吴恩达机器学习作业8（下）--- 推荐系统
作者：互联网
文章目录
代码分析
导入数据
datafile = 'data/ex8_movies.mat'
mat = scipy.io.loadmat( datafile )
Y = mat['Y']
R = mat['R']
nm, nu = Y.shape
# Y is 1682x943 containing ratings (1-5) of 1682 movies on 943 users
# 0意味着这部电影没有评分
# R is 1682x943 containing R(i,j) = 1 if user j gave a rating to movie i
下面是Y和R，为参数矩阵，为0的点意味着未评分，我们的协同过滤算法就是用来预测这些评分
array([[5, 4, 0, ..., 5, 0, 0],
[3, 0, 0, ..., 0, 0, 5],
[4, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]], dtype=uint8)
array([[1, 1, 0, ..., 1, 0, 0],
[1, 0, 0, ..., 0, 0, 1],
[1, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]], dtype=uint8)
我们可视化一下这个评分矩阵
#打印第一部电影的平均分
print('Average rating for movie 1 (Toy Story): %0.2f' % np.mean([ Y[0][x] for x in range(Y.shape[1]) if R[0][x] ]))
# 可视化评分矩阵
fig = plt.figure(figsize=(6,6*(1682./943.)))
dummy = plt.imshow(Y)
dummy = plt.colorbar()#加上颜色条
dummy = plt.ylabel('Movies (%d)'%nm,fontsize=20)
dummy = plt.xlabel('Users (%d)'%nu,fontsize=20)
Average rating for movie 1 (Toy Story): 3.88
接下来，我们实现协同过滤算法
下面两个函数负责处理参数矩阵
函数flattenParams将X,Theta矩阵展开为向量后连在一起
def flattenParams(myX, myTheta):
return np.concatenate((myX.flatten(),myTheta.flatten()))
函数reshapeParams将展开后的向量还原成X，Theta矩阵
def reshapeParams(flattened_XandTheta, mynm, mynu, mynf):
assert flattened_XandTheta.shape[0] == int(nm*nf+nu*nf)
reX = flattened_XandTheta[:int(mynm*mynf)].reshape((mynm,mynf))
reTheta = flattened_XandTheta[int(mynm*mynf):].reshape((mynu,mynf))
return reX, reTheta
函数cofiCostFunc负责计算损失值
def cofiCostFunc(myparams, myY, myR, mynu, mynm, mynf, mylambda = 0.):
#向量还原为矩阵
myX, myTheta = reshapeParams(myparams, mynm, mynu, mynf)
#首先把θ和X点乘在一起，得到一个和Y(评分矩阵)形状相同的矩阵
term1 = myX.dot(myTheta.T)
#再将没有人评分过的电影记为0
term1 = np.multiply(term1,myR)
#计算损失函数
cost = 0.5 * np.sum( np.square(term1-myY) )
#添加正则化项
cost += (mylambda/2.) * np.sum(np.square(myTheta))
cost += (mylambda/2.) * np.sum(np.square(myX))
return cost
测试
#计算初始损失值
# "...run your cost function. You should expect to see an output of 22.22."
print('Cost with nu = 943, nm = 1682, nf = 10 is %0.2f.' % cofiCostFunc(flattenParams(X,Theta),Y,R,nu,nm,nf))
# "...with lambda = 1.5 you should expect to see an output of 31.34."
print('Cost with nu = 943, nm = 1682, nf = 10 (and lambda = 1.5) is %0.2f.' % cofiCostFunc(flattenParams(X,Theta),Y,R,nu,nm,nf,mylambda=1.5))
输出：
Cost with nu = 943, nm = 1682, nf = 10 is 27918.64.
Cost with nu = 943, nm = 1682, nf = 10 (and lambda = 1.5) is 34821.70.
下面编写梯度下降算法
函数cofiGrad负责计算梯度，
def cofiGrad(myparams, myY, myR, mynu, mynm, mynf, mylambda = 0.):
#向量还原为矩阵
myX, myTheta = reshapeParams(myparams, mynm, mynu, mynf)
term1 = myX.dot(myTheta.T)
term1 = np.multiply(term1,myR)
term1 -= myY
#x的梯度
Xgrad = term1.dot(myTheta)
#θ的梯度
Thetagrad = term1.T.dot(myX)
# 正则化项
Xgrad += mylambda * myX
Thetagrad += mylambda * myTheta
return flattenParams(Xgrad, Thetagrad)
checkGradient是梯度检测函数，测试通过cofiGrad得到的梯度是否准确
def checkGradient(myparams, myY, myR, mynu, mynm, mynf, mylambda = 0.):
print('Numerical Gradient \t cofiGrad \t\t Difference')
myeps = 0.0001 # ε
nparams = len(myparams) #参数长度
epsvec = np.zeros(nparams)
#计算实际梯度
mygrads = cofiGrad(myparams,myY,myR,mynu,mynm,mynf,mylambda)
for i in range(10):
idx = np.random.randint(0,nparams)#随机一个特征
epsvec[idx] = myeps#创建这个特征的扰动向量
#计算扰动点的loss值，以计算导数
loss1 = cofiCostFunc(myparams-epsvec,myY,myR,mynu,mynm,mynf,mylambda)
loss2 = cofiCostFunc(myparams+epsvec,myY,myR,mynu,mynm,mynf,mylambda)
mygrad = (loss2 - loss1) / (2*myeps)
epsvec[idx] = 0#恢复
print('%0.15f \t %0.15f \t %0.15f' % (mygrad, mygrads[idx],mygrad - mygrads[idx]))
测试
print("Checking gradient with lambda = 0...")
checkGradient(flattenParams(X,Theta),Y,R,nu,nm,nf)
print("\nChecking gradient with lambda = 1.5...")
checkGradient(flattenParams(X,Theta),Y,R,nu,nm,nf,mylambda = 1.5)
输出
Checking gradient with lambda = 0...
Numerical Gradient cofiGrad Difference
1.051528470270569 1.051528481249694 -0.000000010979125
0.071457143349107 0.071457149090816 -0.000000005741709
-3.406713567528641 -3.406713587081239 0.000000019552598
-1.775068667484447 -1.775068664013151 -0.000000003471296
-5.987885288050165 -5.987885279779645 -0.000000008270520
-5.759588711953256 -5.759588718402049 0.000000006448793
-0.132317436509766 -0.132317424957221 -0.000000011552544
3.254412131354911 3.254412121371171 0.000000009983741
7.676124914723914 7.676124925811463 -0.000000011087549
-0.846849816298345 -0.846849794849549 -0.000000021448796
Checking gradient with lambda = 1.5...
Numerical Gradient cofiGrad Difference
0.736217552912422 0.736217503337186 0.000000049575235
0.177900474227499 0.177900478806763 -0.000000004579264
-2.740940544754267 -2.740940549416010 0.000000004661743
0.860549989738502 0.860549941121643 0.000000048616858
-1.492238661739975 -1.492238675155789 0.000000013415814
-0.652206981612835 -0.652206976658480 -0.000000004954355
0.329852628055960 0.329852637691616 -0.000000009635656
-0.154744629980996 -0.154744634761564 0.000000004780568
1.012410539260600 1.012410532326714 0.000000006933886
-2.433089466649108 -2.433089424103238 -0.000000042545869
可见我们的梯度下降算法执行正确
好了，完成协同过滤算法之后，我们可以开始着手编写推荐系统算法了
数据预处理
我打算添加一个我自己的评分列向量，用以预测我的电影推荐
#将电影装入列表movies
movies = []
#注意，有的电影名称含有法语等特殊字符，需要使用ISO-8859-1编码
with open('data/movie_ids.txt',encoding='ISO-8859-1') as f:
for line in f:
movies.append(' '.join(line.strip('\n').split(' ')[1:]))
#创建一个自己的评分向量
my_ratings = np.zeros((1682,1))
my_ratings[0] = 4
my_ratings[97] = 2
my_ratings[6] = 3
my_ratings[11] = 5
my_ratings[53] = 4
my_ratings[63] = 5
my_ratings[65] = 3
my_ratings[68] = 5
my_ratings[182] = 4
my_ratings[225] = 5
my_ratings[354] = 5
#添加了一列个人评分
myR_row = my_ratings > 0
Y = np.hstack((Y,my_ratings))
R = np.hstack((R,myR_row))
nm, nu = Y.shape
函数normalizeRatings是均值归一化函数，如果一个用户对所有的电影都未评分，那么原始状态是：协同过滤算法对于这个用户的电影评分预测也全是0。但是当对数据使用均值归一化之后，协同过滤算法对这个用户的电影评分预测就会为平均分
def normalizeRatings(myY, myR):
#所有电影各自的平均分
Ymean = np.sum(myY,axis=1)/np.sum(myR,axis=1)
Ymean = Ymean.reshape((Ymean.shape[0],1))
return myY-Ymean, Ymean
进行模型训练，得到预测后的参数
#得到了Ynorm（均值归一化后的评分矩阵），Ymean{（1682，1）均值向量}
Ynorm, Ymean = normalizeRatings(Y,R)
#随机创建参数矩阵
X = np.random.rand(nm,nf)
Theta = np.random.rand(nu,nf)
myflat = flattenParams(X, Theta)
#正则化参数
mylambda = 10.
