tight-knit team of rising investigators, alo... | Billy Ray | Chiwetel Ejiofor, Nicole Kidman, Julia Roberts... | 2015 | 111 | 6.2 | 27585 | 47.985 | 45.0 |
996 | 997 | Hostel: Part II | Horror | Three American college students studying abroa... | Eli Roth | Lauren German, Heather Matarazzo, Bijou Philli... | 2007 | 94 | 5.5 | 73152 | 17.540 | 46.0 |
997 | 998 | Step Up 2: The Streets | Drama,Music,Romance | Romantic sparks occur between two dance studen... | Jon M. Chu | Robert Hoffman, Briana Evigan, Cassie Ventura,... | 2008 | 98 | 6.2 | 70699 | 58.010 | 50.0 |
998 | 999 | Search Party | Adventure,Comedy | A pair of friends embark on a mission to reuni... | Scot Armstrong | Adam Pally, T.J. Miller, Thomas Middleditch,Sh... | 2014 | 93 | 5.6 | 4881 | 47.985 | 22.0 |
999 | 1000 | Nine Lives | Comedy,Family,Fantasy | A stuffy businessman finds himself trapped ins... | Barry Sonnenfeld | Kevin Spacey, Jennifer Garner, Robbie Amell,Ch... | 2016 | 87 | 5.3 | 12435 | 19.640 | 11.0 |
1000 rows × 12 columns
Податке у врстама/колонама можемо мијењати примјеном одговарајуће уграђене или кориснички дефинисане функције, помоћу метода .apply(). Промијенимо прво последњу колону тако да садржи цјелобројне податке примјеном уграђене функције int.
filmovi['metascore']=filmovi['metascore'].apply(int)
Исто то урадимо и са претпоследњом колоном примјеном наше функције cijeli, коју ћемо сами да направимо.
def cijeli(broj):
return int(broj * 100000)
filmovi['revenue_millions']=filmovi['revenue_millions'].apply(cijeli)
Сходно томе, промијенимо и назив претпоследње колоне те затим прегледајмо податке.
filmovi.rename(columns={
'revenue_millions': 'revenue'
}, inplace=True)
filmovi
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 33313000 | 76 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 12646000 | 65 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 13812000 | 62 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 27032000 | 59 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 32502000 | 40 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
995 | 996 | Secret in Their Eyes | Crime,Drama,Mystery | A tight-knit team of rising investigators, alo... | Billy Ray | Chiwetel Ejiofor, Nicole Kidman, Julia Roberts... | 2015 | 111 | 6.2 | 27585 | 4798500 | 45 |
996 | 997 | Hostel: Part II | Horror | Three American college students studying abroa... | Eli Roth | Lauren German, Heather Matarazzo, Bijou Philli... | 2007 | 94 | 5.5 | 73152 | 1754000 | 46 |
997 | 998 | Step Up 2: The Streets | Drama,Music,Romance | Romantic sparks occur between two dance studen... | Jon M. Chu | Robert Hoffman, Briana Evigan, Cassie Ventura,... | 2008 | 98 | 6.2 | 70699 | 5801000 | 50 |
998 | 999 | Search Party | Adventure,Comedy | A pair of friends embark on a mission to reuni... | Scot Armstrong | Adam Pally, T.J. Miller, Thomas Middleditch,Sh... | 2014 | 93 | 5.6 | 4881 | 4798500 | 22 |
999 | 1000 | Nine Lives | Comedy,Family,Fantasy | A stuffy businessman finds himself trapped ins... | Barry Sonnenfeld | Kevin Spacey, Jennifer Garner, Robbie Amell,Ch... | 2016 | 87 | 5.3 | 12435 | 1964000 | 11 |
1000 rows × 12 columns
Потражимо сада одговоре на одређена питања.
Уколико желите да сазнате нешто више о некој вама непознатој методи, будите слободни да претражите pandas документацију. Такође, како бисте стекли нова или проширили постојећа знања, користите интернет претраживач да пронађете вама одговарајуће изворе за истраживање и учење.
Подразумијева се да имате одређена предзнања из Пајтона.
naslovi=filmovi['title']
len(naslovi)
1000
filmovi['len_title']=filmovi['title'].apply(len)
filmovi.head()
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | len_title | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 33313000 | 76 | 23 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 12646000 | 65 | 10 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 13812000 | 62 | 5 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 27032000 | 59 | 4 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 32502000 | 40 | 13 |
#pd.set_option('display.max_colwidth', None)
filmovi.sort_values('len_title', ascending=False).head(1)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | len_title | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
259 | 260 | Norman: The Moderate Rise and Tragic Fall of a... | Drama,Thriller | Norman Oppenheimer is a small time operator wh... | Joseph Cedar | Richard Gere, Lior Ashkenazi, Michael Sheen,Ch... | 2016 | 118 | 7.1 | 664 | 227000 | 76 | 61 |
najduzi=filmovi.sort_values('len_title', ascending=False)
print(najduzi['title'].iloc[0])
Norman: The Moderate Rise and Tragic Fall of a New York Fixer
filmovi.sort_values('len_title').head(1)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | len_title | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
499 | 500 | Up | Animation,Adventure,Comedy | Seventy-eight year old Carl Fredricksen travel... | Pete Docter | Edward Asner, Jordan Nagai, John Ratzenberger,... | 2009 | 96 | 8.3 | 722203 | 29298000 | 88 | 2 |
najkraci=filmovi.sort_values('len_title')
print(najkraci['title'].iloc[0])
Up
#pd.reset_option('use_inf_as_na')
filmovi.drop('len_title',
axis='columns', inplace=True)
filmovi.head()
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Guardians of the Galaxy | Action,Adventure,Sci-Fi | A group of intergalactic criminals are forced ... | James Gunn | Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... | 2014 | 121 | 8.1 | 757074 | 33313000 | 76 |
1 | 2 | Prometheus | Adventure,Mystery,Sci-Fi | Following clues to the origin of mankind, a te... | Ridley Scott | Noomi Rapace, Logan Marshall-Green, Michael Fa... | 2012 | 124 | 7.0 | 485820 | 12646000 | 65 |
2 | 3 | Split | Horror,Thriller | Three girls are kidnapped by a man with a diag... | M. Night Shyamalan | James McAvoy, Anya Taylor-Joy, Haley Lu Richar... | 2016 | 117 | 7.3 | 157606 | 13812000 | 62 |
3 | 4 | Sing | Animation,Comedy,Family | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 27032000 | 59 |
4 | 5 | Suicide Squad | Action,Adventure,Fantasy | A secret government agency recruits some of th... | David Ayer | Will Smith, Jared Leto, Margot Robbie, Viola D... | 2016 | 123 | 6.2 | 393727 | 32502000 | 40 |
filmovi.sort_values('runtime_minutes', ascending=False).head(1)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
828 | 829 | Grindhouse | Action,Horror,Thriller | Quentin Tarantino and Robert Rodriguez's homag... | Robert Rodriguez | Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell | 2007 | 191 | 7.6 | 160350 | 2503000 | 58 |
najduze=filmovi.sort_values('runtime_minutes', ascending=False)
print(najduze['title'].iloc[0])
Grindhouse
filmovi.sort_values('runtime_minutes').head(1)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
793 | 794 | Ma vie de Courgette | Animation,Comedy,Drama | After losing his mother, a young boy is sent t... | Claude Barras | Gaspard Schlatter, Sixtine Murat, Paulin Jacco... | 2016 | 66 | 7.8 | 4370 | 28999 | 85 |
najkrace=filmovi.sort_values('runtime_minutes')
print(najkrace['title'].iloc[0])
Ma vie de Courgette
najbolji_korisnici=filmovi.sort_values('rating', ascending=False)
najbolji_korisnici.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
54 | 55 | The Dark Knight | Action,Crime,Drama | When the menace known as the Joker wreaks havo... | Christopher Nolan | Christian Bale, Heath Ledger, Aaron Eckhart,Mi... | 2008 | 152 | 9.0 | 1791916 | 53332000 | 82 |
80 | 81 | Inception | Action,Adventure,Sci-Fi | A thief, who steals corporate secrets through ... | Christopher Nolan | Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen... | 2010 | 148 | 8.8 | 1583625 | 29257000 | 74 |
117 | 118 | Dangal | Action,Biography,Drama | Former wrestler Mahavir Singh Phogat and his t... | Nitesh Tiwari | Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,... | 2016 | 161 | 8.8 | 48969 | 1115000 | 58 |
36 | 37 | Interstellar | Adventure,Drama,Sci-Fi | A team of explorers travel through a wormhole ... | Christopher Nolan | Matthew McConaughey, Anne Hathaway, Jessica Ch... | 2014 | 169 | 8.6 | 1047747 | 18799000 | 74 |
96 | 97 | Kimi no na wa | Animation,Drama,Fantasy | Two strangers find themselves linked in a biza... | Makoto Shinkai | Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari... | 2016 | 106 | 8.6 | 34110 | 468000 | 79 |
249 | 250 | The Intouchables | Biography,Comedy,Drama | After he becomes a quadriplegic from a paragli... | Olivier Nakache | François Cluzet, Omar Sy, Anne Le Ny, Audrey F... | 2011 | 112 | 8.6 | 557965 | 1318000 | 57 |
133 | 134 | Whiplash | Drama,Music | A promising young drummer enrolls at a cut-thr... | Damien Chazelle | Miles Teller, J.K. Simmons, Melissa Benoist, P... | 2014 | 107 | 8.5 | 477276 | 1309000 | 88 |
64 | 65 | The Prestige | Drama,Mystery,Sci-Fi | Two stage magicians engage in competitive one-... | Christopher Nolan | Christian Bale, Hugh Jackman, Scarlett Johanss... | 2006 | 130 | 8.5 | 913152 | 5308000 | 66 |
99 | 100 | The Departed | Crime,Drama,Thriller | An undercover cop and a mole in the police att... | Martin Scorsese | Leonardo DiCaprio, Matt Damon, Jack Nicholson,... | 2006 | 151 | 8.5 | 937414 | 13237000 | 85 |
991 | 992 | Taare Zameen Par | Drama,Family,Music | An eight-year-old boy is thought to be a lazy ... | Aamir Khan | Darsheel Safary, Aamir Khan, Tanay Chheda, Sac... | 2007 | 165 | 8.5 | 102697 | 120000 | 42 |
print(najbolji_korisnici['title'].iloc[0:10].to_string(index=False))
The Dark Knight Inception Dangal Interstellar Kimi no na wa The Intouchables Whiplash The Prestige The Departed Taare Zameen Par
najbolji_kriticari=filmovi.sort_values('metascore', ascending=False)
najbolji_kriticari.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
656 | 657 | Boyhood | Drama | The life of Mason, from early childhood to his... | Richard Linklater | Ellar Coltrane, Patricia Arquette, Ethan Hawke... | 2014 | 165 | 7.9 | 286722 | 2536000 | 100 |
41 | 42 | Moonlight | Drama | A chronicle of the childhood, adolescence and ... | Barry Jenkins | Mahershala Ali, Shariff Earp, Duan Sanderson, ... | 2016 | 111 | 7.5 | 135095 | 2785000 | 99 |
230 | 231 | Pan's Labyrinth | Drama,Fantasy,War | In the falangist Spain of 1944, the bookish yo... | Guillermo del Toro | Ivana Baquero, Ariadna Gil, Sergi López,Maribe... | 2006 | 118 | 8.2 | 498879 | 3761999 | 98 |
111 | 112 | 12 Years a Slave | Biography,Drama,History | In the antebellum United States, Solomon North... | Steve McQueen | Chiwetel Ejiofor, Michael Kenneth Williams, Mi... | 2013 | 134 | 8.1 | 486338 | 5667000 | 96 |
489 | 490 | Ratatouille | Animation,Comedy,Family | A rat who can cook makes an unusual alliance w... | Brad Bird | Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm | 2007 | 111 | 8.0 | 504039 | 20644000 | 96 |
