Recommendation System - Based on Popularity
We need to make the minority class have close to equivalent number of values to the majority class¶
- Can undersample. Take a few data points from the major set and fuse them with the minority points
- Can oversample. Add number of values to minority sample using SMOTE after you split the data.
Recommendation Based off of Popularity¶
In [1]:
#import all necessary libraries
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
from sklearn.cross_validation import train_test_split
C:\Users\nwerner\AppData\Local\Continuum\Anaconda2\lib\site-packages\sklearn\cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20. "This module will be removed in 0.20.", DeprecationWarning)
In [2]:
ratings = pd.read_csv('u.data',header=None,sep='\t') #'\t' = separate on the slash and then tab
ratings.head()
Out[2]:
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | 0 | 50 | 5 | 881250949 |
| 1 | 0 | 172 | 5 | 881250949 |
| 2 | 0 | 133 | 1 | 881250949 |
| 3 | 196 | 242 | 3 | 881250949 |
| 4 | 186 | 302 | 3 | 891717742 |
In [3]:
r_cols = ['user_id','movie_id','rating']
ratings = pd.read_csv('u.data',sep='\t',names=r_cols,usecols=range(3))
print ratings.head()
m_cols=['movie_id','title']
movies = pd.read_csv('u.item',sep='|',names=m_cols,usecols=range(2))
print movies.head()
user_id movie_id rating 0 0 50 5 1 0 172 5 2 0 133 1 3 196 242 3 4 186 302 3 movie_id title 0 1 Toy Story (1995) 1 2 GoldenEye (1995) 2 3 Four Rooms (1995) 3 4 Get Shorty (1995) 4 5 Copycat (1995)
In [4]:
# Merging the dataframes
df = pd.merge(ratings,movies,on='movie_id')
df.head()
#df['movie_id'].unique()
Out[4]:
| user_id | movie_id | rating | title | |
|---|---|---|---|---|
| 0 | 0 | 50 | 5 | Star Wars (1977) |
| 1 | 290 | 50 | 5 | Star Wars (1977) |
| 2 | 79 | 50 | 4 | Star Wars (1977) |
| 3 | 2 | 50 | 5 | Star Wars (1977) |
| 4 | 8 | 50 | 5 | Star Wars (1977) |
In [5]:
movies_grouped = df.groupby('title').agg({'rating':[np.size,np.sum,np.mean]})
movies_grouped
Out[5]:
| rating | |||
|---|---|---|---|
| size | sum | mean | |
| title | |||
| 'Til There Was You (1997) | 9 | 21 | 2.333333 |
| 1-900 (1994) | 5 | 13 | 2.600000 |
| 101 Dalmatians (1996) | 109 | 317 | 2.908257 |
| 12 Angry Men (1957) | 125 | 543 | 4.344000 |
| 187 (1997) | 41 | 124 | 3.024390 |
| 2 Days in the Valley (1996) | 93 | 300 | 3.225806 |
| 20,000 Leagues Under the Sea (1954) | 72 | 252 | 3.500000 |
| 2001: A Space Odyssey (1968) | 259 | 1028 | 3.969112 |
| 3 Ninjas: High Noon At Mega Mountain (1998) | 5 | 5 | 1.000000 |
| 39 Steps, The (1935) | 59 | 239 | 4.050847 |
| 8 1/2 (1963) | 38 | 145 | 3.815789 |
| 8 Heads in a Duffel Bag (1997) | 4 | 13 | 3.250000 |
| 8 Seconds (1994) | 4 | 15 | 3.750000 |
| A Chef in Love (1996) | 8 | 33 | 4.125000 |
| Above the Rim (1994) | 5 | 15 | 3.000000 |
| Absolute Power (1997) | 127 | 428 | 3.370079 |
| Abyss, The (1989) | 151 | 542 | 3.589404 |