# 训练模型
result = scipy.optimize.fmin_cg(cofiCostFunc, x0=myflat, fprime=cofiGrad, \
args=(Y,R,nu,nm,nf,mylambda), \
maxiter=50,disp=True,full_output=True)
输出：
Current function value: 73170.301029
Iterations: 50
Function evaluations: 72
Gradient evaluations: 72
进行电影推荐
#将参数向量转化为参数矩阵
resX, resTheta = reshapeParams(result[0], nm, nu, nf)
#得到我的预测评分
my_predictions = prediction_matrix[:,-1] + Ymean.flatten()
#根据我的预测评分进行排序，得到从小到大的indice
pred_idxs_sorted = np.argsort(my_predictions)
pred_idxs_sorted[:] = pred_idxs_sorted[::-1]
print("Top recommendations for you:")
for i in range(10):
print('Predicting rating %0.1f for movie %s.' % (my_predictions[pred_idxs_sorted[i]],movies[pred_idxs_sorted[i]]))
print("\nOriginal ratings provided:")
for i in range(len(my_ratings)):
if my_ratings[i] > 0:
print('Rated %d for movie %s.' % (my_ratings[i],movies[i]))
输出：
Top recommendations for you:
Predicting rating 8.5 for movie Star Wars (1977).
Predicting rating 8.3 for movie Titanic (1997).
Predicting rating 8.2 for movie Shawshank Redemption, The (1994).
Predicting rating 8.2 for movie Raiders of the Lost Ark (1981).
Predicting rating 8.1 for movie Schindler's List (1993).
Predicting rating 8.0 for movie Empire Strikes Back, The (1980).
Predicting rating 8.0 for movie Close Shave, A (1995).
Predicting rating 8.0 for movie Wrong Trousers, The (1993).
Predicting rating 8.0 for movie Casablanca (1942).
Predicting rating 8.0 for movie Good Will Hunting (1997).
Original ratings provided:
Rated 4 for movie Toy Story (1995).
Rated 3 for movie Twelve Monkeys (1995).
Rated 5 for movie Usual Suspects, The (1995).
Rated 4 for movie Outbreak (1995).
Rated 5 for movie Shawshank Redemption, The (1994).
Rated 3 for movie While You Were Sleeping (1995).
Rated 5 for movie Forrest Gump (1994).
Rated 2 for movie Silence of the Lambs, The (1991).
Rated 4 for movie Alien (1979).
Rated 5 for movie Die Hard 2 (1990).
Rated 5 for movie Sphere (1998).
数据集
ex8_movies.mat
ex8_movieParams.mat
以上两个数据可以上kaggle查，这里偷个懒
movie_ids.txt
1 Toy Story (1995)
2 GoldenEye (1995)
3 Four Rooms (1995)
4 Get Shorty (1995)
5 Copycat (1995)
6 Shanghai Triad (Yao a yao yao dao waipo qiao) (1995)
7 Twelve Monkeys (1995)
8 Babe (1995)
9 Dead Man Walking (1995)
10 Richard III (1995)
11 Seven (Se7en) (1995)
12 Usual Suspects, The (1995)
13 Mighty Aphrodite (1995)
14 Postino, Il (1994)
15 Mr. Holland's Opus (1995)
16 French Twist (Gazon maudit) (1995)
17 From Dusk Till Dawn (1996)
18 White Balloon, The (1995)
19 Antonia's Line (1995)
20 Angels and Insects (1995)
21 Muppet Treasure Island (1996)
22 Braveheart (1995)
23 Taxi Driver (1976)
24 Rumble in the Bronx (1995)
25 Birdcage, The (1996)
26 Brothers McMullen, The (1995)
27 Bad Boys (1995)
28 Apollo 13 (1995)
29 Batman Forever (1995)
30 Belle de jour (1967)
31 Crimson Tide (1995)
32 Crumb (1994)
33 Desperado (1995)
34 Doom Generation, The (1995)
35 Free Willy 2: The Adventure Home (1995)
36 Mad Love (1995)
37 Nadja (1994)
38 Net, The (1995)
39 Strange Days (1995)
40 To Wong Foo, Thanks for Everything! Julie Newmar (1995)
41 Billy Madison (1995)
42 Clerks (1994)
43 Disclosure (1994)
44 Dolores Claiborne (1994)
45 Eat Drink Man Woman (1994)
46 Exotica (1994)
47 Ed Wood (1994)
48 Hoop Dreams (1994)
49 I.Q. (1994)
50 Star Wars (1977)
51 Legends of the Fall (1994)
52 Madness of King George, The (1994)
53 Natural Born Killers (1994)
54 Outbreak (1995)
55 Professional, The (1994)
56 Pulp Fiction (1994)
57 Priest (1994)
58 Quiz Show (1994)
59 Three Colors: Red (1994)
60 Three Colors: Blue (1993)
61 Three Colors: White (1994)
62 Stargate (1994)
63 Santa Clause, The (1994)
64 Shawshank Redemption, The (1994)
65 What's Eating Gilbert Grape (1993)
66 While You Were Sleeping (1995)
67 Ace Ventura: Pet Detective (1994)
68 Crow, The (1994)
69 Forrest Gump (1994)
70 Four Weddings and a Funeral (1994)
71 Lion King, The (1994)
72 Mask, The (1994)
73 Maverick (1994)
74 Faster Pussycat! Kill! Kill! (1965)
75 Brother Minister: The Assassination of Malcolm X (1994)
76 Carlito's Way (1993)
77 Firm, The (1993)
78 Free Willy (1993)
79 Fugitive, The (1993)
80 Hot Shots! Part Deux (1993)
81 Hudsucker Proxy, The (1994)
82 Jurassic Park (1993)
83 Much Ado About Nothing (1993)
84 Robert A. Heinlein's The Puppet Masters (1994)
85 Ref, The (1994)
86 Remains of the Day, The (1993)
87 Searching for Bobby Fischer (1993)
88 Sleepless in Seattle (1993)
89 Blade Runner (1982)
90 So I Married an Axe Murderer (1993)
91 Nightmare Before Christmas, The (1993)
92 True Romance (1993)
93 Welcome to the Dollhouse (1995)
94 Home Alone (1990)
95 Aladdin (1992)
96 Terminator 2: Judgment Day (1991)
97 Dances with Wolves (1990)
98 Silence of the Lambs, The (1991)
99 Snow White and the Seven Dwarfs (1937)
100 Fargo (1996)
101 Heavy Metal (1981)
102 Aristocats, The (1970)
103 All Dogs Go to Heaven 2 (1996)
104 Theodore Rex (1995)
105 Sgt. Bilko (1996)
106 Diabolique (1996)
107 Moll Flanders (1996)
108 Kids in the Hall: Brain Candy (1996)
109 Mystery Science Theater 3000: The Movie (1996)
110 Operation Dumbo Drop (1995)
111 Truth About Cats & Dogs, The (1996)
112 Flipper (1996)
113 Horseman on the Roof, The (Hussard sur le toit, Le) (1995)
114 Wallace & Gromit: The Best of Aardman Animation (1996)
115 Haunted World of Edward D. Wood Jr., The (1995)
116 Cold Comfort Farm (1995)
117 Rock, The (1996)
118 Twister (1996)
119 Maya Lin: A Strong Clear Vision (1994)
120 Striptease (1996)
121 Independence Day (ID4) (1996)
122 Cable Guy, The (1996)
123 Frighteners, The (1996)
124 Lone Star (1996)
125 Phenomenon (1996)
126 Spitfire Grill, The (1996)
127 Godfather, The (1972)
128 Supercop (1992)
129 Bound (1996)
130 Kansas City (1996)
131 Breakfast at Tiffany's (1961)
132 Wizard of Oz, The (1939)
133 Gone with the Wind (1939)
134 Citizen Kane (1941)
135 2001: A Space Odyssey (1968)
136 Mr. Smith Goes to Washington (1939)
137 Big Night (1996)
138 D3: The Mighty Ducks (1996)
139 Love Bug, The (1969)
140 Homeward Bound: The Incredible Journey (1993)
141 20,000 Leagues Under the Sea (1954)
142 Bedknobs and Broomsticks (1971)
143 Sound of Music, The (1965)
144 Die Hard (1988)
145 Lawnmower Man, The (1992)
146 Unhook the Stars (1996)
147 Long Kiss Goodnight, The (1996)
148 Ghost and the Darkness, The (1996)
149 Jude (1996)
150 Swingers (1996)
151 Willy Wonka and the Chocolate Factory (1971)
152 Sleeper (1973)
153 Fish Called Wanda, A (1988)
154 Monty Python's Life of Brian (1979)
155 Dirty Dancing (1987)
156 Reservoir Dogs (1992)
157 Platoon (1986)
158 Weekend at Bernie's (1989)
159 Basic Instinct (1992)
160 Glengarry Glen Ross (1992)
161 Top Gun (1986)
162 On Golden Pond (1981)
163 Return of the Pink Panther, The (1974)
164 Abyss, The (1989)
165 Jean de Florette (1986)
166 Manon of the Spring (Manon des sources) (1986)
167 Private Benjamin (1980)
168 Monty Python and the Holy Grail (1974)
169 Wrong Trousers, The (1993)
170 Cinema Paradiso (1988)
171 Delicatessen (1991)
172 Empire Strikes Back, The (1980)
173 Princess Bride, The (1987)
174 Raiders of the Lost Ark (1981)
175 Brazil (1985)
176 Aliens (1986)
177 Good, The Bad and The Ugly, The (1966)
178 12 Angry Men (1957)
179 Clockwork Orange, A (1971)
180 Apocalypse Now (1979)
181 Return of the Jedi (1983)