21 | 22 | Manchester by the Sea | Drama | A depressed uncle is asked to take care of his... | Kenneth Lonergan | Casey Affleck, Michelle Williams, Kyle Chandle... | 2016 | 137 | 7.9 | 134213 | 4770000 | 96 |
509 | 510 | Gravity | Drama,Sci-Fi,Thriller | Two astronauts work together to survive after ... | Alfonso Cuarón | Sandra Bullock, George Clooney, Ed Harris, Ort... | 2013 | 91 | 7.8 | 622089 | 27408000 | 96 |
406 | 407 | Zero Dark Thirty | Drama,History,Thriller | A chronicle of the decade-long hunt for al-Qae... | Kathryn Bigelow | Jessica Chastain, Joel Edgerton, Chris Pratt, ... | 2012 | 157 | 7.4 | 226661 | 9572000 | 95 |
324 | 325 | The Social Network | Biography,Drama | Harvard student Mark Zuckerberg creates the so... | David Fincher | Jesse Eisenberg, Andrew Garfield, Justin Timbe... | 2010 | 120 | 7.7 | 510100 | 9692000 | 95 |
501 | 502 | Carol | Drama,Romance | An aspiring photographer develops an intimate ... | Todd Haynes | Cate Blanchett, Rooney Mara, Sarah Paulson, Ky... | 2015 | 118 | 7.2 | 77995 | 25000 | 95 |
print(najbolji_kriticari['title'].iloc[0:10].to_string(index=False))
Boyhood Moonlight Pan's Labyrinth 12 Years a Slave Ratatouille Manchester by the Sea Gravity Zero Dark Thirty The Social Network Carol
najbolji=filmovi.sort_values(['rating','metascore'], ascending=False)
najbolji.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
54 | 55 | The Dark Knight | Action,Crime,Drama | When the menace known as the Joker wreaks havo... | Christopher Nolan | Christian Bale, Heath Ledger, Aaron Eckhart,Mi... | 2008 | 152 | 9.0 | 1791916 | 53332000 | 82 |
80 | 81 | Inception | Action,Adventure,Sci-Fi | A thief, who steals corporate secrets through ... | Christopher Nolan | Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen... | 2010 | 148 | 8.8 | 1583625 | 29257000 | 74 |
117 | 118 | Dangal | Action,Biography,Drama | Former wrestler Mahavir Singh Phogat and his t... | Nitesh Tiwari | Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,... | 2016 | 161 | 8.8 | 48969 | 1115000 | 58 |
96 | 97 | Kimi no na wa | Animation,Drama,Fantasy | Two strangers find themselves linked in a biza... | Makoto Shinkai | Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari... | 2016 | 106 | 8.6 | 34110 | 468000 | 79 |
36 | 37 | Interstellar | Adventure,Drama,Sci-Fi | A team of explorers travel through a wormhole ... | Christopher Nolan | Matthew McConaughey, Anne Hathaway, Jessica Ch... | 2014 | 169 | 8.6 | 1047747 | 18799000 | 74 |
249 | 250 | The Intouchables | Biography,Comedy,Drama | After he becomes a quadriplegic from a paragli... | Olivier Nakache | François Cluzet, Omar Sy, Anne Le Ny, Audrey F... | 2011 | 112 | 8.6 | 557965 | 1318000 | 57 |
476 | 477 | The Lives of Others | Drama,Thriller | In 1984 East Berlin, an agent of the secret po... | Florian Henckel von Donnersmarck | Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul... | 2006 | 137 | 8.5 | 278103 | 1128000 | 89 |
133 | 134 | Whiplash | Drama,Music | A promising young drummer enrolls at a cut-thr... | Damien Chazelle | Miles Teller, J.K. Simmons, Melissa Benoist, P... | 2014 | 107 | 8.5 | 477276 | 1309000 | 88 |
99 | 100 | The Departed | Crime,Drama,Thriller | An undercover cop and a mole in the police att... | Martin Scorsese | Leonardo DiCaprio, Matt Damon, Jack Nicholson,... | 2006 | 151 | 8.5 | 937414 | 13237000 | 85 |
124 | 125 | The Dark Knight Rises | Action,Thriller | Eight years after the Joker's reign of anarchy... | Christopher Nolan | Christian Bale, Tom Hardy, Anne Hathaway,Gary ... | 2012 | 164 | 8.5 | 1222645 | 44813000 | 78 |
najbolji_glasovi=filmovi.sort_values(['votes'], ascending=False)
najbolji_glasovi.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
54 | 55 | The Dark Knight | Action,Crime,Drama | When the menace known as the Joker wreaks havo... | Christopher Nolan | Christian Bale, Heath Ledger, Aaron Eckhart,Mi... | 2008 | 152 | 9.0 | 1791916 | 53332000 | 82 |
80 | 81 | Inception | Action,Adventure,Sci-Fi | A thief, who steals corporate secrets through ... | Christopher Nolan | Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen... | 2010 | 148 | 8.8 | 1583625 | 29257000 | 74 |
124 | 125 | The Dark Knight Rises | Action,Thriller | Eight years after the Joker's reign of anarchy... | Christopher Nolan | Christian Bale, Tom Hardy, Anne Hathaway,Gary ... | 2012 | 164 | 8.5 | 1222645 | 44813000 | 78 |
36 | 37 | Interstellar | Adventure,Drama,Sci-Fi | A team of explorers travel through a wormhole ... | Christopher Nolan | Matthew McConaughey, Anne Hathaway, Jessica Ch... | 2014 | 169 | 8.6 | 1047747 | 18799000 | 74 |
76 | 77 | The Avengers | Action,Sci-Fi | Earth's mightiest heroes must come together an... | Joss Whedon | Robert Downey Jr., Chris Evans, Scarlett Johan... | 2012 | 143 | 8.1 | 1045588 | 62328000 | 69 |
144 | 145 | Django Unchained | Drama,Western | With the help of a German bounty hunter , a fr... | Quentin Tarantino | Jamie Foxx, Christoph Waltz, Leonardo DiCaprio... | 2012 | 165 | 8.4 | 1039115 | 16280000 | 81 |
77 | 78 | Inglourious Basterds | Adventure,Drama,War | In Nazi-occupied France during World War II, a... | Quentin Tarantino | Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent | 2009 | 153 | 8.3 | 959065 | 12052000 | 69 |
99 | 100 | The Departed | Crime,Drama,Thriller | An undercover cop and a mole in the police att... | Martin Scorsese | Leonardo DiCaprio, Matt Damon, Jack Nicholson,... | 2006 | 151 | 8.5 | 937414 | 13237000 | 85 |
87 | 88 | Avatar | Action,Adventure,Fantasy | A paraplegic marine dispatched to the moon Pan... | James Cameron | Sam Worthington, Zoe Saldana, Sigourney Weaver... | 2009 | 162 | 7.8 | 935408 | 76051000 | 83 |
64 | 65 | The Prestige | Drama,Mystery,Sci-Fi | Two stage magicians engage in competitive one-... | Christopher Nolan | Christian Bale, Hugh Jackman, Scarlett Johanss... | 2006 | 130 | 8.5 | 913152 | 5308000 | 66 |
print(najbolji_glasovi['title'].iloc[0:10].to_string(index=False))
The Dark Knight Inception The Dark Knight Rises Interstellar The Avengers Django Unchained Inglourious Basterds The Departed Avatar The Prestige
najbolji=filmovi.sort_values(['rating','metascore'], ascending=False)
najbolji.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
54 | 55 | The Dark Knight | Action,Crime,Drama | When the menace known as the Joker wreaks havo... | Christopher Nolan | Christian Bale, Heath Ledger, Aaron Eckhart,Mi... | 2008 | 152 | 9.0 | 1791916 | 53332000 | 82 |
80 | 81 | Inception | Action,Adventure,Sci-Fi | A thief, who steals corporate secrets through ... | Christopher Nolan | Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen... | 2010 | 148 | 8.8 | 1583625 | 29257000 | 74 |
117 | 118 | Dangal | Action,Biography,Drama | Former wrestler Mahavir Singh Phogat and his t... | Nitesh Tiwari | Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,... | 2016 | 161 | 8.8 | 48969 | 1115000 | 58 |
96 | 97 | Kimi no na wa | Animation,Drama,Fantasy | Two strangers find themselves linked in a biza... | Makoto Shinkai | Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari... | 2016 | 106 | 8.6 | 34110 | 468000 | 79 |
36 | 37 | Interstellar | Adventure,Drama,Sci-Fi | A team of explorers travel through a wormhole ... | Christopher Nolan | Matthew McConaughey, Anne Hathaway, Jessica Ch... | 2014 | 169 | 8.6 | 1047747 | 18799000 | 74 |
249 | 250 | The Intouchables | Biography,Comedy,Drama | After he becomes a quadriplegic from a paragli... | Olivier Nakache | François Cluzet, Omar Sy, Anne Le Ny, Audrey F... | 2011 | 112 | 8.6 | 557965 | 1318000 | 57 |
476 | 477 | The Lives of Others | Drama,Thriller | In 1984 East Berlin, an agent of the secret po... | Florian Henckel von Donnersmarck | Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul... | 2006 | 137 | 8.5 | 278103 | 1128000 | 89 |
133 | 134 | Whiplash | Drama,Music | A promising young drummer enrolls at a cut-thr... | Damien Chazelle | Miles Teller, J.K. Simmons, Melissa Benoist, P... | 2014 | 107 | 8.5 | 477276 | 1309000 | 88 |
99 | 100 | The Departed | Crime,Drama,Thriller | An undercover cop and a mole in the police att... | Martin Scorsese | Leonardo DiCaprio, Matt Damon, Jack Nicholson,... | 2006 | 151 | 8.5 | 937414 | 13237000 | 85 |
124 | 125 | The Dark Knight Rises | Action,Thriller | Eight years after the Joker's reign of anarchy... | Christopher Nolan | Christian Bale, Tom Hardy, Anne Hathaway,Gary ... | 2012 | 164 | 8.5 | 1222645 | 44813000 | 78 |
print(najbolji['title'].iloc[0:10].to_string(index=False))
The Dark Knight Inception Dangal Kimi no na wa Interstellar The Intouchables The Lives of Others Whiplash The Departed The Dark Knight Rises
najbolji_zarada=filmovi.sort_values('revenue', ascending=False)
najbolji_zarada.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
50 | 51 | Star Wars: Episode VII - The Force Awakens | Action,Adventure,Fantasy | Three decades after the defeat of the Galactic... | J.J. Abrams | Daisy Ridley, John Boyega, Oscar Isaac, Domhna... | 2015 | 136 | 8.1 | 661608 | 93663000 | 81 |
87 | 88 | Avatar | Action,Adventure,Fantasy | A paraplegic marine dispatched to the moon Pan... | James Cameron | Sam Worthington, Zoe Saldana, Sigourney Weaver... | 2009 | 162 | 7.8 | 935408 | 76051000 | 83 |
85 | 86 | Jurassic World | Action,Adventure,Sci-Fi | A new theme park, built on the original site o... | Colin Trevorrow | Chris Pratt, Bryce Dallas Howard, Ty Simpkins,... | 2015 | 124 | 7.0 | 455169 | 65217999 | 59 |
76 | 77 | The Avengers | Action,Sci-Fi | Earth's mightiest heroes must come together an... | Joss Whedon | Robert Downey Jr., Chris Evans, Scarlett Johan... | 2012 | 143 | 8.1 | 1045588 | 62328000 | 69 |
54 | 55 | The Dark Knight | Action,Crime,Drama | When the menace known as the Joker wreaks havo... | Christopher Nolan | Christian Bale, Heath Ledger, Aaron Eckhart,Mi... | 2008 | 152 | 9.0 | 1791916 | 53332000 | 82 |
12 | 13 | Rogue One | Action,Adventure,Sci-Fi | The Rebel Alliance makes a risky move to steal... | Gareth Edwards | Felicity Jones, Diego Luna, Alan Tudyk, Donnie... | 2016 | 133 | 7.9 | 323118 | 53216999 | 65 |
119 | 120 | Finding Dory | Animation,Adventure,Comedy | The friendly but forgetful blue tang fish, Dor... | Andrew Stanton | Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai... | 2016 | 97 | 7.4 | 157026 | 48629000 | 77 |
94 | 95 | Avengers: Age of Ultron | Action,Adventure,Sci-Fi | When Tony Stark and Bruce Banner try to jump-s... | Joss Whedon | Robert Downey Jr., Chris Evans, Mark Ruffalo, ... | 2015 | 141 | 7.4 | 516895 | 45899000 | 66 |
124 | 125 | The Dark Knight Rises | Action,Thriller | Eight years after the Joker's reign of anarchy... | Christopher Nolan | Christian Bale, Tom Hardy, Anne Hathaway,Gary ... | 2012 | 164 | 8.5 | 1222645 | 44813000 | 78 |