| Ace Ventura: Pet Detective (1994) | 103 | 314 | 3.048544 |
| Ace Ventura: When Nature Calls (1995) | 37 | 99 | 2.675676 |
| Across the Sea of Time (1995) | 4 | 11 | 2.750000 |
| Addams Family Values (1993) | 87 | 245 | 2.816092 |
| Addicted to Love (1997) | 54 | 171 | 3.166667 |
| Addiction, The (1995) | 11 | 24 | 2.181818 |
| Adventures of Pinocchio, The (1996) | 39 | 119 | 3.051282 |
| Adventures of Priscilla, Queen of the Desert, The (1994) | 111 | 399 | 3.594595 |
| Adventures of Robin Hood, The (1938) | 67 | 254 | 3.791045 |
| Affair to Remember, An (1957) | 26 | 109 | 4.192308 |
| African Queen, The (1951) | 152 | 636 | 4.184211 |
| Afterglow (1997) | 18 | 56 | 3.111111 |
| Age of Innocence, The (1993) | 65 | 220 | 3.384615 |
| ... | ... | ... | ... |
| Window to Paris (1994) | 1 | 4 | 4.000000 |
| Wings of Courage (1995) | 1 | 4 | 4.000000 |
| Wings of Desire (1987) | 57 | 228 | 4.000000 |
| Wings of the Dove, The (1997) | 75 | 276 | 3.680000 |
| Winnie the Pooh and the Blustery Day (1968) | 75 | 285 | 3.800000 |
| Winter Guest, The (1997) | 9 | 31 | 3.444444 |
| Wishmaster (1997) | 27 | 66 | 2.444444 |
| With Honors (1994) | 46 | 141 | 3.065217 |
| Withnail and I (1987) | 13 | 42 | 3.230769 |
| Witness (1985) | 1 | 4 | 4.000000 |
| Wizard of Oz, The (1939) | 246 | 1003 | 4.077236 |
| Wolf (1994) | 67 | 181 | 2.701493 |
| Woman in Question, The (1950) | 1 | 1 | 1.000000 |
| Women, The (1939) | 15 | 55 | 3.666667 |
| Wonderful, Horrible Life of Leni Riefenstahl, The (1993) | 10 | 40 | 4.000000 |
| Wonderland (1997) | 10 | 32 | 3.200000 |
| Wooden Man's Bride, The (Wu Kui) (1994) | 3 | 8 | 2.666667 |
| World of Apu, The (Apur Sansar) (1959) | 6 | 24 | 4.000000 |
| Wrong Trousers, The (1993) | 118 | 527 | 4.466102 |
| Wyatt Earp (1994) | 50 | 155 | 3.100000 |
| Yankee Zulu (1994) | 1 | 1 | 1.000000 |
| Year of the Horse (1997) | 7 | 23 | 3.285714 |
| You So Crazy (1994) | 1 | 3 | 3.000000 |
| Young Frankenstein (1974) | 200 | 789 | 3.945000 |
| Young Guns (1988) | 101 | 324 | 3.207921 |
| Young Guns II (1990) | 44 | 122 | 2.772727 |
| Young Poisoner's Handbook, The (1995) | 41 | 137 | 3.341463 |
| Zeus and Roxanne (1997) | 6 | 13 | 2.166667 |
| unknown | 9 | 31 | 3.444444 |
| � k�ldum klaka (Cold Fever) (1994) | 1 | 3 | 3.000000 |
1664 rows × 3 columns
In [6]:
popular_movies = movies_grouped.sort_values(('rating','mean'),ascending=False)
popular_movies
Out[6]:
| rating | |||
|---|---|---|---|
| size | sum | mean | |
| title | |||
| They Made Me a Criminal (1939) | 1 | 5 | 5.000000 |
| Marlene Dietrich: Shadow and Light (1996) | 1 | 5 | 5.000000 |
| Saint of Fort Washington, The (1993) | 2 | 10 | 5.000000 |
| Someone Else's America (1995) | 1 | 5 | 5.000000 |
| Star Kid (1997) | 3 | 15 | 5.000000 |
| Great Day in Harlem, A (1994) | 1 | 5 | 5.000000 |
| Aiqing wansui (1994) | 1 | 5 | 5.000000 |
| Santa with Muscles (1996) | 2 | 10 | 5.000000 |