182 GoodFellas (1990)
183 Alien (1979)
184 Army of Darkness (1993)
185 Psycho (1960)
186 Blues Brothers, The (1980)
187 Godfather: Part II, The (1974)
188 Full Metal Jacket (1987)
189 Grand Day Out, A (1992)
190 Henry V (1989)
191 Amadeus (1984)
192 Raging Bull (1980)
193 Right Stuff, The (1983)
194 Sting, The (1973)
195 Terminator, The (1984)
196 Dead Poets Society (1989)
197 Graduate, The (1967)
198 Nikita (La Femme Nikita) (1990)
199 Bridge on the River Kwai, The (1957)
200 Shining, The (1980)
201 Evil Dead II (1987)
202 Groundhog Day (1993)
203 Unforgiven (1992)
204 Back to the Future (1985)
205 Patton (1970)
206 Akira (1988)
207 Cyrano de Bergerac (1990)
208 Young Frankenstein (1974)
209 This Is Spinal Tap (1984)
210 Indiana Jones and the Last Crusade (1989)
211 M*A*S*H (1970)
212 Unbearable Lightness of Being, The (1988)
213 Room with a View, A (1986)
214 Pink Floyd - The Wall (1982)
215 Field of Dreams (1989)
216 When Harry Met Sally... (1989)
217 Bram Stoker's Dracula (1992)
218 Cape Fear (1991)
219 Nightmare on Elm Street, A (1984)
220 Mirror Has Two Faces, The (1996)
221 Breaking the Waves (1996)
222 Star Trek: First Contact (1996)
223 Sling Blade (1996)
224 Ridicule (1996)
225 101 Dalmatians (1996)
226 Die Hard 2 (1990)
227 Star Trek VI: The Undiscovered Country (1991)
228 Star Trek: The Wrath of Khan (1982)
229 Star Trek III: The Search for Spock (1984)
230 Star Trek IV: The Voyage Home (1986)
231 Batman Returns (1992)
232 Young Guns (1988)
233 Under Siege (1992)
234 Jaws (1975)
235 Mars Attacks! (1996)
236 Citizen Ruth (1996)
237 Jerry Maguire (1996)
238 Raising Arizona (1987)
239 Sneakers (1992)
240 Beavis and Butt-head Do America (1996)
241 Last of the Mohicans, The (1992)
242 Kolya (1996)
243 Jungle2Jungle (1997)
244 Smilla's Sense of Snow (1997)
245 Devil's Own, The (1997)
246 Chasing Amy (1997)
247 Turbo: A Power Rangers Movie (1997)
248 Grosse Pointe Blank (1997)
249 Austin Powers: International Man of Mystery (1997)
250 Fifth Element, The (1997)
251 Shall We Dance? (1996)
252 Lost World: Jurassic Park, The (1997)
253 Pillow Book, The (1995)
254 Batman & Robin (1997)
255 My Best Friend's Wedding (1997)
256 When the Cats Away (Chacun cherche son chat) (1996)
257 Men in Black (1997)
258 Contact (1997)
259 George of the Jungle (1997)
260 Event Horizon (1997)
261 Air Bud (1997)
262 In the Company of Men (1997)
263 Steel (1997)
264 Mimic (1997)
265 Hunt for Red October, The (1990)
266 Kull the Conqueror (1997)
267 unknown
268 Chasing Amy (1997)
269 Full Monty, The (1997)
270 Gattaca (1997)
271 Starship Troopers (1997)
272 Good Will Hunting (1997)
273 Heat (1995)
274 Sabrina (1995)
275 Sense and Sensibility (1995)
276 Leaving Las Vegas (1995)
277 Restoration (1995)
278 Bed of Roses (1996)
279 Once Upon a Time... When We Were Colored (1995)
280 Up Close and Personal (1996)
281 River Wild, The (1994)
282 Time to Kill, A (1996)
283 Emma (1996)
284 Tin Cup (1996)
285 Secrets & Lies (1996)
286 English Patient, The (1996)
287 Marvin's Room (1996)
288 Scream (1996)
289 Evita (1996)
290 Fierce Creatures (1997)
291 Absolute Power (1997)
292 Rosewood (1997)
293 Donnie Brasco (1997)
294 Liar Liar (1997)
295 Breakdown (1997)
296 Promesse, La (1996)
297 Ulee's Gold (1997)
298 Face/Off (1997)
299 Hoodlum (1997)
300 Air Force One (1997)
301 In & Out (1997)
302 L.A. Confidential (1997)
303 Ulee's Gold (1997)
304 Fly Away Home (1996)
305 Ice Storm, The (1997)
306 Mrs. Brown (Her Majesty, Mrs. Brown) (1997)
307 Devil's Advocate, The (1997)
308 FairyTale: A True Story (1997)
309 Deceiver (1997)
310 Rainmaker, The (1997)
311 Wings of the Dove, The (1997)
312 Midnight in the Garden of Good and Evil (1997)
313 Titanic (1997)
314 3 Ninjas: High Noon At Mega Mountain (1998)
315 Apt Pupil (1998)
316 As Good As It Gets (1997)
317 In the Name of the Father (1993)
318 Schindler's List (1993)
319 Everyone Says I Love You (1996)
320 Paradise Lost: The Child Murders at Robin Hood Hills (1996)
321 Mother (1996)
322 Murder at 1600 (1997)
323 Dante's Peak (1997)
324 Lost Highway (1997)
325 Crash (1996)
326 G.I. Jane (1997)
327 Cop Land (1997)
328 Conspiracy Theory (1997)
329 Desperate Measures (1998)
330 187 (1997)
331 Edge, The (1997)
332 Kiss the Girls (1997)
333 Game, The (1997)
334 U Turn (1997)
335 How to Be a Player (1997)
336 Playing God (1997)
337 House of Yes, The (1997)
338 Bean (1997)
339 Mad City (1997)
340 Boogie Nights (1997)
341 Critical Care (1997)
342 Man Who Knew Too Little, The (1997)
343 Alien: Resurrection (1997)
344 Apostle, The (1997)
345 Deconstructing Harry (1997)
346 Jackie Brown (1997)
347 Wag the Dog (1997)
348 Desperate Measures (1998)
349 Hard Rain (1998)
350 Fallen (1998)
351 Prophecy II, The (1998)
352 Spice World (1997)
353 Deep Rising (1998)
354 Wedding Singer, The (1998)
355 Sphere (1998)
356 Client, The (1994)
357 One Flew Over the Cuckoo's Nest (1975)
358 Spawn (1997)
359 Assignment, The (1997)
360 Wonderland (1997)
361 Incognito (1997)
362 Blues Brothers 2000 (1998)
363 Sudden Death (1995)
364 Ace Ventura: When Nature Calls (1995)
365 Powder (1995)
366 Dangerous Minds (1995)
367 Clueless (1995)
368 Bio-Dome (1996)
369 Black Sheep (1996)
370 Mary Reilly (1996)
371 Bridges of Madison County, The (1995)
372 Jeffrey (1995)
373 Judge Dredd (1995)
374 Mighty Morphin Power Rangers: The Movie (1995)
375 Showgirls (1995)
376 Houseguest (1994)
377 Heavyweights (1994)
378 Miracle on 34th Street (1994)
379 Tales From the Crypt Presents: Demon Knight (1995)
380 Star Trek: Generations (1994)
381 Muriel's Wedding (1994)
382 Adventures of Priscilla, Queen of the Desert, The (1994)
383 Flintstones, The (1994)
384 Naked Gun 33 1/3: The Final Insult (1994)
385 True Lies (1994)
386 Addams Family Values (1993)
387 Age of Innocence, The (1993)
388 Beverly Hills Cop III (1994)
389 Black Beauty (1994)
390 Fear of a Black Hat (1993)
391 Last Action Hero (1993)
392 Man Without a Face, The (1993)
393 Mrs. Doubtfire (1993)
394 Radioland Murders (1994)
395 Robin Hood: Men in Tights (1993)
396 Serial Mom (1994)
397 Striking Distance (1993)
398 Super Mario Bros. (1993)
399 Three Musketeers, The (1993)
400 Little Rascals, The (1994)
401 Brady Bunch Movie, The (1995)
402 Ghost (1990)
403 Batman (1989)
404 Pinocchio (1940)
405 Mission: Impossible (1996)
406 Thinner (1996)
407 Spy Hard (1996)
408 Close Shave, A (1995)
409 Jack (1996)
410 Kingpin (1996)
411 Nutty Professor, The (1996)
412 Very Brady Sequel, A (1996)
413 Tales from the Crypt Presents: Bordello of Blood (1996)
414 My Favorite Year (1982)
415 Apple Dumpling Gang, The (1975)
416 Old Yeller (1957)
417 Parent Trap, The (1961)
418 Cinderella (1950)
419 Mary Poppins (1964)
420 Alice in Wonderland (1951)
421 William Shakespeare's Romeo and Juliet (1996)
422 Aladdin and the King of Thieves (1996)
423 E.T. the Extra-Terrestrial (1982)
424 Children of the Corn: The Gathering (1996)
425 Bob Roberts (1992)
426 Transformers: The Movie, The (1986)
427 To Kill a Mockingbird (1962)
428 Harold and Maude (1971)
429 Day the Earth Stood Still, The (1951)
430 Duck Soup (1933)
431 Highlander (1986)
432 Fantasia (1940)
433 Heathers (1989)
434 Forbidden Planet (1956)
435 Butch Cassidy and the Sundance Kid (1969)
436 American Werewolf in London, An (1981)