578 | 579 | The Hunger Games: Catching Fire | Action,Adventure,Mystery | Katniss Everdeen and Peeta Mellark become targ... | Francis Lawrence | Jennifer Lawrence, Josh Hutcherson, Liam Hemsw... | 2013 | 146 | 7.6 | 525646 | 42465000 | 76 |
print(najbolji_zarada['title'].iloc[0:10].to_string(index=False))
Star Wars: Episode VII - The Force Awakens Avatar Jurassic World The Avengers The Dark Knight Rogue One Finding Dory Avengers: Age of Ultron The Dark Knight Rises The Hunger Games: Catching Fire
direktor = list(director for director in filmovi.director)
direktori={'James Gunn'}
for lista in direktor:
for l in lista:
direktori.add(l)
print(len(direktori))
70
najuspjesniji_filmovi = filmovi.sort_values(["revenue", "rating", "metascore"], ascending=False)[
["title", "director", "revenue", "rating", "metascore"]]
najuspjesniji_filmovi
title | director | revenue | rating | metascore | |
---|---|---|---|---|---|
50 | Star Wars: Episode VII - The Force Awakens | J.J. Abrams | 93663000 | 8.1 | 81 |
87 | Avatar | James Cameron | 76051000 | 7.8 | 83 |
85 | Jurassic World | Colin Trevorrow | 65217999 | 7.0 | 59 |
76 | The Avengers | Joss Whedon | 62328000 | 8.1 | 69 |
54 | The Dark Knight | Christopher Nolan | 53332000 | 9.0 | 82 |
... | ... | ... | ... | ... | ... |
677 | Love, Rosie | Christian Ditter | 1000 | 7.2 | 44 |
321 | Lovesong | So Yong Kim | 1000 | 6.4 | 74 |
961 | Into the Forest | Patricia Rozema | 1000 | 5.9 | 59 |
27 | Dead Awake | Phillip Guzman | 1000 | 4.7 | 58 |
231 | A Kind of Murder | Andy Goddard | 0 | 5.2 | 50 |
1000 rows × 5 columns
najuspjesniji_direktori=najuspjesniji_filmovi.groupby("director")[["revenue", "rating", "metascore"]].agg(['mean'])
najuspjesniji_direktori
revenue | rating | metascore | |
---|---|---|---|
mean | mean | mean | |
director | |||
Aamir Khan | 120000.00 | 8.50 | 42.0 |
Abdellatif Kechiche | 220000.00 | 7.80 | 88.0 |
Adam Leon | 4798500.00 | 6.50 | 77.0 |
Adam McKay | 10953499.75 | 7.00 | 65.5 |
Adam Shankman | 7866500.00 | 6.30 | 64.0 |
... | ... | ... | ... |
Xavier Dolan | 2573750.00 | 7.55 | 61.0 |
Yimou Zhang | 4513000.00 | 6.10 | 42.0 |
Yorgos Lanthimos | 440499.50 | 7.20 | 77.5 |
Zack Snyder | 19514800.00 | 7.04 | 48.0 |
Zackary Adler | 653000.00 | 5.10 | 90.0 |
644 rows × 3 columns
print(najuspjesniji_direktori.columns)
MultiIndex([( 'revenue', 'mean'), ( 'rating', 'mean'), ('metascore', 'mean')], )
najuspjesniji_direktori.sort_values(
[("revenue","mean"),("rating", "mean"),("metascore", "mean")], ascending = False, inplace=True)
print(najuspjesniji_direktori.index[0])
James Cameron
kamerun=filmovi[filmovi.director=='James Cameron']
for f in kamerun.title:
print(f)
Avatar
%%time
glumac = list(actor.split(',') for actor in filmovi.actors)
glumci={'Chris Pratt'}
for lista in glumac:
for l in lista:
l=l.strip()
glumci.add(l)
print(len(glumci))
1985 Wall time: 7 ms
glumciBrojFilmova = {} #Broj filmova u kojima su glumili
for g in glumci:
glumciBrojFilmova[g] = 0
print(glumciBrojFilmova)
{'Richenda Carey': 0, 'Eric Stonestreet': 0, 'Dave Franco': 0, 'Allison Janney': 0, 'Jean Reno': 0, 'Shad Moss': 0, 'Greg Kinnear': 0, 'Jake Abel': 0, 'William Hurt': 0, 'Jacob Latimore': 0, 'Tony Goldwyn': 0, 'Imogen Poots': 0, 'Romain Duris': 0, 'America Ferrera': 0, 'Tiffany Haddish': 0, 'Steven Yeun': 0, 'Patricia Arquette': 0, 'Stacy Martin': 0, 'Sheri Moon Zombie': 0, 'Daisy Ridley': 0, 'Richard Jenkins': 0, 'Jason Cope': 0, 'Nicole Beharie': 0, 'Ciarán Hinds': 0, 'Nicolas Cage': 0, 'Martin Henderson': 0, 'Kagiso Kuypers': 0, 'Shah Rukh Khan': 0, 'Danny Sapani': 0, 'Mason Lee': 0, 'John Ratzenberger': 0, 'Sandra Hüller': 0, 'Olivia Munn': 0, 'Tilda Swinton': 0, 'Kenshô Ono': 0, 'Kathleen Quinlan': 0, 'Harley Quinn Smith': 0, 'Lily-Rose Depp': 0, 'Samuel L. Jackson': 0, 'Sergi López': 0, "Vincent D'Onofrio": 0, 'Kiersey Clemons': 0, 'Eloise Mumford': 0, 'Michael Fassbender': 0, 'Giuseppe Battiston': 0, 'Susie Porter': 0, 'Denzel Washington': 0, 'Saurabh Shukla': 0, 'Morgan Saylor': 0, 'Vinnie Jones': 0, 'Kevin Spacey': 0, "Lupita Nyong'o": 0, 'Alexandra Maria Lara': 0, 'Mahershala Ali': 0, 'Bradley Cooper': 0, 'Lena Headey': 0, 'Julia Roberts': 0, 'Nat Wolff': 0, 'Emile Hirsch': 0, 'Danny DeVito': 0, 'Anne Hathaway': 0, 'Emily Mortimer': 0, 'Eddie Redmayne': 0, 'Aasif Mandvi': 0, 'Kylie Rogers': 0, 'Noomi Rapace': 0, 'Michelle Rodriguez': 0, 'Luing Andrews': 0, 'Jessica Lange': 0, 'Lili Taylor': 0, 'David Acord': 0, 'José Coronado': 0, 'Kerry Bishé': 0, 'Min-hee Kim': 0, 'Tony Amendola': 0, 'Scott Adkins': 0, 'Damon Wayans Jr.': 0, 'Corey Stoll': 0, 'Stephen Merchant': 0, 'Drew Seeley': 0, 'Rostislav Bershauer': 0, 'Zachary Bennett': 0, 'India Eisley': 0, 'Frank Grillo': 0, 'Jonah Hill': 0, 'Gabriel Luna': 0, 'Elizabeth Gracen': 0, 'Gattlin Griffith': 0, 'Kenneth Welsh': 0, 'Dean Waite': 0, 'Nellie': 0, 'Matthew Goode': 0, 'Hugh Jackman': 0, 'Tessa Thompson': 0, 'Amanda Bynes': 0, 'Bill Nighy': 0, 'Laura Allen': 0, 'Megan Charpentier': 0, 'Michael C. Hall': 0, 'Sakshi Tanwar': 0, 'Ashlynn Yennie': 0, 'Brian Caspe': 0, 'Jonny Brugh': 0, 'Edwin Wright': 0, 'Carice van Houten': 0, 'Chris Isaak': 0, 'Sam Neill': 0, 'Lewis Black': 0, 'Woo-hee Chun': 0, 'Will Yun Lee': 0, 'Zachary Gordon': 0, 'Christian Cooke': 0, 'Hugh Grant': 0, 'Bryan Greenberg': 0, 'Julian Richings': 0, 'Albert Brooks': 0, 'Edoardo Leo': 0, 'Jung-min Hwang': 0, 'Oliver Cooper': 0, 'Adrian Grenier': 0, 'Dakota Goyo': 0, 'Patrick Stewart': 0, 'Jessica Biel': 0, 'Farid Sajjadi Hosseini': 0, 'Thomas Brodie-Sangster': 0, 'John Krasinski': 0, 'Kate Siegel': 0, 'Tim Pigott-Smith': 0, 'Dan Fogler': 0, 'Branden Coles': 0, 'Zoë Bell': 0, 'Taylor Lautner': 0, 'Elizabeth Henstridge': 0, 'Temuera Morrison': 0, 'Sienna Miller': 0, 'Rosie Huntington-Whiteley': 0, 'Cobie Smulders': 0, 'Andrew Howard': 0, 'A.C. Peterson': 0, 'Tyrese Gibson': 0, 'Michael Chiklis': 0, 'Mia Goth': 0, 'Evan Rachel Wood': 0, 'Samantha Robinson': 0, 'John Boyega': 0, 'Eva Green': 0, 'Oakes Fegley': 0, 'Patrick Dempsey': 0, 'Rodrigo Santoro': 0, 'Lukas Hassel': 0, 'Annie Rose Buckley': 0, 'Maury Sterling': 0, 'Mona Singh': 0, 'Kristin Davis': 0, 'Ari Graynor': 0, 'Ellie Kendrick': 0, 'Oprah Winfrey': 0, 'Addison Timlin': 0, 'Portia Doubleday': 0, 'Sam Rockwell': 0, 'Peter Riegert': 0, 'Jessica Brown Findlay': 0, 'Karen Gillan': 0, 'Lisa Thoreson': 0, 'Ruby Barnhill': 0, 'Anna Hutchison': 0, 'Martin McCann': 0, 'Alia Shawkat': 0, 'Jackson Rathbone': 0, 'Mathieu Amalric': 0, 'Tracy Letts': 0, 'Jordi Mollà': 0, 'Melissa McCarthy': 0, 'Maggie Grace': 0, 'Chloë Sevigny': 0, 'Tammy Blanchard': 0, 'Justin Chatwin': 0, 'Ni Ni': 0, 'Jason Sudeikis': 0, 'Adam Brody': 0, 'Paul Newman': 0, 'Jeff Branson': 0, 'Antoine-Olivier Pilon': 0, 'Tania Raymonde': 0, 'Fatima Sana Shaikh': 0, 'Jude Law': 0, 'Scott Glenn': 0, 'Jason Biggs': 0, 'Simon Cotton': 0, 'Kyle Chandler': 0, 'Trenton Rogers': 0, 'Shariff Earp': 0, 'Karl Glusman': 0, 'Bahar Pars': 0, 'Brady Corbet': 0, "John D'Leo": 0, 'John Goodman': 0, 'Dick Van Dyke': 0, 'Luke Wilson': 0, 'Leslie Bibb': 0, 'Rudy Youngblood': 0, 'Ben Whishaw': 0, 'Sylvia Hoeks': 0, 'Trey Songz': 0, 'Ed Oxenbould': 0, 'Carmen Electra': 0, 'T.I.': 0, 'Meagan Good': 0, 'Samantha Morton': 0, 'Hayden Christensen': 0, 'Jeffrey Wright': 0, 'Chris Hemsworth': 0, 'Mariah Carey': 0, 'Michael Douglas': 0, 'Erika Linder': 0, 'Michael Trucco': 0, 'Ward Horton': 0, 'Cillian Murphy': 0, 'Mila Kunis': 0, 'Kathy Baker': 0, 'Octavia Spencer': 0, 'Milla Jovovich': 0, 'Aamir Khan': 0, 'Wentworth Miller': 0, 'Adam G. Sevani': 0, 'Ella Rumpf': 0, 'Alice Eve': 0, 'Ida Engvoll': 0, 'Soledad Villamil': 0, 'Armie Hammer': 0, 'Neil Flynn': 0, 'Arielle Holmes': 0, 'Rose McGowan': 0, 'Jasper Newell': 0, 'Nikki SooHoo': 0, 'Julie Andrews': 0, 'Nicholas Braun': 0, 'Douglas M. Griffin': 0, 'Laurent Lucas': 0, 'Ivana Baquero': 0, 'Terrence Howard': 0, 'Jason Segel': 0, 'Cam Gigandet': 0, 'Jennifer Lawrence': 0, 'Maria Bello': 0, 'Elizabeth Olsen': 0, 'Ulrich Mühe': 0, 'Julianna Margulies': 0, 'Tao Okamoto': 0, 'Graham McTavish': 0, 'Elisabeth Moss': 0, 'Judah Lewis': 0, 'Jun Kunimura': 0, 'Linda Cardellini': 0, 'Bruce Boxleitner': 0, 'Daniel Radcliffe': 0, 'Emily Baldoni': 0, 'Ice Cube': 0, 'Clive Owen': 0, 'Sacha Baron Cohen': 0, 'Mads Mikkelsen': 0, 'Terry Chen': 0, 'Kim Uylenbroek': 0, 'Adam Levine': 0, 'Gillian Jacobs': 0, 'Kristen Stewart': 0, 'Stellan Skarsgård': 0, 'Danielle Nicolet': 0, 'George Lopez': 0, 'Naomi Watts': 0, 'Antonio Tarver': 0, 'Anna Friel': 0, 'Carla Quevedo': 0, 'Gaspard Schlatter': 0, 'Golshifteh Farahani': 0, 'Salli Richardson-Whitfield': 0, 'Nicholas Hoult': 0, 'Meredith Hagner': 0, 'Adelaide Kane': 0, 'Bree Turner': 0, 'Garance Marillier': 0, 'Ariel Levy': 0, 'Anthony LaPaglia': 0, 'Tom Hudson': 0, 'Ophelia Lovibond': 0, 'Thomas Loibl': 0, 'Jeremy Renner': 0, 'Harvey Keitel': 0, 'Melissa George': 0, 'Brett Cullen': 0, 'Lauren Birkell': 0, 'Anthony Edwards': 0, 'Matt Damon': 0, 'Henry Cavill': 0, 'Anders Holm': 0, 'Axel Devillers': 0, 'Scott Mescudi': 0, 'Adam Campbell': 0, 'Raffey Cassidy': 0, 'Kevin Hart': 0, 'Keri Russell': 0, 'Kevin Leslie': 0, 'Nicole Parker': 0, 'Matthew Bohrer': 0, 'Malin Akerman': 0, 'Amr Waked': 0, 'Maggie Gyllenhaal': 0, 'Lydia Wilson': 0, 'James Russell': 0, 'Jeff Garlin': 0, 'Luke Evans': 0, 'Christopher McDonald': 0, 'Rebecca Ferguson': 0, 'Max Minghella': 0, 'Mylène Jampanoï': 0, 'Justin Timberlake': 0, 'Elizabeth Reaser': 0, 'Aleksandr Armer': 0, 'Gerry Bednob': 0, 'Stephen Henderson': 0, 'Zoe Kazan': 0, 'Julian Dennison': 0, 'Mindy Kaling': 0, 'Harry Connick Jr.': 0, 'Richard Brake': 0, 'Jamie Blackley': 0, 'Chira Cassel': 0, 'Rachel Weisz': 0, 'Paddy Considine': 0, 'Sean Patrick Thomas': 0, 'Mark Huberman': 0, 'Paula Beer': 0, 'Scarlett Johansson': 0, 'Isabella Rossellini': 0, 'Travis Tope': 0, 'George Clooney': 0, 'Josh Lucas': 0, 'Jack Nicholson': 0, 'Adèle Exarchopoulos': 0, 'Barbara Crampton': 0, 'Benjamin Walker': 0, 'Ali Larter': 0, 'Ashley Benson': 0, 'Jenna Elfman': 0, 'Natalie Krill': 0, 'Bria L. Murphy': 0, 'Jamie Chung': 0, 'Neve Campbell': 0, 'Ren Ôsugi': 0, 'Freida Pinto': 0, 'Nia Vardalos': 0, 'Robbie Amell': 0, 'Antje Traue': 0, 'Scott Eastwood': 0, 'Pierre Coffin': 0, 'John Malkovich': 0, 'Emilia Clarke': 0, 'Heather Matarazzo': 0, 'Steve Coogan': 0, 'Dan Byrd': 0, 'Diane Kruger': 0, 'Adam Sandler': 0, 'Emma Roberts': 0, 'Denis Leary': 0, 'Jim Carrey': 0, 'Katey Sagal': 0, 'Morena Baccarin': 0, 'Lake Bell': 0, 'Colleen Camp': 0, 'Kate McKinnon': 0, 'Nick Damici': 0, 'Barkhad Abdi': 0, 'Aidan Quinn': 0, 'Dylan Duffus': 0, 'John Gallagher Jr.': 0, 'Carey Mulligan': 0, 'Antonio Banderas': 0, 'Angelina Jolie': 0, 'Jack Davenport': 0, 'Jay Baruchel': 0, 'Brittany Blanton': 0, 'Lucy Walters': 0, 'Julianne Hough': 0, 'Mauricio Lopez': 0, 'Raghuvir Joshi': 0, 'Naomie Harris': 0, 'Ezra Miller': 0, 'Laurie Holden': 0, 'Dominic Monaghan': 0, 'Mónica Villa': 0, 'Max Burkholder': 0, 'Lou Taylor Pucci': 0, 'Julianne Moore': 0, 'James Hamrick': 0, 'Ashley Tisdale': 0, 'Ian McKellen': 0, 'Sally Field': 0, 'Gal Gadot': 0, 'Sergej Trifunovic': 0, 'Orto Ignatiussen': 0, 'Lucy Liu': 0, 'Amanda Peet': 0, 'Emma Thompson': 0, 'Billy Crystal': 0, 'Brooklyn Decker': 0, 'Antonia Ribero': 0, 'Eddie Izzard': 0, 'Jeremy Irons': 0, 'Ed Harris': 0, 'Tyne Daly': 0, 'Keegan-Michael Key': 0, 'Ryan Potter': 0, 'Mel Raido': 0, 'Christopher Fairbank': 0, 'Vera Farmiga': 0, 'Common': 0, 'Naomi Ackie': 0, 'Tadanobu Asano': 0, 'Teresa Palmer': 0, 'Anna Kendrick': 0, 'Demi Moore': 0, 'Michael Ealy': 0, 'Dennis Quaid': 0, 'Briana Evigan': 0, 'Richard Gere': 0, 'Jennette McCurdy': 0, 'Nicholas Brendon': 0, 'Mayko Nguyen': 0, 'Craig T. 