| Prefontaine (1997) | 3 | 15 | 5.000000 |
| Entertaining Angels: The Dorothy Day Story (1996) | 1 | 5 | 5.000000 |
| Pather Panchali (1955) | 8 | 37 | 4.625000 |
| Some Mother's Son (1996) | 2 | 9 | 4.500000 |
| Maya Lin: A Strong Clear Vision (1994) | 4 | 18 | 4.500000 |
| Anna (1996) | 2 | 9 | 4.500000 |
| Everest (1998) | 2 | 9 | 4.500000 |
| Close Shave, A (1995) | 112 | 503 | 4.491071 |
| Schindler's List (1993) | 298 | 1331 | 4.466443 |
| Wrong Trousers, The (1993) | 118 | 527 | 4.466102 |
| Casablanca (1942) | 243 | 1083 | 4.456790 |
| Wallace & Gromit: The Best of Aardman Animation (1996) | 67 | 298 | 4.447761 |
| Shawshank Redemption, The (1994) | 283 | 1258 | 4.445230 |
| Rear Window (1954) | 209 | 917 | 4.387560 |
| Usual Suspects, The (1995) | 267 | 1171 | 4.385768 |
| Star Wars (1977) | 584 | 2546 | 4.359589 |
| 12 Angry Men (1957) | 125 | 543 | 4.344000 |
| Bitter Sugar (Azucar Amargo) (1996) | 3 | 13 | 4.333333 |
| Letter From Death Row, A (1998) | 3 | 13 | 4.333333 |
| Third Man, The (1949) | 72 | 312 | 4.333333 |
| Citizen Kane (1941) | 198 | 850 | 4.292929 |
| Some Folks Call It a Sling Blade (1993) | 41 | 176 | 4.292683 |
| ... | ... | ... | ... |
| New Age, The (1994) | 1 | 1 | 1.000000 |
| Good Morning (1971) | 1 | 1 | 1.000000 |
| Further Gesture, A (1996) | 1 | 1 | 1.000000 |
| Nobody Loves Me (Keiner liebt mich) (1994) | 1 | 1 | 1.000000 |
| Lotto Land (1995) | 1 | 1 | 1.000000 |
| Liebelei (1933) | 1 | 1 | 1.000000 |
| Girl in the Cadillac (1995) | 1 | 1 | 1.000000 |
| Vie est belle, La (Life is Rosey) (1987) | 1 | 1 | 1.000000 |
| Baton Rouge (1988) | 1 | 1 | 1.000000 |
| Very Natural Thing, A (1974) | 1 | 1 | 1.000000 |
| Bird of Prey (1996) | 1 | 1 | 1.000000 |
| Office Killer (1997) | 1 | 1 | 1.000000 |
| Lashou shentan (1992) | 1 | 1 | 1.000000 |
| August (1996) | 1 | 1 | 1.000000 |
| Venice/Venice (1992) | 2 | 2 | 1.000000 |
| Death in the Garden (Mort en ce jardin, La) (1956) | 1 | 1 | 1.000000 |
| Careful (1992) | 1 | 1 | 1.000000 |
| Tigrero: A Film That Was Never Made (1994) | 1 | 1 | 1.000000 |
| Butterfly Kiss (1995) | 1 | 1 | 1.000000 |
| Low Life, The (1994) | 1 | 1 | 1.000000 |
| To Cross the Rubicon (1991) | 1 | 1 | 1.000000 |
| Modern Affair, A (1995) | 1 | 1 | 1.000000 |
| Boys in Venice (1996) | 2 | 2 | 1.000000 |
| Hedd Wyn (1992) | 1 | 1 | 1.000000 |
| Wend Kuuni (God's Gift) (1982) | 1 | 1 | 1.000000 |
| Eye of Vichy, The (Oeil de Vichy, L') (1993) | 1 | 1 | 1.000000 |
| King of New York (1990) | 1 | 1 | 1.000000 |
| Touki Bouki (Journey of the Hyena) (1973) | 1 | 1 | 1.000000 |
| Bloody Child, The (1996) | 1 | 1 | 1.000000 |
| Crude Oasis, The (1995) | 1 | 1 | 1.000000 |
1664 rows × 3 columns
In [7]:
group_sum = movies_grouped['rating']['sum'].sum()
group_sum
Out[7]:
352997L
In [8]:
popular_movies['percentage'] = movies_grouped['rating']['sum']/group_sum*100
popular_movies.sort_values('percentage',ascending=False)