437 Amityville 1992: It's About Time (1992)
438 Amityville 3-D (1983)
439 Amityville: A New Generation (1993)
440 Amityville II: The Possession (1982)
441 Amityville Horror, The (1979)
442 Amityville Curse, The (1990)
443 Birds, The (1963)
444 Blob, The (1958)
445 Body Snatcher, The (1945)
446 Burnt Offerings (1976)
447 Carrie (1976)
448 Omen, The (1976)
449 Star Trek: The Motion Picture (1979)
450 Star Trek V: The Final Frontier (1989)
451 Grease (1978)
452 Jaws 2 (1978)
453 Jaws 3-D (1983)
454 Bastard Out of Carolina (1996)
455 Jackie Chan's First Strike (1996)
456 Beverly Hills Ninja (1997)
457 Free Willy 3: The Rescue (1997)
458 Nixon (1995)
459 Cry, the Beloved Country (1995)
460 Crossing Guard, The (1995)
461 Smoke (1995)
462 Like Water For Chocolate (Como agua para chocolate) (1992)
463 Secret of Roan Inish, The (1994)
464 Vanya on 42nd Street (1994)
465 Jungle Book, The (1994)
466 Red Rock West (1992)
467 Bronx Tale, A (1993)
468 Rudy (1993)
469 Short Cuts (1993)
470 Tombstone (1993)
471 Courage Under Fire (1996)
472 Dragonheart (1996)
473 James and the Giant Peach (1996)
474 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963)
475 Trainspotting (1996)
476 First Wives Club, The (1996)
477 Matilda (1996)
478 Philadelphia Story, The (1940)
479 Vertigo (1958)
480 North by Northwest (1959)
481 Apartment, The (1960)
482 Some Like It Hot (1959)
483 Casablanca (1942)
484 Maltese Falcon, The (1941)
485 My Fair Lady (1964)
486 Sabrina (1954)
487 Roman Holiday (1953)
488 Sunset Blvd. (1950)
489 Notorious (1946)
490 To Catch a Thief (1955)
491 Adventures of Robin Hood, The (1938)
492 East of Eden (1955)
493 Thin Man, The (1934)
494 His Girl Friday (1940)
495 Around the World in 80 Days (1956)
496 It's a Wonderful Life (1946)
497 Bringing Up Baby (1938)
498 African Queen, The (1951)
499 Cat on a Hot Tin Roof (1958)
500 Fly Away Home (1996)
501 Dumbo (1941)
502 Bananas (1971)
503 Candidate, The (1972)
504 Bonnie and Clyde (1967)
505 Dial M for Murder (1954)
506 Rebel Without a Cause (1955)
507 Streetcar Named Desire, A (1951)
508 People vs. Larry Flynt, The (1996)
509 My Left Foot (1989)
510 Magnificent Seven, The (1954)
511 Lawrence of Arabia (1962)
512 Wings of Desire (1987)
513 Third Man, The (1949)
514 Annie Hall (1977)
515 Boot, Das (1981)
516 Local Hero (1983)
517 Manhattan (1979)
518 Miller's Crossing (1990)
519 Treasure of the Sierra Madre, The (1948)
520 Great Escape, The (1963)
521 Deer Hunter, The (1978)
522 Down by Law (1986)
523 Cool Hand Luke (1967)
524 Great Dictator, The (1940)
525 Big Sleep, The (1946)
526 Ben-Hur (1959)
527 Gandhi (1982)
528 Killing Fields, The (1984)
529 My Life as a Dog (Mitt liv som hund) (1985)
530 Man Who Would Be King, The (1975)
531 Shine (1996)
532 Kama Sutra: A Tale of Love (1996)
533 Daytrippers, The (1996)
534 Traveller (1997)
535 Addicted to Love (1997)
536 Ponette (1996)
537 My Own Private Idaho (1991)
538 Anastasia (1997)
539 Mouse Hunt (1997)
540 Money Train (1995)
541 Mortal Kombat (1995)
542 Pocahontas (1995)
543 Mis閞ables, Les (1995)
544 Things to Do in Denver when You're Dead (1995)
545 Vampire in Brooklyn (1995)
546 Broken Arrow (1996)
547 Young Poisoner's Handbook, The (1995)
548 NeverEnding Story III, The (1994)
549 Rob Roy (1995)
550 Die Hard: With a Vengeance (1995)
551 Lord of Illusions (1995)
552 Species (1995)
553 Walk in the Clouds, A (1995)
554 Waterworld (1995)
555 White Man's Burden (1995)
556 Wild Bill (1995)
557 Farinelli: il castrato (1994)
558 Heavenly Creatures (1994)
559 Interview with the Vampire (1994)
560 Kid in King Arthur's Court, A (1995)
561 Mary Shelley's Frankenstein (1994)
562 Quick and the Dead, The (1995)
563 Stephen King's The Langoliers (1995)
564 Tales from the Hood (1995)
565 Village of the Damned (1995)
566 Clear and Present Danger (1994)
567 Wes Craven's New Nightmare (1994)
568 Speed (1994)
569 Wolf (1994)
570 Wyatt Earp (1994)
571 Another Stakeout (1993)
572 Blown Away (1994)
573 Body Snatchers (1993)
574 Boxing Helena (1993)
575 City Slickers II: The Legend of Curly's Gold (1994)
576 Cliffhanger (1993)
577 Coneheads (1993)
578 Demolition Man (1993)
579 Fatal Instinct (1993)
580 Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)
581 Kalifornia (1993)
582 Piano, The (1993)
583 Romeo Is Bleeding (1993)
584 Secret Garden, The (1993)
585 Son in Law (1993)
586 Terminal Velocity (1994)
587 Hour of the Pig, The (1993)
588 Beauty and the Beast (1991)
589 Wild Bunch, The (1969)
590 Hellraiser: Bloodline (1996)
591 Primal Fear (1996)
592 True Crime (1995)
593 Stalingrad (1993)
594 Heavy (1995)
595 Fan, The (1996)
596 Hunchback of Notre Dame, The (1996)
597 Eraser (1996)
598 Big Squeeze, The (1996)
599 Police Story 4: Project S (Chao ji ji hua) (1993)
600 Daniel Defoe's Robinson Crusoe (1996)
601 For Whom the Bell Tolls (1943)
602 American in Paris, An (1951)
603 Rear Window (1954)
604 It Happened One Night (1934)
605 Meet Me in St. Louis (1944)
606 All About Eve (1950)
607 Rebecca (1940)
608 Spellbound (1945)
609 Father of the Bride (1950)
610 Gigi (1958)
611 Laura (1944)
612 Lost Horizon (1937)
613 My Man Godfrey (1936)
614 Giant (1956)
615 39 Steps, The (1935)
616 Night of the Living Dead (1968)
617 Blue Angel, The (Blaue Engel, Der) (1930)
618 Picnic (1955)
619 Extreme Measures (1996)
620 Chamber, The (1996)
621 Davy Crockett, King of the Wild Frontier (1955)
622 Swiss Family Robinson (1960)
623 Angels in the Outfield (1994)
624 Three Caballeros, The (1945)
625 Sword in the Stone, The (1963)
626 So Dear to My Heart (1949)
627 Robin Hood: Prince of Thieves (1991)
628 Sleepers (1996)
629 Victor/Victoria (1982)
630 Great Race, The (1965)
631 Crying Game, The (1992)
632 Sophie's Choice (1982)
633 Christmas Carol, A (1938)
634 Microcosmos: Le peuple de l'herbe (1996)
635 Fog, The (1980)
636 Escape from New York (1981)
637 Howling, The (1981)
638 Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)
639 Tin Drum, The (Blechtrommel, Die) (1979)
640 Cook the Thief His Wife & Her Lover, The (1989)
641 Paths of Glory (1957)
642 Grifters, The (1990)
643 The Innocent (1994)
644 Thin Blue Line, The (1988)
645 Paris Is Burning (1990)
646 Once Upon a Time in the West (1969)
647 Ran (1985)
648 Quiet Man, The (1952)
649 Once Upon a Time in America (1984)
650 Seventh Seal, The (Sjunde inseglet, Det) (1957)
651 Glory (1989)
652 Rosencrantz and Guildenstern Are Dead (1990)
653 Touch of Evil (1958)
654 Chinatown (1974)
655 Stand by Me (1986)
656 M (1931)
657 Manchurian Candidate, The (1962)
658 Pump Up the Volume (1990)
659 Arsenic and Old Lace (1944)
660 Fried Green Tomatoes (1991)
661 High Noon (1952)
662 Somewhere in Time (1980)
663 Being There (1979)
664 Paris, Texas (1984)
665 Alien 3 (1992)
666 Blood For Dracula (Andy Warhol's Dracula) (1974)
667 Audrey Rose (1977)
668 Blood Beach (1981)
669 Body Parts (1991)
670 Body Snatchers (1993)
671 Bride of Frankenstein (1935)
672 Candyman (1992)
673 Cape Fear (1962)
674 Cat People (1982)
675 Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)
676 Crucible, The (1996)
677 Fire on the Mountain (1996)
678 Volcano (1997)
679 Conan the Barbarian (1981)
680 Kull the Conqueror (1997)
681 Wishmaster (1997)
682 I Know What You Did Last Summer (1997)