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Hibbert': 0, 'Isaiah Stone': 0, 'Jake Johnson': 0, 'Zachary Levi': 0, 'Alison Sudol': 0, 'Katie Cassidy': 0, 'Karen Disher': 0, 'Ian McShane': 0, 'Eve Lindley': 0, 'Jane Levy': 0, 'Rob Riggle': 0, 'James Floyd': 0, 'Joe Cobden': 0, 'Katie Holmes': 0, 'James Cosmo': 0, 'Ewan McGregor': 0, 'Toni Collette': 0, 'Donald Sutherland': 0, 'Laurent Lafitte': 0, 'Emily Ratajkowski': 0, 'Will Dalton': 0, 'Heath Ledger': 0, 'Joe Blakemore': 0, 'Jim Sturgess': 0, 'Elle Fanning': 0, 'Taylor Swift': 0, 'Jean-Claude Van Damme': 0, 'Art Parkinson': 0, 'Michael Ironside': 0, 'Chris Rock': 0, 'Connor Paolo': 0, 'Joshua Leonard': 0, 'Nathan Phillips': 0, 'Thomas Lennon': 0, 'Adil Hussain': 0, 'John Doman': 0, 'David Troughton': 0, 'Ji-min Han': 0, 'Elijah Smith': 0, 'Lior Ashkenazi': 0, 'Justin Chon': 0, 'Ronnie Gene Blevins': 0, 'Elizabeth Berrington': 0, 'Matthew Perry': 0, 'Luke Kleintank': 0, 'John C. McGinley': 0, 'Renée Zellweger': 0, 'Michelle Yeoh': 0, 'Jaden Smith': 0, 'Jocelin Donahue': 0, 'Will Smith': 0, 'Terry Crews': 0, 'Edith Scob': 0, 'Gemma Jones': 0, 'Cole Konis': 0, 'Julian Barratt': 0, 'Alan Rickman': 0, 'Adrian Titieni': 0, 'Taylor Schilling': 0, 'Simona Stasová': 0, 'Jet Li': 0, 'Christopher Fitzgerald': 0, 'Mandy Moore': 0, 'Hae-il Park': 0, 'James Allen McCune': 0, 'Oona Chaplin': 0, 'Jon Hamm': 0, 'Halle Berry': 0, 'Simon Pegg': 0, 'Chris Pratt': 0, 'Jeff Bridges': 0, 'Storm Acheche Sahlstrøm': 0, 'Jamal Woolard': 0, 'Jemima West': 0, 'Daniel Zovatto': 0, 'Jack Huston': 0, 'Osric Chau': 0, 'Andrew Garfield': 0, 'Gregory Jones': 0, 'Maxim Gaudette': 0, 'Catherine Bégin': 0, 'Alexander Skarsgård': 0, 'Levi Miller': 0, 'Hiroki Hasegawa': 0, 'Leonardo DiCaprio': 0, 'Aidan Turner': 0, 'Brian Milligan': 0, 'Domhnall Gleeson': 0, 'Anna Faris': 0, 'Robin Wright': 0, 'David Denman': 0, 'Lizzy Caplan': 0, 'Kate Beckinsale': 0, 'Gabriella Wilde': 0, 'Vanessa Lachey': 0, 'Maribel Verdú': 0, 'Laura Abramsen': 0, 'Woody Allen': 0, 'Jesse Borrego': 0, 'Nick Offerman': 0, 'Kurt Russell': 0, 'Ving Rhames': 0, 'Austin Pendleton': 0, 'Tommy Dewey': 0, 'Charlie Day': 0, 'Darsheel Safary': 0, 'Ron Livingston': 0, 'Julie Benz': 0, 'Olan Rogers': 0, 'Dominique McElligott': 0, 'Nancy Kwan': 0, 'Giovanni Ribisi': 0, 'Benedict Cumberbatch': 0, 'Rotimi': 0, 'Thomas Haden Church': 0, 'Joe Manganiello': 0, 'Josh Duhamel': 0, 'Ewa Fröling': 0, 'Lily Cole': 0, 'Ellie Kemper': 0, 'RJ Cyler': 0, 'Sam Shepard': 0, 'Daniel Craig': 0, 'Keira Knightley': 0, 'Annette Bening': 0, 'Reiko Aylesworth': 0, 'Lin Shaye': 0, 'Will Ferrell': 0, 'Jahking Guillory': 0, 'Chatchawai Kamonsakpitak': 0, 'Peter McRobbie': 0, 'Lia Marie Johnson': 0, 'Justin Long': 0, 'Wei Tang': 0, 'Orlando Bloom': 0, 'Kate Dickie': 0, 'Catherine Walker': 0, 'Mae Whitman': 0, 'Jo Hartley': 0, 'Tom Cruise': 0, 'Morgan Lily': 0, 'Steve Lantz': 0, 'Riccardo Scamarcio': 0, 'Duan Sanderson': 0, 'Dominique Tipper': 0, 'Ólafur Darri Ólafsson': 0, 'Russell Brand': 0, 'Jamie Campbell Bower': 0, 'Charles Dance': 0, 'Jasmine Trinca': 0, 'Arnold Schwarzenegger': 0, 'Moisés Acevedo': 0, 'Neel Sethi': 0, 'Miles Fisher': 0, 'Rachel Blanchard': 0, 'Cate Blanchett': 0, 'Quinton Aaron': 0, 'Sam Claflin': 0, 'Edward Norton': 0, "Mo'Nique": 0, 'Winona Ryder': 0, 'Alexander Ludwig': 0, 'Robert Patrick': 0, 'Soo-an Kim': 0, "Srdjan 'Zika' Todorovic": 0, 'Nick Nolte': 0, 'Tom Hanks': 0, 'Charlotte Le Bon': 0, 'Will Poulter': 0, 'Michael Sheen': 0, 'Ed Skrein': 0, 'Mary Elizabeth Winstead': 0, 'Sarah Paulson': 0, 'Hilary Swank': 0, 'Hee-Bong Byun': 0, 'Lori Petty': 0, 'Chris Klein': 0, 'Shiloh Fernandez': 0, 'Selena Gomez': 0, 'Chris Gethard': 0, 'Lauren Holly': 0, 'Grace Van Patten': 0, 'Malcolm Sinclair': 0, 'Michele Valley': 0, 'Emmanuelle Riva': 0, 'Neil Patrick Harris': 0, 'Dustin Hoffman': 0, 'Gabriel Chavarria': 0, 'Logan Miller': 0, 'Lia Bugnar': 0, 'Jeff Daniels': 0, 'Lewis MacDougall': 0, 'Morgan Freeman': 0, 'Alexandra Daddario': 0, 'Ned Beatty': 0, 'Tom Hughes': 0, 'Shone Romulus': 0, 'Gedeon Burkhard': 0, 'Billy Burke': 0, 'Joanne Froggatt': 0, 'Helen Mirren': 0, 'Steve Tom': 0, 'Chris Pine': 0, 'Meryl Streep': 0, 'Andrea Riseborough': 0, 'Tyler James Williams': 0, 'Anton Yelchin': 0, 'Ray Stevenson': 0, 'Helena Bonham Carter': 0, 'Marcia Gay Harden': 0, 'Gil Birmingham': 0, 'Marlon Wayans': 0, 'Jackie Earle Haley': 0, 'Tatiana Pauhofová': 0, 'Adewale Akinnuoye-Agbaje': 0, 'Ray Winstone': 0, 'Kaya Scodelario': 0, 'Samantha Sloyan': 0, 'Abbie Cornish': 0, 'Rachel House': 0, 'Anna Camp': 0, 'Imelda Staunton': 0, 'Mary McCormack': 0, 'Chadwick Boseman': 0, 'Anika Noni Rose': 0, 'Tyler Perry': 0, 'Rachel McAdams': 0, 'Wyatt Russell': 0, 'Ulrich Tukur': 0, 'Byung-hun Lee': 0, 'Clifton Collins Jr.': 0, 'Charlize Theron': 0, 'Brit Marling': 0, 'Dylan Minnette': 0, 'Elisabeth Shue': 0, 'Justine Waddell': 0, 'Andy Serkis': 0, 'Andy Buckley': 0, 'Jan Cornet': 0, 'Malina Manovici': 0, 'Prabhas': 0, 'Sean Bott': 0, 'Toby Kebbell': 0, 'Scott Adsit': 0, 'F. Murray Abraham': 0, 'Florence Pugh': 0, 'Alice Braga': 0, 'Ryan Guzman': 0, 'Joel Courtney': 0, 'Ethan Hawke': 0, 'Rebel Wilson': 0, 'Rebecca Hall': 0, 'Jalil Lespert': 0, 'Melissa Benoist': 0, 'Mel Gibson': 0, 'Charles S. Dutton': 0, 'Bruce Campbell': 0, 'Anne Dorval': 0, 'Walton Goggins': 0, 'AJ Michalka': 0, 'John Francis Daley': 0, 'Joseph Mawle': 0, 'Garrett M. Brown': 0, 'Kristin Chenoweth': 0, 'Annalise Basso': 0, 'Christian Stolte': 0, 'Angelique Pereira': 0, 'Adrian Martinez': 0, 'Bee Vang': 0, "Nicholas D'Agosto": 0, 'Jeff Kahn': 0, 'Rana Daggubati': 0, 'Kristen Connolly': 0, 'Logan Marshall-Green': 0, 'Zoey Deutch': 0, 'Jason Barry': 0, 'Michael Pitt': 0, 'Liam McMahon': 0, 'William Atherton': 0, 'Michiel Huisman': 0, 'James Kelley': 0, 'Ross Kimball': 0, 'Kelly Adams': 0, 'Sharon Percy': 0, 'John Travolta': 0, 'Ben Affleck': 0, 'Clara Mamet': 0, 'Elissa Knight': 0, 'Matthew Macfadyen': 0, 'Jeremy Davies': 0, 'Brit Morgan': 0, 'Lorenza Izzo': 0, 'Kat Dennings': 0, 'Aomi Muyock': 0, 'Andie MacDowell': 0, 'Eric Bana': 0, 'Daniel Olbrychski': 0, 'Sheila Kelley': 0, 'Seann William Scott': 0, 'Madina Nalwanga': 0, 'AnnaSophia Robb': 0, 'Judy Greer': 0, 'Nick Swardson': 0, 'Sam Elliott': 0, 'Ana Wagener': 0, 'Callie Hernandez': 0, 'Sarah Butler': 0, 'Charles Berling': 0, 'Allen Leech': 0, 'Andrea Whitburn': 0, 'Rita Cortese': 0, 'Karen Moskow': 0, 'Idris Elba': 0, 'John Cusack': 0, 'Blythe Danner': 0, 'Alex Pettyfer': 0, 'Skyler Gisondo': 0, 'Kate Winslet': 0, 'Marion Cotillard': 0, 'Tom Hiddleston': 0, 'Shameik Moore': 0, 'Kara Hayward': 0, 'Matt Vael': 0, 'Ariadna Gil': 0, 'Donna Murphy': 0, 'Maude Apatow': 0, 'Tom Felton': 0, 'Chris Messina': 0, 'Tanay Chheda': 0, 'Salim Kechiouche': 0, 'Adam Driver': 0, 'Craig Robinson': 0, 'Janet McTeer': 0, 'Brian Howe': 0, 'Rila Fukushima': 0, 'Jacob Tremblay': 0, 'Thomas Bo Larsen': 0, 'Dakota Johnson': 0, 'Edgar Ramírez': 0, 'Kristen Bell': 0, 'Werner Herzog': 0, 'Alistair Abell': 0, 'Jessica Alba': 0, 'Xavier Samuel': 0, 'Jai Courtney': 0, 'Logan Paul': 0, 'Jessica Vanessa DeLeon': 0, 'John Hurt': 0, 'Robert Pattinson': 0, 'Kate Bosworth': 0, 'Rhys Ifans': 0, 'Emily Blunt': 0, 'Martin Kabanza': 0, 'Sean Faris': 0, 'Patton Oswalt': 0, 'Ed Helms': 0, 'Claire Danes': 0, 'Emmanuelle Chriqui': 0, 'Freddy Rodríguez': 0, 'Michelle Pfeiffer': 0, 'Gary Cole': 0, 'Will Arnett': 0, 'Taron Egerton': 0, 'Bruce Willis': 0, 'Joe Anderson': 0, 'Michael Cera': 0, 'Chris Evans': 0, 'Alan Arkin': 0, 'Lauren German': 0, 'Suraj Sharma': 0, 'Alon Aboutboul': 0, 'J. Todd Smith': 0, 'Wendi McLendon-Covey': 0, 'Steven Krueger': 0, 'Jessie Ok Gray': 0, 'Adria Arjona': 0, "Jason O'Mara": 0, 'Analeigh Tipton': 0, 'Isla Fisher': 0, 'Dale Dickey': 0, 'Wendy Crewson': 0, 'Jenna Dewan Tatum': 0, 'Valerie Mahaffey': 0, 'Tom Sizemore': 0, 'Rene Russo': 0, 'Aaron Burns': 0, 'Penelope Wilton': 0, 'David James': 0, 'Ryô Narita': 0, 'Guillaume Baillargeon': 0, 'Mark Rylance': 0, 'Katherine Waterston': 0, 'Christopher Carley': 0, 'Andrew Scott': 0, 'Neil Brown Jr.': 0, 'Robert Duvall': 0, 'Karin Konoval': 0, 'Amy Poehler': 0, 'Gabriela Lopez': 0, 'Peyton List': 0, 'Wesley Elder': 0, 'Dax Shepard': 0, 'Billy Magnussen': 0, 'Keir Gilchrist': 0, 'Kati Outinen': 0, 'Johnny Depp': 0, 'Heather Sossaman': 0, 'Shannon Woodward': 0, 'Paul Borghese': 0, 'Alfie Allen': 0, 'Riley Keough': 0, 'George MacKay': 0, 'Seychelle Gabriel': 0, 'Colin Firth': 0, 'Gretchen Mol': 0, 'Clint Dyer': 0, 'Taylor Kitsch': 0, 'Daniel Brühl': 0, 'Tye Sheridan': 0, 'Jesse Plemons': 0, 'Javier Bardem': 0, 'Derek Luke': 0, 'Do-won Kwak': 0, 'Dianna Agron': 0, 'Mateo Arias': 0, 'Marisa Paredes': 0, 'Nick Robinson': 0, 'Shareeka Epps': 0, 'Oscar Isaac': 0, 'Noah Wiseman': 0, 'Lorraine Toussaint': 0, 'Vin Diesel': 0, 'Nina Dobrev': 0, 'Anya Taylor-Joy': 0, 'Lesley Manville': 0, 'Shelley Hennig': 0, 'Bonnie Hunt': 0, 'Jacki Weaver': 0, 'Kay Whitney': 0, 'Anne Le Ny': 0, 'Anushka Sharma': 0, 'Kevin James': 0, 'Dax Flame': 0, 'Ryoko Seta': 0, 'Emmy Rossum': 0, 'Emma Stone': 0, 'Tian Jing': 0, 'Shea Adams': 0, 'Mark Chao': 0, 'Jared Gilman': 0, 'Paul Anderson': 0, 'Michael Dickson': 0, 'Quvenzhané Wallis': 0, 'Timothy Olyphant': 0, 'Jason Isaacs': 0, 'Rihanna': 0, 'Ike Barinholtz': 0, 'Ana de Armas': 0, 'Randy Couture': 0, 'Alexi Pappas': 0, 'Jennifer Saunders': 0, 'Jordana Brewster': 0, 'Scott Lawrence': 0, 'Lily Rabe': 0, 'Roman Kolinka': 0, 'Jemaine Clement': 0, 'Austin Stowell': 0, 'Steven Pasquale': 0, 'Eddie Marsan': 0, 'Matt Long': 0, 'Tony Shalhoub': 0, 'Rip Torn': 0, "Beverly D'Angelo": 0, 'Kelly Reilly': 0, 'Rachel Wood': 0, 'Jon Bernthal': 0, 'Clémence Poésy': 0, 'Daniel Giménez Cacho': 0, 'Richard Madden': 0, 'Karl Urban': 0, 'Eli Roth': 0, 'Josh Gad': 0, 'Juno Temple': 0, 'Hailee Steinfeld': 0, 'Antoine Bertrand': 0, 'Amanda Righetti': 0, 'Amber Perkins': 0, 'Sam Trammell': 0, 'Catalina Sandino Moreno': 0, 'Madhavan': 0, 'Karel Hermánek Jr.': 0, 'Sarah Snook': 0, 'Rhona Mitra': 0, 'Rosario Dawson': 0, 'Kevin Nealon': 0, 'Keith Carradine': 0, 'Raoul Max Trujillo': 0, 'Judi Dench': 0, 'Sarah Roemer': 0, 'Aidan Gillen': 0, 'Nathan Fillion': 0, 'Liv Tyler': 0, 'François Cluzet': 0, 'Tom Cullen': 0, 'Josh Peck': 0, 'Alessandro Nivola': 0, 'Dakota Blue Richards': 0, 'Eric Winter': 0, 'Billy Crudup': 0, 'Felicity Jones': 0, 'Bob Balaban': 0, 'Jesse Eisenberg': 0, 'Kirsten Dunst': 0, 'Jorma Taccone': 0, 'Marco Giallini': 0, 'Brad Garrett': 0, 'Brian Dennehy': 0, 'Jason Clarke': 0, 'Noel Fisher': 0, 'Stephen Curry': 0, 'Lee Pace': 0, 'Sarah Silverman': 0, 'Jonathan Groff': 0, 'Erin Moriarty': 0, 'Connie Nielsen': 0, 'Michael Vartan': 0, 'Boman Irani': 0, 'Bridgette Barrett': 0, 'Rory Cochrane': 0, 'Odeya Rush': 0, 'Faith Wladyka': 0, 'Gemma Ward': 0, 'Ksenia Solo': 0, 'Suzanne Clément': 0, 'Tom Costello': 0, 'Gaby Hoffmann': 0, 'Stephen Dorff': 0, 'Damien Marzette': 0, 'Iris Apatow': 0, 'Jim Broadbent': 0, 'Ashlyn Sanchez': 0, 'Sixtine Murat': 0, 'Hermione Corfield': 0, 'Larry the Cable Guy': 0, 'Jerry Stiller': 0, 'Sarah Polley': 0, 'Miles Teller': 0, 'Teresa Navarro': 0, 'Eva Mendes': 0, 'Miles Heizer': 0, 'Ruta Gedmintas': 0, 'Tangie Ambrose': 0, 'Steve Oram': 0, 'Famke Janssen': 0, 'Brandon Routh': 0, 'Benicio Del Toro': 0, 'Gemma Arterton': 0, 'Munro Chambers': 0, 'Penélope Cruz': 0, 'Ryan Reynolds': 0, 'Astrid Bergès-Frisbey': 0, 'Olivia Thirlby': 0, 'Min-sik Choi': 0, 'Michael Yare': 0, 'Joey Morgan': 0, 'Matthew Morrison': 0, 'Aaron Eckhart': 0, 'Kristen Wiig': 0, 'Emma Watson': 0, 'Megan Park': 0, 'Anthony Anderson': 0, 'Mike Birbiglia': 0, 'Marie Gruber': 0, 'Eric Godon': 0, 'Yun-Fat Chow': 0, 'Sarah Hyland': 0, 'Adrien Brody': 0, 'Camille Cottin': 0, 'Mandy Gonzalez': 0, 'Alia Bhatt': 0, 'Paul Giamatti': 0, 'Oaklee Pendergast': 0}