Out[8]:
| rating | percentage | |||
|---|---|---|---|---|
| size | sum | mean | ||
| title | ||||
| Star Wars (1977) | 584 | 2546 | 4.359589 | 0.721253 |
| Fargo (1996) | 508 | 2111 | 4.155512 | 0.598022 |
| Return of the Jedi (1983) | 507 | 2032 | 4.007890 | 0.575642 |
| Contact (1997) | 509 | 1936 | 3.803536 | 0.548447 |
| Raiders of the Lost Ark (1981) | 420 | 1786 | 4.252381 | 0.505953 |
| Godfather, The (1972) | 413 | 1769 | 4.283293 | 0.501137 |
| English Patient, The (1996) | 481 | 1759 | 3.656965 | 0.498305 |
| Toy Story (1995) | 452 | 1753 | 3.878319 | 0.496605 |
| Silence of the Lambs, The (1991) | 390 | 1673 | 4.289744 | 0.473942 |
| Scream (1996) | 478 | 1645 | 3.441423 | 0.466010 |
| Pulp Fiction (1994) | 394 | 1600 | 4.060914 | 0.453262 |
| Air Force One (1997) | 431 | 1565 | 3.631090 | 0.443347 |
| Empire Strikes Back, The (1980) | 368 | 1548 | 4.206522 | 0.438531 |
| Liar Liar (1997) | 485 | 1531 | 3.156701 | 0.433715 |
| Twelve Monkeys (1995) | 392 | 1489 | 3.798469 | 0.421817 |
| Titanic (1997) | 350 | 1486 | 4.245714 | 0.420967 |
| Independence Day (ID4) (1996) | 429 | 1475 | 3.438228 | 0.417851 |
| Chasing Amy (1997) | 379 | 1455 | 3.839050 | 0.412185 |
| Jerry Maguire (1996) | 384 | 1425 | 3.710938 | 0.403686 |
| Rock, The (1996) | 378 | 1396 | 3.693122 | 0.395471 |
| Fugitive, The (1993) | 336 | 1359 | 4.044643 | 0.384989 |
| Princess Bride, The (1987) | 324 | 1352 | 4.172840 | 0.383006 |
| Back to the Future (1985) | 350 | 1342 | 3.834286 | 0.380173 |
| Star Trek: First Contact (1996) | 365 | 1336 | 3.660274 | 0.378473 |
| Schindler's List (1993) | 298 | 1331 | 4.466443 | 0.377057 |
| Indiana Jones and the Last Crusade (1989) | 331 | 1301 | 3.930514 | 0.368558 |
| Monty Python and the Holy Grail (1974) | 316 | 1285 | 4.066456 | 0.364026 |
| Shawshank Redemption, The (1994) | 283 | 1258 | 4.445230 | 0.356377 |
| Full Monty, The (1997) | 315 | 1237 | 3.926984 | 0.350428 |
| Forrest Gump (1994) | 321 | 1237 | 3.853583 | 0.350428 |
| ... | ... | ... | ... | ... |
| Further Gesture, A (1996) | 1 | 1 | 1.000000 | 0.000283 |
| New Age, The (1994) | 1 | 1 | 1.000000 | 0.000283 |
| Terror in a Texas Town (1958) | 1 | 1 | 1.000000 | 0.000283 |
| Leopard Son, The (1996) | 1 | 1 | 1.000000 | 0.000283 |
| Man from Down Under, The (1943) | 1 | 1 | 1.000000 | 0.000283 |
| Hungarian Fairy Tale, A (1987) | 1 | 1 | 1.000000 | 0.000283 |
| Mat' i syn (1997) | 1 | 1 | 1.000000 | 0.000283 |
| Yankee Zulu (1994) | 1 | 1 | 1.000000 | 0.000283 |
| Invitation, The (Zaproszenie) (1986) | 1 | 1 | 1.000000 | 0.000283 |
| T-Men (1947) | 1 | 1 | 1.000000 | 0.000283 |
| Symphonie pastorale, La (1946) | 1 | 1 | 1.000000 | 0.000283 |
| Police Story 4: Project S (Chao ji ji hua) (1993) | 1 | 1 | 1.000000 | 0.000283 |
| Shadows (Cienie) (1988) | 1 | 1 | 1.000000 | 0.000283 |
| Hostile Intentions (1994) | 1 | 1 | 1.000000 | 0.000283 |