683 Rocket Man (1997)
684 In the Line of Fire (1993)
685 Executive Decision (1996)
686 Perfect World, A (1993)
687 McHale's Navy (1997)
688 Leave It to Beaver (1997)
689 Jackal, The (1997)
690 Seven Years in Tibet (1997)
691 Dark City (1998)
692 American President, The (1995)
693 Casino (1995)
694 Persuasion (1995)
695 Kicking and Screaming (1995)
696 City Hall (1996)
697 Basketball Diaries, The (1995)
698 Browning Version, The (1994)
699 Little Women (1994)
700 Miami Rhapsody (1995)
701 Wonderful, Horrible Life of Leni Riefenstahl, The (1993)
702 Barcelona (1994)
703 Widows' Peak (1994)
704 House of the Spirits, The (1993)
705 Singin' in the Rain (1952)
706 Bad Moon (1996)
707 Enchanted April (1991)
708 Sex, Lies, and Videotape (1989)
709 Strictly Ballroom (1992)
710 Better Off Dead... (1985)
711 Substance of Fire, The (1996)
712 Tin Men (1987)
713 Othello (1995)
714 Carrington (1995)
715 To Die For (1995)
716 Home for the Holidays (1995)
717 Juror, The (1996)
718 In the Bleak Midwinter (1995)
719 Canadian Bacon (1994)
720 First Knight (1995)
721 Mallrats (1995)
722 Nine Months (1995)
723 Boys on the Side (1995)
724 Circle of Friends (1995)
725 Exit to Eden (1994)
726 Fluke (1995)
727 Immortal Beloved (1994)
728 Junior (1994)
729 Nell (1994)
730 Queen Margot (Reine Margot, La) (1994)
731 Corrina, Corrina (1994)
732 Dave (1993)
733 Go Fish (1994)
734 Made in America (1993)
735 Philadelphia (1993)
736 Shadowlands (1993)
737 Sirens (1994)
738 Threesome (1994)
739 Pretty Woman (1990)
740 Jane Eyre (1996)
741 Last Supper, The (1995)
742 Ransom (1996)
743 Crow: City of Angels, The (1996)
744 Michael Collins (1996)
745 Ruling Class, The (1972)
746 Real Genius (1985)
747 Benny & Joon (1993)
748 Saint, The (1997)
749 MatchMaker, The (1997)
750 Amistad (1997)
751 Tomorrow Never Dies (1997)
752 Replacement Killers, The (1998)
753 Burnt By the Sun (1994)
754 Red Corner (1997)
755 Jumanji (1995)
756 Father of the Bride Part II (1995)
757 Across the Sea of Time (1995)
758 Lawnmower Man 2: Beyond Cyberspace (1996)
759 Fair Game (1995)
760 Screamers (1995)
761 Nick of Time (1995)
762 Beautiful Girls (1996)
763 Happy Gilmore (1996)
764 If Lucy Fell (1996)
765 Boomerang (1992)
766 Man of the Year (1995)
767 Addiction, The (1995)
768 Casper (1995)
769 Congo (1995)
770 Devil in a Blue Dress (1995)
771 Johnny Mnemonic (1995)
772 Kids (1995)
773 Mute Witness (1994)
774 Prophecy, The (1995)
775 Something to Talk About (1995)
776 Three Wishes (1995)
777 Castle Freak (1995)
778 Don Juan DeMarco (1995)
779 Drop Zone (1994)
780 Dumb & Dumber (1994)
781 French Kiss (1995)
782 Little Odessa (1994)
783 Milk Money (1994)
784 Beyond Bedlam (1993)
785 Only You (1994)
786 Perez Family, The (1995)
787 Roommates (1995)
788 Relative Fear (1994)
789 Swimming with Sharks (1995)
790 Tommy Boy (1995)
791 Baby-Sitters Club, The (1995)
792 Bullets Over Broadway (1994)
793 Crooklyn (1994)
794 It Could Happen to You (1994)
795 Richie Rich (1994)
796 Speechless (1994)
797 Timecop (1994)
798 Bad Company (1995)
799 Boys Life (1995)
800 In the Mouth of Madness (1995)
801 Air Up There, The (1994)
802 Hard Target (1993)
803 Heaven & Earth (1993)
804 Jimmy Hollywood (1994)
805 Manhattan Murder Mystery (1993)
806 Menace II Society (1993)
807 Poetic Justice (1993)
808 Program, The (1993)
809 Rising Sun (1993)
810 Shadow, The (1994)
811 Thirty-Two Short Films About Glenn Gould (1993)
812 Andre (1994)
813 Celluloid Closet, The (1995)
814 Great Day in Harlem, A (1994)
815 One Fine Day (1996)
816 Candyman: Farewell to the Flesh (1995)
817 Frisk (1995)
818 Girl 6 (1996)
819 Eddie (1996)
820 Space Jam (1996)
821 Mrs. Winterbourne (1996)
822 Faces (1968)
823 Mulholland Falls (1996)
824 Great White Hype, The (1996)
825 Arrival, The (1996)
826 Phantom, The (1996)
827 Daylight (1996)
828 Alaska (1996)
829 Fled (1996)
830 Power 98 (1995)
831 Escape from L.A. (1996)
832 Bogus (1996)
833 Bulletproof (1996)
834 Halloween: The Curse of Michael Myers (1995)
835 Gay Divorcee, The (1934)
836 Ninotchka (1939)
837 Meet John Doe (1941)
838 In the Line of Duty 2 (1987)
839 Loch Ness (1995)
840 Last Man Standing (1996)
841 Glimmer Man, The (1996)
842 Pollyanna (1960)
843 Shaggy Dog, The (1959)
844 Freeway (1996)
845 That Thing You Do! (1996)
846 To Gillian on Her 37th Birthday (1996)
847 Looking for Richard (1996)
848 Murder, My Sweet (1944)
849 Days of Thunder (1990)
850 Perfect Candidate, A (1996)
851 Two or Three Things I Know About Her (1966)
852 Bloody Child, The (1996)
853 Braindead (1992)
854 Bad Taste (1987)
855 Diva (1981)
856 Night on Earth (1991)
857 Paris Was a Woman (1995)
858 Amityville: Dollhouse (1996)
859 April Fool's Day (1986)
860 Believers, The (1987)
861 Nosferatu a Venezia (1986)
862 Jingle All the Way (1996)
863 Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970)
864 My Fellow Americans (1996)
865 Ice Storm, The (1997)
866 Michael (1996)
867 Whole Wide World, The (1996)
868 Hearts and Minds (1996)
869 Fools Rush In (1997)
870 Touch (1997)
871 Vegas Vacation (1997)
872 Love Jones (1997)
873 Picture Perfect (1997)
874 Career Girls (1997)
875 She's So Lovely (1997)
876 Money Talks (1997)
877 Excess Baggage (1997)
878 That Darn Cat! (1997)
879 Peacemaker, The (1997)
880 Soul Food (1997)
881 Money Talks (1997)
882 Washington Square (1997)
883 Telling Lies in America (1997)
884 Year of the Horse (1997)
885 Phantoms (1998)
886 Life Less Ordinary, A (1997)
887 Eve's Bayou (1997)
888 One Night Stand (1997)
889 Tango Lesson, The (1997)
890 Mortal Kombat: Annihilation (1997)
891 Bent (1997)
892 Flubber (1997)
893 For Richer or Poorer (1997)
894 Home Alone 3 (1997)
895 Scream 2 (1997)
896 Sweet Hereafter, The (1997)
897 Time Tracers (1995)
898 Postman, The (1997)
899 Winter Guest, The (1997)
900 Kundun (1997)
901 Mr. Magoo (1997)
902 Big Lebowski, The (1998)
903 Afterglow (1997)
904 Ma vie en rose (My Life in Pink) (1997)
905 Great Expectations (1998)
906 Oscar & Lucinda (1997)
907 Vermin (1998)
908 Half Baked (1998)
909 Dangerous Beauty (1998)
910 Nil By Mouth (1997)
911 Twilight (1998)
912 U.S. Marshalls (1998)
913 Love and Death on Long Island (1997)
914 Wild Things (1998)
915 Primary Colors (1998)
916 Lost in Space (1998)
917 Mercury Rising (1998)
918 City of Angels (1998)
919 City of Lost Children, The (1995)
920 Two Bits (1995)
921 Farewell My Concubine (1993)
922 Dead Man (1995)
923 Raise the Red Lantern (1991)
924 White Squall (1996)
925 Unforgettable (1996)
926 Down Periscope (1996)
927 Flower of My Secret, The (Flor de mi secreto, La) (1995)
928 Craft, The (1996)
929 Harriet the Spy (1996)
930 Chain Reaction (1996)
931 Island of Dr. Moreau, The (1996)
932 First Kid (1996)
933 Funeral, The (1996)
934 Preacher's Wife, The (1996)
935 Paradise Road (1997)
936 Brassed Off (1996)
937 Thousand Acres, A (1997)
938 Smile Like Yours, A (1997)
939 Murder in the First (1995)
940 Airheads (1994)
941 With Honors (1994)
942 What's Love Got to Do with It (1993)
943 Killing Zoe (1994)
944 Renaissance Man (1994)
945 Charade (1963)
946 Fox and the Hound, The (1981)
947 Big Blue, The (Grand bleu, Le) (1988)
948 Booty Call (1997)
949 How to Make an American Quilt (1995)
950 Georgia (1995)
951 Indian in the Cupboard, The (1995)