for g in glumac:
for gl in g:
gl=gl.strip()
glumciBrojFilmova[gl]=glumciBrojFilmova[gl]+1
print(glumciBrojFilmova)
{'Richenda Carey': 1, 'Eric Stonestreet': 2, 'Dave Franco': 2, 'Allison Janney': 1, 'Jean Reno': 1, 'Shad Moss': 1, 'Greg Kinnear': 1, 'Jake Abel': 1, 'William Hurt': 2, 'Jacob Latimore': 1, 'Tony Goldwyn': 1, 'Imogen Poots': 4, 'Romain Duris': 1, 'America Ferrera': 1, 'Tiffany Haddish': 1, 'Steven Yeun': 1, 'Patricia Arquette': 1, 'Stacy Martin': 1, 'Sheri Moon Zombie': 1, 'Daisy Ridley': 1, 'Richard Jenkins': 5, 'Jason Cope': 1, 'Nicole Beharie': 1, 'Ciarán Hinds': 4, 'Nicolas Cage': 3, 'Martin Henderson': 2, 'Kagiso Kuypers': 1, 'Shah Rukh Khan': 1, 'Danny Sapani': 1, 'Mason Lee': 1, 'John Ratzenberger': 1, 'Sandra Hüller': 1, 'Olivia Munn': 2, 'Tilda Swinton': 4, 'Kenshô Ono': 1, 'Kathleen Quinlan': 1, 'Harley Quinn Smith': 1, 'Lily-Rose Depp': 1, 'Samuel L. 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Todd Smith': 1, 'Wendi McLendon-Covey': 2, 'Steven Krueger': 1, 'Jessie Ok Gray': 1, 'Adria Arjona': 1, "Jason O'Mara": 2, 'Analeigh Tipton': 2, 'Isla Fisher': 1, 'Dale Dickey': 1, 'Wendy Crewson': 1, 'Jenna Dewan Tatum': 2, 'Valerie Mahaffey': 1, 'Tom Sizemore': 1, 'Rene Russo': 2, 'Aaron Burns': 2, 'Penelope Wilton': 1, 'David James': 1, 'Ryô Narita': 1, 'Guillaume Baillargeon': 1, 'Mark Rylance': 2, 'Katherine Waterston': 2, 'Christopher Carley': 1, 'Andrew Scott': 5, 'Neil Brown Jr.': 1, 'Robert Duvall': 2, 'Karin Konoval': 1, 'Amy Poehler': 2, 'Gabriela Lopez': 1, 'Peyton List': 1, 'Wesley Elder': 1, 'Dax Shepard': 1, 'Billy Magnussen': 1, 'Keir Gilchrist': 1, 'Kati Outinen': 1, 'Johnny Depp': 12, 'Heather Sossaman': 1, 'Shannon Woodward': 1, 'Paul Borghese': 1, 'Alfie Allen': 1, 'Riley Keough': 2, 'George MacKay': 1, 'Seychelle Gabriel': 1, 'Colin Firth': 5, 'Gretchen Mol': 1, 'Clint Dyer': 1, 'Taylor Kitsch': 3, 'Daniel Brühl': 4, 'Tye Sheridan': 3, 'Jesse Plemons': 1, 'Javier Bardem': 6, 'Derek Luke': 1, 'Do-won Kwak': 1, 'Dianna Agron': 2, 'Mateo Arias': 1, 'Marisa Paredes': 1, 'Nick Robinson': 1, 'Shareeka Epps': 1, 'Oscar Isaac': 3, 'Noah Wiseman': 1, 'Lorraine Toussaint': 1, 'Vin Diesel': 7, 'Nina Dobrev': 1, 'Anya Taylor-Joy': 3, 'Lesley Manville': 1, 'Shelley Hennig': 1, 'Bonnie Hunt': 1, 'Jacki Weaver': 1, 'Kay Whitney': 1, 'Anne Le Ny': 1, 'Anushka Sharma': 1, 'Kevin James': 4, 'Dax Flame': 1, 'Ryoko Seta': 1, 'Emmy Rossum': 1, 'Emma Stone': 10, 'Tian Jing': 1, 'Shea Adams': 1, 'Mark Chao': 1, 'Jared Gilman': 1, 'Paul Anderson': 1, 'Michael Dickson': 1, 'Quvenzhané Wallis': 1, 'Timothy Olyphant': 2, 'Jason Isaacs': 1, 'Rihanna': 2, 'Ike Barinholtz': 1, 'Ana de Armas': 2, 'Randy Couture': 1, 'Alexi Pappas': 1, 'Jennifer Saunders': 1, 'Jordana Brewster': 2, 'Scott Lawrence': 1, 'Lily Rabe': 1, 'Roman Kolinka': 1, 'Jemaine Clement': 3, 'Austin Stowell': 1, 'Steven Pasquale': 1, 'Eddie Marsan': 1, 'Matt Long': 1, 'Tony Shalhoub': 2, 'Rip Torn': 1, "Beverly D'Angelo": 1, 'Kelly Reilly': 1, 'Rachel Wood': 1, 'Jon Bernthal': 3, 'Clémence Poésy': 1, 'Daniel Giménez Cacho': 1, 'Richard Madden': 2, 'Karl Urban': 4, 'Eli Roth': 1, 'Josh Gad': 2, 'Juno Temple': 1, 'Hailee Steinfeld': 6, 'Antoine Bertrand': 1, 'Amanda Righetti': 1, 'Amber Perkins': 1, 'Sam Trammell': 1, 'Catalina Sandino Moreno': 1, 'Madhavan': 1, 'Karel Hermánek Jr.': 1, 'Sarah Snook': 1, 'Rhona Mitra': 2, 'Rosario Dawson': 6, 'Kevin Nealon': 1, 'Keith Carradine': 1, 'Raoul Max Trujillo': 1, 'Judi Dench': 4, 'Sarah Roemer': 2, 'Aidan Gillen': 1, 'Nathan Fillion': 2, 'Liv Tyler': 3, 'François Cluzet': 1, 'Tom Cullen': 1, 'Josh Peck': 1, 'Alessandro Nivola': 1, 'Dakota Blue Richards': 1, 'Eric Winter': 1, 'Billy Crudup': 3, 'Felicity Jones': 5, 'Bob Balaban': 2, 'Jesse Eisenberg': 8, 'Kirsten Dunst': 5, 'Jorma Taccone': 1, 'Marco Giallini': 1, 'Brad Garrett': 1, 'Brian Dennehy': 1, 'Jason Clarke': 6, 'Noel Fisher': 1, 'Stephen Curry': 1, 'Lee Pace': 1, 'Sarah Silverman': 2, 'Jonathan Groff': 1, 'Erin Moriarty': 2, 'Connie Nielsen': 1, 'Michael Vartan': 1, 'Boman Irani': 1, 'Bridgette Barrett': 1, 'Rory Cochrane': 1, 'Odeya Rush': 1, 'Faith Wladyka': 1, 'Gemma Ward': 1, 'Ksenia Solo': 1, 'Suzanne Clément': 1, 'Tom Costello': 1, 'Gaby Hoffmann': 1, 'Stephen Dorff': 1, 'Damien Marzette': 1, 'Iris Apatow': 1, 'Jim Broadbent': 3, 'Ashlyn Sanchez': 1, 'Sixtine Murat': 1, 'Hermione Corfield': 1, 'Larry the Cable Guy': 2, 'Jerry Stiller': 1, 'Sarah Polley': 1, 'Miles Teller': 6, 'Teresa Navarro': 1, 'Eva Mendes': 3, 'Miles Heizer': 1, 'Ruta Gedmintas': 1, 'Tangie Ambrose': 1, 'Steve Oram': 1, 'Famke Janssen': 3, 'Brandon Routh': 1, 'Benicio Del Toro': 2, 'Gemma Arterton': 3, 'Munro Chambers': 1, 'Penélope Cruz': 4, 'Ryan Reynolds': 7, 'Astrid Bergès-Frisbey': 1, 'Olivia Thirlby': 2, 'Min-sik Choi': 1, 'Michael Yare': 1, 'Joey Morgan': 1, 'Matthew Morrison': 1, 'Aaron Eckhart': 5, 'Kristen Wiig': 7, 'Emma Watson': 8, 'Megan Park': 1, 'Anthony Anderson': 1, 'Mike Birbiglia': 2, 'Marie Gruber': 1, 'Eric Godon': 1, 'Yun-Fat Chow': 1, 'Sarah Hyland': 1, 'Adrien Brody': 2, 'Camille Cottin': 1, 'Mandy Gonzalez': 1, 'Alia Bhatt': 1, 'Paul Giamatti': 3, 'Oaklee Pendergast': 1}
glumciBrojFilmova = dict(sorted(glumciBrojFilmova.items(), key=lambda x: x[1], reverse=True) )
print(glumciBrojFilmova)
{'Mark Wahlberg': 15, 'Hugh Jackman': 14, 'Brad Pitt': 13, 'Christian Bale': 13, 'Michael Fassbender': 12, 'Anne Hathaway': 12, 'Scarlett Johansson': 12, 'Channing Tatum': 12, 'Tom Hardy': 12, 'Robert Downey Jr.': 12, 'Johnny Depp': 12, 'Bradley Cooper': 11, 'Jennifer Lawrence': 11, 'Anna Kendrick': 11, 'Chloë Grace Moretz': 11, 'Shia LaBeouf': 11, 'Jake Gyllenhaal': 11, 'Seth Rogen': 11, 'Gerard Butler': 11, 'Cate Blanchett': 11, 'Chris Hemsworth': 10, 'Matt Damon': 10, 'Liam Neeson': 10, 'Josh Brolin': 10, 'Matthew McConaughey': 10, 'Dwayne Johnson': 10, 'Ryan Gosling': 10, 'Will Smith': 10, 'Leonardo DiCaprio': 10, 'Charlize Theron': 10, 'Emma Stone': 10, 'Samuel L. Jackson': 9, 'Denzel Washington': 9, 'Jonah Hill': 9, 'Daniel Radcliffe': 9, 'Naomi Watts': 9, 'Adam Sandler': 9, 'Woody Harrelson': 9, 'Amy Adams': 9, 'James Franco': 9, 'Ben Kingsley': 9, 'Rose Byrne': 9, 'James McAvoy': 9, 'Chiwetel Ejiofor': 9, 'Owen Wilson': 9, 'Jason Bateman': 9, 'Joseph Gordon-Levitt': 9, 'Sharlto Copley': 9, 'Tom Hanks': 9, 'Morgan Freeman': 9, 'Chris Pine': 9, 'Chris Evans': 9, 'Mila Kunis': 8, 'Kristen Stewart': 8, 'Jeremy Renner': 8, 'Rachel Weisz': 8, 'George Clooney': 8, 'Jessica Chastain': 8, 'Natalie Portman': 8, 'Michelle Monaghan': 8, 'Zac Efron': 8, 'Mark Strong': 8, 'Jennifer Aniston': 8, 'Robert De Niro': 8, 'Gary Oldman': 8, 'Joel Edgerton': 8, 'Will Ferrell': 8, 'Tom Cruise': 8, 'Emily Blunt': 8, 'Jesse Eisenberg': 8, 'Emma Watson': 8, 'Jason Sudeikis': 7, 'Angelina Jolie': 7, 'Teresa Palmer': 7, 'Ralph Fiennes': 7, 'Patrick Wilson': 7, 'Jamie Bell': 7, 'Liam Hemsworth': 7, 'Steve Carell': 7, 'Sylvester Stallone': 7, 'Mark Ruffalo': 7, 'Russell Crowe': 7, 'Rooney Mara': 7, 'Bryan Cranston': 7, 'Shailene Woodley': 7, 'Viola Davis': 7, 'Simon Pegg': 7, 'Chris Pratt': 7, 'Keira Knightley': 7, 'Rachel McAdams': 7, 'Ethan Hawke': 7, 'Kate Winslet': 7, 'Vin Diesel': 7, 'Ryan Reynolds': 7, 'Kristen Wiig': 7, 'Jude Law': 6, 'John Goodman': 6, 'Cillian Murphy': 6, 'Nicholas Hoult': 6, 'Ian McKellen': 6, 'Vera Farmiga': 6, 'John C. Reilly': 6, 'Keanu Reeves': 6, 'Leslie Mann': 6, 'Sam Worthington': 6, 'Bryce Dallas Howard': 6, 'Aaron Taylor-Johnson': 6, 'Martin Freeman': 6, 'Casey Affleck': 6, 'Ben Foster': 6, 'Colin Farrell': 6, 'Zoe Saldana': 6, 'Willem Dafoe': 6, 'Charlotte Gainsbourg': 6, 'Brendan Gleeson': 6, 'Rosamund Pike': 6, 'Alicia Vikander': 6, 'Logan Lerman': 6, 'T.J. Miller': 6, 'Michael Caine': 6, 'Theo James': 6, 'Josh Hutcherson': 6, 'Amanda Seyfried': 6, 'Jason Statham': 6, 'Jennifer Garner': 6, 'Nicole Kidman': 6, 'Elle Fanning': 6, 'Jeff Bridges': 6, 'Andrew Garfield': 6, 'Domhnall Gleeson': 6, 'Kate Beckinsale': 6, 'Daniel Craig': 6, 'Meryl Streep': 6, 'Helena Bonham Carter': 6, 'Abbie Cornish': 6, 'Rebecca Hall': 6, 'Zoey Deutch': 6, 'Ben Affleck': 6, 'Idris Elba': 6, 'Robert Pattinson': 6, 'Javier Bardem': 6, 'Hailee Steinfeld': 6, 'Rosario Dawson': 6, 'Jason Clarke': 6, 'Miles Teller': 6, 'Richard Jenkins': 5, 'Lena Headey': 5, 'Noomi Rapace': 5, 'Michelle Rodriguez': 5, 'Bill Nighy': 5, 'Sienna Miller': 5, 'Stellan Skarsgård': 5, 'Diane Kruger': 5, 'Julianne Moore': 5, 'Dennis Quaid': 5, 'Geoffrey Rush': 5, 'Sandra Bullock': 5, 'Tim Roth': 5, 'Cameron Diaz': 5, 'Saoirse Ronan': 5, 'Kevin Costner': 5, 'Ellen Page': 5, 'Michael Keaton': 5, 'Dev Patel': 5, 'Margot Robbie': 5, 'Anthony Hopkins': 5, 'Blake Lively': 5, 'Kate Mara': 5, 'Paul Rudd': 5, 'Liev Schreiber': 5, 'Jamie Foxx': 5, 'Ben Stiller': 5, 'Vincent Cassel': 5, 'Sigourney Weaver': 5, 'Anthony Mackie': 5, 'Christopher Plummer': 5, 'Brie Larson': 5, 'Paula Patton': 5, 'Michael Peña': 5, 'J.K. Simmons': 5, 'Ron Perlman': 5, 'Megan Fox': 5, 'Jim Sturgess': 5, 'Kurt Russell': 5, 'Josh Duhamel': 5, 'Edward Norton': 5, 'Charlotte Le Bon': 5, 'Eric Bana': 5, 'Marion Cotillard': 5, 'Edgar Ramírez': 5, 'Andrew Scott': 5, 'Colin Firth': 5, 'Felicity Jones': 5, 'Kirsten Dunst': 5, 'Aaron Eckhart': 5, 'Imogen Poots': 4, 'Ciarán Hinds': 4, 'Tilda Swinton': 4, 'Kevin Spacey': 4, 'Emile Hirsch': 4, 'Eddie Redmayne': 4, 'Taylor Lautner': 4, 'Tyrese Gibson': 4, 'Eva Green': 4, 'Melissa McCarthy': 4, 'Maggie Grace': 4, 'Kyle Chandler': 4, 'Ben Whishaw': 4, 'Milla Jovovich': 4, 'Aamir Khan': 4, 'Armie Hammer': 4, 'Henry Cavill': 4, 'Malin Akerman': 4, 'Justin Timberlake': 4, 'Jay Baruchel': 4, 'Jeremy Irons': 4, 'Steve Zahn': 4, 'Aaron Paul': 4, 'Mia Wasikowska': 4, 'Reese Witherspoon': 4, 'Zach Galifianakis': 4, 'Harrison Ford': 4, 'Sarah Gadon': 4, 'Thandie Newton': 4, 'Philip Seymour Hoffman': 4, 'Michelle Williams': 4, 'Abigail Breslin': 4, 'Zachary Quinto': 4, 'Zooey Deschanel': 4, 'Garrett Hedlund': 4, 'Peter Sarsgaard': 4, 'James Badge Dale': 4, 'Christopher Mintz-Plasse': 4, 'Jennifer Connelly': 4, 'Rupert Grint': 4, 'Britt Robertson': 4, 'Tommy Lee Jones': 4, 'Haley Bennett': 4, 'Seth MacFarlane': 4, 'Jack Black': 4, 'Paul Walker': 4, 'Forest Whitaker': 4, 'Maya Rudolph': 4, 'Alison Brie': 4, 'Alec Baldwin': 4, 'James Marsden': 4, 'Gwyneth Paltrow': 4, 'Emily Browning': 4, 'Asa Butterfield': 4, 'Tom Wilkinson': 4, 'Pierce Brosnan': 4, 'Diego Luna': 4, 'Vince Vaughn': 4, 'Guy Pearce': 4, 'Amy Ryan': 4, 'Jamie Dornan': 4, 'Elizabeth Banks': 4, 'Ian McShane': 4, 'Jack Huston': 4, 'Alexander Skarsgård': 4, 'Anna Faris': 4, 'Nick Offerman': 4, 'Charlie Day': 4, 'Benedict Cumberbatch': 4, 'Sam Claflin': 4, 'Dustin Hoffman': 4, 'Alexandra Daddario': 4, 'Helen Mirren': 4, 'Rebel Wilson': 4, 'Tom Hiddleston': 4, 'Adam Driver': 4, 'Dakota Johnson': 4, 'Kristen Bell': 4, 'Xavier Samuel': 4, 'Jai Courtney': 4, 'Bruce Willis': 4, 'Daniel Brühl': 4, 'Kevin James': 4, 'Karl Urban': 4, 'Judi Dench': 4, 'Penélope Cruz': 4, 'Nicolas Cage': 3, "Vincent D'Onofrio": 3, 'Julia Roberts': 3, 'Nat Wolff': 3, 'Emily Mortimer': 3, 'Tessa Thompson': 3, 'Zachary Gordon': 3, 'Albert Brooks': 3, 'Patrick Stewart': 3, 'Jessica Biel': 3, 'Sam Rockwell': 3, 'Jeffrey Wright': 3, 'Rose McGowan': 3, 'Jason Segel': 3, 'Maria Bello': 3, 'Ice Cube': 3, 'Clive Owen': 3, 'Sacha Baron Cohen': 3, 'Kevin Hart': 3, 'Keri Russell': 3, 'Rebecca Ferguson': 3, 'Emma Roberts': 3, 'Jim Carrey': 3, 'John Gallagher Jr.': 3, 'Carey Mulligan': 3, 'Julianne Hough': 3, 'Ezra Miller': 3, 'Emma Thompson': 3, 'Ed Harris': 3, 'Richard Gere': 3, 'Gabriel Basso': 3, 'Viggo Mortensen': 3, 'Kiefer Sutherland': 3, 'Olivia Wilde': 3, 'Sean Penn': 3, 'Michael Shannon': 3, 'Dominic Cooper': 3, 'Richard Armitage': 3, 'Paul Dano': 3, 'William Fichtner': 3, 'Emory Cohen': 3, 'Thomas Jane': 3, 'Bill Murray': 3, 'Catherine Keener': 3, 'Hugo Weaving': 3, 'Danny McBride': 3, 'Michael B. Jordan': 3, 'Mickey Rourke': 3, 'Nick Frost': 3, 'Cynthia Nixon': 3, 'Katherine Heigl': 3, 'Ken Watanabe': 3, 'Jared Harris': 3, 'Tina Fey': 3, 'Jon Favreau': 3, 'Laura Dern': 3, 'Lily Collins': 3, 'Robert Capron': 3, 'Dakota Fanning': 3, 'Léa Seydoux': 3, 'Melissa Leo': 3, 'Bill Hader': 3, 'Irrfan Khan': 3, 'Christoph Waltz': 3, 'Maika Monroe': 3, 'Bill Paxton': 3, 'Olga Kurylenko': 3, 'Andy Samberg': 3, 'Amber Heard': 3, 'Alfred Molina': 3, 'John Leguizamo': 3, 'Joaquin Phoenix': 3, 'Dan Stevens': 3, 'Kathryn Hahn': 3, 'David Oyelowo': 3, 'Kate Hudson': 3, 'Don Cheadle': 3, 'Jared Leto': 3, 'Michael Nyqvist': 3, "Dylan O'Brien": 3, 'Oliver Platt': 3, 'Kodi Smit-McPhee': 3, 'Luke Bracey': 3, 'Dominic West': 3, 'Charlie Hunnam': 3, 'Gugu Mbatha-Raw': 3, 'Laura Linney': 3, 'Nikolaj Coster-Waldau': 3, 'Topher Grace': 3, 'Brenton Thwaites': 3, 'Joan Allen': 3, 'Lily James': 3, 'Jane Levy': 3, 'Ewan McGregor': 3, 'Connor Paolo': 3, 'Michelle Yeoh': 3, 'Jaden Smith': 3, 'Terry Crews': 3, 'Alan Rickman': 3, 'Jet Li': 3, 'Jon Hamm': 3, 'Robin Wright': 3, 'Thomas Haden Church': 3, 'Justin Long': 3, 'Michael Sheen': 3, 'Mary Elizabeth Winstead': 3, 'Selena Gomez': 3, 'Andrea Riseborough': 3, 'Ray Winstone': 3, 'Dylan Minnette': 3, 'Andy Serkis': 3, 'Alice Braga': 3, 'Michiel Huisman': 3, 'Matthew Macfadyen': 3, 'John Cusack': 3, 'Alex Pettyfer': 3, 'Jacob Tremblay': 3, 'Kate Bosworth': 3, 'Ed Helms': 3, 'Michelle Pfeiffer': 3, 'Will Arnett': 3, 'Taron Egerton': 3, 'Michael Cera': 3, 'Taylor Kitsch': 3, 'Tye Sheridan': 3, 'Oscar Isaac': 3, 'Anya Taylor-Joy': 3, 'Jemaine Clement': 3, 'Jon Bernthal': 3, 'Liv Tyler': 3, 'Billy Crudup': 3, 'Jim Broadbent': 3, 'Eva Mendes': 3, 'Famke Janssen': 3, 'Gemma Arterton': 3, 'Paul Giamatti': 3, 'Eric Stonestreet': 2, 'Dave Franco': 2, 'William Hurt': 2, 'Martin Henderson': 2, 'Olivia Munn': 2, 'Vinnie Jones': 2, 'Mahershala Ali': 2, 'Kerry Bishé': 2, 'Corey Stoll': 2, 'Matthew Goode': 2, 'Amanda Bynes': 2, 'Sam Neill': 2, 'Lewis Black': 2, 'Hugh Grant': 2, 'Adrian Grenier': 2, 'Thomas Brodie-Sangster': 2, 'Dan Fogler': 2, 'Zoë Bell': 2, 'Cobie Smulders': 2, 'Michael Chiklis': 2, 'Mia Goth': 2, 'Evan Rachel Wood': 2, 'Patrick Dempsey': 2, 'Rodrigo Santoro': 2, 'Kristin Davis': 2, 'Ellie Kendrick': 2, 'Oprah Winfrey': 2, 'Jessica Brown Findlay': 2, 'Anna Hutchison': 2, 'Alia Shawkat': 2, 'Mathieu Amalric': 2, 'Tracy Letts': 2, 'Adam Brody': 2, 'Scott Glenn': 2, 'Jason Biggs': 2, 'Karl Glusman': 2, 'Luke Wilson': 2, 'Leslie Bibb': 2, 'Ed Oxenbould': 2, 'Octavia Spencer': 2, 'Wentworth Miller': 2, 'Alice Eve': 2, 'Douglas M. Griffin': 2, 'Laurent Lucas': 2, 'Terrence Howard': 2, 'Cam Gigandet': 2, 'Elizabeth Olsen': 2, 'Linda Cardellini': 2, 'Golshifteh Farahani': 2, 'Luke Evans': 2, 'Max Minghella': 2, 'Adèle Exarchopoulos': 2, 'Ali Larter': 2, 'Freida Pinto': 2, 'Robbie Amell': 2, 'Scott Eastwood': 2, 'Emilia Clarke': 2, 'Dan Byrd': 2, 'Lake Bell': 2, 'Nick Damici': 2, 'Barkhad Abdi': 2, 'Antonio Banderas': 2, 'Jack Davenport': 2, 'Laurie Holden': 2, 'Sally Field': 2, 'Gal Gadot': 2, 'Brooklyn Decker': 2, 'Keegan-Michael Key': 2, 'Michael Ealy': 2, 'Michael Gambon': 2, 'Daniel Day-Lewis': 2, 'Robin Williams': 2, 'Vanessa Hudgens': 2, 'Jennifer Ehle': 2, 'Blake Jenner': 2, 'Aubrey Plaza': 2, 'Peter Dinklage': 2, 'Joel Kinnaman': 2, 'Sienna Guillory': 2, 'Jennifer Jason Leigh': 2, 'Mary-Louise Parker': 2, 'Josh Wiggins': 2, 'Patricia Clarkson': 2, 'Marton Csokas': 2, 'Matt Bomer': 2, 'Lucas Till': 2, 'David Strathairn': 2, 'David Thewlis': 2, 'Brandon T. 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Knight': 1, 'Terence Stamp': 1, 'Callum Keith Rennie': 1, 'Crispin Glover': 1, 'Michael Kenneth Williams': 1, 'Jeff Daniel Phillips': 1, 'Blanche Baker': 1, 'Luke Treadaway': 1, 'Derek Mears': 1, 'Kurt Fuller': 1, 'Amy Schumer': 1, 'Joel McHale': 1, 'Caitlyn Rund': 1, 'Sanya Malhotra': 1, 'Tim Allen': 1, 'Derek Jeter': 1, 'Craig Van Hook': 1, 'Kathleen Munroe': 1, 'Adam Pally': 1, 'Sebastian Stan': 1, 'Alison Pill': 1, 'Kerry Washington': 1, 'Kelcey Watson': 1, 'Joel David Moore': 1, 'Ayse Howard': 1, 'Catinca Untaru': 1, 'Teyonah Parris': 1, 'Lucy Hale': 1, 'Fran Kranz': 1, 'Jane Lynch': 1, 'Robert Toupin': 1, 'Katherine Reis': 1, 'Matthew Fox': 1, 'Alexander Black': 1, 'Danny Glover': 1, 'Cassie Ventura': 1, 'Charlie Tahan': 1, 'Dean Mumford': 1, 'Elizabeth Mitchell': 1, 'Ashley Walters': 1, 'Riley Thomas Stewart': 1, "O'Shea Jackson Jr.": 1, 'Karolina Gruszka': 1, 'Barry Pepper': 1, 'Jael Elizabeth Steinmeyer': 1, 'Sean Bridgers': 1, 'Joey Lauren Adams': 1, 'So-ri Moon': 1, 'Morjana Alaoui': 1, 'Emma Fitzpatrick': 1, 'Ben Barnes': 1, 'Lulu Wilson': 1, 'Lars Eidinger': 1, 'Kyra Sedgwick': 1, 'Hans Matheson': 1, 'Pablo Rago': 1, 'Penn Badgley': 1, 'Gabriel Byrne': 1, 'Joseph Fiennes': 1, 'Lena Endre': 1, 'Loïs van Wijk': 1, 'Lucy Fry': 1, 'Sasha Lane': 1, 'Leehom Wang': 1, 'Roger Bart': 1, "Ed O'Neill": 1, 'Tom Prior': 1, 'Radha Mitchell': 1, 'Karl Markovics': 1, 'Ben Winchell': 1, 'Alice Englert': 1, 'Alex Karpovsky': 1, 'Genesis Rodriguez': 1, 'Dieter Laser': 1, 'Jim Caviezel': 1, 'Lili Sepe': 1, 'Ernst Stötzner': 1, 'Moe Dunford': 1, 'John Hawkes': 1, 'Olivia Cooke': 1, 'Milo Ventimiglia': 1, 'Scorcher': 1, 'David Arquette': 1, 'Val Kilmer': 1, 'Ricardo Darín': 1, 'Stephen Rea': 1, 'Jerry Ferrara': 1, "Da'Vone McDonald": 1, 'Annabelle Attanasio': 1, 'Rolf Lassgård': 1, 'Anne Consigny': 1, 'Nathalie Boltt': 1, 'Alyson Hannigan': 1, 'Maggie Q': 1, 'Barkhad Abdirahman': 1, 'Alexis Clagett': 1, 'Cosmo Jarvis': 1, 'Sue Dahlman': 1, 'John Hodgman': 1, 'Ang Phula Sherpa': 1, 'Colin Quinn': 1, 'Olivia Williams': 1, 'Emayatzy Corinealdi': 1, 'Pablo Schreiber': 1, "Frances O'Connor": 1, 'Naomi Battrick': 1, 'Lambert Wilson': 1, 'Rufus Sewell': 1, 'Moises Arias': 1, 'Rosie Shaw': 1, 'Gabriel Bateman': 1, 'Peter Facinelli': 1, 'Olivia Moyles': 1, 'Sam Quartin': 1, 'Chris Cooper': 1, 'Annika Wedderkopp': 1, 'Brendan Fraser': 1, 'Damaine Radcliff': 1, 'Sarah Dumont': 1, 'Paul Birchard': 1, 'Carmen Ejogo': 1, 'Emily Meade': 1, 'Nick Krause': 1, 'Óscar Jaenada': 1, 'Linh Dan Pham': 1, 'Michael Wittenborn': 1, 'Doona Bae': 1, 'Lauren Graham': 1, 'Kirby Bliss Blanton': 1, 'Rob Corddry': 1, 'Cara Buono': 1, 'Jim Norton': 1, 'Geoffrey Arend': 1, 'Francesc Albiol': 1, 'Leslie Jones': 1, 'Til Schweiger': 1, 'Sophie Perry': 1, 'Laine Megaw': 1, 'Zach Grenier': 1, 'Briana Shann': 1, 'Keith David': 1, 'Max Irons': 1, 'Billy Connolly': 1, 'Kristin Scott Thomas': 1, 'Diego Klattenhoff': 1, 'Matthew Zuk': 1, 'Richard Kind': 1, 'Deanna Dunagan': 1, 'Angelo Josue Lozano Corzo': 1, 'Steve Wiebe': 1, 'Kimberly Elise': 1, 'Joe Alwyn': 1, 'Deborah Kara Unger': 1, 'Mia Stallard': 1, 'Allison Tolman': 1, 'Ryan Lee': 1, 'Émilie Leclerc': 1, 'Dulé Hill': 1, 'Justice Smith': 1, 'Satomi Ishihara': 1, 'Christopher Jordan Wallace': 1, 'Su Elliot': 1, 'Jon Voight': 1, 'Martina Gedeck': 1, 'Jeff Goldblum': 1, 'Courteney Cox': 1, 'Jeffrey Dean Morgan': 1, 'Alex R. Hibbert': 1, 'Isaiah Stone': 1, 'Jake Johnson': 1, 'Zachary Levi': 1, 'Alison Sudol': 1, 'Katie Cassidy': 1, 'Karen Disher': 1, 'Eve Lindley': 1, 'James Floyd': 1, 'Joe Cobden': 1, 'Katie Holmes': 1, 'James Cosmo': 1, 'Laurent Lafitte': 1, 'Emily Ratajkowski': 1, 'Will Dalton': 1, 'Joe Blakemore': 1, 'Taylor Swift': 1, 'Michael Ironside': 1, 'Joshua Leonard': 1, 'Nathan Phillips': 1, 'Adil Hussain': 1, 'John Doman': 1, 'David Troughton': 1, 'Ji-min Han': 1, 'Elijah Smith': 1, 'Lior Ashkenazi': 1, 'Justin Chon': 1, 'Elizabeth Berrington': 1, 'Matthew Perry': 1, 'Luke Kleintank': 1, 'John C. McGinley': 1, 'Jocelin Donahue': 1, 'Edith Scob': 1, 'Gemma Jones': 1, 'Cole Konis': 1, 'Julian Barratt': 1, 'Adrian Titieni': 1, 'Taylor Schilling': 1, 'Simona Stasová': 1, 'Christopher Fitzgerald': 1, 'Mandy Moore': 1, 'Hae-il Park': 1, 'James Allen McCune': 1, 'Oona Chaplin': 1, 'Storm Acheche Sahlstrøm': 1, 'Jamal Woolard': 1, 'Jemima West': 1, 'Daniel Zovatto': 1, 'Osric Chau': 1, 'Gregory Jones': 1, 'Maxim Gaudette': 1, 'Catherine Bégin': 1, 'Levi Miller': 1, 'Hiroki Hasegawa': 1, 'Aidan Turner': 1, 'Brian Milligan': 1, 'Vanessa Lachey': 1, 'Maribel Verdú': 1, 'Laura Abramsen': 1, 'Woody Allen': 1, 'Jesse Borrego': 1, 'Austin Pendleton': 1, 'Tommy Dewey': 1, 'Darsheel Safary': 1, 'Ron Livingston': 1, 'Julie Benz': 1, 'Olan Rogers': 1, 'Dominique McElligott': 1, 'Nancy Kwan': 1, 'Giovanni Ribisi': 1, 'Rotimi': 1, 'Joe Manganiello': 1, 'Ewa Fröling': 1, 'Lily Cole': 1, 'Ellie Kemper': 1, 'RJ Cyler': 1, 'Sam Shepard': 1, 'Annette Bening': 1, 'Reiko Aylesworth': 1, 'Jahking Guillory': 1, 'Chatchawai Kamonsakpitak': 1, 'Peter McRobbie': 1, 'Wei Tang': 1, 'Kate Dickie': 1, 'Catherine Walker': 1, 'Mae Whitman': 1, 'Jo Hartley': 1, 'Morgan Lily': 1, 'Steve Lantz': 1, 'Riccardo Scamarcio': 1, 'Duan Sanderson': 1, 'Dominique Tipper': 1, 'Ólafur Darri Ólafsson': 1, 'Russell Brand': 1, 'Jamie Campbell Bower': 1, 'Charles Dance': 1, 'Jasmine Trinca': 1, 'Moisés Acevedo': 1, 'Neel Sethi': 1, 'Rachel Blanchard': 1, 'Quinton Aaron': 1, "Mo'Nique": 1, 'Winona Ryder': 1, 'Alexander Ludwig': 1, 'Soo-an Kim': 1, "Srdjan 'Zika' Todorovic": 1, 'Nick Nolte': 1, 'Ed Skrein': 1, 'Sarah Paulson': 1, 'Hee-Bong Byun': 1, 'Lori Petty': 1, 'Chris Klein': 1, 'Shiloh Fernandez': 1, 'Chris Gethard': 1, 'Lauren Holly': 1, 'Grace Van Patten': 1, 'Malcolm Sinclair': 1, 'Michele Valley': 1, 'Emmanuelle Riva': 1, 'Neil Patrick Harris': 1, 'Gabriel Chavarria': 1, 'Logan Miller': 1, 'Lia Bugnar': 1, 'Lewis MacDougall': 1, 'Ned Beatty': 1, 'Tom Hughes': 1, 'Shone Romulus': 1, 'Gedeon Burkhard': 1, 'Joanne Froggatt': 1, 'Steve Tom': 1, 'Tyler James Williams': 1, 'Marlon Wayans': 1, 'Jackie Earle Haley': 1, 'Tatiana Pauhofová': 1, 'Samantha Sloyan': 1, 'Anna Camp': 1, 'Imelda Staunton': 1, 'Mary McCormack': 1, 'Wyatt Russell': 1, 'Ulrich Tukur': 1, 'Brit Marling': 1, 'Elisabeth Shue': 1, 'Justine Waddell': 1, 'Andy Buckley': 1, 'Jan Cornet': 1, 'Malina Manovici': 1, 'Prabhas': 1, 'Sean Bott': 1, 'Scott Adsit': 1, 'F. Murray Abraham': 1, 'Florence Pugh': 1, 'Joel Courtney': 1, 'Jalil Lespert': 1, 'Melissa Benoist': 1, 'Mel Gibson': 1, 'Charles S. Dutton': 1, 'Bruce Campbell': 1, 'Anne Dorval': 1, 'Walton Goggins': 1, 'AJ Michalka': 1, 'John Francis Daley': 1, 'Joseph Mawle': 1, 'Garrett M. Brown': 1, 'Kristin Chenoweth': 1, 'Christian Stolte': 1, 'Angelique Pereira': 1, 'Bee Vang': 1, "Nicholas D'Agosto": 1, 'Jeff Kahn': 1, 'Rana Daggubati': 1, 'Kristen Connolly': 1, 'Jason Barry': 1, 'Liam McMahon': 1, 'William Atherton': 1, 'James Kelley': 1, 'Ross Kimball': 1, 'Kelly Adams': 1, 'Sharon Percy': 1, 'John Travolta': 1, 'Clara Mamet': 1, 'Elissa Knight': 1, 'Jeremy Davies': 1, 'Brit Morgan': 1, 'Kat Dennings': 1, 'Aomi Muyock': 1, 'Andie MacDowell': 1, 'Daniel Olbrychski': 1, 'Sheila Kelley': 1, 'Seann William Scott': 1, 'Madina Nalwanga': 1, 'AnnaSophia Robb': 1, 'Nick Swardson': 1, 'Sam Elliott': 1, 'Ana Wagener': 1, 'Callie Hernandez': 1, 'Sarah Butler': 1, 'Charles Berling': 1, 'Allen Leech': 1, 'Andrea Whitburn': 1, 'Rita Cortese': 1, 'Karen Moskow': 1, 'Skyler Gisondo': 1, 'Shameik Moore': 1, 'Kara Hayward': 1, 'Matt Vael': 1, 'Ariadna Gil': 1, 'Donna Murphy': 1, 'Maude Apatow': 1, 'Tom Felton': 1, 'Chris Messina': 1, 'Tanay Chheda': 1, 'Salim Kechiouche': 1, 'Craig Robinson': 1, 'Janet McTeer': 1, 'Brian Howe': 1, 'Rila Fukushima': 1, 'Thomas Bo Larsen': 1, 'Werner Herzog': 1, 'Alistair Abell': 1, 'Logan Paul': 1, 'Jessica Vanessa DeLeon': 1, 'Rhys Ifans': 1, 'Martin Kabanza': 1, 'Sean Faris': 1, 'Patton Oswalt': 1, 'Claire Danes': 1, 'Emmanuelle Chriqui': 1, 'Freddy Rodríguez': 1, 'Alan Arkin': 1, 'Lauren German': 1, 'Suraj Sharma': 1, 'Alon Aboutboul': 1, 'J. Todd Smith': 1, 'Steven Krueger': 1, 'Jessie Ok Gray': 1, 'Adria Arjona': 1, 'Isla Fisher': 1, 'Dale Dickey': 1, 'Wendy Crewson': 1, 'Valerie Mahaffey': 1, 'Tom Sizemore': 1, 'Penelope Wilton': 1, 'David James': 1, 'Ryô Narita': 1, 'Guillaume Baillargeon': 1, 'Christopher Carley': 1, 'Neil Brown Jr.': 1, 'Karin Konoval': 1, 'Gabriela Lopez': 1, 'Peyton List': 1, 'Wesley Elder': 1, 'Dax Shepard': 1, 'Billy Magnussen': 1, 'Keir Gilchrist': 1, 'Kati Outinen': 1, 'Heather Sossaman': 1, 'Shannon Woodward': 1, 'Paul Borghese': 1, 'Alfie Allen': 1, 'George MacKay': 1, 'Seychelle Gabriel': 1, 'Gretchen Mol': 1, 'Clint Dyer': 1, 'Jesse Plemons': 1, 'Derek Luke': 1, 'Do-won Kwak': 1, 'Mateo Arias': 1, 'Marisa Paredes': 1, 'Nick Robinson': 1, 'Shareeka Epps': 1, 'Noah Wiseman': 1, 'Lorraine Toussaint': 1, 'Nina Dobrev': 1, 'Lesley Manville': 1, 'Shelley Hennig': 1, 'Bonnie Hunt': 1, 'Jacki Weaver': 1, 'Kay Whitney': 1, 'Anne Le Ny': 1, 'Anushka Sharma': 1, 'Dax Flame': 1, 'Ryoko Seta': 1, 'Emmy Rossum': 1, 'Tian Jing': 1, 'Shea Adams': 1, 'Mark Chao': 1, 'Jared Gilman': 1, 'Paul Anderson': 1, 'Michael Dickson': 1, 'Quvenzhané Wallis': 1, 'Jason Isaacs': 1, 'Ike Barinholtz': 1, 'Randy Couture': 1, 'Alexi Pappas': 1, 'Jennifer Saunders': 1, 'Scott Lawrence': 1, 'Lily Rabe': 1, 'Roman Kolinka': 1, 'Austin Stowell': 1, 'Steven Pasquale': 1, 'Eddie Marsan': 1, 'Matt Long': 1, 'Rip Torn': 1, "Beverly D'Angelo": 1, 'Kelly Reilly': 1, 'Rachel Wood': 1, 'Clémence Poésy': 1, 'Daniel Giménez Cacho': 1, 'Eli Roth': 1, 'Juno Temple': 1, 'Antoine Bertrand': 1, 'Amanda Righetti': 1, 'Amber Perkins': 1, 'Sam Trammell': 1, 'Catalina Sandino Moreno': 1, 'Madhavan': 1, 'Karel Hermánek Jr.': 1, 'Sarah Snook': 1, 'Kevin Nealon': 1, 'Keith Carradine': 1, 'Raoul Max Trujillo': 1, 'Aidan Gillen': 1, 'François Cluzet': 1, 'Tom Cullen': 1, 'Josh Peck': 1, 'Alessandro Nivola': 1, 'Dakota Blue Richards': 1, 'Eric Winter': 1, 'Jorma Taccone': 1, 'Marco Giallini': 1, 'Brad Garrett': 1, 'Brian Dennehy': 1, 'Noel Fisher': 1, 'Stephen Curry': 1, 'Lee Pace': 1, 'Jonathan Groff': 1, 'Connie Nielsen': 1, 'Michael Vartan': 1, 'Boman Irani': 1, 'Bridgette Barrett': 1, 'Rory Cochrane': 1, 'Odeya Rush': 1, 'Faith Wladyka': 1, 'Gemma Ward': 1, 'Ksenia Solo': 1, 'Suzanne Clément': 1, 'Tom Costello': 1, 'Gaby Hoffmann': 1, 'Stephen Dorff': 1, 'Damien Marzette': 1, 'Iris Apatow': 1, 'Ashlyn Sanchez': 1, 'Sixtine Murat': 1, 'Hermione Corfield': 1, 'Jerry Stiller': 1, 'Sarah Polley': 1, 'Teresa Navarro': 1, 'Miles Heizer': 1, 'Ruta Gedmintas': 1, 'Tangie Ambrose': 1, 'Steve Oram': 1, 'Brandon Routh': 1, 'Munro Chambers': 1, 'Astrid Bergès-Frisbey': 1, 'Min-sik Choi': 1, 'Michael Yare': 1, 'Joey Morgan': 1, 'Matthew Morrison': 1, 'Megan Park': 1, 'Anthony Anderson': 1, 'Marie Gruber': 1, 'Eric Godon': 1, 'Yun-Fat Chow': 1, 'Sarah Hyland': 1, 'Camille Cottin': 1, 'Mandy Gonzalez': 1, 'Alia Bhatt': 1, 'Oaklee Pendergast': 1}
print(list(glumciBrojFilmova)[0])
print(list(glumciBrojFilmova)[1])
Mark Wahlberg Hugh Jackman
zanr = list(genre.split(',') for genre in filmovi.genre)
zanrovi={'Action'}
zanrovi_lista=[]
for lista in zanr:
for l in lista:
l=l.strip()
zanrovi.add(l)
zanrovi_lista.append(l)
for s in zanrovi:
print(s)
Comedy Animation War Romance Musical Western Action Thriller Mystery Drama Sport Sci-Fi Adventure History Family Horror Fantasy Music Biography Crime
zanrovi_lista = pd.value_counts(zanrovi_lista)
print(zanrovi_lista)
Drama 513 Action 303 Comedy 279 Adventure 259 Thriller 195 Crime 150 Romance 141 Sci-Fi 120 Horror 119 Mystery 106 Fantasy 101 Biography 81 Family 51 Animation 49 History 29 Sport 18 Music 16 War 13 Western 7 Musical 5 dtype: int64
type(zanrovi_lista)
pandas.core.series.Series
i=0
for index, val in zanrovi_lista.iteritems():
i=i+1
print("{0}. {1}".format(i,index))
1. Drama 2. Action 3. Comedy 4. Adventure 5. Thriller 6. Crime 7. Romance 8. Sci-Fi 9. Horror 10. Mystery 11. Fantasy 12. Biography 13. Family 14. Animation 15. History 16. Sport 17. Music 18. War 19. Western 20. Musical
def komedija(g):
k=False
for zanr in list(g.split(',')):
if zanr.strip()=='Comedy':
k=True
if k==True:
return 'Comedy'
komedije=filmovi
komedije['genre']=komedije['genre'].apply(komedija)
komedije[komedije.genre=='Comedy']
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
3 | 4 | Sing | Comedy | In a city of humanoid animals, a hustling thea... | Christophe Lourdelet | Matthew McConaughey,Reese Witherspoon, Seth Ma... | 2016 | 108 | 7.2 | 60545 | 27032000 | 59 |
6 | 7 | La La Land | Comedy | A jazz pianist falls for an aspiring actress i... | Damien Chazelle | Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.... | 2016 | 128 | 8.3 | 258682 | 15106000 | 93 |
7 | 8 | Mindhorn | Comedy | A has-been actor best known for playing the ti... | Sean Foley | Essie Davis, Andrea Riseborough, Julian Barrat... | 2016 | 89 | 6.4 | 2490 | 4798500 | 71 |
13 | 14 | Moana | Comedy | In Ancient Polynesia, when a terrible curse in... | Ron Clements | Auli'i Cravalho, Dwayne Johnson, Rachel House,... | 2016 | 107 | 7.7 | 118151 | 24875000 | 81 |
14 | 15 | Colossal | Comedy | Gloria is an out-of-work party girl forced to ... | Nacho Vigalondo | Anne Hathaway, Jason Sudeikis, Austin Stowell,... | 2016 | 109 | 6.4 | 8612 | 287000 | 70 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
985 | 986 | Your Highness | Comedy | When Prince Fabious's bride is kidnapped, he g... | David Gordon Green | Danny McBride, Natalie Portman, James Franco, ... | 2011 | 102 | 5.6 | 87904 | 2156000 | 31 |
992 | 993 | Take Me Home Tonight | Comedy | Four years after graduation, an awkward high s... | Michael Dowse | Topher Grace, Anna Faris, Dan Fogler, Teresa P... | 2011 | 97 | 6.3 | 45419 | 692000 | 58 |
994 | 995 | Project X | Comedy | 3 high school seniors throw a birthday party t... | Nima Nourizadeh | Thomas Mann, Oliver Cooper, Jonathan Daniel Br... | 2012 | 88 | 6.7 | 164088 | 5472000 | 48 |
998 | 999 | Search Party | Comedy | A pair of friends embark on a mission to reuni... | Scot Armstrong | Adam Pally, T.J. Miller, Thomas Middleditch,Sh... | 2014 | 93 | 5.6 | 4881 | 4798500 | 22 |
999 | 1000 | Nine Lives | Comedy | A stuffy businessman finds himself trapped ins... | Barry Sonnenfeld | Kevin Spacey, Jennifer Garner, Robbie Amell,Ch... | 2016 | 87 | 5.3 | 12435 | 1964000 | 11 |
279 rows × 12 columns
najbolje_komedije=komedije[komedije.genre=='Comedy']
najbolje_komedije=najbolje_komedije.sort_values(['rating','metascore'], ascending=False)
najbolje_komedije.head(10)
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
249 | 250 | The Intouchables | Comedy | After he becomes a quadriplegic from a paragli... | Olivier Nakache | François Cluzet, Omar Sy, Anne Le Ny, Audrey F... | 2011 | 112 | 8.6 | 557965 | 1318000 | 57 |
430 | 431 | 3 Idiots | Comedy | Two friends are searching for their long lost ... | Rajkumar Hirani | Aamir Khan, Madhavan, Mona Singh, Sharman Joshi | 2009 | 170 | 8.4 | 238789 | 652000 | 67 |
6 | 7 | La La Land | Comedy | A jazz pianist falls for an aspiring actress i... | Damien Chazelle | Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.... | 2016 | 128 | 8.3 | 258682 | 15106000 | 93 |
688 | 689 | Toy Story 3 | Comedy | The toys are mistakenly delivered to a day-car... | Lee Unkrich | Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty | 2010 | 103 | 8.3 | 586669 | 41498000 | 92 |
499 | 500 | Up | Comedy | Seventy-eight year old Carl Fredricksen travel... | Pete Docter | Edward Asner, Jordan Nagai, John Ratzenberger,... | 2009 | 96 | 8.3 | 722203 | 29298000 | 88 |
241 | 242 | Inside Out | Comedy | After young Riley is uprooted from her Midwest... | Pete Docter | Amy Poehler, Bill Hader, Lewis Black, Mindy Ka... | 2015 | 95 | 8.2 | 416689 | 35645000 | 94 |
82 | 83 | The Wolf of Wall Street | Comedy | Based on the true story of Jordan Belfort, fro... | Martin Scorsese | Leonardo DiCaprio, Jonah Hill, Margot Robbie,M... | 2013 | 180 | 8.2 | 865134 | 11687000 | 75 |
765 | 766 | PK | Comedy | A stranger in the city asks questions no one h... | Rajkumar Hirani | Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman ... | 2014 | 153 | 8.2 | 103279 | 1057000 | 51 |
238 | 239 | The Grand Budapest Hotel | Comedy | The adventures of Gustave H, a legendary conci... | Wes Anderson | Ralph Fiennes, F. Murray Abraham, Mathieu Amal... | 2014 | 99 | 8.1 | 530881 | 5907000 | 88 |
74 | 75 | Zootopia | Comedy | In a city of anthropomorphic animals, a rookie... | Byron Howard | Ginnifer Goodwin, Jason Bateman, Idris Elba, J... | 2016 | 108 | 8.1 | 296853 | 34126000 | 78 |
print(najbolje_komedije['title'].iloc[0:10].to_string(index=False))
The Intouchables 3 Idiots La La Land Toy Story 3 Up Inside Out The Wolf of Wall Street PK The Grand Budapest Hotel Zootopia
najbolji[((najbolji['rating']>najbolji['rating'].quantile(0.95)) | (najbolji['metascore']>najbolji['metascore'].quantile(0.95))) & (najbolji['revenue']<najbolji['revenue'].quantile(0.05))]
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
501 | 502 | Carol | Drama,Romance | An aspiring photographer develops an intimate ... | Todd Haynes | Cate Blanchett, Rooney Mara, Sarah Paulson, Ky... | 2015 | 118 | 7.2 | 77995 | 25000 | 95 |
664 | 665 | L'avenir | Drama | A philosophy teacher soldiers through the deat... | Mia Hansen-Løve | Isabelle Huppert, André Marcon, Roman Kolinka,... | 2016 | 102 | 7.1 | 5796 | 28000 | 88 |
najbolji[((najbolji['rating']<najbolji['rating'].quantile(0.05)) | (najbolji['metascore']<najbolji['metascore'].quantile(0.05))) & (najbolji['revenue']>najbolji['revenue'].quantile(0.95))]
rank | title | genre | description | director | actors | year | runtime_minutes | rating | votes | revenue | metascore | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
941 | 942 | The Twilight Saga: Eclipse | Adventure,Drama,Fantasy | As a string of mysterious killings grips Seatt... | David Slade | Kristen Stewart, Robert Pattinson, Taylor Laut... | 2010 | 124 | 4.9 | 192740 | 30052000 | 58 |
Један од најкориснијих начина за разумијевање података јесте њихова визуализација. Људи је користе од давнина. Визуализација података нам омогућава размјену велике количине података у малим просторима и поједностављује доношење одлука.
Ми смо већ видјели како се подаци могу визуализовати помоћу библиотеке *pandas, употребом метода pyplot* библиотеке matplotlib:
Даћемо сада одговоре на нека питања помоћу визуализације података. Користићемо, између осталог, библиотеке за визуализацију података matplotlib и seaborn. То су само неке од библиотека које чине pandas екосистем за визуализацију података. На вама је да даље сами истражујете и пронађете још неке Пајтон алате који су вама одговарајући (пошто је наша тема Пајтон програмски језик; иначе ништа вас не спречава да радите са подацима и у другим програмским језицима, ипак су то само алати који вам помажу да урадите свој посао).
Овдје имате све што вам је потребно за употребу Пајтон библиотеке *matplotlib* за визуализацију података:
Овдје имате све што вам је потребно за употребу Пајтон библиотеке *seaborn* за визуализацију података:
Поред ових линкова, доста материјала за рад и учење можете наћи путем интернет претраживача.
Импортујмо сада библиотеке за визуализацију података.
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
filmovi.director.value_counts()[:10].plot.pie(figsize=(10,10),explode=(0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),shadow=True)
plt.title('10 филмских директора са највише снимљених филмова')
Text(0.5, 1.0, '10 филмских директора са највише снимљених филмова')
Видимо да Riddley Scott има највише снимљених филмова.
plt.figure(figsize=(10,6))
plt.title("Популарност жанрова")
sns.barplot(y=zanrovi_lista.index, x=zanrovi_lista)
<AxesSubplot:title={'center':'Популарност жанрова'}>
Видимо да је драма по заступљености далеко испред свих осталих жанрова.
sns.set_style("darkgrid")
sns.distplot(filmovi.runtime_minutes, hist=False, rug=True).set(xlabel="Трајање филма у минутама");
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots). warnings.warn(msg, FutureWarning) C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\distributions.py:2056: FutureWarning: The `axis` variable is no longer used and will be removed. Instead, assign variables directly to `x` or `y`. warnings.warn(msg, FutureWarning)
sns.set_style("whitegrid")
sns.violinplot(filmovi.runtime_minutes).set(xlabel="Трајање филма у минутама");
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
Видимо да филмови у просјеку трају неких 110-ак минута, већина њих траје приближно од 100 до 125 минута. Мањи број њих траје мање од 80 а више од 160 минута.
plt.xlabel('Година')
sns.distplot(filmovi.year, bins=20, kde=False).set(xlabel="Година", ylabel = "Број снимљених филмова");
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning)
Видимо да је у 2016. години снимљено највише филмова, слободно можемо рећи три пута више него појединачно у претходним годинама. То наравно није тачно за 2015. годину док видимо да је број снимљених филмова у 2016. години 5 пута већи од броја снимљених филмова у већини од претходних година.
filmovi.groupby(['year'])['revenue'].mean().plot(kind='line', figsize=(15,8), fontsize=13, color='violet')
plt.xlabel('Година')
plt.ylabel('Просјечна зарада')
plt.title("Просјечна зарада по годинама")
Text(0.5, 1.0, 'Просјечна зарада по годинама')
sns.stripplot(x="year", y="revenue", data=filmovi, jitter=True).set(xlabel="Година", ylabel = "Зарада");
Видимо да је у 2016. години најмања просјечна зарада, док је у 2012. и 2009. години највећа. Такође видимо да је филм са највећом зарадом снимљен у 2015. години.
plt.figure(figsize=(22,12))
plt.suptitle('Зарада у зависности од рејтинга',fontsize=20)
plt.xlabel('xlabel', fontsize=18)
plt.ylabel('ylabel', fontsize=18)
plt.rc('xtick',labelsize=16)
plt.rc('ytick',labelsize=16)
sns.lineplot(filmovi.rating,filmovi.revenue,color='y').set(xlabel="Рејтинг", ylabel = "Зарада")
plt.show()
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
plt.figure(figsize=(22,12))
plt.suptitle('Зарада у зависности од метаскора',fontsize=20)
plt.xlabel('xlabel', fontsize=18)
plt.ylabel('ylabel', fontsize=18)
plt.rc('xtick',labelsize=16)
plt.rc('ytick',labelsize=16)
sns.lineplot(filmovi.metascore,filmovi.revenue,color='g').set(xlabel="Метаскор", ylabel = "Зарада")
plt.show()
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
Оба графика изгледају слично иако постоји разлика, коју објашњава сљедеће поређење.
fig, axs = plt.subplots(2, 2, figsize=(25, 15))
plt.suptitle('Поређење рејтинга и метаскора',fontsize=20)
sns.distplot(filmovi.metascore,ax=axs[0][1],color='b')
sns.distplot(filmovi.rating,ax=axs[0][0],color='r')
sns.boxplot(filmovi.metascore,ax=axs[1][1],color='b')
sns.boxplot(filmovi.rating,ax=axs[1][0],color='r')
plt.show()
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning) C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning) C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn( C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
plt.figure(figsize=(22,12))
plt.suptitle('Зарада у зависности од гласова',fontsize=20)
plt.xlabel('xlabel', fontsize=18)
plt.ylabel('ylabel', fontsize=18)
plt.rc('xtick',labelsize=16)
plt.rc('ytick',labelsize=16)
sns.lineplot(filmovi.votes,filmovi.revenue,color='c').set(xlabel="Гласови", ylabel = "Зарада")
plt.show()
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
Овдје видимо већи раст, занимљиво је то да је највећа корелација између зараде и броја гласова.
plt.subplots(figsize = (12, 8))
sns.heatmap(filmovi.corr(), annot = True, cmap = "YlGnBu")
plt.title("IMDb корелације", fontsize = 13)
plt.show()
Погледајмо и преостале међузависности.
sns.pairplot(filmovi,kind="reg")
<seaborn.axisgrid.PairGrid at 0x1e34232e2e0>
Погледајмо сада зависност зараде од рејтинга на тачкастом графику, при чему је величина тачака одређена висином зараде.
plt.figure(figsize=(25, 10))
plt.suptitle('Revenue by Rating, sized by Votes',fontsize=20)
sns.scatterplot(filmovi.rating,filmovi.revenue,hue=filmovi.votes,size=filmovi.votes,sizes=(50, 200))
plt.xlabel('Rating',fontsize=16)
plt.ylabel('Revenue',fontsize=16)
plt.xticks(size=14)
plt.yticks(size=14)
plt.show()
C:\Users\sbWIN\anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. warnings.warn(
Податке смо скалирали тако да графици зависности наведених величина стану на један графикон.
from sklearn import preprocessing
min_max_scaler = preprocessing.MinMaxScaler()
filmovi_s=filmovi
filmovi_s[['rating', 'metascore', 'votes']] = min_max_scaler.fit_transform(filmovi_s[['rating', 'metascore', 'votes']])
plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['rating'].mean(), label = "Rating")
plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['metascore'].mean(), label = "Metascore")
plt.plot(filmovi_s['year'].drop_duplicates().sort_values(), filmovi_s.groupby(['year'])['votes'].mean(), label = "Votes")
plt.legend()
plt.xticks(size=14)
plt.yticks(size=14)
plt.show()
Видимо да филмови у 2016. години имају не само најмању просјечну зараду него и најмањи просјечан рејтинг и просјечан број гласова; такође имају и низак метаскор.
Прије него што почнемо са визуализацијом, треба да инсталирамо Пајтон библиотеку wordcloud. То можемо урадити на два начина, помоћу алата conda или pip:
conda install -c conda-forge wordcloud
pip install wordcloud
from wordcloud import WordCloud, STOPWORDS
stopwords=set(STOPWORDS)
stopwords.update(['One','Two','Three','La','dtype','II'])
text = (str(filmovi['title']))
plt.subplots(figsize=(20,15))
wordcloud = WordCloud(
stopwords=stopwords,
background_color='white',
width=1500,
height=1200
).generate(text)
plt.imshow(wordcloud, interpolation="bilinear")
plt.title('Наслови филмова')
plt.axis('off')
plt.show()
from wordcloud import WordCloud, STOPWORDS
stopwords=set(STOPWORDS)
stopwords.update(['One','Two','Three','La','th','two','ins','dtype'])
text = (str(filmovi['description']))
plt.subplots(figsize=(20,15))
wordcloud = WordCloud(
stopwords=stopwords,
width=1500,
height=1200
).generate(text)
plt.imshow(wordcloud, interpolation="bilinear")
plt.title('Описи филмова')
plt.axis('off')
plt.show()
Мислим да објашњења нису потребна, једна слика говори више од хиљаду ријечи.