| Pharaoh's Army (1995) | 1 | 1 | 1.000000 | 0.000283 |
| Power 98 (1995) | 1 | 1 | 1.000000 | 0.000283 |
| Daens (1992) | 1 | 1 | 1.000000 | 0.000283 |
| Mostro, Il (1994) | 1 | 1 | 1.000000 | 0.000283 |
| Shadow of Angels (Schatten der Engel) (1976) | 1 | 1 | 1.000000 | 0.000283 |
| Quartier Mozart (1992) | 1 | 1 | 1.000000 | 0.000283 |
| I, Worst of All (Yo, la peor de todas) (1990) | 1 | 1 | 1.000000 | 0.000283 |
| Woman in Question, The (1950) | 1 | 1 | 1.000000 | 0.000283 |
| Vermont Is For Lovers (1992) | 1 | 1 | 1.000000 | 0.000283 |
| Every Other Weekend (1990) | 1 | 1 | 1.000000 | 0.000283 |
| Homage (1995) | 1 | 1 | 1.000000 | 0.000283 |
| Getting Away With Murder (1996) | 1 | 1 | 1.000000 | 0.000283 |
| The Courtyard (1995) | 1 | 1 | 1.000000 | 0.000283 |
| Promise, The (Versprechen, Das) (1994) | 1 | 1 | 1.000000 | 0.000283 |
| JLG/JLG - autoportrait de d�cembre (1994) | 1 | 1 | 1.000000 | 0.000283 |
| Crude Oasis, The (1995) | 1 | 1 | 1.000000 | 0.000283 |
1664 rows × 4 columns
In [12]:
popular_movies['Rank'] = popular_movies['percentage'].rank(ascending=False,method='max')
popular_movies.sort_values('Rank',ascending=True)
Out[12]:
| rating | percentage | Rank | |||
|---|---|---|---|---|---|
| size | sum | mean | |||
| title | |||||
| Star Wars (1977) | 584 | 2546 | 4.359589 | 0.721253 | 1.0 |
| Fargo (1996) | 508 | 2111 | 4.155512 | 0.598022 | 2.0 |
| Return of the Jedi (1983) | 507 | 2032 | 4.007890 | 0.575642 | 3.0 |
| Contact (1997) | 509 | 1936 | 3.803536 | 0.548447 | 4.0 |
| Raiders of the Lost Ark (1981) | 420 | 1786 | 4.252381 | 0.505953 | 5.0 |
| Godfather, The (1972) | 413 | 1769 | 4.283293 | 0.501137 | 6.0 |
| English Patient, The (1996) | 481 | 1759 | 3.656965 | 0.498305 | 7.0 |
| Toy Story (1995) | 452 | 1753 | 3.878319 | 0.496605 | 8.0 |
| Silence of the Lambs, The (1991) | 390 | 1673 | 4.289744 | 0.473942 | 9.0 |
| Scream (1996) | 478 | 1645 | 3.441423 | 0.466010 | 10.0 |
| Pulp Fiction (1994) | 394 | 1600 | 4.060914 | 0.453262 | 11.0 |
| Air Force One (1997) | 431 | 1565 | 3.631090 | 0.443347 | 12.0 |
| Empire Strikes Back, The (1980) | 368 | 1548 | 4.206522 | 0.438531 | 13.0 |
| Liar Liar (1997) | 485 | 1531 | 3.156701 | 0.433715 | 14.0 |
| Twelve Monkeys (1995) | 392 | 1489 | 3.798469 | 0.421817 | 15.0 |
| Titanic (1997) | 350 | 1486 | 4.245714 | 0.420967 | 16.0 |
| Independence Day (ID4) (1996) | 429 | 1475 | 3.438228 | 0.417851 | 17.0 |
| Chasing Amy (1997) | 379 | 1455 | 3.839050 | 0.412185 | 18.0 |
| Jerry Maguire (1996) | 384 | 1425 | 3.710938 | 0.403686 | 19.0 |
| Rock, The (1996) | 378 | 1396 | 3.693122 | 0.395471 | 20.0 |
| Fugitive, The (1993) | 336 | 1359 | 4.044643 | 0.384989 | 21.0 |
| Princess Bride, The (1987) | 324 | 1352 | 4.172840 | 0.383006 | 22.0 |
| Back to the Future (1985) | 350 | 1342 | 3.834286 | 0.380173 | 23.0 |
| Star Trek: First Contact (1996) | 365 | 1336 | 3.660274 | 0.378473 | 24.0 |