952 Blue in the Face (1995)
953 Unstrung Heroes (1995)
954 Unzipped (1995)
955 Before Sunrise (1995)
956 Nobody's Fool (1994)
957 Pushing Hands (1992)
958 To Live (Huozhe) (1994)
959 Dazed and Confused (1993)
960 Naked (1993)
961 Orlando (1993)
962 Ruby in Paradise (1993)
963 Some Folks Call It a Sling Blade (1993)
964 Month by the Lake, A (1995)
965 Funny Face (1957)
966 Affair to Remember, An (1957)
967 Little Lord Fauntleroy (1936)
968 Inspector General, The (1949)
969 Winnie the Pooh and the Blustery Day (1968)
970 Hear My Song (1991)
971 Mediterraneo (1991)
972 Passion Fish (1992)
973 Grateful Dead (1995)
974 Eye for an Eye (1996)
975 Fear (1996)
976 Solo (1996)
977 Substitute, The (1996)
978 Heaven's Prisoners (1996)
979 Trigger Effect, The (1996)
980 Mother Night (1996)
981 Dangerous Ground (1997)
982 Maximum Risk (1996)
983 Rich Man's Wife, The (1996)
984 Shadow Conspiracy (1997)
985 Blood & Wine (1997)
986 Turbulence (1997)
987 Underworld (1997)
988 Beautician and the Beast, The (1997)
989 Cats Don't Dance (1997)
990 Anna Karenina (1997)
991 Keys to Tulsa (1997)
992 Head Above Water (1996)
993 Hercules (1997)
994 Last Time I Committed Suicide, The (1997)
995 Kiss Me, Guido (1997)
996 Big Green, The (1995)
997 Stuart Saves His Family (1995)
998 Cabin Boy (1994)
999 Clean Slate (1994)
1000 Lightning Jack (1994)
1001 Stupids, The (1996)
1002 Pest, The (1997)
1003 That Darn Cat! (1997)
1004 Geronimo: An American Legend (1993)
1005 Double vie de V閞onique, La (Double Life of Veronique, The) (1991)
1006 Until the End of the World (Bis ans Ende der Welt) (1991)
1007 Waiting for Guffman (1996)
1008 I Shot Andy Warhol (1996)
1009 Stealing Beauty (1996)
1010 Basquiat (1996)
1011 2 Days in the Valley (1996)
1012 Private Parts (1997)
1013 Anaconda (1997)
1014 Romy and Michele's High School Reunion (1997)
1015 Shiloh (1997)
1016 Con Air (1997)
1017 Trees Lounge (1996)
1018 Tie Me Up! Tie Me Down! (1990)
1019 Die xue shuang xiong (Killer, The) (1989)
1020 Gaslight (1944)
1021 8 1/2 (1963)
1022 Fast, Cheap & Out of Control (1997)
1023 Fathers' Day (1997)
1024 Mrs. Dalloway (1997)
1025 Fire Down Below (1997)
1026 Lay of the Land, The (1997)
1027 Shooter, The (1995)
1028 Grumpier Old Men (1995)
1029 Jury Duty (1995)
1030 Beverly Hillbillies, The (1993)
1031 Lassie (1994)
1032 Little Big League (1994)
1033 Homeward Bound II: Lost in San Francisco (1996)
1034 Quest, The (1996)
1035 Cool Runnings (1993)
1036 Drop Dead Fred (1991)
1037 Grease 2 (1982)
1038 Switchback (1997)
1039 Hamlet (1996)
1040 Two if by Sea (1996)
1041 Forget Paris (1995)
1042 Just Cause (1995)
1043 Rent-a-Kid (1995)
1044 Paper, The (1994)
1045 Fearless (1993)
1046 Malice (1993)
1047 Multiplicity (1996)
1048 She's the One (1996)
1049 House Arrest (1996)
1050 Ghost and Mrs. Muir, The (1947)
1051 Associate, The (1996)
1052 Dracula: Dead and Loving It (1995)
1053 Now and Then (1995)
1054 Mr. Wrong (1996)
1055 Simple Twist of Fate, A (1994)
1056 Cronos (1992)
1057 Pallbearer, The (1996)
1058 War, The (1994)
1059 Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996)
1060 Adventures of Pinocchio, The (1996)
1061 Evening Star, The (1996)
1062 Four Days in September (1997)
1063 Little Princess, A (1995)
1064 Crossfire (1947)
1065 Koyaanisqatsi (1983)
1066 Balto (1995)
1067 Bottle Rocket (1996)
1068 Star Maker, The (Uomo delle stelle, L') (1995)
1069 Amateur (1994)
1070 Living in Oblivion (1995)
1071 Party Girl (1995)
1072 Pyromaniac's Love Story, A (1995)
1073 Shallow Grave (1994)
1074 Reality Bites (1994)
1075 Man of No Importance, A (1994)
1076 Pagemaster, The (1994)
1077 Love and a .45 (1994)
1078 Oliver & Company (1988)
1079 Joe's Apartment (1996)
1080 Celestial Clockwork (1994)
1081 Curdled (1996)
1082 Female Perversions (1996)
1083 Albino Alligator (1996)
1084 Anne Frank Remembered (1995)
1085 Carried Away (1996)
1086 It's My Party (1995)
1087 Bloodsport 2 (1995)
1088 Double Team (1997)
1089 Speed 2: Cruise Control (1997)
1090 Sliver (1993)
1091 Pete's Dragon (1977)
1092 Dear God (1996)
1093 Live Nude Girls (1995)
1094 Thin Line Between Love and Hate, A (1996)
1095 High School High (1996)
1096 Commandments (1997)
1097 Hate (Haine, La) (1995)
1098 Flirting With Disaster (1996)
1099 Red Firecracker, Green Firecracker (1994)
1100 What Happened Was... (1994)
1101 Six Degrees of Separation (1993)
1102 Two Much (1996)
1103 Trust (1990)
1104 C'est arriv?pr鑣 de chez vous (1992)
1105 Firestorm (1998)
1106 Newton Boys, The (1998)
1107 Beyond Rangoon (1995)
1108 Feast of July (1995)
1109 Death and the Maiden (1994)
1110 Tank Girl (1995)
1111 Double Happiness (1994)
1112 Cobb (1994)
1113 Mrs. Parker and the Vicious Circle (1994)
1114 Faithful (1996)
1115 Twelfth Night (1996)
1116 Mark of Zorro, The (1940)
1117 Surviving Picasso (1996)
1118 Up in Smoke (1978)
1119 Some Kind of Wonderful (1987)
1120 I'm Not Rappaport (1996)
1121 Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)
1122 They Made Me a Criminal (1939)
1123 Last Time I Saw Paris, The (1954)
1124 Farewell to Arms, A (1932)
1125 Innocents, The (1961)
1126 Old Man and the Sea, The (1958)
1127 Truman Show, The (1998)
1128 Heidi Fleiss: Hollywood Madam (1995)
1129 Chungking Express (1994)
1130 Jupiter's Wife (1994)
1131 Safe (1995)
1132 Feeling Minnesota (1996)
1133 Escape to Witch Mountain (1975)
1134 Get on the Bus (1996)
1135 Doors, The (1991)
1136 Ghosts of Mississippi (1996)
1137 Beautiful Thing (1996)
1138 Best Men (1997)
1139 Hackers (1995)
1140 Road to Wellville, The (1994)
1141 War Room, The (1993)
1142 When We Were Kings (1996)
1143 Hard Eight (1996)
1144 Quiet Room, The (1996)
1145 Blue Chips (1994)
1146 Calendar Girl (1993)
1147 My Family (1995)
1148 Tom & Viv (1994)
1149 Walkabout (1971)
1150 Last Dance (1996)
1151 Original Gangstas (1996)
1152 In Love and War (1996)
1153 Backbeat (1993)
1154 Alphaville (1965)
1155 Rendezvous in Paris (Rendez-vous de Paris, Les) (1995)
1156 Cyclo (1995)
1157 Relic, The (1997)
1158 Fille seule, La (A Single Girl) (1995)
1159 Stalker (1979)
1160 Love! Valour! Compassion! (1997)
1161 Palookaville (1996)
1162 Phat Beach (1996)
1163 Portrait of a Lady, The (1996)
1164 Zeus and Roxanne (1997)
1165 Big Bully (1996)
1166 Love & Human Remains (1993)
1167 Sum of Us, The (1994)
1168 Little Buddha (1993)
1169 Fresh (1994)
1170 Spanking the Monkey (1994)
1171 Wild Reeds (1994)
1172 Women, The (1939)
1173 Bliss (1997)
1174 Caught (1996)
1175 Hugo Pool (1997)
1176 Welcome To Sarajevo (1997)
1177 Dunston Checks In (1996)
1178 Major Payne (1994)
1179 Man of the House (1995)
1180 I Love Trouble (1994)
1181 Low Down Dirty Shame, A (1994)
1182 Cops and Robbersons (1994)
1183 Cowboy Way, The (1994)
1184 Endless Summer 2, The (1994)
1185 In the Army Now (1994)
1186 Inkwell, The (1994)
1187 Switchblade Sisters (1975)
1188 Young Guns II (1990)
1189 Prefontaine (1997)
1190 That Old Feeling (1997)
1191 Letter From Death Row, A (1998)
1192 Boys of St. Vincent, The (1993)
1193 Before the Rain (Pred dozhdot) (1994)
1194 Once Were Warriors (1994)
1195 Strawberry and Chocolate (Fresa y chocolate) (1993)
1196 Savage Nights (Nuits fauves, Les) (1992)
1197 Family Thing, A (1996)
1198 Purple Noon (1960)
1199 Cemetery Man (Dellamorte Dellamore) (1994)
1200 Kim (1950)
1201 Marlene Dietrich: Shadow and Light (1996)
1202 Maybe, Maybe Not (Bewegte Mann, Der) (1994)
1203 Top Hat (1935)
1204 To Be or Not to Be (1942)
1205 Secret Agent, The (1996)
1206 Amos & Andrew (1993)
1207 Jade (1995)
1208 Kiss of Death (1995)
1209 Mixed Nuts (1994)
1210 Virtuosity (1995)
1211 Blue Sky (1994)
1212 Flesh and Bone (1993)
1213 Guilty as Sin (1993)
1214 In the Realm of the Senses (Ai no corrida) (1976)
1215 Barb Wire (1996)
1216 Kissed (1996)
1217 Assassins (1995)
1218 Friday (1995)
1219 Goofy Movie, A (1995)
1220 Higher Learning (1995)
1221 When a Man Loves a Woman (1994)
1222 Judgment Night (1993)
1223 King of the Hill (1993)
1224 Scout, The (1994)
1225 Angus (1995)
1226 Night Falls on Manhattan (1997)
1227 Awfully Big Adventure, An (1995)
1228 Under Siege 2: Dark Territory (1995)
1229 Poison Ivy II (1995)
1230 Ready to Wear (Pret-A-Porter) (1994)
1231 Marked for Death (1990)
1232 Madonna: Truth or Dare (1991)
1233 N閚ette et Boni (1996)
1234 Chairman of the Board (1998)
1235 Big Bang Theory, The (1994)
1236 Other Voices, Other Rooms (1997)
1237 Twisted (1996)
1238 Full Speed (1996)
1239 Cutthroat Island (1995)
1240 Ghost in the Shell (Kokaku kidotai) (1995)
1241 Van, The (1996)
1242 Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991)
1243 Night Flier (1997)
1244 Metro (1997)
1245 Gridlock'd (1997)
1246 Bushwhacked (1995)
1247 Bad Girls (1994)
1248 Blink (1994)
1249 For Love or Money (1993)
1250 Best of the Best 3: No Turning Back (1995)
1251 A Chef in Love (1996)
1252 Contempt (M閜ris, Le) (1963)
1253 Tie That Binds, The (1995)
1254 Gone Fishin' (1997)
1255 Broken English (1996)
1256 Designated Mourner, The (1997)
1257 Designated Mourner, The (1997)
1258 Trial and Error (1997)
1259 Pie in the Sky (1995)
1260 Total Eclipse (1995)
1261 Run of the Country, The (1995)
1262 Walking and Talking (1996)
1263 Foxfire (1996)
1264 Nothing to Lose (1994)
1265 Star Maps (1997)
1266 Bread and Chocolate (Pane e cioccolata) (1973)
1267 Clockers (1995)
1268 Bitter Moon (1992)
1269 Love in the Afternoon (1957)
1270 Life with Mikey (1993)
1271 North (1994)
1272 Talking About Sex (1994)
1273 Color of Night (1994)
1274 Robocop 3 (1993)
1275 Killer (Bulletproof Heart) (1994)
1276 Sunset Park (1996)
1277 Set It Off (1996)
1278 Selena (1997)
1279 Wild America (1997)
1280 Gang Related (1997)
1281 Manny & Lo (1996)
1282 Grass Harp, The (1995)
1283 Out to Sea (1997)
1284 Before and After (1996)
1285 Princess Caraboo (1994)
1286 Shall We Dance? (1937)
1287 Ed (1996)
1288 Denise Calls Up (1995)
1289 Jack and Sarah (1995)
1290 Country Life (1994)
1291 Celtic Pride (1996)
1292 Simple Wish, A (1997)
1293 Star Kid (1997)
1294 Ayn Rand: A Sense of Life (1997)
1295 Kicked in the Head (1997)
1296 Indian Summer (1996)
1297 Love Affair (1994)
1298 Band Wagon, The (1953)
1299 Penny Serenade (1941)
1300 'Til There Was You (1997)
1301 Stripes (1981)
1302 Late Bloomers (1996)
1303 Getaway, The (1994)
1304 New York Cop (1996)
1305 National Lampoon's Senior Trip (1995)
1306 Delta of Venus (1994)
1307 Carmen Miranda: Bananas Is My Business (1994)
1308 Babyfever (1994)
1309 Very Natural Thing, A (1974)
1310 Walk in the Sun, A (1945)
1311 Waiting to Exhale (1995)
1312 Pompatus of Love, The (1996)
1313 Palmetto (1998)
1314 Surviving the Game (1994)
1315 Inventing the Abbotts (1997)
1316 Horse Whisperer, The (1998)
1317 Journey of August King, The (1995)
1318 Catwalk (1995)
1319 Neon Bible, The (1995)
1320 Homage (1995)
1321 Open Season (1996)
1322 Metisse (Caf?au Lait) (1993)
1323 Wooden Man's Bride, The (Wu Kui) (1994)
1324 Loaded (1994)
1325 August (1996)
1326 Boys (1996)
1327 Captives (1994)
1328 Of Love and Shadows (1994)
1329 Low Life, The (1994)
1330 An Unforgettable Summer (1994)
1331 Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)
1332 My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993)
1333 Midnight Dancers (Sibak) (1994)
1334 Somebody to Love (1994)
1335 American Buffalo (1996)
1336 Kazaam (1996)
1337 Larger Than Life (1996)
1338 Two Deaths (1995)
1339 Stefano Quantestorie (1993)
1340 Crude Oasis, The (1995)
1341 Hedd Wyn (1992)
1342 Convent, The (Convento, O) (1995)
1343 Lotto Land (1995)
1344 Story of Xinghua, The (1993)
1345 Day the Sun Turned Cold, The (Tianguo niezi) (1994)
1346 Dingo (1992)
1347 Ballad of Narayama, The (Narayama Bushiko) (1958)
1348 Every Other Weekend (1990)
1349 Mille bolle blu (1993)
1350 Crows and Sparrows (1949)
1351 Lover's Knot (1996)
1352 Shadow of Angels (Schatten der Engel) (1976)
1353 1-900 (1994)
1354 Venice/Venice (1992)
1355 Infinity (1996)
1356 Ed's Next Move (1996)
1357 For the Moment (1994)
1358 The Deadly Cure (1996)
1359 Boys in Venice (1996)
1360 Sexual Life of the Belgians, The (1994)
1361 Search for One-eye Jimmy, The (1996)
1362 American Strays (1996)
1363 Leopard Son, The (1996)
1364 Bird of Prey (1996)
1365 Johnny 100 Pesos (1993)
1366 JLG/JLG - autoportrait de d閏embre (1994)
1367 Faust (1994)
1368 Mina Tannenbaum (1994)
1369 Forbidden Christ, The (Cristo proibito, Il) (1950)
1370 I Can't Sleep (J'ai pas sommeil) (1994)
1371 Machine, The (1994)
1372 Stranger, The (1994)
1373 Good Morning (1971)
1374 Falling in Love Again (1980)
1375 Cement Garden, The (1993)
1376 Meet Wally Sparks (1997)
1377 Hotel de Love (1996)
1378 Rhyme & Reason (1997)
1379 Love and Other Catastrophes (1996)
1380 Hollow Reed (1996)
1381 Losing Chase (1996)
1382 Bonheur, Le (1965)
1383 Second Jungle Book: Mowgli & Baloo, The (1997)
1384 Squeeze (1996)
1385 Roseanna's Grave (For Roseanna) (1997)
1386 Tetsuo II: Body Hammer (1992)
1387 Fall (1997)
1388 Gabbeh (1996)
1389 Mondo (1996)
1390 Innocent Sleep, The (1995)
1391 For Ever Mozart (1996)
1392 Locusts, The (1997)
1393 Stag (1997)
1394 Swept from the Sea (1997)
1395 Hurricane Streets (1998)
1396 Stonewall (1995)
1397 Of Human Bondage (1934)
1398 Anna (1996)
1399 Stranger in the House (1997)
1400 Picture Bride (1995)
1401 M. Butterfly (1993)
1402 Ciao, Professore! (1993)
1403 Caro Diario (Dear Diary) (1994)
1404 Withnail and I (1987)
1405 Boy's Life 2 (1997)
1406 When Night Is Falling (1995)
1407 Specialist, The (1994)
1408 Gordy (1995)
1409 Swan Princess, The (1994)
1410 Harlem (1993)
1411 Barbarella (1968)
1412 Land Before Time III: The Time of the Great Giving (1995) (V)
1413 Street Fighter (1994)
1414 Coldblooded (1995)
1415 Next Karate Kid, The (1994)
1416 No Escape (1994)
1417 Turning, The (1992)
1418 Joy Luck Club, The (1993)
1419 Highlander III: The Sorcerer (1994)
1420 Gilligan's Island: The Movie (1998)
1421 My Crazy Life (Mi vida loca) (1993)
1422 Suture (1993)
1423 Walking Dead, The (1995)
1424 I Like It Like That (1994)
1425 I'll Do Anything (1994)
1426 Grace of My Heart (1996)
1427 Drunks (1995)
1428 SubUrbia (1997)
1429 Sliding Doors (1998)
1430 Ill Gotten Gains (1997)
1431 Legal Deceit (1997)
1432 Mighty, The (1998)
1433 Men of Means (1998)
1434 Shooting Fish (1997)
1435 Steal Big, Steal Little (1995)
1436 Mr. Jones (1993)
1437 House Party 3 (1994)
1438 Panther (1995)
1439 Jason's Lyric (1994)
1440 Above the Rim (1994)
1441 Moonlight and Valentino (1995)
1442 Scarlet Letter, The (1995)
1443 8 Seconds (1994)
1444 That Darn Cat! (1965)
1445 Ladybird Ladybird (1994)
1446 Bye Bye, Love (1995)
1447 Century (1993)
1448 My Favorite Season (1993)
1449 Pather Panchali (1955)
1450 Golden Earrings (1947)
1451 Foreign Correspondent (1940)
1452 Lady of Burlesque (1943)
1453 Angel on My Shoulder (1946)
1454 Angel and the Badman (1947)
1455 Outlaw, The (1943)
1456 Beat the Devil (1954)
1457 Love Is All There Is (1996)
1458 Damsel in Distress, A (1937)
1459 Madame Butterfly (1995)
1460 Sleepover (1995)
1461 Here Comes Cookie (1935)
1462 Thieves (Voleurs, Les) (1996)
1463 Boys, Les (1997)
1464 Stars Fell on Henrietta, The (1995)
1465 Last Summer in the Hamptons (1995)
1466 Margaret's Museum (1995)
1467 Saint of Fort Washington, The (1993)
1468 Cure, The (1995)
1469 Tom and Huck (1995)
1470 Gumby: The Movie (1995)
1471 Hideaway (1995)
1472 Visitors, The (Visiteurs, Les) (1993)
1473 Little Princess, The (1939)
1474 Nina Takes a Lover (1994)
1475 Bhaji on the Beach (1993)
1476 Raw Deal (1948)
1477 Nightwatch (1997)
1478 Dead Presidents (1995)
1479 Reckless (1995)
1480 Herbie Rides Again (1974)
1481 S.F.W. (1994)
1482 Gate of Heavenly Peace, The (1995)
1483 Man in the Iron Mask, The (1998)
1484 Jerky Boys, The (1994)
1485 Colonel Chabert, Le (1994)
1486 Girl in the Cadillac (1995)
1487 Even Cowgirls Get the Blues (1993)
1488 Germinal (1993)
1489 Chasers (1994)
1490 Fausto (1993)
1491 Tough and Deadly (1995)
1492 Window to Paris (1994)
1493 Modern Affair, A (1995)
1494 Mostro, Il (1994)
1495 Flirt (1995)
1496 Carpool (1996)
1497 Line King: Al Hirschfeld, The (1996)
1498 Farmer & Chase (1995)
1499 Grosse Fatigue (1994)
1500 Santa with Muscles (1996)
1501 Prisoner of the Mountains (Kavkazsky Plennik) (1996)
1502 Naked in New York (1994)
1503 Gold Diggers: The Secret of Bear Mountain (1995)
1504 Bewegte Mann, Der (1994)
1505 Killer: A Journal of Murder (1995)
1506 Nelly & Monsieur Arnaud (1995)
1507 Three Lives and Only One Death (1996)
1508 Babysitter, The (1995)
1509 Getting Even with Dad (1994)
1510 Mad Dog Time (1996)
1511 Children of the Revolution (1996)
1512 World of Apu, The (Apur Sansar) (1959)
1513 Sprung (1997)
1514 Dream With the Fishes (1997)
1515 Wings of Courage (1995)
1516 Wedding Gift, The (1994)
1517 Race the Sun (1996)
1518 Losing Isaiah (1995)
1519 New Jersey Drive (1995)
1520 Fear, The (1995)
1521 Mr. Wonderful (1993)
1522 Trial by Jury (1994)
1523 Good Man in Africa, A (1994)
1524 Kaspar Hauser (1993)
1525 Object of My Affection, The (1998)
1526 Witness (1985)
1527 Senseless (1998)
1528 Nowhere (1997)
1529 Underground (1995)
1530 Jefferson in Paris (1995)
1531 Far From Home: The Adventures of Yellow Dog (1995)
1532 Foreign Student (1994)
1533 I Don't Want to Talk About It (De eso no se habla) (1993)
1534 Twin Town (1997)
1535 Enfer, L' (1994)
1536 Aiqing wansui (1994)
1537 Cosi (1996)
1538 All Over Me (1997)
1539 Being Human (1993)
1540 Amazing Panda Adventure, The (1995)
1541 Beans of Egypt, Maine, The (1994)
1542 Scarlet Letter, The (1926)
1543 Johns (1996)
1544 It Takes Two (1995)
1545 Frankie Starlight (1995)
1546 Shadows (Cienie) (1988)
1547 Show, The (1995)
1548 The Courtyard (1995)
1549 Dream Man (1995)
1550 Destiny Turns on the Radio (1995)
1551 Glass Shield, The (1994)
1552 Hunted, The (1995)
1553 Underneath, The (1995)
1554 Safe Passage (1994)
1555 Secret Adventures of Tom Thumb, The (1993)
1556 Condition Red (1995)
1557 Yankee Zulu (1994)
1558 Aparajito (1956)
1559 Hostile Intentions (1994)
1560 Clean Slate (Coup de Torchon) (1981)
1561 Tigrero: A Film That Was Never Made (1994)
1562 Eye of Vichy, The (Oeil de Vichy, L') (1993)
1563 Promise, The (Versprechen, Das) (1994)
1564 To Cross the Rubicon (1991)
1565 Daens (1992)
1566 Man from Down Under, The (1943)
1567 Careful (1992)
1568 Vermont Is For Lovers (1992)
1569 Vie est belle, La (Life is Rosey) (1987)
1570 Quartier Mozart (1992)
1571 Touki Bouki (Journey of the Hyena) (1973)
1572 Wend Kuuni (God's Gift) (1982)
1573 Spirits of the Dead (Tre passi nel delirio) (1968)
1574 Pharaoh's Army (1995)
1575 I, Worst of All (Yo, la peor de todas) (1990)
1576 Hungarian Fairy Tale, A (1987)
1577 Death in the Garden (Mort en ce jardin, La) (1956)
1578 Collectionneuse, La (1967)
1579 Baton Rouge (1988)
1580 Liebelei (1933)
1581 Woman in Question, The (1950)
1582 T-Men (1947)
1583 Invitation, The (Zaproszenie) (1986)
1584 Symphonie pastorale, La (1946)
1585 American Dream (1990)
1586 Lashou shentan (1992)
1587 Terror in a Texas Town (1958)
1588 Salut cousin! (1996)
1589 Schizopolis (1996)
1590 To Have, or Not (1995)
1591 Duoluo tianshi (1995)
1592 Magic Hour, The (1998)
1593 Death in Brunswick (1991)
1594 Everest (1998)
1595 Shopping (1994)
1596 Nemesis 2: Nebula (1995)
1597 Romper Stomper (1992)
1598 City of Industry (1997)
1599 Someone Else's America (1995)
1600 Guantanamera (1994)
1601 Office Killer (1997)
1602 Price Above Rubies, A (1998)
1603 Angela (1995)
1604 He Walked by Night (1948)
1605 Love Serenade (1996)
1606 Deceiver (1997)
1607 Hurricane Streets (1998)
1608 Buddy (1997)
1609 B*A*P*S (1997)
1610 Truth or Consequences, N.M. (1997)
1611 Intimate Relations (1996)
1612 Leading Man, The (1996)
1613 Tokyo Fist (1995)
1614 Reluctant Debutante, The (1958)
1615 Warriors of Virtue (1997)
1616 Desert Winds (1995)
1617 Hugo Pool (1997)
1618 King of New York (1990)
1619 All Things Fair (1996)
1620 Sixth Man, The (1997)
1621 Butterfly Kiss (1995)
1622 Paris, France (1993)
1623 C閞閙onie, La (1995)
1624 Hush (1998)
1625 Nightwatch (1997)
1626 Nobody Loves Me (Keiner liebt mich) (1994)
1627 Wife, The (1995)
1628 Lamerica (1994)
1629 Nico Icon (1995)
1630 Silence of the Palace, The (Saimt el Qusur) (1994)
1631 Slingshot, The (1993)
1632 Land and Freedom (Tierra y libertad) (1995)
1633 ?k鰈dum klaka (Cold Fever) (1994)
1634 Etz Hadomim Tafus (Under the Domin Tree) (1994)
1635 Two Friends (1986)
1636 Brothers in Trouble (1995)
1637 Girls Town (1996)
1638 Normal Life (1996)
1639 Bitter Sugar (Azucar Amargo) (1996)
1640 Eighth Day, The (1996)
1641 Dadetown (1995)
1642 Some Mother's Son (1996)
1643 Angel Baby (1995)
1644 Sudden Manhattan (1996)
1645 Butcher Boy, The (1998)
1646 Men With Guns (1997)
1647 Hana-bi (1997)
1648 Niagara, Niagara (1997)
1649 Big One, The (1997)
1650 Butcher Boy, The (1998)
1651 Spanish Prisoner, The (1997)
1652 Temptress Moon (Feng Yue) (1996)
1653 Entertaining Angels: The Dorothy Day Story (1996)
1654 Chairman of the Board (1998)
1655 Favor, The (1994)
1656 Little City (1998)
1657 Target (1995)
1658 Substance of Fire, The (1996)
1659 Getting Away With Murder (1996)
1660 Small Faces (1995)
1661 New Age, The (1994)
1662 Rough Magic (1995)
1663 Nothing Personal (1995)
1664 8 Heads in a Duffel Bag (1997)
1665 Brother's Kiss, A (1997)
1666 Ripe (1996)
1667 Next Step, The (1995)
1668 Wedding Bell Blues (1996)
1669 MURDER and murder (1996)
1670 Tainted (1998)
1671 Further Gesture, A (1996)
1672 Kika (1993)
1673 Mirage (1995)
1674 Mamma Roma (1962)
1675 Sunchaser, The (1996)
1676 War at Home, The (1996)
1677 Sweet Nothing (1995)
1678 Mat' i syn (1997)
1679 B. Monkey (1998)
1680 Sliding Doors (1998)
1681 You So Crazy (1994)
1682 Scream of Stone (Schrei aus Stein) (1991)
标签：吴恩达,1995,1994,1997,1996,1998,作业,1993,--- 来源： https://blog.csdn.net/NP_hard/article/details/114307147