| Schindler's List (1993) | 298 | 1331 | 4.466443 | 0.377057 | 25.0 |
| Indiana Jones and the Last Crusade (1989) | 331 | 1301 | 3.930514 | 0.368558 | 26.0 |
| Monty Python and the Holy Grail (1974) | 316 | 1285 | 4.066456 | 0.364026 | 27.0 |
| Shawshank Redemption, The (1994) | 283 | 1258 | 4.445230 | 0.356377 | 28.0 |
| Forrest Gump (1994) | 321 | 1237 | 3.853583 | 0.350428 | 30.0 |
| Full Monty, The (1997) | 315 | 1237 | 3.926984 | 0.350428 | 30.0 |
| ... | ... | ... | ... | ... | ... |
| Getting Away With Murder (1996) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Bloody Child, The (1996) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Stefano Quantestorie (1993) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| JLG/JLG - autoportrait de d�cembre (1994) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Promise, The (Versprechen, Das) (1994) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| The Courtyard (1995) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Homage (1995) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Pharaoh's Army (1995) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Man from Down Under, The (1943) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Mille bolle blu (1993) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Terror in a Texas Town (1958) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Hungarian Fairy Tale, A (1987) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Mat' i syn (1997) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Invitation, The (Zaproszenie) (1986) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| T-Men (1947) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Symphonie pastorale, La (1946) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Police Story 4: Project S (Chao ji ji hua) (1993) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Shadows (Cienie) (1988) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Hostile Intentions (1994) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Power 98 (1995) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Daens (1992) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Mostro, Il (1994) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Shadow of Angels (Schatten der Engel) (1976) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Quartier Mozart (1992) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| I, Worst of All (Yo, la peor de todas) (1990) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Woman in Question, The (1950) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Vermont Is For Lovers (1992) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Every Other Weekend (1990) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Leopard Son, The (1996) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
| Crude Oasis, The (1995) | 1 | 1 | 1.000000 | 0.000283 | 1664.0 |
1664 rows × 5 columns
In [ ]: