diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..9be3bd1
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+ml_datasets/
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..e90d955
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+ splitDict
+ output_mask
+ shuffle
+ get_ourput_mask_nonzero
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+ true
+ DEFINITION_ORDER
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diff --git a/CF_NADE_alloutput.ipynb b/CF_NADE_alloutput.ipynb
new file mode 100644
index 0000000..0e48774
--- /dev/null
+++ b/CF_NADE_alloutput.ipynb
@@ -0,0 +1,127 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import tensorflow as tf\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Parameters\n",
+ "learning_rate = 0.001\n",
+ "\n",
+ "#Network Parameters\n",
+ "movie_num = 3883\n",
+ "score_num = 5 \n",
+ "batch_size = 512\n",
+ "hidden_num = 500"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ratings = tf.placeholder(tf.float32, shape=[None, movie_num, score_num])\n",
+ "in_mask = tf.placeholder(tf.float32, shape=[None, movie_num])\n",
+ "out_mask = tf.placeholder(tf.float32, shape=[None, movie_num])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def CF_NADE(ratings, in_mask, out_mask):\n",
+ " bias = {'l1':tf.Variable(tf.random_normal(shape=[hidden_num])),\n",
+ " 'l2':tf.Variable(tf.random_normal(shape=[movie_num, score_num]))}\n",
+ " weight = {'l1':tf.Variable(tf.random_normal(shape=[movie_num, score_num, hidden_num])),\n",
+ " 'l2':tf.Variable(tf.random_normal(shape=[hidden_num, movie_num, score_num]))}\n",
+ " # dim(h) = batch_size * hidden_num\n",
+ " h = tf.tanh(tf.add(bias['l1'], tf.tensordot(ratings\n",
+ " * in_mask[:,:,np.newaxis], weight['l1'], axes=[[1,2], [0,1]])))\n",
+ " #dim(output) = batch_size * movie_num * socre_num\n",
+ " output = tf.add(bias['l2'], tf.tensordot(h, weight['l2'], axes=[[1], [0]]) * out_mask[:,:,np.newaxis])\n",
+ " return output"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "output = CF_NADE(ratings, in_mask, out_mask)\n",
+ "#dim(scores_tensor) = batch_size * movie_num * score_num\n",
+ "scores_tensor = np.concatenate([np.ones((batch_size, movie_num, 1)) * i for i in range(1, 6)], axis=2)\n",
+ "#dim(batch_socres) = batch_size * movie_num\n",
+ "pred_scores = tf.reduce_sum(scores_tensor * tf.nn.softmax(output, axis=2), axis=2)\n",
+ "true_scores = tf.argmax((ratings * out_mask[:,:,np.newaxis]), axis=2) + 1\n",
+ "loss_op = tf.losses.mean_squared_error(true_scores, pred_scores)\n",
+ "optimizer = tf.train.AdamOptimizer()\n",
+ "train_op = optimizer.minimize(loss_op)\n",
+ "init = tf.global_variables_initializer()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'epoches' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msess\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0msess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minit\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mepoches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mbatch\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtrain_loop_stream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_epoch_iterator\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# to do\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mratings\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0min_mask\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout_mask\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'epoches' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "with tf.Session() as sess:\n",
+ " sess.run(init)\n",
+ " for epoch in range(epoches):\n",
+ " for batch in train_loop_stream.get_epoch_iterator(): # to do\n",
+ " ratings, in_mask, out_mask = batch\n",
+ " sess.run(train_op, feed_dict={ratings:ratings, in_mask:in_mask, out_mask:out_mask})\n",
+ " loss = sess.run(loss_op, feed_dict={ratings:ratings, in_mask:inmask, out_mask:outmask})\n",
+ " print ('epoch:', epoch, 'loss:', loss)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/README b/README
index 9a0ea5a..2a57d8e 100644
--- a/README
+++ b/README
@@ -1,4 +1,74 @@
-Code for "A Neural Autoregressive Approach to Collaborative Filtering", ICML 2016
+//
+// _oo0oo_
+// o8888888o
+// 88" . "88
+// (| -_- |)
+// 0\ = /0
+// ___/`---'\___
+// .' \\| |// '.
+// / \\||| : |||// \
+// / _||||| -:- |||||- \
+// | | \\\ - /// | |
+// | \_| ''\---/'' |_/ |
+// \ .-\__ '-' ___/-. /
+// ___'. .' /--.--\ `. .'___
+// ."" '< `.___\_<|>_/___.' >' "".
+// | | : `- \`.;`\ _ /`;.`/ - ` : | |
+// \ \ `_. \_ __\ /__ _/ .-` / /
+// =====`-.____`.___ \_____/___.-`___.-'=====
+// `=---='
+//
+//
+// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+//
+// 佛祖保佑 永无BUG
+//
+//
+
+/*code is far away from bug with the animal protecting
+ * ┏┓ ┏┓
+ *┏┛┻━━━┛┻┓
+ *┃ ┃
+ *┃ ━ ┃
+ *┃ ┳┛ ┗┳ ┃
+ *┃ ┃
+ *┃ ┻ ┃
+ *┃ ┃
+ *┗━┓ ┏━┛
+ * ┃ ┃神兽保佑
+ * ┃ ┃代码无BUG！
+ * ┃ ┗━━━┓
+ * ┃ ┣┓
+ * ┃ ┏┛
+ * ┗┓┓┏━┳┓┏┛
+ * ┃┫┫ ┃┫┫
+ * ┗┻┛ ┗┻┛
+ *
+ */
+
+
+“”“
+天灵灵，地灵灵，奉请祖师来显灵。
+
+祖师我来拜一拜，倾听小弟内心音。
+
+一请莱尊二进制，二请巴贝奇创雏形。
+
+三请艾达写算法，四请诺依曼模式新。
+
+五请阿兰俏图灵，六请里奇和汤普逊。
+
+七请网络三鼻祖，八请盖茨比广进金。
+
+九请理查推开源，十请林纳斯再更新。
+
+最后再请BAT，保佑代码靓又金！
+”“”
+
+
+New implementation on code for "A Neural Autoregressive Approach to Collaborative Filtering", ICML 2016
+
+See in /new_implement
Dependency:
@@ -14,4 +84,4 @@ test CF-NADE.
And example to run the code is:
-MovieLens1M=/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-0 python learner_ordinalcost_directly_itembased_newsoftmax_timing.py 512 10 60 0.001 0.1 0.001 1e-8 500 tanh 0 0.02 Adam 0 1 0.995 /tmp/cfnade
\ No newline at end of file
+MovieLens1M=/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-0 python learner_ordinalcost_directly_itembased_newsoftmax_timing.py 512 10 60 0.001 0.1 0.001 1e-8 500 tanh 0 0.02 Adam 0 1 0.995 /tmp/cfnade
diff --git a/datasets/movielens_1m_shuffle_itermbased.py b/datasets/movielens_1m_shuffle_itermbased.py
index 1fb5f30..92643fe 100644
--- a/datasets/movielens_1m_shuffle_itermbased.py
+++ b/datasets/movielens_1m_shuffle_itermbased.py
@@ -43,10 +43,10 @@ def write_movie_data(ratings, data_path, output, seed):
cnt_u = 0
cnt_i = 0
for user_id, mov_id, rating, _ in ratings:
- if user_id not in users.keys():
+ if user_id not in list(users.keys()):
users[user_id] = cnt_u
cnt_u += 1
- if mov_id not in movs.keys():
+ if mov_id not in list(movs.keys()):
movs[mov_id] = cnt_i
cnt_i += 1
n_users = len(users)
@@ -163,12 +163,12 @@ def write_movie_data(ratings, data_path, output, seed):
f.close()
f = open(os.path.join(output, 'user_dict'), 'wb')
- import cPickle
- cPickle.dump(users, f)
+ import pickle
+ pickle.dump(users, f)
f.close()
f = open(os.path.join(output, 'movie_dict'), 'wb')
- cPickle.dump(movs, f)
+ pickle.dump(movs, f)
f.close()
@@ -183,28 +183,28 @@ def main(data_path, output, seed):
write_movie_data(ratings, data_path, output, seed)
if __name__ == "__main__":
-# main("/Users/yin.zheng/Downloads/ml-1m",
-# "/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-0",
+# main("./../ml-1m",
+# "./../ml_datasets/MovieLens1M-shuffle-itembased-0",
# 1234)
- print '1'
- main("/Users/yin.zheng/Downloads/ml-1m",
- "/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-1",
+ print('1')
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-1",
2341)
- print '2'
- main("/Users/yin.zheng/Downloads/ml-1m",
- "/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-2",
+ print('2')
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-2",
3412)
- print '3'
- main("/Users/yin.zheng/Downloads/ml-1m",
- "/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-3",
+ print('3')
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-3",
4123)
- print '4'
- main("/Users/yin.zheng/Downloads/ml-1m",
- "/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased-4",
+ print('4')
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-4",
1324)
# from fuel.datasets import H5PYDataset
#
-# trainset = H5PYDataset(os.path.join('/Users/yin.zheng/ml_datasets/MovieLens1M-shuffle-itembased', 'movielens-1m.hdf5'),
+# trainset = H5PYDataset(os.path.join('./../ml_datasets/MovieLens1M-shuffle-itembased', 'movielens-1m.hdf5'),
# which_sets = ('train',),
# load_in_memory=True,
# sources=('input_ratings', 'output_ratings', 'input_masks', 'output_masks')
diff --git a/datasets/movielens_1m_shuffle_itermbased.py.bak b/datasets/movielens_1m_shuffle_itermbased.py.bak
new file mode 100644
index 0000000..c588e68
--- /dev/null
+++ b/datasets/movielens_1m_shuffle_itermbased.py.bak
@@ -0,0 +1,222 @@
+'''
+Created on Dec 1, 2015
+
+@author: yin.zheng
+'''
+
+import numpy as np
+import scipy.io as sio
+import os
+import h5py
+import cv2
+from scipy.sparse import csr_matrix, lil_matrix
+import random
+
+def read_ratings(filename):
+ ratings = []
+ with open(filename) as fp:
+ for line in fp:
+ user_id, mov_id, rating, time = line.split('::')
+ ratings.append([int(user_id), int(mov_id), int(rating), int(time)])
+ return ratings
+
+def read_users(filename):
+ users = []
+ with open(filename) as fp:
+ for line in fp:
+ UserID, Gender, Age, Occupation, Zip_code = line.split('::')
+ users.append([int(UserID), Gender, int(Age), int(Occupation), Zip_code])
+ return users
+
+def read_movies(filename):
+ movies = []
+ with open(filename) as fp:
+ for line in fp:
+ MovieID, Title, Genres = line.split('::')
+ movies.append([int(MovieID), Title, Genres])
+ return movies
+
+def write_movie_data(ratings, data_path, output, seed):
+
+ users = {}
+ movs = {}
+ cnt_u = 0
+ cnt_i = 0
+ for user_id, mov_id, rating, _ in ratings:
+ if user_id not in users.keys():
+ users[user_id] = cnt_u
+ cnt_u += 1
+ if mov_id not in movs.keys():
+ movs[mov_id] = cnt_i
+ cnt_i += 1
+ n_users = len(users)
+ n_movies = len(movs)
+ train_ratio = 0.9*0.995
+ valid_ratio = 0.9*0.005
+ test_ratio = 0.1
+ n_ratings = len(ratings)
+ n_test = np.ceil(n_ratings*test_ratio)
+ n_valid = np.ceil(n_ratings*valid_ratio)
+ n_train = n_ratings - n_test - n_valid
+
+ train_input_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ train_output_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ train_input_masks = np.zeros((n_movies, n_users), dtype='int8')
+ train_output_masks = np.zeros((n_movies, n_users), dtype='int8')
+
+ valid_input_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ valid_output_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ valid_input_masks = np.zeros((n_movies, n_users), dtype='int8')
+ valid_output_masks = np.zeros((n_movies, n_users), dtype='int8')
+
+ test_input_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ test_output_ratings = np.zeros((n_movies, n_users), dtype='int8')
+ test_input_masks = np.zeros((n_movies, n_users), dtype='int8')
+ test_output_masks = np.zeros((n_movies, n_users), dtype='int8')
+
+
+ random.seed(seed)
+ random.shuffle(ratings)
+ total_n_train = 0
+ total_n_valid = 0
+ total_n_test = 0
+ cnt = 0
+ for user_id, mov_id, rating, _ in ratings:
+ if cnt < n_train:
+ train_input_ratings[movs[mov_id], users[user_id]] = rating
+ train_input_masks[movs[mov_id], users[user_id]] = 1
+ valid_input_ratings[movs[mov_id], users[user_id]] = rating
+ valid_input_masks[movs[mov_id], users[user_id]] = 1
+ total_n_train += 1
+ elif cnt < n_train+n_valid:
+ valid_output_ratings[movs[mov_id], users[user_id]] = rating
+ valid_output_masks[movs[mov_id], users[user_id]] = 1
+ total_n_valid += 1
+ else:
+ test_output_ratings[movs[mov_id], users[user_id]] = rating
+ test_output_masks[movs[mov_id], users[user_id]] = 1
+ total_n_test += 1
+ cnt += 1
+ test_input_ratings = train_input_ratings + valid_output_ratings
+ test_input_masks = train_input_masks + valid_output_masks
+
+# rating_mat = csr_matrix(rating_mat)
+
+ input_r = np.vstack((train_input_ratings, valid_input_ratings, test_input_ratings))
+ input_m = np.vstack((train_input_masks, valid_input_masks, test_input_masks))
+ output_r = np.vstack((train_output_ratings, valid_output_ratings, test_output_ratings))
+ output_m = np.vstack((train_output_masks, valid_output_masks, test_output_masks))
+
+
+ f = h5py.File(os.path.join(output, 'movielens-1m.hdf5'), 'w')
+ input_ratings = f.create_dataset('input_ratings', shape=(n_movies*3, n_users), dtype='int8', data=input_r)
+ input_ratings.dims[0].label = 'batch'
+ input_ratings.dims[1].label = 'movies'
+ input_masks = f.create_dataset('input_masks', shape=(n_movies*3, n_users), dtype='int8', data=input_m)
+ input_masks.dims[0].label = 'batch'
+ input_masks.dims[1].label = 'movies'
+ output_ratings = f.create_dataset('output_ratings', shape=(n_movies*3, n_users), dtype='int8', data=output_r)
+ output_ratings.dims[0].label = 'batch'
+ output_ratings.dims[1].label = 'movies'
+ output_masks = f.create_dataset('output_masks', shape=(n_movies*3, n_users), dtype='int8', data=output_m)
+ output_masks.dims[0].label = 'batch'
+ output_masks.dims[1].label = 'movies'
+
+ split_array = np.empty(
+ 12,
+ dtype=([
+ ('split', 'a', 5),
+ ('source', 'a', 14),
+ ('start', np.int64, 1),
+ ('stop', np.int64, 1),
+ ('indices', h5py.special_dtype(ref=h5py.Reference)),
+ ('available', np.bool, 1),
+ ('comment', 'a', 1)
+ ]
+ )
+ )
+ split_array[0:4]['split'] = 'train'.encode('utf8')
+ split_array[4:8]['split'] = 'valid'.encode('utf8')
+ split_array[8:12]['split'] = 'test'.encode('utf8')
+ split_array[0:12:4]['source'] = 'input_ratings'.encode('utf8')
+ split_array[1:12:4]['source'] = 'input_masks'.encode('utf8')
+ split_array[2:12:4]['source'] = 'output_ratings'.encode('utf8')
+ split_array[3:12:4]['source'] = 'output_masks'.encode('utf8')
+ split_array[0:4]['start'] = 0
+ split_array[0:4]['stop'] = n_movies
+ split_array[4:8]['start'] = n_movies
+ split_array[4:8]['stop'] = n_movies*2
+ split_array[8:12]['start'] = n_movies*2
+ split_array[8:12]['stop'] = n_movies*3
+ split_array[:]['indices'] = h5py.Reference()
+ split_array[:]['available'] = True
+ split_array[:]['comment'] = '.'.encode('utf8')
+ f.attrs['split'] = split_array
+ f.flush()
+ f.close()
+
+ f = open(os.path.join(output, 'metadata'), 'w')
+ line = 'n_users:%d\n'%n_users
+ f.write(line)
+ line = 'n_movies:%d'%n_movies
+ f.write(line)
+ f.close()
+
+ f = open(os.path.join(output, 'user_dict'), 'wb')
+ import cPickle
+ cPickle.dump(users, f)
+ f.close()
+
+ f = open(os.path.join(output, 'movie_dict'), 'wb')
+ cPickle.dump(movs, f)
+ f.close()
+
+
+
+
+def main(data_path, output, seed):
+
+ ratings = read_ratings(os.path.join(data_path, 'ratings.dat'))
+# movies = read_movies(os.path.join(data_path, 'movies.dat'))
+# users = read_users(os.path.join(data_path, 'users.dat'))
+
+ write_movie_data(ratings, data_path, output, seed)
+
+if __name__ == "__main__":
+# main("./../ml-1m",
+# "./../ml_datasets/MovieLens1M-shuffle-itembased-0",
+# 1234)
+ print '1'
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-1",
+ 2341)
+ print '2'
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-2",
+ 3412)
+ print '3'
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-3",
+ 4123)
+ print '4'
+ main("./../ml-1m",
+ "./../ml_datasets/MovieLens1M-shuffle-itembased-4",
+ 1324)
+# from fuel.datasets import H5PYDataset
+#
+# trainset = H5PYDataset(os.path.join('./../ml_datasets/MovieLens1M-shuffle-itembased', 'movielens-1m.hdf5'),
+# which_sets = ('train',),
+# load_in_memory=True,
+# sources=('input_ratings', 'output_ratings', 'input_masks', 'output_masks')
+# )
+# print trainset.num_examples
+# from fuel.schemes import (SequentialScheme, ShuffledScheme,SequentialExampleScheme,ShuffledExampleScheme)
+# state = trainset.open()
+# scheme = ShuffledScheme(examples=trainset.num_examples, batch_size=3)
+# from fuel.streams import DataStream
+# data_stream = DataStream(dataset=trainset, iteration_scheme=scheme)
+# for data in data_stream.get_epoch_iterator():
+# print data[0].shape
+
+
+
diff --git a/hulu_fuel/__pycache__/__init__.cpython-36.pyc b/hulu_fuel/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000..dc35dfa
Binary files /dev/null and b/hulu_fuel/__pycache__/__init__.cpython-36.pyc differ
diff --git a/hulu_fuel/datasets/GPU_MovieLens1M.py b/hulu_fuel/datasets/GPU_MovieLens1M.py
index 997e78a..afb1c10 100644
--- a/hulu_fuel/datasets/GPU_MovieLens1M.py
+++ b/hulu_fuel/datasets/GPU_MovieLens1M.py
@@ -48,6 +48,6 @@ def preprocess_data(ratings_2d):
if __name__ == '__main__':
- print 123
+ print(123)
\ No newline at end of file
diff --git a/hulu_fuel/datasets/GPU_MovieLens1M.py.bak b/hulu_fuel/datasets/GPU_MovieLens1M.py.bak
new file mode 100644
index 0000000..997e78a
--- /dev/null
+++ b/hulu_fuel/datasets/GPU_MovieLens1M.py.bak
@@ -0,0 +1,53 @@
+'''
+Created on Dec 2, 2015
+
+@author: yin.zheng
+'''
+
+import os
+# from fuel.datasets import H5PYDataset
+import numpy as np
+
+def load(seed = 1234):
+
+ np.random.seed(seed)
+ n_users = 6040
+ n_movies = 3952
+ shuffle_order = np.random.permutation(n_users)
+
+ train_ratings = np.load(os.path.join(os.environ['MovieLens1M'], 'train.npy'))[shuffle_order]
+ valid_ratings = np.load(os.path.join(os.environ['MovieLens1M'], 'valid.npy'))[shuffle_order]
+ test_ratings = np.load(os.path.join(os.environ['MovieLens1M'], 'test.npy'))[shuffle_order]
+
+ def preprocess_data(ratings_2d):
+
+ input_ratings = ratings_2d
+ input_shape = input_ratings.shape
+ K = 5
+ input_ratings_3d = np.zeros((input_shape[0], input_shape[1], K), 'int8')
+ input_ratings_nonzero = input_ratings.nonzero()
+ input_ratings_3d[input_ratings_nonzero[0],
+ input_ratings_nonzero[1],
+ input_ratings[input_ratings_nonzero[0],
+ input_ratings_nonzero[1]
+ ] - 1] = 1
+
+
+
+ return input_ratings_3d
+
+ train_ratings_3d = preprocess_data(train_ratings)
+ valid_ratings_3d = preprocess_data(valid_ratings)
+ test_ratings_3d = preprocess_data(test_ratings)
+
+ return train_ratings_3d, valid_ratings_3d, test_ratings_3d
+
+
+
+
+
+if __name__ == '__main__':
+
+ print 123
+
+
\ No newline at end of file
diff --git a/hulu_fuel/datasets/MovieLens1M.py b/hulu_fuel/datasets/MovieLens1M.py
index 2e3d8dd..162294b 100644
--- a/hulu_fuel/datasets/MovieLens1M.py
+++ b/hulu_fuel/datasets/MovieLens1M.py
@@ -33,7 +33,7 @@ def voltage(self):
if __name__ == '__main__':
f = foo()
- print f.voltage
- print 123
+ print(f.voltage)
+ print(123)
\ No newline at end of file
diff --git a/hulu_fuel/datasets/MovieLens1M.py.bak b/hulu_fuel/datasets/MovieLens1M.py.bak
new file mode 100644
index 0000000..2e3d8dd
--- /dev/null
+++ b/hulu_fuel/datasets/MovieLens1M.py.bak
@@ -0,0 +1,39 @@
+'''
+Created on Dec 2, 2015
+
+@author: yin.zheng
+'''
+
+import os
+from fuel.datasets import H5PYDataset
+import numpy as np
+class MovieLens1M(H5PYDataset):
+ def __init__(self, which_set, **kwargs):
+ kwargs.setdefault('load_in_memory', True)
+ self.filename = 'movielens-1m.hdf5'
+# self.sources = ('input_ratings', 'output_ratings', 'input_masks', 'output_masks')
+ super(MovieLens1M, self).__init__(self.data_path,
+ which_set,
+ **kwargs)
+ @property
+ def data_path(self):
+ path = os.path.join(os.environ['MovieLens1M'],self.filename)
+ return path
+
+
+class foo(object):
+
+ def __init__(self):
+ self.a = 1000
+
+ @property
+ def voltage(self):
+ return 4
+
+if __name__ == '__main__':
+
+ f = foo()
+ print f.voltage
+ print 123
+
+
\ No newline at end of file
diff --git a/hulu_fuel/datasets/__pycache__/MovieLens1M.cpython-36.pyc b/hulu_fuel/datasets/__pycache__/MovieLens1M.cpython-36.pyc
new file mode 100644
index 0000000..7fc6a33
Binary files /dev/null and b/hulu_fuel/datasets/__pycache__/MovieLens1M.cpython-36.pyc differ
diff --git a/hulu_fuel/datasets/__pycache__/__init__.cpython-36.pyc b/hulu_fuel/datasets/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000..8e7de99
Binary files /dev/null and b/hulu_fuel/datasets/__pycache__/__init__.cpython-36.pyc differ
diff --git a/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py b/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py
index 6c9d52c..3eaf143 100644
--- a/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py
+++ b/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py
@@ -11,7 +11,8 @@
from blocks.bricks import Rectifier, Softmax, Identity, NDimensionalSoftmax, Tanh, Logistic, Softplus
from blocks.initialization import Constant, Uniform
from blocks.bricks import Initializable, Sequence, Feedforward, Linear, Brick
-from blocks.bricks import shared_floatx_nans, add_role
+from blocks.utils import shared_floatx_nans
+from blocks.roles import add_role
from blocks.roles import WEIGHT, BIAS
from blocks.bricks.base import application
from toolz import interleave
@@ -143,6 +144,7 @@ def preprocess_data(self, batch):
cnt = 0
for rat in ratings:
+ print (np.array(ratings).shape)
nonzero_id = rat.nonzero()[0]
if len(nonzero_id) == 0:
continue
@@ -199,12 +201,12 @@ def _initialize(self):
self.weights_init.initialize(Q, self.rng)
@application(inputs=['input_'], outputs=['output'])
- def apply(self, input_):
- W, b, Q = self.parameters
+ def apply(self, input_): # dim(input) = batch_size * user_num * score
+ W, b, Q = self.parameters # dim(w) = user_num * score * hidden_num
# input_ = input_ / (T.sum(input_, axis=(1,2))[:, None, None]+1e-6)
output_ = T.tensordot(input_, W, axes=[[1, 2], [0, 1]]) + b
input_mask = T.sum(input_, axis = 2)
- output_masked = T.dot(input_mask, Q)
+ output_masked = T.dot(input_mask, Q) #dim(output) = batch_size * hidden_num
output = output_ + output_masked
# output = output / (T.sum(input_, axis=(1,2))[:,None] + 1)
return output
@@ -226,7 +228,7 @@ def __init__(self, input_dim, output_dim0, output_dim1,
self.output_dim1 = output_dim1
def __allocate(self, input_dim, output_dim0, output_dim1):
- W = shared_floatx_nans((input_dim, output_dim0, output_dim1), name='W')
+ W = shared_floatx_nans((input_dim, output_dim0, output_dim1), name='W') # hidden_num * user_num * score
add_role(W, WEIGHT)
self.parameters.append(W)
self.add_auxiliary_variable(W.norm(2), name='W_norm')
@@ -246,7 +248,7 @@ def _initialize(self):
@application(inputs=['input_'], outputs=['output'])
def apply(self, input_):
W, b = self.parameters
- output = T.tensordot(input_, W, axes=[[1], [0]]) + b
+ output = T.tensordot(input_, W, axes=[[1], [0]]) + b #batch_size * hidden_num
return output
def get_dim(self, name):
@@ -424,7 +426,7 @@ def __init__(self, input_dim0, input_dim1, other_dims, activations, batch_size,
self.linear_transformations = []
self.linear_transformations.append(TensorLinear(input_dim0=self.input_dim0,
input_dim1=self.input_dim1,
- output_dim=self.other_dims[0],
+ output_dim=self.other_dims[0], #500
batch_size=batch_size)
)
self.linear_transformations.extend([Linear(name='linear_{}'.format(i),
@@ -582,11 +584,12 @@ def hidden_dims(self, value):
)
)
- rating_freq = np.zeros((6040, 5))
+ rating_freq = np.zeros((6040, 5)) #users' rating records
init_b = np.zeros((6040, 5))
for batch in valid_monitor_stream.get_epoch_iterator():
- inp_r, out_r, inp_m, out_m = batch
+ inp_r, out_r, inp_m, out_m = batch # dim(inp_r) = (batch_size , 6040, 5), user_num = 6040, movie_num = 3706
rating_freq += inp_r.sum(axis=0)
+ #print (rating_freq[:10])
log_rating_freq = np.log(rating_freq + 1e-8)
log_rating_freq_diff = np.diff(log_rating_freq, axis=1)
@@ -617,7 +620,7 @@ def hidden_dims(self, value):
NADE_CF_model = tabula_NADE(activations=layers_act,
input_dim0=input_dim0,
input_dim1=input_dim1,
- other_dims=hidden_size,
+ other_dims=hidden_size,
batch_size=batch_size,
weights_init=Uniform(std=0.05),
biases_init=Constant(0.0)
@@ -701,6 +704,7 @@ def hidden_dims(self, value):
# outputs=[predicted_ratings,training_cost, nll, nll_item_ratings, cost_ordinal_1N, cost_ordinal_N1, prob_item_ratings])
f_monitor = theano.function(inputs=[input_ratings],
outputs=[predicted_ratings])
+
nb_of_epocs_without_improvement = 0
best_valid_error = np.Inf
epoch = 0
@@ -713,7 +717,7 @@ def hidden_dims(self, value):
lr_tracer = []
rate_score = np.array([1, 2, 3, 4, 5], np.float32)
while(epoch < n_iter and nb_of_epocs_without_improvement < look_ahead):
- print 'Epoch {0}'.format(epoch)
+ print('Epoch {0}'.format(epoch))
epoch += 1
start_time_epoch = t.time()
cost_train = []
@@ -724,6 +728,7 @@ def hidden_dims(self, value):
for batch in train_loop_stream.get_epoch_iterator():
inp_r, out_r, inp_m, out_m = batch
+ #print(inp_r.shape, out_r.shape, inp_m.shape, out_m.shape)
train_t = t.time()
cost_value = f_get_grad(inp_r, inp_m, out_r, out_m)
train_time += t.time() - train_t
@@ -734,6 +739,7 @@ def hidden_dims(self, value):
f_update_parameters(lr)
f_update_polyak()
pred_ratings = f_monitor(inp_r)
+ #print (np.array(pred_ratings).shape)
true_r = out_r.argmax(axis=2) + 1
pred_r = (pred_ratings[0] * rate_score[np.newaxis, np.newaxis, :]).sum(axis=2)
pred_r[:, new_items] = 3
@@ -753,10 +759,10 @@ def hidden_dims(self, value):
n_samples = np.array(n_sample_train).sum()
train_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
- print '\tTraining ...',
- print 'Train :', "RMSE: {0:.6f}".format(train_RMSE), " Cost Error: {0:.6f}".format(cost_train), "Train Time: {0:.6f}".format(train_time), get_done_text(start_time_epoch)
+ print('\tTraining ...', end=' ')
+ print('Train :', "RMSE: {0:.6f}".format(train_RMSE), " Cost Error: {0:.6f}".format(cost_train), "Train Time: {0:.6f}".format(train_time), get_done_text(start_time_epoch))
- print '\tValidating ...',
+ print('\tValidating ...', end=' ')
start_time = t.time()
squared_error_valid = []
n_sample_valid = []
@@ -783,7 +789,7 @@ def hidden_dims(self, value):
squared_error_ = np.array(squared_error_valid).sum()
n_samples = np.array(n_sample_valid).sum()
valid_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
- print 'Validation:', " RMSE: {0:.6f}".format(valid_RMSE) , "Valid Time: {0:.6f}".format(valid_time), get_done_text(start_time),
+ print('Validation:', " RMSE: {0:.6f}".format(valid_RMSE) , "Valid Time: {0:.6f}".format(valid_time), get_done_text(start_time), end=' ')
if valid_RMSE < best_valid_error:
best_epoch = epoch
nb_of_epocs_without_improvement = 0
@@ -794,7 +800,7 @@ def hidden_dims(self, value):
best_model = cp.deepcopy(NADE_CF_model)
best_polyak = cp.deepcopy(shared_polyak)
- print '\n\n Got a good one'
+ print('\n\n Got a good one')
else:
nb_of_epocs_without_improvement += 1
if Optimizer == 'Adadelta':
@@ -802,11 +808,11 @@ def hidden_dims(self, value):
elif nb_of_epocs_without_improvement == look_ahead and lr > 1e-5:
nb_of_epocs_without_improvement = 0
lr /= 4
- print "learning rate is now %s" % lr
+ print("learning rate is now %s" % lr)
lr_tracer.append(lr)
- print '\n### Training, n_layers=%d' % (len(hidden_size)), get_done_text(start_training_time)
+ print('\n### Training, n_layers=%d' % (len(hidden_size)), get_done_text(start_training_time))
best_y = best_model.apply(input_ratings_cum)
best_y_cum = T.extra_ops.cumsum(best_y, axis=2)
@@ -814,7 +820,7 @@ def hidden_dims(self, value):
f_monitor_best = theano.function(inputs=[input_ratings],
outputs=[best_predicted_ratings])
- print '\tTesting ...',
+ print('\tTesting ...', end=' ')
start_time = t.time()
squared_error_test = []
n_sample_test = []
@@ -839,7 +845,7 @@ def hidden_dims(self, value):
squared_error_ = np.array(squared_error_test).sum()
n_samples = np.array(n_sample_test).sum()
test_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
- print 'Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time),
+ print('Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time), end=' ')
f = open(os.path.join(output_path, 'Reco_NADE_masked_directly_itembased.txt'), 'a')
to_write = [str(test_RMSE), str(best_valid_error), str(best_epoch)] + sys.argv[:-1]
@@ -847,7 +853,7 @@ def hidden_dims(self, value):
f.write(line)
f.close()
- print '\tTesting with polyak parameters...',
+ print('\tTesting with polyak parameters...', end=' ')
best_param_list = []
[best_param_list.extend(p.parameters) for p in best_model.children]
f_replace = polyak_replace(best_param_list, best_polyak)
@@ -855,7 +861,7 @@ def hidden_dims(self, value):
cc = 0
for pp in best_polyak:
pp_value = pp.get_value()
- np.save('/tmp/cfnade/%d'%cc, pp_value)
+ np.save('./tmp/cfnade/%d'%cc, pp_value)
cc+=1
@@ -883,7 +889,7 @@ def hidden_dims(self, value):
squared_error_ = np.array(squared_error_test).sum()
n_samples = np.array(n_sample_test).sum()
test_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
- print 'Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time),
+ print('Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time), end=' ')
f = open(os.path.join(output_path, 'Reco_NADE_masked_directly_itembased.txt'), 'a')
to_write = [str(test_RMSE), str(best_valid_error), str(best_epoch)] + sys.argv[:-1] + ['polyak']
diff --git a/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py.bak b/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py.bak
new file mode 100644
index 0000000..6c9d52c
--- /dev/null
+++ b/learner_masked_ordinalcost_directly_itembased_newsoftmax_timing.py.bak
@@ -0,0 +1,894 @@
+'''
+Created on Nov 25, 2015
+
+@author: yin.zheng
+'''
+
+
+import theano
+import theano.tensor as T
+import numpy as np
+from blocks.bricks import Rectifier, Softmax, Identity, NDimensionalSoftmax, Tanh, Logistic, Softplus
+from blocks.initialization import Constant, Uniform
+from blocks.bricks import Initializable, Sequence, Feedforward, Linear, Brick
+from blocks.bricks import shared_floatx_nans, add_role
+from blocks.roles import WEIGHT, BIAS
+from blocks.bricks.base import application
+from toolz import interleave
+from blocks.bricks.cost import CategoricalCrossEntropy
+from blocks.bricks.wrappers import WithExtraDims
+from blocks.graph import ComputationGraph
+from blocks.filter import VariableFilter
+from blocks.algorithms import GradientDescent, Scale
+from fuel.datasets import H5PYDataset
+from fuel.schemes import (SequentialScheme, ShuffledScheme, SequentialExampleScheme, ShuffledExampleScheme)
+from fuel.transformers import ForceFloatX
+from fuel.streams import DataStream
+from hulu_fuel.datasets.MovieLens1M import MovieLens1M
+from fuel.transformers import Transformer
+from blocks.extensions import Timing
+# from mercurial.revset import extra
+# from blaze.expr.reductions import std
+
+def masked_softmax_entropy(h, output_masks, masks):
+ h -= h.max(axis=1, keepdims=True)
+ logp = (h - T.log((T.exp(h) * masks).sum(axis=1, keepdims=True))) * masks
+ return -(output_masks * logp)
+
+
+def convert_onehot_to_gaussian(one_hot_ratings, std=1):
+ mask = one_hot_ratings.sum(axis=2)
+ S = np.array([1, 2, 3, 4, 5], dtype='float32')
+ ratings = T.argmax(one_hot_ratings, axis=2) + 1
+ scores = ratings.dimshuffle(0, 1, 'x') - S[None, None, :]
+ unnormalized_score = T.exp(-(scores ** 2) / (2 * std ** 2))
+ gaussian = mask[:, :, None] * unnormalized_score / (T.sum(unnormalized_score, axis=2)[:, :, None])
+ return gaussian
+
+def rating_cost(pred_score, true_ratings, input_masks, output_masks, D, d, std=1.0, alpha=0.01):
+
+ pred_score_cum = T.extra_ops.cumsum(pred_score, axis=2)
+ prob_item_ratings = NDimensionalSoftmax(name='rating_cost_sf').apply(pred_score_cum, extra_ndim=1)
+ accu_prob_1N = T.extra_ops.cumsum(prob_item_ratings, axis=2)
+ accu_prob_N1 = T.extra_ops.cumsum(prob_item_ratings[:, :, ::-1], axis=2)[:, :, ::-1]
+ mask1N = T.extra_ops.cumsum(true_ratings[:, :, ::-1], axis=2)[:, :, ::-1]
+ maskN1 = T.extra_ops.cumsum(true_ratings, axis=2)
+ cost_ordinal_1N = -T.sum((T.log(prob_item_ratings) - T.log(accu_prob_1N)) * mask1N, axis=2)
+ cost_ordinal_N1 = -T.sum((T.log(prob_item_ratings) - T.log(accu_prob_N1)) * maskN1, axis=2)
+ cost_ordinal = cost_ordinal_1N + cost_ordinal_N1
+ nll_item_ratings = -(true_ratings * T.log(prob_item_ratings)).sum(axis=2)
+ nll = std * nll_item_ratings.sum(axis=1) * 1.0 * D / (D - d + 1e-6) + alpha * cost_ordinal.sum(axis=1) * 1.0 * D / (D - d + 1e-6)
+ cost = T.mean(nll)
+ return cost, nll, nll_item_ratings, cost_ordinal_1N, cost_ordinal_N1, prob_item_ratings
+
+def RMSE(pred_ratings, true_ratings):
+ pass
+
+class MovieLensTransformer(Transformer):
+
+ def __init__(self, data_stream, seed=1234):
+ super(MovieLensTransformer, self).__init__(data_stream)
+ self.data_sources = ('input_ratings',
+ 'output_ratings',
+ 'input_masks',
+ 'output_masks')
+ self.produces_examples = False
+ @property
+ def sources(self):
+ return self.data_sources
+
+ def get_data(self, request=None):
+ if request is not None:
+ raise ValueError
+ batch = next(self.child_epoch_iterator)
+ inp_ratings, out_ratings, input_masks, output_masks = self.preprocess_data(batch)
+
+ return inp_ratings, out_ratings, input_masks, output_masks
+
+ def preprocess_data(self, batch):
+
+ input_ratings, output_ratings, input_masks, output_masks = batch
+ input_shape = input_ratings.shape
+ K = 5
+ input_ratings_3d = np.zeros((input_shape[0], input_shape[1], K), 'int8')
+ output_ratings_3d = np.zeros_like(input_ratings_3d)
+ input_ratings_nonzero = input_ratings.nonzero()
+ input_ratings_3d[input_ratings_nonzero[0],
+ input_ratings_nonzero[1],
+ input_ratings[input_ratings_nonzero[0],
+ input_ratings_nonzero[1]
+ ] - 1] = 1
+ output_ratings_nonzero = output_ratings.nonzero()
+ output_ratings_3d[output_ratings_nonzero[0],
+ output_ratings_nonzero[1],
+ output_ratings[output_ratings_nonzero[0],
+ output_ratings_nonzero[1]
+ ] - 1] = 1
+
+
+
+ return (input_ratings_3d, output_ratings_3d, input_masks, output_masks)
+
+class Trainer_MovieLensTransformer(Transformer):
+
+ def __init__(self, data_stream, seed=1234):
+ super(Trainer_MovieLensTransformer, self).__init__(data_stream)
+ self.data_sources = ('input_ratings',
+ 'output_ratings',
+ 'input_masks',
+ 'output_masks')
+ self.produces_examples = False
+
+
+ @property
+ def sources(self):
+ return self.data_sources
+
+ def get_data(self, request=None):
+ if request is not None:
+ raise ValueError
+ batch = next(self.child_epoch_iterator)
+ inp_ratings, out_ratings, input_masks, output_masks = self.preprocess_data(batch)
+
+ return inp_ratings, out_ratings, input_masks, output_masks
+
+ def preprocess_data(self, batch):
+
+ ratings, _, _, _ = batch
+# valid_ratings = np.array(ratings > 0, 'int8')
+ input_masks = np.zeros_like(ratings)
+ output_masks = np.zeros_like(ratings)
+ input_ratings = np.zeros_like(ratings)
+ output_ratings = np.zeros_like(ratings)
+
+ cnt = 0
+ for rat in ratings:
+ nonzero_id = rat.nonzero()[0]
+ if len(nonzero_id) == 0:
+ continue
+ ordering = np.random.permutation(np.arange(len(nonzero_id)))
+ d = np.random.randint(0, len(ordering))
+ flag_in = (ordering < d)
+ flag_out = (ordering >= d)
+ input_masks[cnt][nonzero_id] = flag_in
+ output_masks[cnt][nonzero_id] = flag_out
+ input_ratings[cnt] = rat * input_masks[cnt]
+ output_ratings[cnt] = rat * output_masks[cnt]
+ cnt += 1
+ return (input_ratings, output_ratings, input_masks, output_masks)
+
+def get_done_text(start_time):
+ sys.stdout.flush()
+ return "DONE in {:.4f} seconds.\n".format(t.time() - start_time)
+
+
+
+
+
+
+class TensorLinear(Initializable):
+ def __init__(self, input_dim0, input_dim1, output_dim,
+ batch_size, **kwargs):
+
+ super(TensorLinear, self).__init__(**kwargs)
+ self.input_dim0 = input_dim0
+ self.input_dim1 = input_dim1
+ self.output_dim = output_dim
+
+ def __allocate(self, input_dim0, input_dim1, output_dim):
+ W = shared_floatx_nans((input_dim0, input_dim1, output_dim), name='W')
+ add_role(W, WEIGHT)
+ self.parameters.append(W)
+ self.add_auxiliary_variable(W.norm(2), name='W_norm')
+ b = shared_floatx_nans((output_dim,), name='b')
+ add_role(b, BIAS)
+ self.parameters.append(b)
+ Q = shared_floatx_nans((input_dim0,output_dim),name='Q')
+ add_role(Q, WEIGHT)
+ self.parameters.append(Q)
+
+
+
+ def _allocate(self):
+ self.__allocate(self.input_dim0, self.input_dim1, self.output_dim)
+
+ def _initialize(self):
+ W, b, Q = self.parameters
+ self.weights_init.initialize(W, self.rng)
+ self.biases_init.initialize(b, self.rng)
+ self.weights_init.initialize(Q, self.rng)
+
+ @application(inputs=['input_'], outputs=['output'])
+ def apply(self, input_):
+ W, b, Q = self.parameters
+# input_ = input_ / (T.sum(input_, axis=(1,2))[:, None, None]+1e-6)
+ output_ = T.tensordot(input_, W, axes=[[1, 2], [0, 1]]) + b
+ input_mask = T.sum(input_, axis = 2)
+ output_masked = T.dot(input_mask, Q)
+ output = output_ + output_masked
+# output = output / (T.sum(input_, axis=(1,2))[:,None] + 1)
+ return output
+
+ def get_dim(self, name):
+ if name == 'input_':
+ return (self.input_dim0, self.input_dim1)
+ if name == 'output':
+ return self.output_dim
+ super(TensorLinear, self).get_dim(name)
+
+class TensorLinear_inverse(Initializable):
+ def __init__(self, input_dim, output_dim0, output_dim1,
+ batch_size, **kwargs):
+
+ super(TensorLinear_inverse, self).__init__(**kwargs)
+ self.input_dim = input_dim
+ self.output_dim0 = output_dim0
+ self.output_dim1 = output_dim1
+
+ def __allocate(self, input_dim, output_dim0, output_dim1):
+ W = shared_floatx_nans((input_dim, output_dim0, output_dim1), name='W')
+ add_role(W, WEIGHT)
+ self.parameters.append(W)
+ self.add_auxiliary_variable(W.norm(2), name='W_norm')
+ b = shared_floatx_nans((output_dim0, output_dim1), name='b')
+ add_role(b, BIAS)
+ self.parameters.append(b)
+
+
+ def _allocate(self):
+ self.__allocate(self.input_dim, self.output_dim0, self.output_dim1)
+
+ def _initialize(self):
+ W, b = self.parameters
+ self.weights_init.initialize(W, self.rng)
+ self.biases_init.initialize(b, self.rng)
+
+ @application(inputs=['input_'], outputs=['output'])
+ def apply(self, input_):
+ W, b = self.parameters
+ output = T.tensordot(input_, W, axes=[[1], [0]]) + b
+ return output
+
+ def get_dim(self, name):
+ if name == 'input_':
+ return self.input_dim
+ if name == 'output':
+ return (self.output_dim0, self.output_dim1)
+ super(TensorLinear_inverse, self).get_dim(name)
+
+class TensorLinear_Plus_Linear(Initializable):
+ def __init__(self, input_dim0, input_dim1, output_dim,
+ batch_size, **kwargs):
+ '''
+ input_dim0: number of items
+ input_dim1: number of ratings (1~input_dim1), a.k.a K in our paper
+ '''
+ super(TensorLinear_Plus_Linear, self).__init__(**kwargs)
+ self.input_dim0 = input_dim0
+ self.input_dim1 = input_dim1
+ self.output_dim = output_dim
+
+ def __allocate(self, input_dim0, input_dim1, output_dim):
+ W = shared_floatx_nans((input_dim0, input_dim1, output_dim), name='W')
+ add_role(W, WEIGHT)
+ self.parameters.append(W)
+ self.add_auxiliary_variable(W.norm(2), name='W_norm')
+ b = shared_floatx_nans((output_dim,), name='b')
+ add_role(b, BIAS)
+ self.parameters.append(b)
+ W_Linear = shared_floatx_nans((input_dim0, output_dim), name='W_Linear')
+ self.add_auxiliary_variable(W_Linear.norm(2), name='W_Linear_norm')
+ add_role(W_Linear, WEIGHT)
+ self.parameters.append(W_Linear)
+
+
+ def _allocate(self):
+ self.__allocate(self.input_dim0, self.input_dim1, self.output_dim)
+
+ def _initialize(self):
+ W, b, W_Linear = self.parameters
+ self.weights_init.initialize(W, self.rng)
+ self.biases_init.initialize(b, self.rng)
+ self.weights_init.initialize(W_Linear, self.rng)
+
+ @application(inputs=['input0_', 'input1_'], outputs=['output'])
+ def apply(self, input0_, input1_):
+ W, b, W_Linear = self.parameters
+ output = T.tensordot(input0_, W, axes=[[1, 2], [0, 1]]) + T.dot(input1_, W_Linear) + b
+ return output
+
+ def get_dim(self, name):
+ if name == 'input_':
+ return (self.input_dim0, self.input_dim1)
+ if name == 'output':
+ return self.output_dim
+ super(TensorLinear_Plus_Linear, self).get_dim(name)
+
+
+def Adam_optimizer(input_list, cost, parameters, lr0, b1, b2, epsilon):
+
+ params_gradient = [T.grad(cost, param) for param in parameters]
+ grad_shared = [theano.shared(p.get_value() * 0., name='%s_grad' % p.name) for p in parameters]
+ grads_update = [(gs, g) for gs, g in zip(grad_shared, params_gradient)]
+ f_get_grad = theano.function(inputs=input_list,
+ updates=grads_update,
+ outputs=cost,
+ )
+
+ updates = []
+
+ i = theano.shared(np.float32(0.))
+ i_t = i + 1.
+ fix1 = 1. - b1 ** (i_t)
+ fix2 = 1. - b2 ** (i_t)
+ lr_t = lr0 * (T.sqrt(fix2) / fix1)
+
+ for p, g in zip(parameters, grad_shared):
+ m = theano.shared(p.get_value() * 0.)
+ v = theano.shared(p.get_value() * 0.)
+ m_t = (b1 * g) + ((1. - b1) * m)
+ v_t = (b2 * T.sqr(g)) + ((1. - b2) * v)
+ g_t = m_t / (T.sqrt(v_t) + epsilon)
+ p_t = p - (lr_t * g_t)
+ updates.append((m, m_t))
+ updates.append((v, v_t))
+ updates.append((p, p_t))
+ updates.append((i, i_t))
+
+ f_update_parameters = theano.function([lr0], [], updates=updates)
+
+ return f_get_grad, f_update_parameters, grad_shared
+
+def Adadelta_optimizer(input_list, cost, parameters, decay, epsilon):
+
+ params_gradient = [T.grad(cost, param) for param in parameters]
+ grad_shared = [theano.shared(p.get_value() * 0., name='%s_grad' % p.name) for p in parameters]
+ running_up2 = [theano.shared(p.get_value() * 0, name='%s_rup2' % p.name) for p in parameters]
+ running_grads2 = [theano.shared(p.get_value() * 0, name='%s_rgrad2' % p.name) for p in parameters]
+ zgup = [(zg, g) for zg, g in zip(grad_shared, params_gradient)]
+ rg2up = [(rg2, decay * rg2 + (1.0 - decay) * (g ** 2)) for rg2, g in zip(running_grads2, params_gradient)]
+
+ f_get_grad = theano.function(inputs=input_list,
+ updates=zgup + rg2up,
+ outputs=cost,
+ )
+
+ updir = [-T.sqrt(ru2 + epsilon) / T.sqrt(rg2 + epsilon) * zg for zg, ru2, rg2 in zip(grad_shared, running_up2, running_grads2)]
+ ru2up = [(ru2, decay * ru2 + (1 - decay) * (ud ** 2)) for ru2, ud in zip(running_up2, updir)]
+ param_up = [(p, p + ud) for p, ud in zip(parameters, updir)]
+
+
+
+ f_update_parameters = theano.function([], [], updates=ru2up + param_up)
+
+ return f_get_grad, f_update_parameters, grad_shared
+
+def SGD_optimizer(input_list, cost, parameters, lr0, mu):
+
+ params_gradient = [T.grad(cost, param) for param in parameters]
+ grad_shared = [theano.shared(p.get_value() * 0., name='%s_grad' % p.name) for p in parameters]
+ velo_shared = [theano.shared(p.get_value() * 0., name='%s_velocity' % p.name) for p in parameters]
+
+ grads_update = [(gs, g) for gs, g in zip(grad_shared, params_gradient)]
+ f_get_grad = theano.function(inputs=input_list,
+ updates=grads_update,
+ outputs=cost,
+ )
+
+ updates = []
+ for p, v, g in zip(parameters, velo_shared, grad_shared):
+
+ p_t = p - lr0 * g + mu * v
+ v_t = mu * v - lr0 * g
+ updates.append((p, p_t))
+ updates.append((v, v_t))
+
+ f_update_parameters = theano.function([lr0], [], updates=updates)
+
+ return f_get_grad, f_update_parameters, grad_shared
+
+def polyak(parameters, mu):
+
+ polyak_shared = [theano.shared(p.get_value(), name='%s_polyak' % p.name) for p in parameters]
+ updates = []
+ for y, p in zip(polyak_shared, parameters):
+ y_t = mu * y + (1 - mu) * p
+ updates.append((y, y_t))
+ f_update_polyak = theano.function([], [], updates=updates)
+
+ return f_update_polyak, polyak_shared
+
+def polyak_replace(parameters, polyaks):
+
+ updates = []
+ for y, p in zip(polyaks, parameters):
+ y_name_split = y.name.split('_')
+
+ assert y_name_split[0] == p.name
+ updates.append((p, y))
+
+ f_replace_polyak = theano.function([], [], updates=updates)
+ return f_replace_polyak
+
+
+class tabula_NADE(Sequence, Initializable, Feedforward):
+
+ def __init__(self, input_dim0, input_dim1, other_dims, activations, batch_size,
+ **kwargs):
+
+ self.activations = activations
+ self.input_dim0 = input_dim0
+ self.input_dim1 = input_dim1
+ self.other_dims = other_dims
+ self.batch_size = batch_size
+ self.linear_transformations = []
+ self.linear_transformations.append(TensorLinear(input_dim0=self.input_dim0,
+ input_dim1=self.input_dim1,
+ output_dim=self.other_dims[0],
+ batch_size=batch_size)
+ )
+ self.linear_transformations.extend([Linear(name='linear_{}'.format(i),
+ input_dim=other_dims[i],
+ output_dim=other_dims[i + 1])
+ for i in range(len(other_dims) - 1)])
+ self.linear_transformations.append(TensorLinear_inverse(input_dim=self.other_dims[-1],
+ output_dim0=self.input_dim0,
+ output_dim1=self.input_dim1,
+ batch_size=batch_size))
+ application_methods = []
+ for entity in interleave([self.linear_transformations, activations]):
+ if entity is None:
+ continue
+ if isinstance(entity, Brick):
+ application_methods.append(entity.apply)
+ else:
+ application_methods.append(entity)
+ super(tabula_NADE, self).__init__(application_methods, **kwargs)
+
+
+
+ @property
+ def input_dim(self):
+ return (self.input_dim0, input_dim1)
+
+ @input_dim.setter
+ def input_dim(self, value):
+ self.input_dim0 = value[0]
+ self.input_dim1 = value[1]
+
+ @property
+ def hidden_dims(self):
+ return self.other_dims
+
+ @hidden_dims.setter
+ def hidden_dims(self, value):
+ self.other_dims = value
+
+
+if __name__ == '__main__':
+
+ import sys, os
+ import time as t
+ import copy as cp
+ import gc
+ from blocks.graph import ComputationGraph, apply_dropout
+ from blocks.filter import VariableFilter
+ from blocks.roles import INPUT, OUTPUT
+ sys.argv.pop(0)
+
+
+ input_dim0 = 6040
+ input_dim1 = 5
+# output_dim = 128
+ batch_size = int(sys.argv[0])
+ n_iter = int(sys.argv[1])
+ look_ahead = int(sys.argv[2])
+ lr = float(sys.argv[3]) # lr in Adam and SGD, decay in Adadelta
+ b1 = float(sys.argv[4]) # b1 in Adam, mu in SGD
+ b2 = float(sys.argv[5])
+ epsilon = float(sys.argv[6])
+ hidden_size_split = (sys.argv[7]).split('_')
+ hidden_size = [int(x) for x in hidden_size_split]
+ activation_function = sys.argv[8]
+ drop_rate = float(sys.argv[9])
+ weight_decay = float(sys.argv[10])
+ Optimizer = sys.argv[11]
+ std = float(sys.argv[12])
+ alpha = float(sys.argv[13])
+ polyak_mu = float(sys.argv[14])
+ output_path = sys.argv[15]
+
+
+ np.random.seed(12345)
+
+
+
+# input_mat = np.random.rand(batch_size, input_dim0, input_dim1).astype(theano.config.floatX)
+# input_ratings = np.zeros((batch_size, input_dim0, input_dim1), dtype=theano.config.floatX)
+# input_ratings[:, :, 0] = 1
+ trainset = MovieLens1M(which_set=['train'], sources=('input_ratings', 'output_ratings', 'input_masks', 'output_masks'))
+ validset = MovieLens1M(which_set=['valid'], sources=('input_ratings', 'output_ratings', 'input_masks', 'output_masks'))
+ testset = MovieLens1M(which_set=['test'], sources=('input_ratings', 'output_ratings', 'input_masks', 'output_masks'))
+
+ train_loop_stream = ForceFloatX(
+ data_stream=MovieLensTransformer(
+
+ data_stream=Trainer_MovieLensTransformer(
+ data_stream=DataStream(
+ dataset=trainset,
+ iteration_scheme=ShuffledScheme(
+ trainset.num_examples,
+ batch_size
+ )
+ )
+ )
+ )
+ )
+
+ trainval_loop_stream = ForceFloatX(
+ data_stream=MovieLensTransformer(
+
+ data_stream=Trainer_MovieLensTransformer(
+ data_stream=DataStream(
+ dataset=testset,
+ iteration_scheme=ShuffledScheme(
+ trainset.num_examples,
+ batch_size
+ )
+ )
+ )
+ )
+ )
+
+# train_monitor_stream = ForceFloatX(
+# data_stream=MovieLensTransformer(
+# data_stream=DataStream(
+# dataset=trainset,
+# iteration_scheme=ShuffledScheme(
+# validset.num_examples,
+# batch_size
+# )
+#
+# )
+#
+# )
+# )
+
+ valid_monitor_stream = ForceFloatX(
+ data_stream=MovieLensTransformer(
+ data_stream=DataStream(
+ dataset=validset,
+ iteration_scheme=ShuffledScheme(
+ validset.num_examples,
+ batch_size
+ )
+
+ )
+
+ )
+ )
+
+ test_monitor_stream = ForceFloatX(
+ data_stream=MovieLensTransformer(
+ data_stream=DataStream(
+ dataset=testset,
+ iteration_scheme=ShuffledScheme(
+ testset.num_examples,
+ batch_size
+ )
+
+ )
+
+ )
+ )
+
+ rating_freq = np.zeros((6040, 5))
+ init_b = np.zeros((6040, 5))
+ for batch in valid_monitor_stream.get_epoch_iterator():
+ inp_r, out_r, inp_m, out_m = batch
+ rating_freq += inp_r.sum(axis=0)
+
+ log_rating_freq = np.log(rating_freq + 1e-8)
+ log_rating_freq_diff = np.diff(log_rating_freq, axis=1)
+ init_b[:, 1:] = log_rating_freq_diff
+ init_b[:, 0] = log_rating_freq[:, 0]
+# init_b = np.log(rating_freq / (rating_freq.sum(axis=1)[:, None] + 1e-8) +1e-8) * (rating_freq>0)
+
+ new_items = np.where(rating_freq.sum(axis=1) == 0)[0]
+
+ input_ratings = T.tensor3(name='input_ratings', dtype=theano.config.floatX)
+ output_ratings = T.tensor3(name='output_ratings', dtype=theano.config.floatX)
+ input_masks = T.matrix(name='input_masks', dtype=theano.config.floatX)
+ output_masks = T.matrix(name='output_masks', dtype=theano.config.floatX)
+
+ input_ratings_cum = T.extra_ops.cumsum(input_ratings[:, :, ::-1], axis=2)[:, :, ::-1]
+
+
+# hidden_size = [256]
+ if activation_function == 'reclin':
+ act = Rectifier
+ elif activation_function == 'tanh':
+ act = Tanh
+ elif activation_function == 'sigmoid':
+ act = Logistic
+ elif activation_function == 'softplus':
+ act = Softplus
+ layers_act = [act('layer_%d' % i) for i in range(len(hidden_size))]
+ NADE_CF_model = tabula_NADE(activations=layers_act,
+ input_dim0=input_dim0,
+ input_dim1=input_dim1,
+ other_dims=hidden_size,
+ batch_size=batch_size,
+ weights_init=Uniform(std=0.05),
+ biases_init=Constant(0.0)
+ )
+ NADE_CF_model.push_initialization_config()
+ dims = [input_dim0] + hidden_size + [input_dim0]
+ linear_layers = [layer for layer in NADE_CF_model.children
+ if 'linear' in layer.name]
+ assert len(linear_layers) == len(dims) - 1
+ for i in range(len(linear_layers)):
+ H1 = dims[i]
+ H2 = dims[i + 1]
+ width = 2 * np.sqrt(6) / np.sqrt(H1 + H2)
+# std = np.sqrt(2. / dim)
+ linear_layers[i].weights_init = Uniform(width=width)
+
+
+# NADE_CF_model.children[0].weights_init = Constant(1)
+# NADE_CF_model.children[0].biases_init = Constant(1.5)
+# NADE_CF_model.children[1].weights_init = Constant(2)
+# NADE_CF_model.children[1].biases_init = Constant(2.5)
+ NADE_CF_model.initialize()
+ NADE_CF_model.children[-1].parameters[-1].set_value(init_b.astype(theano.config.floatX))
+ y = NADE_CF_model.apply(input_ratings_cum)
+ y_cum = T.extra_ops.cumsum(y, axis=2)
+ predicted_ratings = NDimensionalSoftmax().apply(y_cum, extra_ndim=1)
+ d = input_masks.sum(axis=1)
+ D = (input_masks + output_masks).sum(axis=1)
+# ratings = T.tensor3(name="ratings", dtype=theano.config.floatX)
+ cost, nll, nll_item_ratings, cost_ordinal_1N, cost_ordinal_N1, prob_item_ratings = rating_cost(y, output_ratings, input_masks, output_masks, D, d, alpha=alpha, std=std)
+ cost.name = 'cost'
+
+ cg = ComputationGraph(cost)
+ if weight_decay > 0.0:
+ all_weights = VariableFilter(roles=[WEIGHT])(cg.variables)
+ l2_weights = T.sum([(W ** 2).sum() for W in all_weights])
+ l2_cost = cost + weight_decay * l2_weights
+ l2_cost.name = 'l2_decay_' + cost.name
+ cg = ComputationGraph(l2_cost)
+ if drop_rate > 0.0:
+ dropped_layer = VariableFilter(roles=[INPUT], bricks=NADE_CF_model.children)(cg.variables)
+ dropped_layer = [layer for layer in dropped_layer if 'linear' in layer.name]
+ dropped_layer = dropped_layer[1:]
+ cg_dropout = apply_dropout(cg, dropped_layer, drop_rate)
+ else:
+ cg_dropout = cg
+ training_cost = cg_dropout.outputs[0]
+ lr0 = T.scalar(name='learning_rate', dtype=theano.config.floatX)
+ input_list = [input_ratings, input_masks, output_ratings, output_masks]
+ if Optimizer == 'Adam':
+ f_get_grad, f_update_parameters, shared_gradients = Adam_optimizer(input_list,
+ training_cost,
+ cg_dropout.parameters,
+ lr0,
+ b1,
+ b2,
+ epsilon)
+ elif Optimizer == 'Adadelta':
+ f_get_grad, f_update_parameters, shared_gradients = Adadelta_optimizer(input_list,
+ training_cost,
+ cg_dropout.parameters,
+ lr,
+ epsilon)
+ elif Optimizer == 'SGD':
+ f_get_grad, f_update_parameters, shared_gradients = SGD_optimizer(input_list,
+ training_cost,
+ cg_dropout.parameters,
+ lr0,
+ b1)
+
+
+# f_get_grad, f_update_parameters, shared_gradients = SGD_optimizer(input_list,
+# cost,
+# cg.parameters,
+# lr0)
+ param_list = []
+ [param_list.extend(p.parameters) for p in NADE_CF_model.children]
+ f_update_polyak, shared_polyak = polyak(param_list, mu=polyak_mu)
+
+# f_monitor = theano.function(inputs=[input_ratings, input_masks, output_ratings, output_masks],
+# outputs=[predicted_ratings,training_cost, nll, nll_item_ratings, cost_ordinal_1N, cost_ordinal_N1, prob_item_ratings])
+ f_monitor = theano.function(inputs=[input_ratings],
+ outputs=[predicted_ratings])
+ nb_of_epocs_without_improvement = 0
+ best_valid_error = np.Inf
+ epoch = 0
+ test_RMSE = []
+ valid_RMSE = []
+ test_RMSE = []
+ best_model = cp.deepcopy(NADE_CF_model)
+ best_polyak = cp.deepcopy(shared_polyak)
+ start_training_time = t.time()
+ lr_tracer = []
+ rate_score = np.array([1, 2, 3, 4, 5], np.float32)
+ while(epoch < n_iter and nb_of_epocs_without_improvement < look_ahead):
+ print 'Epoch {0}'.format(epoch)
+ epoch += 1
+ start_time_epoch = t.time()
+ cost_train = []
+ squared_error_train = []
+ n_sample_train = []
+ cntt = 0
+ train_time = 0
+ for batch in train_loop_stream.get_epoch_iterator():
+
+ inp_r, out_r, inp_m, out_m = batch
+ train_t = t.time()
+ cost_value = f_get_grad(inp_r, inp_m, out_r, out_m)
+ train_time += t.time() - train_t
+# pred_ratings = f_monitor(inp_r)
+ if Optimizer == 'Adadelta':
+ f_update_parameters()
+ else:
+ f_update_parameters(lr)
+ f_update_polyak()
+ pred_ratings = f_monitor(inp_r)
+ true_r = out_r.argmax(axis=2) + 1
+ pred_r = (pred_ratings[0] * rate_score[np.newaxis, np.newaxis, :]).sum(axis=2)
+ pred_r[:, new_items] = 3
+# new_users = np.where((inp_m+out_m).sum(axis=1)==0)[0]
+# pred_r[new_users,:] = 3
+# pred_r = pred_ratings[0].argmax(axis=2) + 1
+ mask = out_r.sum(axis=2)
+ se = np.sum(np.square(true_r - pred_r) * mask)
+ n = np.sum(mask)
+ squared_error_train.append(se)
+ n_sample_train.append(n)
+ cost_train.append(cost_value)
+ cntt+= 1
+
+ cost_train = np.array(cost_train).mean()
+ squared_error_ = np.array(squared_error_train).sum()
+ n_samples = np.array(n_sample_train).sum()
+ train_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
+
+ print '\tTraining ...',
+ print 'Train :', "RMSE: {0:.6f}".format(train_RMSE), " Cost Error: {0:.6f}".format(cost_train), "Train Time: {0:.6f}".format(train_time), get_done_text(start_time_epoch)
+
+ print '\tValidating ...',
+ start_time = t.time()
+ squared_error_valid = []
+ n_sample_valid = []
+ valid_time = 0
+ for batch in valid_monitor_stream.get_epoch_iterator():
+ inp_r, out_r, inp_m, out_m = batch
+ valid_t = t.time()
+ pred_ratings = f_monitor(inp_r)
+ valid_time += t.time() - valid_t
+ true_r = out_r.argmax(axis=2) + 1
+ pred_r = (pred_ratings[0] * rate_score[np.newaxis, np.newaxis, :]).sum(axis=2)
+
+ pred_r[:, new_items] = 3
+# new_users = np.where(inp_m.sum(axis=1)==0)[0]
+# pred_r[new_users,:] = 3
+
+# pred_r = pred_ratings[0].argmax(axis=2) + 1
+ mask = out_r.sum(axis=2)
+ se = np.sum(np.square(true_r - pred_r) * mask)
+ n = np.sum(mask)
+ squared_error_valid.append(se)
+ n_sample_valid.append(n)
+
+ squared_error_ = np.array(squared_error_valid).sum()
+ n_samples = np.array(n_sample_valid).sum()
+ valid_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
+ print 'Validation:', " RMSE: {0:.6f}".format(valid_RMSE) , "Valid Time: {0:.6f}".format(valid_time), get_done_text(start_time),
+ if valid_RMSE < best_valid_error:
+ best_epoch = epoch
+ nb_of_epocs_without_improvement = 0
+ best_valid_error = valid_RMSE
+ del best_model
+ del best_polyak
+ gc.collect()
+
+ best_model = cp.deepcopy(NADE_CF_model)
+ best_polyak = cp.deepcopy(shared_polyak)
+ print '\n\n Got a good one'
+ else:
+ nb_of_epocs_without_improvement += 1
+ if Optimizer == 'Adadelta':
+ pass
+ elif nb_of_epocs_without_improvement == look_ahead and lr > 1e-5:
+ nb_of_epocs_without_improvement = 0
+ lr /= 4
+ print "learning rate is now %s" % lr
+ lr_tracer.append(lr)
+
+
+ print '\n### Training, n_layers=%d' % (len(hidden_size)), get_done_text(start_training_time)
+
+ best_y = best_model.apply(input_ratings_cum)
+ best_y_cum = T.extra_ops.cumsum(best_y, axis=2)
+ best_predicted_ratings = NDimensionalSoftmax().apply(best_y_cum, extra_ndim=1)
+ f_monitor_best = theano.function(inputs=[input_ratings],
+ outputs=[best_predicted_ratings])
+
+ print '\tTesting ...',
+ start_time = t.time()
+ squared_error_test = []
+ n_sample_test = []
+ test_time = 0
+ for batch in test_monitor_stream.get_epoch_iterator():
+ inp_r, out_r, inp_m, _ = batch
+ test_t = t.time()
+ pred_ratings = f_monitor_best(inp_r)
+ test_time += t.time() - test_t
+ true_r = out_r.argmax(axis=2) + 1
+ pred_r = (pred_ratings[0] * rate_score[np.newaxis, np.newaxis, :]).sum(axis=2)
+ pred_r[:, new_items] = 3
+# new_users = np.where(inp_m.sum(axis=1)==0)[0]
+# pred_r[new_users,:] = 3
+# pred_r = pred_ratings[0].argmax(axis=2) + 1
+ mask = out_r.sum(axis=2)
+ se = np.sum(np.square(true_r - pred_r) * mask)
+ n = np.sum(mask)
+ squared_error_test.append(se)
+ n_sample_test.append(n)
+
+ squared_error_ = np.array(squared_error_test).sum()
+ n_samples = np.array(n_sample_test).sum()
+ test_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
+ print 'Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time),
+
+ f = open(os.path.join(output_path, 'Reco_NADE_masked_directly_itembased.txt'), 'a')
+ to_write = [str(test_RMSE), str(best_valid_error), str(best_epoch)] + sys.argv[:-1]
+ line = " ".join(to_write) + '\n'
+ f.write(line)
+ f.close()
+
+ print '\tTesting with polyak parameters...',
+ best_param_list = []
+ [best_param_list.extend(p.parameters) for p in best_model.children]
+ f_replace = polyak_replace(best_param_list, best_polyak)
+ f_replace()
+ cc = 0
+ for pp in best_polyak:
+ pp_value = pp.get_value()
+ np.save('/tmp/cfnade/%d'%cc, pp_value)
+ cc+=1
+
+
+ start_time = t.time()
+ squared_error_test = []
+ n_sample_test = []
+ test_time = 0
+ for batch in test_monitor_stream.get_epoch_iterator():
+ inp_r, out_r, inp_m, _ = batch
+ test_t = t.time()
+ pred_ratings = f_monitor_best(inp_r)
+ test_time += t.time() - test_t
+ true_r = out_r.argmax(axis=2) + 1
+ pred_r = (pred_ratings[0] * rate_score[np.newaxis, np.newaxis, :]).sum(axis=2)
+ pred_r[:, new_items] = 3
+# new_users = np.where(inp_m.sum(axis=1)==0)[0]
+# pred_r[new_users,:] = 3
+# pred_r = pred_ratings[0].argmax(axis=2) + 1
+ mask = out_r.sum(axis=2)
+ se = np.sum(np.square(true_r - pred_r) * mask)
+ n = np.sum(mask)
+ squared_error_test.append(se)
+ n_sample_test.append(n)
+
+ squared_error_ = np.array(squared_error_test).sum()
+ n_samples = np.array(n_sample_test).sum()
+ test_RMSE = np.sqrt(squared_error_ / (n_samples * 1.0 + 1e-8))
+ print 'Test:', " RMSE: {0:.6f}".format(test_RMSE) , "Test Time: {0:.6f}".format(test_time), get_done_text(start_time),
+
+ f = open(os.path.join(output_path, 'Reco_NADE_masked_directly_itembased.txt'), 'a')
+ to_write = [str(test_RMSE), str(best_valid_error), str(best_epoch)] + sys.argv[:-1] + ['polyak']
+ line = " ".join(to_write) + '\n'
+ f.write(line)
+ f.close()
+
+
diff --git a/ml-1m/README b/ml-1m/README
new file mode 100644
index 0000000..3d0acab
--- /dev/null
+++ b/ml-1m/README
@@ -0,0 +1,170 @@
+SUMMARY
+================================================================================
+
+These files contain 1,000,209 anonymous ratings of approximately 3,900 movies
+made by 6,040 MovieLens users who joined MovieLens in 2000.
+
+USAGE LICENSE
+================================================================================
+
+Neither the University of Minnesota nor any of the researchers
+involved can guarantee the correctness of the data, its suitability
+for any particular purpose, or the validity of results based on the
+use of the data set. The data set may be used for any research
+purposes under the following conditions:
+
+ * The user may not state or imply any endorsement from the
+ University of Minnesota or the GroupLens Research Group.
+
+ * The user must acknowledge the use of the data set in
+ publications resulting from the use of the data set
+ (see below for citation information).
+
+ * The user may not redistribute the data without separate
+ permission.
+
+ * The user may not use this information for any commercial or
+ revenue-bearing purposes without first obtaining permission
+ from a faculty member of the GroupLens Research Project at the
+ University of Minnesota.
+
+If you have any further questions or comments, please contact GroupLens
+.
+
+CITATION
+================================================================================
+
+To acknowledge use of the dataset in publications, please cite the following
+paper:
+
+F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets: History
+and Context. ACM Transactions on Interactive Intelligent Systems (TiiS) 5, 4,
+Article 19 (December 2015), 19 pages. DOI=http://dx.doi.org/10.1145/2827872
+
+
+ACKNOWLEDGEMENTS
+================================================================================
+
+Thanks to Shyong Lam and Jon Herlocker for cleaning up and generating the data
+set.
+
+FURTHER INFORMATION ABOUT THE GROUPLENS RESEARCH PROJECT
+================================================================================
+
+The GroupLens Research Project is a research group in the Department of
+Computer Science and Engineering at the University of Minnesota. Members of
+the GroupLens Research Project are involved in many research projects related
+to the fields of information filtering, collaborative filtering, and
+recommender systems. The project is lead by professors John Riedl and Joseph
+Konstan. The project began to explore automated collaborative filtering in
+1992, but is most well known for its world wide trial of an automated
+collaborative filtering system for Usenet news in 1996. Since then the project
+has expanded its scope to research overall information filtering solutions,
+integrating in content-based methods as well as improving current collaborative
+filtering technology.
+
+Further information on the GroupLens Research project, including research
+publications, can be found at the following web site:
+
+ http://www.grouplens.org/
+
+GroupLens Research currently operates a movie recommender based on
+collaborative filtering:
+
+ http://www.movielens.org/
+
+RATINGS FILE DESCRIPTION
+================================================================================
+
+All ratings are contained in the file "ratings.dat" and are in the
+following format:
+
+UserID::MovieID::Rating::Timestamp
+
+- UserIDs range between 1 and 6040
+- MovieIDs range between 1 and 3952
+- Ratings are made on a 5-star scale (whole-star ratings only)
+- Timestamp is represented in seconds since the epoch as returned by time(2)
+- Each user has at least 20 ratings
+
+USERS FILE DESCRIPTION
+================================================================================
+
+User information is in the file "users.dat" and is in the following
+format:
+
+UserID::Gender::Age::Occupation::Zip-code
+
+All demographic information is provided voluntarily by the users and is
+not checked for accuracy. Only users who have provided some demographic
+information are included in this data set.
+
+- Gender is denoted by a "M" for male and "F" for female
+- Age is chosen from the following ranges:
+
+ * 1: "Under 18"
+ * 18: "18-24"
+ * 25: "25-34"
+ * 35: "35-44"
+ * 45: "45-49"
+ * 50: "50-55"
+ * 56: "56+"
+
+- Occupation is chosen from the following choices:
+
+ * 0: "other" or not specified
+ * 1: "academic/educator"
+ * 2: "artist"
+ * 3: "clerical/admin"
+ * 4: "college/grad student"
+ * 5: "customer service"
+ * 6: "doctor/health care"
+ * 7: "executive/managerial"
+ * 8: "farmer"
+ * 9: "homemaker"
+ * 10: "K-12 student"
+ * 11: "lawyer"
+ * 12: "programmer"
+ * 13: "retired"
+ * 14: "sales/marketing"
+ * 15: "scientist"
+ * 16: "self-employed"
+ * 17: "technician/engineer"
+ * 18: "tradesman/craftsman"
+ * 19: "unemployed"
+ * 20: "writer"
+
+MOVIES FILE DESCRIPTION
+================================================================================
+
+Movie information is in the file "movies.dat" and is in the following
+format:
+
+MovieID::Title::Genres
+
+- Titles are identical to titles provided by the IMDB (including
+year of release)
+- Genres are pipe-separated and are selected from the following genres:
+
+ * Action
+ * Adventure
+ * Animation
+ * Children's
+ * Comedy
+ * Crime
+ * Documentary
+ * Drama
+ * Fantasy
+ * Film-Noir
+ * Horror
+ * Musical
+ * Mystery
+ * Romance
+ * Sci-Fi
+ * Thriller
+ * War
+ * Western
+
+- Some MovieIDs do not correspond to a movie due to accidental duplicate
+entries and/or test entries
+- Movies are mostly entered by hand, so errors and inconsistencies may exist
diff --git a/ml-1m/movies.dat b/ml-1m/movies.dat
new file mode 100644
index 0000000..9a73543
--- /dev/null
+++ b/ml-1m/movies.dat
@@ -0,0 +1,3883 @@
+1::Toy Story (1995)::Animation|Children's|Comedy
+2::Jumanji (1995)::Adventure|Children's|Fantasy
+3::Grumpier Old Men (1995)::Comedy|Romance
+4::Waiting to Exhale (1995)::Comedy|Drama
+5::Father of the Bride Part II (1995)::Comedy
+6::Heat (1995)::Action|Crime|Thriller
+7::Sabrina (1995)::Comedy|Romance
+8::Tom and Huck (1995)::Adventure|Children's
+9::Sudden Death (1995)::Action
+10::GoldenEye (1995)::Action|Adventure|Thriller
+11::American President, The (1995)::Comedy|Drama|Romance
+12::Dracula: Dead and Loving It (1995)::Comedy|Horror
+13::Balto (1995)::Animation|Children's
+14::Nixon (1995)::Drama
+15::Cutthroat Island (1995)::Action|Adventure|Romance
+16::Casino (1995)::Drama|Thriller
+17::Sense and Sensibility (1995)::Drama|Romance
+18::Four Rooms (1995)::Thriller
+19::Ace Ventura: When Nature Calls (1995)::Comedy
+20::Money Train (1995)::Action
+21::Get Shorty (1995)::Action|Comedy|Drama
+22::Copycat (1995)::Crime|Drama|Thriller
+23::Assassins (1995)::Thriller
+24::Powder (1995)::Drama|Sci-Fi
+25::Leaving Las Vegas (1995)::Drama|Romance
+26::Othello (1995)::Drama
+27::Now and Then (1995)::Drama
+28::Persuasion (1995)::Romance
+29::City of Lost Children, The (1995)::Adventure|Sci-Fi
+30::Shanghai Triad (Yao a yao yao dao waipo qiao) (1995)::Drama
+31::Dangerous Minds (1995)::Drama
+32::Twelve Monkeys (1995)::Drama|Sci-Fi
+33::Wings of Courage (1995)::Adventure|Romance
+34::Babe (1995)::Children's|Comedy|Drama
+35::Carrington (1995)::Drama|Romance
+36::Dead Man Walking (1995)::Drama
+37::Across the Sea of Time (1995)::Documentary
+38::It Takes Two (1995)::Comedy
+39::Clueless (1995)::Comedy|Romance
+40::Cry, the Beloved Country (1995)::Drama
+41::Richard III (1995)::Drama|War
+42::Dead Presidents (1995)::Action|Crime|Drama
+43::Restoration (1995)::Drama
+44::Mortal Kombat (1995)::Action|Adventure
+45::To Die For (1995)::Comedy|Drama
+46::How to Make an American Quilt (1995)::Drama|Romance
+47::Seven (Se7en) (1995)::Crime|Thriller
+48::Pocahontas (1995)::Animation|Children's|Musical|Romance
+49::When Night Is Falling (1995)::Drama|Romance
+50::Usual Suspects, The (1995)::Crime|Thriller
+51::Guardian Angel (1994)::Action|Drama|Thriller
+52::Mighty Aphrodite (1995)::Comedy
+53::Lamerica (1994)::Drama
+54::Big Green, The (1995)::Children's|Comedy
+55::Georgia (1995)::Drama
+56::Kids of the Round Table (1995)::Adventure|Children's|Fantasy
+57::Home for the Holidays (1995)::Drama
+58::Postino, Il (The Postman) (1994)::Drama|Romance
+59::Confessional, The (Le Confessionnal) (1995)::Drama|Mystery
+60::Indian in the Cupboard, The (1995)::Adventure|Children's|Fantasy
+61::Eye for an Eye (1996)::Drama|Thriller
+62::Mr. Holland's Opus (1995)::Drama
+63::Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996)::Comedy
+64::Two if by Sea (1996)::Comedy|Romance
+65::Bio-Dome (1996)::Comedy
+66::Lawnmower Man 2: Beyond Cyberspace (1996)::Sci-Fi|Thriller
+67::Two Bits (1995)::Drama
+68::French Twist (Gazon maudit) (1995)::Comedy|Romance
+69::Friday (1995)::Comedy
+70::From Dusk Till Dawn (1996)::Action|Comedy|Crime|Horror|Thriller
+71::Fair Game (1995)::Action
+72::Kicking and Screaming (1995)::Comedy|Drama
+73::Misrables, Les (1995)::Drama|Musical
+74::Bed of Roses (1996)::Drama|Romance
+75::Big Bully (1996)::Comedy|Drama
+76::Screamers (1995)::Sci-Fi|Thriller
+77::Nico Icon (1995)::Documentary
+78::Crossing Guard, The (1995)::Drama
+79::Juror, The (1996)::Drama|Thriller
+80::White Balloon, The (Badkonake Sefid ) (1995)::Drama
+81::Things to Do in Denver when You're Dead (1995)::Crime|Drama|Romance
+82::Antonia's Line (Antonia) (1995)::Drama
+83::Once Upon a Time... When We Were Colored (1995)::Drama
+84::Last Summer in the Hamptons (1995)::Comedy|Drama
+85::Angels and Insects (1995)::Drama|Romance
+86::White Squall (1996)::Adventure|Drama
+87::Dunston Checks In (1996)::Children's|Comedy
+88::Black Sheep (1996)::Comedy
+89::Nick of Time (1995)::Action|Thriller
+90::Journey of August King, The (1995)::Drama
+92::Mary Reilly (1996)::Drama|Thriller
+93::Vampire in Brooklyn (1995)::Comedy|Romance
+94::Beautiful Girls (1996)::Drama
+95::Broken Arrow (1996)::Action|Thriller
+96::In the Bleak Midwinter (1995)::Comedy
+97::Hate (Haine, La) (1995)::Drama
+98::Shopping (1994)::Action|Thriller
+99::Heidi Fleiss: Hollywood Madam (1995)::Documentary
+100::City Hall (1996)::Drama|Thriller
+101::Bottle Rocket (1996)::Comedy
+102::Mr. Wrong (1996)::Comedy
+103::Unforgettable (1996)::Thriller
+104::Happy Gilmore (1996)::Comedy
+105::Bridges of Madison County, The (1995)::Drama|Romance
+106::Nobody Loves Me (Keiner liebt mich) (1994)::Comedy|Drama
+107::Muppet Treasure Island (1996)::Adventure|Children's|Comedy|Musical
+108::Catwalk (1995)::Documentary
+109::Headless Body in Topless Bar (1995)::Comedy
+110::Braveheart (1995)::Action|Drama|War
+111::Taxi Driver (1976)::Drama|Thriller
+112::Rumble in the Bronx (1995)::Action|Adventure|Crime
+113::Before and After (1996)::Drama|Mystery
+114::Margaret's Museum (1995)::Drama
+115::Happiness Is in the Field (1995)::Comedy
+116::Anne Frank Remembered (1995)::Documentary
+117::Young Poisoner's Handbook, The (1995)::Crime
+118::If Lucy Fell (1996)::Comedy|Romance
+119::Steal Big, Steal Little (1995)::Comedy
+120::Race the Sun (1996)::Drama
+121::Boys of St. Vincent, The (1993)::Drama
+122::Boomerang (1992)::Comedy|Romance
+123::Chungking Express (1994)::Drama|Mystery|Romance
+124::Star Maker, The (Uomo delle stelle, L') (1995)::Drama
+125::Flirting With Disaster (1996)::Comedy
+126::NeverEnding Story III, The (1994)::Adventure|Children's|Fantasy
+127::Silence of the Palace, The (Saimt el Qusur) (1994)::Drama
+128::Jupiter's Wife (1994)::Documentary
+129::Pie in the Sky (1995)::Comedy|Romance
+130::Angela (1995)::Drama
+131::Frankie Starlight (1995)::Drama|Romance
+132::Jade (1995)::Thriller
+133::Nueba Yol (1995)::Comedy|Drama
+134::Sonic Outlaws (1995)::Documentary
+135::Down Periscope (1996)::Comedy
+136::From the Journals of Jean Seberg (1995)::Documentary
+137::Man of the Year (1995)::Documentary
+138::Neon Bible, The (1995)::Drama
+139::Target (1995)::Action|Drama
+140::Up Close and Personal (1996)::Drama|Romance
+141::Birdcage, The (1996)::Comedy
+142::Shadows (Cienie) (1988)::Drama
+143::Gospa (1995)::Drama
+144::Brothers McMullen, The (1995)::Comedy
+145::Bad Boys (1995)::Action
+146::Amazing Panda Adventure, The (1995)::Adventure|Children's
+147::Basketball Diaries, The (1995)::Drama
+148::Awfully Big Adventure, An (1995)::Drama
+149::Amateur (1994)::Crime|Drama|Thriller
+150::Apollo 13 (1995)::Drama
+151::Rob Roy (1995)::Drama|Romance|War
+152::Addiction, The (1995)::Horror
+153::Batman Forever (1995)::Action|Adventure|Comedy|Crime
+154::Belle de jour (1967)::Drama
+155::Beyond Rangoon (1995)::Drama|War
+156::Blue in the Face (1995)::Comedy
+157::Canadian Bacon (1994)::Comedy|War
+158::Casper (1995)::Adventure|Children's
+159::Clockers (1995)::Drama
+160::Congo (1995)::Action|Adventure|Mystery|Sci-Fi
+161::Crimson Tide (1995)::Drama|Thriller|War
+162::Crumb (1994)::Documentary
+163::Desperado (1995)::Action|Romance|Thriller
+164::Devil in a Blue Dress (1995)::Crime|Film-Noir|Mystery|Thriller
+165::Die Hard: With a Vengeance (1995)::Action|Thriller
+166::Doom Generation, The (1995)::Comedy|Drama
+167::Feast of July (1995)::Drama
+168::First Knight (1995)::Action|Adventure|Drama|Romance
+169::Free Willy 2: The Adventure Home (1995)::Adventure|Children's|Drama
+170::Hackers (1995)::Action|Crime|Thriller
+171::Jeffrey (1995)::Comedy
+172::Johnny Mnemonic (1995)::Action|Sci-Fi|Thriller
+173::Judge Dredd (1995)::Action|Adventure|Sci-Fi
+174::Jury Duty (1995)::Comedy
+175::Kids (1995)::Drama
+176::Living in Oblivion (1995)::Comedy
+177::Lord of Illusions (1995)::Horror
+178::Love & Human Remains (1993)::Comedy
+179::Mad Love (1995)::Drama|Romance
+180::Mallrats (1995)::Comedy
+181::Mighty Morphin Power Rangers: The Movie (1995)::Action|Children's
+182::Moonlight and Valentino (1995)::Drama|Romance
+183::Mute Witness (1994)::Thriller
+184::Nadja (1994)::Drama
+185::Net, The (1995)::Sci-Fi|Thriller
+186::Nine Months (1995)::Comedy
+187::Party Girl (1995)::Comedy
+188::Prophecy, The (1995)::Horror
+189::Reckless (1995)::Comedy
+190::Safe (1995)::Thriller
+191::Scarlet Letter, The (1995)::Drama
+192::Show, The (1995)::Documentary
+193::Showgirls (1995)::Drama
+194::Smoke (1995)::Drama
+195::Something to Talk About (1995)::Comedy|Drama|Romance
+196::Species (1995)::Horror|Sci-Fi
+197::Stars Fell on Henrietta, The (1995)::Drama
+198::Strange Days (1995)::Action|Crime|Sci-Fi
+199::Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)::Drama|Musical
+200::Tie That Binds, The (1995)::Thriller
+201::Three Wishes (1995)::Drama
+202::Total Eclipse (1995)::Drama|Romance
+203::To Wong Foo, Thanks for Everything! Julie Newmar (1995)::Comedy
+204::Under Siege 2: Dark Territory (1995)::Action
+205::Unstrung Heroes (1995)::Comedy|Drama
+206::Unzipped (1995)::Documentary
+207::Walk in the Clouds, A (1995)::Drama|Romance
+208::Waterworld (1995)::Action|Adventure
+209::White Man's Burden (1995)::Drama
+210::Wild Bill (1995)::Western
+211::Browning Version, The (1994)::Drama
+212::Bushwhacked (1995)::Comedy
+213::Burnt By the Sun (Utomlyonnye solntsem) (1994)::Drama
+214::Before the Rain (Pred dozhdot) (1994)::Drama
+215::Before Sunrise (1995)::Drama|Romance
+216::Billy Madison (1995)::Comedy
+217::Babysitter, The (1995)::Drama|Thriller
+218::Boys on the Side (1995)::Comedy|Drama
+219::Cure, The (1995)::Drama
+220::Castle Freak (1995)::Horror
+222::Circle of Friends (1995)::Drama|Romance
+223::Clerks (1994)::Comedy
+224::Don Juan DeMarco (1995)::Comedy|Drama|Romance
+225::Disclosure (1994)::Drama|Thriller
+226::Dream Man (1995)::Thriller
+227::Drop Zone (1994)::Action
+228::Destiny Turns on the Radio (1995)::Comedy
+229::Death and the Maiden (1994)::Drama|Thriller
+230::Dolores Claiborne (1994)::Drama|Thriller
+231::Dumb & Dumber (1994)::Comedy
+232::Eat Drink Man Woman (1994)::Comedy|Drama
+233::Exotica (1994)::Drama
+234::Exit to Eden (1994)::Comedy
+235::Ed Wood (1994)::Comedy|Drama
+236::French Kiss (1995)::Comedy|Romance
+237::Forget Paris (1995)::Comedy|Romance
+238::Far From Home: The Adventures of Yellow Dog (1995)::Adventure|Children's
+239::Goofy Movie, A (1995)::Animation|Children's|Comedy|Romance
+240::Hideaway (1995)::Thriller
+241::Fluke (1995)::Children's|Drama
+242::Farinelli: il castrato (1994)::Drama|Musical
+243::Gordy (1995)::Comedy
+244::Gumby: The Movie (1995)::Animation|Children's
+245::Glass Shield, The (1994)::Crime|Drama
+246::Hoop Dreams (1994)::Documentary
+247::Heavenly Creatures (1994)::Drama|Fantasy|Romance|Thriller
+248::Houseguest (1994)::Comedy
+249::Immortal Beloved (1994)::Drama|Romance
+250::Heavyweights (1994)::Children's|Comedy
+251::Hunted, The (1995)::Action
+252::I.Q. (1994)::Comedy|Romance
+253::Interview with the Vampire (1994)::Drama|Horror
+254::Jefferson in Paris (1995)::Drama
+255::Jerky Boys, The (1994)::Comedy
+256::Junior (1994)::Comedy|Sci-Fi
+257::Just Cause (1995)::Mystery|Thriller
+258::Kid in King Arthur's Court, A (1995)::Adventure|Children's|Comedy|Fantasy|Romance
+259::Kiss of Death (1995)::Crime|Drama|Thriller
+260::Star Wars: Episode IV - A New Hope (1977)::Action|Adventure|Fantasy|Sci-Fi
+261::Little Women (1994)::Drama
+262::Little Princess, A (1995)::Children's|Drama
+263::Ladybird Ladybird (1994)::Drama
+264::Enfer, L' (1994)::Drama
+265::Like Water for Chocolate (Como agua para chocolate) (1992)::Drama|Romance
+266::Legends of the Fall (1994)::Drama|Romance|War|Western
+267::Major Payne (1994)::Comedy
+268::Little Odessa (1994)::Drama
+269::My Crazy Life (Mi vida loca) (1993)::Drama
+270::Love Affair (1994)::Drama|Romance
+271::Losing Isaiah (1995)::Drama
+272::Madness of King George, The (1994)::Drama
+273::Mary Shelley's Frankenstein (1994)::Drama|Horror
+274::Man of the House (1995)::Comedy
+275::Mixed Nuts (1994)::Comedy
+276::Milk Money (1994)::Comedy|Romance
+277::Miracle on 34th Street (1994)::Drama
+278::Miami Rhapsody (1995)::Comedy
+279::My Family (1995)::Drama
+280::Murder in the First (1995)::Drama|Thriller
+281::Nobody's Fool (1994)::Drama
+282::Nell (1994)::Drama
+283::New Jersey Drive (1995)::Crime|Drama
+284::New York Cop (1996)::Action|Crime
+285::Beyond Bedlam (1993)::Drama|Horror
+286::Nemesis 2: Nebula (1995)::Action|Sci-Fi|Thriller
+287::Nina Takes a Lover (1994)::Comedy|Romance
+288::Natural Born Killers (1994)::Action|Thriller
+289::Only You (1994)::Comedy|Romance
+290::Once Were Warriors (1994)::Crime|Drama
+291::Poison Ivy II (1995)::Thriller
+292::Outbreak (1995)::Action|Drama|Thriller
+293::Professional, The (a.k.a. Leon: The Professional) (1994)::Crime|Drama|Romance|Thriller
+294::Perez Family, The (1995)::Comedy|Romance
+295::Pyromaniac's Love Story, A (1995)::Comedy|Romance
+296::Pulp Fiction (1994)::Crime|Drama
+297::Panther (1995)::Drama
+298::Pushing Hands (1992)::Comedy
+299::Priest (1994)::Drama
+300::Quiz Show (1994)::Drama
+301::Picture Bride (1995)::Drama|Romance
+302::Queen Margot (La Reine Margot) (1994)::Drama|Romance
+303::Quick and the Dead, The (1995)::Action|Adventure|Western
+304::Roommates (1995)::Comedy|Drama
+305::Ready to Wear (Pret-A-Porter) (1994)::Comedy
+306::Three Colors: Red (1994)::Drama
+307::Three Colors: Blue (1993)::Drama
+308::Three Colors: White (1994)::Drama
+309::Red Firecracker, Green Firecracker (1994)::Drama
+310::Rent-a-Kid (1995)::Comedy
+311::Relative Fear (1994)::Horror|Thriller
+312::Stuart Saves His Family (1995)::Comedy
+313::Swan Princess, The (1994)::Animation|Children's
+314::Secret of Roan Inish, The (1994)::Drama
+315::Specialist, The (1994)::Action
+316::Stargate (1994)::Action|Adventure|Sci-Fi
+317::Santa Clause, The (1994)::Children's|Comedy|Fantasy
+318::Shawshank Redemption, The (1994)::Drama
+319::Shallow Grave (1994)::Thriller
+320::Suture (1993)::Film-Noir|Thriller
+321::Strawberry and Chocolate (Fresa y chocolate) (1993)::Drama
+322::Swimming with Sharks (1995)::Comedy|Drama
+324::Sum of Us, The (1994)::Comedy
+325::National Lampoon's Senior Trip (1995)::Comedy
+326::To Live (Huozhe) (1994)::Drama
+327::Tank Girl (1995)::Action|Comedy|Musical|Sci-Fi
+328::Tales From the Crypt Presents: Demon Knight (1995)::Horror
+329::Star Trek: Generations (1994)::Action|Adventure|Sci-Fi
+330::Tales from the Hood (1995)::Comedy|Horror
+331::Tom & Viv (1994)::Drama
+332::Village of the Damned (1995)::Horror|Sci-Fi
+333::Tommy Boy (1995)::Comedy
+334::Vanya on 42nd Street (1994)::Drama
+335::Underneath, The (1995)::Mystery|Thriller
+336::Walking Dead, The (1995)::Drama|War
+337::What's Eating Gilbert Grape (1993)::Drama
+338::Virtuosity (1995)::Sci-Fi|Thriller
+339::While You Were Sleeping (1995)::Comedy|Romance
+340::War, The (1994)::Adventure|Drama
+341::Double Happiness (1994)::Drama
+342::Muriel's Wedding (1994)::Comedy|Romance
+343::Baby-Sitters Club, The (1995)::Children's
+344::Ace Ventura: Pet Detective (1994)::Comedy
+345::Adventures of Priscilla, Queen of the Desert, The (1994)::Comedy|Drama
+346::Backbeat (1993)::Drama|Musical
+347::Bitter Moon (1992)::Drama
+348::Bullets Over Broadway (1994)::Comedy
+349::Clear and Present Danger (1994)::Action|Adventure|Thriller
+350::Client, The (1994)::Drama|Mystery|Thriller
+351::Corrina, Corrina (1994)::Comedy|Drama|Romance
+352::Crooklyn (1994)::Comedy
+353::Crow, The (1994)::Action|Romance|Thriller
+354::Cobb (1994)::Drama
+355::Flintstones, The (1994)::Children's|Comedy
+356::Forrest Gump (1994)::Comedy|Romance|War
+357::Four Weddings and a Funeral (1994)::Comedy|Romance
+358::Higher Learning (1995)::Drama
+359::I Like It Like That (1994)::Comedy|Drama|Romance
+360::I Love Trouble (1994)::Action|Comedy
+361::It Could Happen to You (1994)::Drama|Romance
+362::Jungle Book, The (1994)::Adventure|Children's|Romance
+363::Wonderful, Horrible Life of Leni Riefenstahl, The (Die Macht der Bilder) (1993)::Documentary
+364::Lion King, The (1994)::Animation|Children's|Musical
+365::Little Buddha (1993)::Drama
+366::Wes Craven's New Nightmare (1994)::Horror
+367::Mask, The (1994)::Comedy|Crime|Fantasy
+368::Maverick (1994)::Action|Comedy|Western
+369::Mrs. Parker and the Vicious Circle (1994)::Drama
+370::Naked Gun 33 1/3: The Final Insult (1994)::Comedy
+371::Paper, The (1994)::Comedy|Drama
+372::Reality Bites (1994)::Comedy|Drama
+373::Red Rock West (1992)::Thriller
+374::Richie Rich (1994)::Children's|Comedy
+375::Safe Passage (1994)::Drama
+376::River Wild, The (1994)::Action|Thriller
+377::Speed (1994)::Action|Romance|Thriller
+378::Speechless (1994)::Comedy|Romance
+379::Timecop (1994)::Action|Sci-Fi
+380::True Lies (1994)::Action|Adventure|Comedy|Romance
+381::When a Man Loves a Woman (1994)::Drama
+382::Wolf (1994)::Drama|Horror
+383::Wyatt Earp (1994)::Western
+384::Bad Company (1995)::Action
+385::Man of No Importance, A (1994)::Drama
+386::S.F.W. (1994)::Drama
+387::Low Down Dirty Shame, A (1994)::Action|Comedy
+388::Boys Life (1995)::Drama
+389::Colonel Chabert, Le (1994)::Drama|Romance|War
+390::Faster Pussycat! Kill! Kill! (1965)::Action|Comedy|Drama
+391::Jason's Lyric (1994)::Crime|Drama
+392::Secret Adventures of Tom Thumb, The (1993)::Adventure|Children's
+393::Street Fighter (1994)::Action
+394::Coldblooded (1995)::Action
+395::Desert Winds (1995)::Drama
+396::Fall Time (1995)::Drama
+397::Fear, The (1995)::Horror
+398::Frank and Ollie (1995)::Documentary
+399::Girl in the Cadillac (1995)::Drama
+400::Homage (1995)::Drama
+401::Mirage (1995)::Action|Thriller
+402::Open Season (1996)::Comedy
+403::Two Crimes (1995)::Comedy|Crime|Drama
+404::Brother Minister: The Assassination of Malcolm X (1994)::Documentary
+405::Highlander III: The Sorcerer (1994)::Action|Sci-Fi
+406::Federal Hill (1994)::Drama
+407::In the Mouth of Madness (1995)::Horror|Thriller
+408::8 Seconds (1994)::Drama
+409::Above the Rim (1994)::Drama
+410::Addams Family Values (1993)::Comedy
+411::You So Crazy (1994)::Comedy
+412::Age of Innocence, The (1993)::Drama
+413::Airheads (1994)::Comedy
+414::Air Up There, The (1994)::Comedy
+415::Another Stakeout (1993)::Comedy|Thriller
+416::Bad Girls (1994)::Western
+417::Barcelona (1994)::Comedy|Romance
+418::Being Human (1993)::Drama
+419::Beverly Hillbillies, The (1993)::Comedy
+420::Beverly Hills Cop III (1994)::Action|Comedy
+421::Black Beauty (1994)::Adventure|Children's
+422::Blink (1994)::Thriller
+423::Blown Away (1994)::Action|Thriller
+424::Blue Chips (1994)::Drama
+425::Blue Sky (1994)::Drama|Romance
+426::Body Snatchers (1993)::Horror|Sci-Fi|Thriller
+427::Boxing Helena (1993)::Mystery|Romance|Thriller
+428::Bronx Tale, A (1993)::Drama
+429::Cabin Boy (1994)::Comedy
+430::Calendar Girl (1993)::Drama
+431::Carlito's Way (1993)::Crime|Drama
+432::City Slickers II: The Legend of Curly's Gold (1994)::Comedy|Western
+433::Clean Slate (1994)::Comedy
+434::Cliffhanger (1993)::Action|Adventure|Crime
+435::Coneheads (1993)::Comedy|Sci-Fi
+436::Color of Night (1994)::Drama|Thriller
+437::Cops and Robbersons (1994)::Comedy
+438::Cowboy Way, The (1994)::Action|Comedy
+439::Dangerous Game (1993)::Drama
+440::Dave (1993)::Comedy|Romance
+441::Dazed and Confused (1993)::Comedy
+442::Demolition Man (1993)::Action|Sci-Fi
+443::Endless Summer 2, The (1994)::Documentary
+444::Even Cowgirls Get the Blues (1993)::Comedy|Romance
+445::Fatal Instinct (1993)::Comedy
+446::Farewell My Concubine (1993)::Drama|Romance
+447::Favor, The (1994)::Comedy|Romance
+448::Fearless (1993)::Drama
+449::Fear of a Black Hat (1993)::Comedy
+450::With Honors (1994)::Comedy|Drama
+451::Flesh and Bone (1993)::Drama|Mystery|Romance
+452::Widows' Peak (1994)::Drama
+453::For Love or Money (1993)::Comedy
+454::Firm, The (1993)::Drama|Thriller
+455::Free Willy (1993)::Adventure|Children's|Drama
+456::Fresh (1994)::Drama
+457::Fugitive, The (1993)::Action|Thriller
+458::Geronimo: An American Legend (1993)::Drama|Western
+459::Getaway, The (1994)::Action
+460::Getting Even with Dad (1994)::Comedy
+461::Go Fish (1994)::Drama|Romance
+462::Good Man in Africa, A (1994)::Action|Adventure
+463::Guilty as Sin (1993)::Crime|Drama|Thriller
+464::Hard Target (1993)::Action|Adventure|Crime|Thriller
+465::Heaven & Earth (1993)::Action|Drama|War
+466::Hot Shots! Part Deux (1993)::Action|Comedy|War
+467::Live Nude Girls (1995)::Comedy
+468::Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)::Comedy|Romance
+469::House of the Spirits, The (1993)::Drama|Romance
+470::House Party 3 (1994)::Comedy
+471::Hudsucker Proxy, The (1994)::Comedy|Romance
+472::I'll Do Anything (1994)::Comedy|Drama
+473::In the Army Now (1994)::Comedy|War
+474::In the Line of Fire (1993)::Action|Thriller
+475::In the Name of the Father (1993)::Drama
+476::Inkwell, The (1994)::Comedy|Drama
+477::What's Love Got to Do with It? (1993)::Drama
+478::Jimmy Hollywood (1994)::Comedy
+479::Judgment Night (1993)::Action
+480::Jurassic Park (1993)::Action|Adventure|Sci-Fi
+481::Kalifornia (1993)::Drama|Thriller
+482::Killing Zoe (1994)::Thriller
+483::King of the Hill (1993)::Drama
+484::Lassie (1994)::Adventure|Children's
+485::Last Action Hero (1993)::Action|Comedy
+486::Life with Mikey (1993)::Comedy
+487::Lightning Jack (1994)::Comedy|Western
+488::M. Butterfly (1993)::Drama
+489::Made in America (1993)::Comedy
+490::Malice (1993)::Thriller
+491::Man Without a Face, The (1993)::Drama
+492::Manhattan Murder Mystery (1993)::Comedy|Mystery
+493::Menace II Society (1993)::Action|Crime|Drama
+494::Executive Decision (1996)::Action|Thriller
+495::In the Realm of the Senses (Ai no corrida) (1976)::Drama
+496::What Happened Was... (1994)::Comedy|Drama|Romance
+497::Much Ado About Nothing (1993)::Comedy|Romance
+498::Mr. Jones (1993)::Drama|Romance
+499::Mr. Wonderful (1993)::Comedy|Romance
+500::Mrs. Doubtfire (1993)::Comedy
+501::Naked (1993)::Drama
+502::Next Karate Kid, The (1994)::Action|Children's
+503::New Age, The (1994)::Drama
+504::No Escape (1994)::Action|Sci-Fi
+505::North (1994)::Comedy
+506::Orlando (1993)::Drama
+507::Perfect World, A (1993)::Action|Drama
+508::Philadelphia (1993)::Drama
+509::Piano, The (1993)::Drama|Romance
+510::Poetic Justice (1993)::Drama
+511::Program, The (1993)::Action|Drama
+512::Robert A. Heinlein's The Puppet Masters (1994)::Horror|Sci-Fi
+513::Radioland Murders (1994)::Comedy|Mystery|Romance
+514::Ref, The (1994)::Comedy
+515::Remains of the Day, The (1993)::Drama
+516::Renaissance Man (1994)::Comedy|Drama|War
+517::Rising Sun (1993)::Action|Drama|Mystery
+518::Road to Wellville, The (1994)::Comedy
+519::Robocop 3 (1993)::Sci-Fi|Thriller
+520::Robin Hood: Men in Tights (1993)::Comedy
+521::Romeo Is Bleeding (1993)::Crime|Thriller
+522::Romper Stomper (1992)::Action|Drama
+523::Ruby in Paradise (1993)::Drama
+524::Rudy (1993)::Drama
+525::Saint of Fort Washington, The (1993)::Drama
+526::Savage Nights (Nuits fauves, Les) (1992)::Drama
+527::Schindler's List (1993)::Drama|War
+528::Scout, The (1994)::Drama
+529::Searching for Bobby Fischer (1993)::Drama
+530::Second Best (1994)::Drama
+531::Secret Garden, The (1993)::Children's|Drama
+532::Serial Mom (1994)::Comedy|Crime|Horror
+533::Shadow, The (1994)::Action
+534::Shadowlands (1993)::Drama|Romance
+535::Short Cuts (1993)::Drama
+536::Simple Twist of Fate, A (1994)::Drama
+537::Sirens (1994)::Comedy|Drama
+538::Six Degrees of Separation (1993)::Drama
+539::Sleepless in Seattle (1993)::Comedy|Romance
+540::Sliver (1993)::Thriller
+541::Blade Runner (1982)::Film-Noir|Sci-Fi
+542::Son in Law (1993)::Comedy
+543::So I Married an Axe Murderer (1993)::Comedy|Romance|Thriller
+544::Striking Distance (1993)::Action
+545::Harlem (1993)::Drama
+546::Super Mario Bros. (1993)::Action|Adventure|Children's|Sci-Fi
+547::Surviving the Game (1994)::Action|Adventure|Thriller
+548::Terminal Velocity (1994)::Action
+549::Thirty-Two Short Films About Glenn Gould (1993)::Documentary
+550::Threesome (1994)::Comedy|Romance
+551::Nightmare Before Christmas, The (1993)::Children's|Comedy|Musical
+552::Three Musketeers, The (1993)::Action|Adventure|Comedy
+553::Tombstone (1993)::Western
+554::Trial by Jury (1994)::Thriller
+555::True Romance (1993)::Action|Crime|Romance
+556::War Room, The (1993)::Documentary
+557::Mamma Roma (1962)::Drama
+558::Pagemaster, The (1994)::Action|Adventure|Animation|Children's|Fantasy
+559::Paris, France (1993)::Comedy
+560::Beans of Egypt, Maine, The (1994)::Drama
+561::Killer (Bulletproof Heart) (1994)::Thriller
+562::Welcome to the Dollhouse (1995)::Comedy|Drama
+563::Germinal (1993)::Drama
+564::Chasers (1994)::Comedy
+565::Cronos (1992)::Horror
+566::Naked in New York (1994)::Comedy|Romance
+567::Kika (1993)::Drama
+568::Bhaji on the Beach (1993)::Comedy|Drama
+569::Little Big League (1994)::Children's|Comedy
+570::Slingshot, The (Kdisbellan ) (1993)::Comedy|Drama
+571::Wedding Gift, The (1994)::Drama
+572::Foreign Student (1994)::Drama
+573::Ciao, Professore! (Io speriamo che me la cavo ) (1993)::Drama
+574::Spanking the Monkey (1994)::Comedy|Drama
+575::Little Rascals, The (1994)::Children's|Comedy
+576::Fausto (1993)::Comedy
+577::Andre (1994)::Adventure|Children's
+578::Hour of the Pig, The (1993)::Drama|Mystery
+579::Scorta, La (1993)::Thriller
+580::Princess Caraboo (1994)::Drama
+581::Celluloid Closet, The (1995)::Documentary
+582::Metisse (Caf au Lait) (1993)::Comedy
+583::Dear Diary (Caro Diario) (1994)::Comedy|Drama
+584::I Don't Want to Talk About It (De eso no se habla) (1993)::Drama
+585::Brady Bunch Movie, The (1995)::Comedy
+586::Home Alone (1990)::Children's|Comedy
+587::Ghost (1990)::Comedy|Romance|Thriller
+588::Aladdin (1992)::Animation|Children's|Comedy|Musical
+589::Terminator 2: Judgment Day (1991)::Action|Sci-Fi|Thriller
+590::Dances with Wolves (1990)::Adventure|Drama|Western
+591::Tough and Deadly (1995)::Action|Drama|Thriller
+592::Batman (1989)::Action|Adventure|Crime|Drama
+593::Silence of the Lambs, The (1991)::Drama|Thriller
+594::Snow White and the Seven Dwarfs (1937)::Animation|Children's|Musical
+595::Beauty and the Beast (1991)::Animation|Children's|Musical
+596::Pinocchio (1940)::Animation|Children's
+597::Pretty Woman (1990)::Comedy|Romance
+598::Window to Paris (1994)::Comedy
+599::Wild Bunch, The (1969)::Western
+600::Love and a .45 (1994)::Thriller
+601::Wooden Man's Bride, The (Wu Kui) (1994)::Drama
+602::Great Day in Harlem, A (1994)::Documentary
+603::Bye Bye, Love (1995)::Comedy
+604::Criminals (1996)::Documentary
+605::One Fine Day (1996)::Drama|Romance
+606::Candyman: Farewell to the Flesh (1995)::Horror
+607::Century (1993)::Drama
+608::Fargo (1996)::Crime|Drama|Thriller
+609::Homeward Bound II: Lost in San Francisco (1996)::Adventure|Children's
+610::Heavy Metal (1981)::Action|Adventure|Animation|Horror|Sci-Fi
+611::Hellraiser: Bloodline (1996)::Action|Horror|Sci-Fi
+612::Pallbearer, The (1996)::Comedy
+613::Jane Eyre (1996)::Drama|Romance
+614::Loaded (1994)::Drama|Thriller
+615::Bread and Chocolate (Pane e cioccolata) (1973)::Drama
+616::Aristocats, The (1970)::Animation|Children's
+617::Flower of My Secret, The (La Flor de Mi Secreto) (1995)::Drama
+618::Two Much (1996)::Comedy|Romance
+619::Ed (1996)::Comedy
+620::Scream of Stone (Schrei aus Stein) (1991)::Drama
+621::My Favorite Season (1993)::Drama
+623::Modern Affair, A (1995)::Romance
+624::Condition Red (1995)::Action|Drama|Thriller
+625::Asfour Stah (1990)::Drama
+626::Thin Line Between Love and Hate, A (1996)::Comedy
+627::Last Supper, The (1995)::Drama|Thriller
+628::Primal Fear (1996)::Drama|Thriller
+629::Rude (1995)::Drama
+630::Carried Away (1996)::Drama|Romance
+631::All Dogs Go to Heaven 2 (1996)::Animation|Children's|Musical
+632::Land and Freedom (Tierra y libertad) (1995)::War
+633::Denise Calls Up (1995)::Comedy
+634::Theodore Rex (1995)::Comedy
+635::Family Thing, A (1996)::Comedy|Drama
+636::Frisk (1995)::Drama
+637::Sgt. Bilko (1996)::Comedy
+638::Jack and Sarah (1995)::Romance
+639::Girl 6 (1996)::Comedy
+640::Diabolique (1996)::Drama|Thriller
+641::Little Indian, Big City (Un indien dans la ville) (1994)::Comedy
+642::Roula (1995)::Drama
+643::Peanuts - Die Bank zahlt alles (1996)::Comedy
+644::Happy Weekend (1996)::Comedy
+645::Nelly & Monsieur Arnaud (1995)::Drama
+647::Courage Under Fire (1996)::Drama|War
+648::Mission: Impossible (1996)::Action|Adventure|Mystery
+649::Cold Fever ( kldum klaka) (1994)::Comedy|Drama
+650::Moll Flanders (1996)::Drama
+651::Superweib, Das (1996)::Comedy
+652::301, 302 (1995)::Mystery
+653::Dragonheart (1996)::Action|Adventure|Fantasy
+654::Und keiner weint mir nach (1996)::Drama|Romance
+655::Mutters Courage (1995)::Comedy
+656::Eddie (1996)::Comedy
+657::Yankee Zulu (1994)::Comedy|Drama
+658::Billy's Holiday (1995)::Drama
+659::Purple Noon (1960)::Crime|Thriller
+660::August (1996)::Drama
+661::James and the Giant Peach (1996)::Animation|Children's|Musical
+662::Fear (1996)::Thriller
+663::Kids in the Hall: Brain Candy (1996)::Comedy
+664::Faithful (1996)::Comedy
+665::Underground (1995)::War
+666::All Things Fair (1996)::Drama
+667::Bloodsport 2 (1995)::Action
+668::Pather Panchali (1955)::Drama
+669::Aparajito (1956)::Drama
+670::World of Apu, The (Apur Sansar) (1959)::Drama
+671::Mystery Science Theater 3000: The Movie (1996)::Comedy|Sci-Fi
+672::Tarantella (1995)::Drama
+673::Space Jam (1996)::Adventure|Animation|Children's|Comedy|Fantasy
+674::Barbarella (1968)::Adventure|Sci-Fi
+675::Hostile Intentions (1994)::Action|Drama|Thriller
+676::They Bite (1996)::Drama
+678::Some Folks Call It a Sling Blade (1993)::Drama|Thriller
+679::Run of the Country, The (1995)::Drama
+680::Alphaville (1965)::Sci-Fi
+681::Clean Slate (Coup de Torchon) (1981)::Crime
+682::Tigrero: A Film That Was Never Made (1994)::Documentary|Drama
+683::Eye of Vichy, The (Oeil de Vichy, L') (1993)::Documentary
+684::Windows (1980)::Drama
+685::It's My Party (1995)::Drama
+687::Country Life (1994)::Drama|Romance
+688::Operation Dumbo Drop (1995)::Action|Adventure|Comedy|War
+690::Promise, The (Versprechen, Das) (1994)::Romance
+691::Mrs. Winterbourne (1996)::Comedy|Romance
+692::Solo (1996)::Action|Sci-Fi|Thriller
+693::Under the Domin Tree (Etz Hadomim Tafus) (1994)::Drama
+694::Substitute, The (1996)::Action
+695::True Crime (1995)::Mystery|Thriller
+696::Butterfly Kiss (1995)::Thriller
+697::Feeling Minnesota (1996)::Drama|Romance
+698::Delta of Venus (1994)::Drama
+699::To Cross the Rubicon (1991)::Drama
+700::Angus (1995)::Comedy
+701::Daens (1992)::Drama
+702::Faces (1968)::Drama
+703::Boys (1996)::Drama
+704::Quest, The (1996)::Action|Adventure
+705::Cosi (1996)::Comedy
+706::Sunset Park (1996)::Drama
+707::Mulholland Falls (1996)::Crime|Film-Noir|Thriller
+708::Truth About Cats & Dogs, The (1996)::Comedy|Romance
+709::Oliver & Company (1988)::Animation|Children's
+710::Celtic Pride (1996)::Comedy
+711::Flipper (1996)::Adventure|Children's
+712::Captives (1994)::Drama
+713::Of Love and Shadows (1994)::Drama
+714::Dead Man (1995)::Western
+715::Horseman on the Roof, The (Hussard sur le toit, Le) (1995)::Drama
+716::Switchblade Sisters (1975)::Crime
+717::Mouth to Mouth (Boca a boca) (1995)::Comedy
+718::Visitors, The (Les Visiteurs) (1993)::Comedy|Sci-Fi
+719::Multiplicity (1996)::Comedy
+720::Wallace & Gromit: The Best of Aardman Animation (1996)::Animation
+721::Halfmoon (Paul Bowles - Halbmond) (1995)::Drama
+722::Haunted World of Edward D. Wood Jr., The (1995)::Documentary
+723::Two Friends (1986)::Drama
+724::Craft, The (1996)::Drama|Horror
+725::Great White Hype, The (1996)::Comedy
+726::Last Dance (1996)::Drama
+727::War Stories (1995)::Documentary
+728::Cold Comfort Farm (1995)::Comedy
+729::Institute Benjamenta, or This Dream People Call Human Life (1995)::Drama
+730::Low Life, The (1994)::Drama
+731::Heaven's Prisoners (1996)::Mystery|Thriller
+732::Original Gangstas (1996)::Crime
+733::Rock, The (1996)::Action|Adventure|Thriller
+734::Getting Away With Murder (1996)::Comedy
+735::Cemetery Man (Dellamorte Dellamore) (1994)::Comedy|Horror
+736::Twister (1996)::Action|Adventure|Romance|Thriller
+737::Barb Wire (1996)::Action|Sci-Fi
+738::Garcu, Le (1995)::Drama
+739::Honigmond (1996)::Comedy
+741::Ghost in the Shell (Kokaku kidotai) (1995)::Animation|Sci-Fi
+742::Thinner (1996)::Horror|Thriller
+743::Spy Hard (1996)::Comedy
+744::Brothers in Trouble (1995)::Drama
+745::Close Shave, A (1995)::Animation|Comedy|Thriller
+746::Force of Evil (1948)::Film-Noir
+747::Stupids, The (1996)::Comedy
+748::Arrival, The (1996)::Action|Sci-Fi|Thriller
+749::Man from Down Under, The (1943)::Drama
+750::Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963)::Sci-Fi|War
+751::Careful (1992)::Comedy
+752::Vermont Is For Lovers (1992)::Comedy|Romance
+753::Month by the Lake, A (1995)::Comedy|Drama
+754::Gold Diggers: The Secret of Bear Mountain (1995)::Adventure|Children's
+755::Kim (1950)::Children's|Drama
+756::Carmen Miranda: Bananas Is My Business (1994)::Documentary
+757::Ashes of Time (1994)::Drama
+758::Jar, The (Khomreh) (1992)::Drama
+759::Maya Lin: A Strong Clear Vision (1994)::Documentary
+760::Stalingrad (1993)::War
+761::Phantom, The (1996)::Adventure
+762::Striptease (1996)::Comedy|Crime
+763::Last of the High Kings, The (a.k.a. Summer Fling) (1996)::Drama
+764::Heavy (1995)::Drama|Romance
+765::Jack (1996)::Comedy|Drama
+766::I Shot Andy Warhol (1996)::Drama
+767::Grass Harp, The (1995)::Drama
+768::Someone Else's America (1995)::Drama
+769::Marlene Dietrich: Shadow and Light (1996)::Documentary
+770::Costa Brava (1946)::Drama
+771::Vie est belle, La (Life is Rosey) (1987)::Comedy|Drama
+772::Quartier Mozart (1992)::Comedy
+773::Touki Bouki (Journey of the Hyena) (1973)::Drama
+774::Wend Kuuni (God's Gift) (1982)::Drama
+775::Spirits of the Dead (Tre Passi nel Delirio) (1968)::Horror
+776::Babyfever (1994)::Comedy|Drama
+777::Pharaoh's Army (1995)::War
+778::Trainspotting (1996)::Drama
+779::'Til There Was You (1997)::Drama|Romance
+780::Independence Day (ID4) (1996)::Action|Sci-Fi|War
+781::Stealing Beauty (1996)::Drama
+782::Fan, The (1996)::Thriller
+783::Hunchback of Notre Dame, The (1996)::Animation|Children's|Musical
+784::Cable Guy, The (1996)::Comedy
+785::Kingpin (1996)::Comedy
+786::Eraser (1996)::Action|Thriller
+787::Gate of Heavenly Peace, The (1995)::Documentary
+788::Nutty Professor, The (1996)::Comedy|Fantasy|Romance|Sci-Fi
+789::I, Worst of All (Yo, la peor de todas) (1990)::Drama
+790::An Unforgettable Summer (1994)::Drama
+791::Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)::Documentary
+792::Hungarian Fairy Tale, A (1987)::Fantasy
+793::My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993)::Drama
+794::Midnight Dancers (Sibak) (1994)::Comedy|Drama
+795::Somebody to Love (1994)::Drama
+796::Very Natural Thing, A (1974)::Drama
+797::Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991)::Comedy
+798::Daylight (1996)::Action|Adventure|Thriller
+799::Frighteners, The (1996)::Comedy|Horror
+800::Lone Star (1996)::Drama|Mystery
+801::Harriet the Spy (1996)::Children's|Comedy
+802::Phenomenon (1996)::Drama|Romance
+803::Walking and Talking (1996)::Romance
+804::She's the One (1996)::Comedy|Romance
+805::Time to Kill, A (1996)::Drama
+806::American Buffalo (1996)::Drama
+807::Rendezvous in Paris (Rendez-vous de Paris, Les) (1995)::Comedy|Romance
+808::Alaska (1996)::Adventure|Children's
+809::Fled (1996)::Action|Adventure
+810::Kazaam (1996)::Children's|Comedy|Fantasy
+811::Bewegte Mann, Der (1994)::Comedy
+812::Magic Hunter (1994)::Drama
+813::Larger Than Life (1996)::Comedy
+814::Boy Called Hate, A (1995)::Drama
+815::Power 98 (1995)::Action|Mystery|Thriller
+816::Two Deaths (1995)::Drama
+818::Very Brady Sequel, A (1996)::Comedy
+819::Stefano Quantestorie (1993)::Comedy|Drama
+820::Death in the Garden (Mort en ce jardin, La) (1956)::Drama
+821::Crude Oasis, The (1995)::Romance
+822::Hedd Wyn (1992)::Drama
+823::Collectionneuse, La (1967)::Drama
+824::Kaspar Hauser (1993)::Drama
+825::Echte Kerle (1996)::Comedy|Romance
+826::Diebinnen (1995)::Drama
+827::Convent, The (Convento, O) (1995)::Drama
+828::Adventures of Pinocchio, The (1996)::Adventure|Children's
+829::Joe's Apartment (1996)::Comedy|Musical
+830::First Wives Club, The (1996)::Comedy
+831::Stonewall (1995)::Drama
+832::Ransom (1996)::Drama|Thriller
+833::High School High (1996)::Comedy
+834::Phat Beach (1996)::Comedy
+835::Foxfire (1996)::Drama
+836::Chain Reaction (1996)::Action|Adventure|Thriller
+837::Matilda (1996)::Children's|Comedy
+838::Emma (1996)::Comedy|Drama|Romance
+839::Crow: City of Angels, The (1996)::Action|Thriller
+840::House Arrest (1996)::Comedy
+841::Eyes Without a Face (1959)::Horror
+842::Tales from the Crypt Presents: Bordello of Blood (1996)::Horror
+843::Lotto Land (1995)::Drama
+844::Story of Xinghua, The (1993)::Drama
+845::Day the Sun Turned Cold, The (Tianguo niezi) (1994)::Drama
+846::Flirt (1995)::Drama
+847::Big Squeeze, The (1996)::Comedy|Drama
+848::Spitfire Grill, The (1996)::Drama
+849::Escape from L.A. (1996)::Action|Adventure|Sci-Fi|Thriller
+850::Cyclo (1995)::Crime|Drama
+851::Basquiat (1996)::Drama
+852::Tin Cup (1996)::Comedy|Romance
+853::Dingo (1992)::Drama
+854::Ballad of Narayama, The (Narayama Bushiko) (1958)::Drama
+855::Every Other Weekend (1990)::Drama
+856::Mille bolle blu (1993)::Comedy
+857::Crows and Sparrows (1949)::Drama
+858::Godfather, The (1972)::Action|Crime|Drama
+859::Hippie Revolution, The (1996)::Documentary
+860::Maybe, Maybe Not (Bewegte Mann, Der) (1994)::Comedy
+861::Supercop (1992)::Action|Thriller
+862::Manny & Lo (1996)::Drama
+863::Celestial Clockwork (1994)::Comedy
+864::Wife, The (1995)::Comedy|Drama
+865::Small Faces (1995)::Drama
+866::Bound (1996)::Crime|Drama|Romance|Thriller
+867::Carpool (1996)::Comedy|Crime
+868::Death in Brunswick (1991)::Comedy
+869::Kansas City (1996)::Crime
+870::Gone Fishin' (1997)::Comedy
+871::Lover's Knot (1996)::Comedy
+872::Aiqing wansui (1994)::Drama
+873::Shadow of Angels (Schatten der Engel) (1976)::Drama
+874::Killer: A Journal of Murder (1995)::Crime|Drama
+875::Nothing to Lose (1994)::Drama
+876::Police Story 4: Project S (Chao ji ji hua) (1993)::Action
+877::Girls Town (1996)::Drama
+878::Bye-Bye (1995)::Drama
+879::Relic, The (1997)::Horror
+880::Island of Dr. Moreau, The (1996)::Sci-Fi|Thriller
+881::First Kid (1996)::Children's|Comedy
+882::Trigger Effect, The (1996)::Drama|Thriller
+884::Sweet Nothing (1995)::Drama
+885::Bogus (1996)::Children's|Drama|Fantasy
+886::Bulletproof (1996)::Action
+887::Talk of Angels (1998)::Drama
+888::Land Before Time III: The Time of the Great Giving (1995)::Animation|Children's
+889::1-900 (1994)::Romance
+890::Baton Rouge (1988)::Thriller
+891::Halloween: The Curse of Michael Myers (1995)::Horror|Thriller
+892::Twelfth Night (1996)::Comedy|Drama|Romance
+893::Mother Night (1996)::Drama
+894::Liebelei (1933)::Romance
+895::Venice/Venice (1992)::Drama
+896::Wild Reeds (1994)::Drama
+897::For Whom the Bell Tolls (1943)::Adventure|War
+898::Philadelphia Story, The (1940)::Comedy|Romance
+899::Singin' in the Rain (1952)::Musical|Romance
+900::American in Paris, An (1951)::Musical|Romance
+901::Funny Face (1957)::Comedy|Musical
+902::Breakfast at Tiffany's (1961)::Drama|Romance
+903::Vertigo (1958)::Mystery|Thriller
+904::Rear Window (1954)::Mystery|Thriller
+905::It Happened One Night (1934)::Comedy
+906::Gaslight (1944)::Mystery|Thriller
+907::Gay Divorcee, The (1934)::Comedy|Musical|Romance
+908::North by Northwest (1959)::Drama|Thriller
+909::Apartment, The (1960)::Comedy|Drama
+910::Some Like It Hot (1959)::Comedy|Crime
+911::Charade (1963)::Comedy|Mystery|Romance|Thriller
+912::Casablanca (1942)::Drama|Romance|War
+913::Maltese Falcon, The (1941)::Film-Noir|Mystery
+914::My Fair Lady (1964)::Musical|Romance
+915::Sabrina (1954)::Comedy|Romance
+916::Roman Holiday (1953)::Comedy|Romance
+917::Little Princess, The (1939)::Children's|Drama
+918::Meet Me in St. Louis (1944)::Musical
+919::Wizard of Oz, The (1939)::Adventure|Children's|Drama|Musical
+920::Gone with the Wind (1939)::Drama|Romance|War
+921::My Favorite Year (1982)::Comedy
+922::Sunset Blvd. (a.k.a. Sunset Boulevard) (1950)::Film-Noir
+923::Citizen Kane (1941)::Drama
+924::2001: A Space Odyssey (1968)::Drama|Mystery|Sci-Fi|Thriller
+925::Golden Earrings (1947)::Adventure|Romance
+926::All About Eve (1950)::Drama
+927::Women, The (1939)::Comedy
+928::Rebecca (1940)::Romance|Thriller
+929::Foreign Correspondent (1940)::Thriller
+930::Notorious (1946)::Film-Noir|Romance|Thriller
+931::Spellbound (1945)::Mystery|Romance|Thriller
+932::Affair to Remember, An (1957)::Romance
+933::To Catch a Thief (1955)::Comedy|Romance|Thriller
+934::Father of the Bride (1950)::Comedy
+935::Band Wagon, The (1953)::Comedy|Musical
+936::Ninotchka (1939)::Comedy|Romance
+937::Love in the Afternoon (1957)::Comedy|Romance
+938::Gigi (1958)::Musical
+939::Reluctant Debutante, The (1958)::Comedy|Drama
+940::Adventures of Robin Hood, The (1938)::Action|Adventure
+941::Mark of Zorro, The (1940)::Adventure
+942::Laura (1944)::Crime|Film-Noir|Mystery
+943::Ghost and Mrs. Muir, The (1947)::Drama|Romance
+944::Lost Horizon (1937)::Drama
+945::Top Hat (1935)::Comedy|Musical|Romance
+946::To Be or Not to Be (1942)::Comedy|Drama|War
+947::My Man Godfrey (1936)::Comedy
+948::Giant (1956)::Drama
+949::East of Eden (1955)::Drama
+950::Thin Man, The (1934)::Mystery
+951::His Girl Friday (1940)::Comedy
+952::Around the World in 80 Days (1956)::Adventure|Comedy
+953::It's a Wonderful Life (1946)::Drama
+954::Mr. Smith Goes to Washington (1939)::Drama
+955::Bringing Up Baby (1938)::Comedy
+956::Penny Serenade (1941)::Drama|Romance
+957::Scarlet Letter, The (1926)::Drama
+958::Lady of Burlesque (1943)::Comedy|Mystery
+959::Of Human Bondage (1934)::Drama
+960::Angel on My Shoulder (1946)::Crime|Drama
+961::Little Lord Fauntleroy (1936)::Drama
+962::They Made Me a Criminal (1939)::Crime|Drama
+963::Inspector General, The (1949)::Musical
+964::Angel and the Badman (1947)::Western
+965::39 Steps, The (1935)::Thriller
+966::Walk in the Sun, A (1945)::Drama
+967::Outlaw, The (1943)::Western
+968::Night of the Living Dead (1968)::Horror|Sci-Fi
+969::African Queen, The (1951)::Action|Adventure|Romance|War
+970::Beat the Devil (1954)::Comedy|Drama
+971::Cat on a Hot Tin Roof (1958)::Drama
+972::Last Time I Saw Paris, The (1954)::Drama
+973::Meet John Doe (1941)::Drama
+974::Algiers (1938)::Drama|Romance
+975::Something to Sing About (1937)::Comedy|Musical
+976::Farewell to Arms, A (1932)::Romance|War
+977::Moonlight Murder (1936)::Mystery
+978::Blue Angel, The (Blaue Engel, Der) (1930)::Drama
+979::Nothing Personal (1995)::Drama|War
+980::In the Line of Duty 2 (1987)::Action
+981::Dangerous Ground (1997)::Drama
+982::Picnic (1955)::Drama
+983::Madagascar Skin (1995)::Romance
+984::Pompatus of Love, The (1996)::Comedy|Drama
+985::Small Wonders (1996)::Documentary
+986::Fly Away Home (1996)::Adventure|Children's
+987::Bliss (1997)::Drama|Romance
+988::Grace of My Heart (1996)::Comedy|Drama
+989::Schlafes Bruder (Brother of Sleep) (1995)::Drama
+990::Maximum Risk (1996)::Action|Adventure|Thriller
+991::Michael Collins (1996)::Drama|War
+992::Rich Man's Wife, The (1996)::Thriller
+993::Infinity (1996)::Drama
+994::Big Night (1996)::Drama
+996::Last Man Standing (1996)::Action|Drama|Western
+997::Caught (1996)::Drama|Thriller
+998::Set It Off (1996)::Action|Crime
+999::2 Days in the Valley (1996)::Crime
+1000::Curdled (1996)::Crime
+1001::Associate, The (L'Associe)(1982)::Comedy
+1002::Ed's Next Move (1996)::Comedy
+1003::Extreme Measures (1996)::Drama|Thriller
+1004::Glimmer Man, The (1996)::Action|Thriller
+1005::D3: The Mighty Ducks (1996)::Children's|Comedy
+1006::Chamber, The (1996)::Drama
+1007::Apple Dumpling Gang, The (1975)::Children's|Comedy|Western
+1008::Davy Crockett, King of the Wild Frontier (1955)::Western
+1009::Escape to Witch Mountain (1975)::Adventure|Children's|Fantasy
+1010::Love Bug, The (1969)::Children's|Comedy
+1011::Herbie Rides Again (1974)::Adventure|Children's|Comedy
+1012::Old Yeller (1957)::Children's|Drama
+1013::Parent Trap, The (1961)::Children's|Drama
+1014::Pollyanna (1960)::Children's|Comedy|Drama
+1015::Homeward Bound: The Incredible Journey (1993)::Adventure|Children's
+1016::Shaggy Dog, The (1959)::Children's|Comedy
+1017::Swiss Family Robinson (1960)::Adventure|Children's
+1018::That Darn Cat! (1965)::Children's|Comedy|Mystery
+1019::20,000 Leagues Under the Sea (1954)::Adventure|Children's|Fantasy|Sci-Fi
+1020::Cool Runnings (1993)::Comedy
+1021::Angels in the Outfield (1994)::Children's|Comedy
+1022::Cinderella (1950)::Animation|Children's|Musical
+1023::Winnie the Pooh and the Blustery Day (1968)::Animation|Children's
+1024::Three Caballeros, The (1945)::Animation|Children's|Musical
+1025::Sword in the Stone, The (1963)::Animation|Children's
+1026::So Dear to My Heart (1949)::Children's|Drama
+1027::Robin Hood: Prince of Thieves (1991)::Drama
+1028::Mary Poppins (1964)::Children's|Comedy|Musical
+1029::Dumbo (1941)::Animation|Children's|Musical
+1030::Pete's Dragon (1977)::Adventure|Animation|Children's|Musical
+1031::Bedknobs and Broomsticks (1971)::Adventure|Children's|Musical
+1032::Alice in Wonderland (1951)::Animation|Children's|Musical
+1033::Fox and the Hound, The (1981)::Animation|Children's
+1034::Freeway (1996)::Crime
+1035::Sound of Music, The (1965)::Musical
+1036::Die Hard (1988)::Action|Thriller
+1037::Lawnmower Man, The (1992)::Action|Sci-Fi|Thriller
+1038::Unhook the Stars (1996)::Drama
+1039::Synthetic Pleasures (1995)::Documentary
+1040::Secret Agent, The (1996)::Drama
+1041::Secrets & Lies (1996)::Drama
+1042::That Thing You Do! (1996)::Comedy
+1043::To Gillian on Her 37th Birthday (1996)::Drama|Romance
+1044::Surviving Picasso (1996)::Drama
+1045::Love Is All There Is (1996)::Comedy|Drama
+1046::Beautiful Thing (1996)::Drama|Romance
+1047::Long Kiss Goodnight, The (1996)::Action|Thriller
+1049::Ghost and the Darkness, The (1996)::Action|Adventure
+1050::Looking for Richard (1996)::Documentary|Drama
+1051::Trees Lounge (1996)::Drama
+1052::Proprietor, The (1996)::Drama
+1053::Normal Life (1996)::Crime|Drama
+1054::Get on the Bus (1996)::Drama
+1055::Shadow Conspiracy (1997)::Thriller
+1056::Jude (1996)::Drama
+1057::Everyone Says I Love You (1996)::Comedy|Musical|Romance
+1058::Bitter Sugar (Azucar Amargo) (1996)::Drama
+1059::William Shakespeare's Romeo and Juliet (1996)::Drama|Romance
+1060::Swingers (1996)::Comedy|Drama
+1061::Sleepers (1996)::Crime|Drama
+1062::Sunchaser, The (1996)::Drama
+1063::Johns (1996)::Drama
+1064::Aladdin and the King of Thieves (1996)::Animation|Children's|Comedy
+1065::Woman in Question, The (1950)::Mystery
+1066::Shall We Dance? (1937)::Comedy|Musical|Romance
+1067::Damsel in Distress, A (1937)::Comedy|Musical|Romance
+1068::Crossfire (1947)::Crime|Film-Noir
+1069::Murder, My Sweet (1944)::Film-Noir|Thriller
+1070::Macao (1952)::Adventure
+1071::For the Moment (1994)::Romance|War
+1073::Willy Wonka and the Chocolate Factory (1971)::Adventure|Children's|Comedy|Fantasy
+1075::Sexual Life of the Belgians, The (1994)::Comedy
+1076::Innocents, The (1961)::Thriller
+1077::Sleeper (1973)::Comedy|Sci-Fi
+1078::Bananas (1971)::Comedy|War
+1079::Fish Called Wanda, A (1988)::Comedy
+1080::Monty Python's Life of Brian (1979)::Comedy
+1081::Victor/Victoria (1982)::Comedy|Musical
+1082::Candidate, The (1972)::Drama
+1083::Great Race, The (1965)::Comedy|Musical
+1084::Bonnie and Clyde (1967)::Crime|Drama
+1085::Old Man and the Sea, The (1958)::Adventure|Drama
+1086::Dial M for Murder (1954)::Mystery|Thriller
+1087::Madame Butterfly (1995)::Musical
+1088::Dirty Dancing (1987)::Musical|Romance
+1089::Reservoir Dogs (1992)::Crime|Thriller
+1090::Platoon (1986)::Drama|War
+1091::Weekend at Bernie's (1989)::Comedy
+1092::Basic Instinct (1992)::Mystery|Thriller
+1093::Doors, The (1991)::Drama|Musical
+1094::Crying Game, The (1992)::Drama|Romance|War
+1095::Glengarry Glen Ross (1992)::Drama
+1096::Sophie's Choice (1982)::Drama
+1097::E.T. the Extra-Terrestrial (1982)::Children's|Drama|Fantasy|Sci-Fi
+1098::Search for One-eye Jimmy, The (1996)::Comedy
+1099::Christmas Carol, A (1938)::Drama
+1100::Days of Thunder (1990)::Action|Romance
+1101::Top Gun (1986)::Action|Romance
+1102::American Strays (1996)::Action
+1103::Rebel Without a Cause (1955)::Drama
+1104::Streetcar Named Desire, A (1951)::Drama
+1105::Children of the Corn IV: The Gathering (1996)::Horror
+1106::Leopard Son, The (1996)::Documentary
+1107::Loser (1991)::Comedy
+1108::Prerokbe Ognja (1995)::Documentary
+1109::Charm's Incidents (1996)::Drama
+1110::Bird of Prey (1996)::Action
+1111::Microcosmos (Microcosmos: Le peuple de l'herbe) (1996)::Documentary
+1112::Palookaville (1996)::Action|Drama
+1113::Associate, The (1996)::Comedy
+1114::Funeral, The (1996)::Drama
+1115::Sleepover (1995)::Comedy|Drama
+1116::Single Girl, A (La Fille Seule) (1995)::Drama
+1117::Eighth Day, The (Le Huitime jour ) (1996)::Drama
+1118::Tashunga (1995)::Adventure|Western
+1119::Drunks (1997)::Drama
+1120::People vs. Larry Flynt, The (1996)::Drama
+1121::Glory Daze (1996)::Drama
+1122::Plutonium Circus (1995)::Documentary
+1123::Perfect Candidate, A (1996)::Documentary
+1124::On Golden Pond (1981)::Drama
+1125::Return of the Pink Panther, The (1974)::Comedy
+1126::Drop Dead Fred (1991)::Comedy|Fantasy
+1127::Abyss, The (1989)::Action|Adventure|Sci-Fi|Thriller
+1128::Fog, The (1980)::Horror
+1129::Escape from New York (1981)::Action|Adventure|Sci-Fi|Thriller
+1130::Howling, The (1980)::Horror
+1131::Jean de Florette (1986)::Drama
+1132::Manon of the Spring (Manon des sources) (1986)::Drama
+1133::Talking About Sex (1994)::Comedy|Drama
+1134::Johnny 100 Pesos (1993)::Action|Drama
+1135::Private Benjamin (1980)::Comedy
+1136::Monty Python and the Holy Grail (1974)::Comedy
+1137::Hustler White (1996)::Romance
+1138::Dadetown (1995)::Documentary
+1139::Everything Relative (1996)::Drama
+1140::Entertaining Angels: The Dorothy Day Story (1996)::Drama
+1141::Hoogste tijd (1995)::Drama
+1142::Get Over It (1996)::Drama
+1143::Three Lives and Only One Death (1996)::Comedy
+1144::Line King: Al Hirschfeld, The (1996)::Documentary
+1145::Snowriders (1996)::Documentary
+1146::Curtis's Charm (1995)::Comedy|Drama
+1147::When We Were Kings (1996)::Documentary
+1148::Wrong Trousers, The (1993)::Animation|Comedy
+1149::JLG/JLG - autoportrait de dcembre (1994)::Documentary|Drama
+1150::Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)::Drama
+1151::Faust (1994)::Animation|Comedy|Thriller
+1152::He Walked by Night (1948)::Crime|Film-Noir|Thriller
+1153::Raw Deal (1948)::Film-Noir
+1154::T-Men (1947)::Film-Noir
+1155::Invitation, The (Zaproszenie) (1986)::Drama
+1156::Children Are Watching us, The (Bambini ci guardano, I) (1942)::Drama
+1157::Symphonie pastorale, La (1946)::Drama
+1158::Here Comes Cookie (1935)::Comedy
+1159::Love in Bloom (1935)::Romance
+1160::Six of a Kind (1934)::Comedy
+1161::Tin Drum, The (Blechtrommel, Die) (1979)::Drama
+1162::Ruling Class, The (1972)::Comedy
+1163::Mina Tannenbaum (1994)::Drama
+1164::Two or Three Things I Know About Her (1966)::Drama
+1165::Bloody Child, The (1996)::Drama|Thriller
+1166::Farmer & Chase (1995)::Comedy
+1167::Dear God (1996)::Comedy
+1168::Bad Moon (1996)::Horror
+1169::American Dream (1990)::Documentary
+1170::Best of the Best 3: No Turning Back (1995)::Action
+1171::Bob Roberts (1992)::Comedy
+1172::Cinema Paradiso (1988)::Comedy|Drama|Romance
+1173::Cook the Thief His Wife & Her Lover, The (1989)::Drama
+1174::Grosse Fatigue (1994)::Comedy
+1175::Delicatessen (1991)::Comedy|Sci-Fi
+1176::Double Life of Veronique, The (La Double Vie de Vronique) (1991)::Drama
+1177::Enchanted April (1991)::Drama
+1178::Paths of Glory (1957)::Drama|War
+1179::Grifters, The (1990)::Crime|Drama|Film-Noir
+1180::Hear My Song (1991)::Comedy
+1181::Shooter, The (1995)::Action
+1183::English Patient, The (1996)::Drama|Romance|War
+1184::Mediterraneo (1991)::Comedy|War
+1185::My Left Foot (1989)::Drama
+1186::Sex, Lies, and Videotape (1989)::Drama
+1187::Passion Fish (1992)::Drama
+1188::Strictly Ballroom (1992)::Comedy|Romance
+1189::Thin Blue Line, The (1988)::Documentary
+1190::Tie Me Up! Tie Me Down! (1990)::Drama
+1191::Madonna: Truth or Dare (1991)::Documentary
+1192::Paris Is Burning (1990)::Documentary
+1193::One Flew Over the Cuckoo's Nest (1975)::Drama
+1194::Up in Smoke (1978)::Comedy
+1196::Star Wars: Episode V - The Empire Strikes Back (1980)::Action|Adventure|Drama|Sci-Fi|War
+1197::Princess Bride, The (1987)::Action|Adventure|Comedy|Romance
+1198::Raiders of the Lost Ark (1981)::Action|Adventure
+1199::Brazil (1985)::Sci-Fi
+1200::Aliens (1986)::Action|Sci-Fi|Thriller|War
+1201::Good, The Bad and The Ugly, The (1966)::Action|Western
+1202::Withnail and I (1987)::Comedy
+1203::12 Angry Men (1957)::Drama
+1204::Lawrence of Arabia (1962)::Adventure|War
+1205::Transformers: The Movie, The (1986)::Action|Animation|Children's|Sci-Fi|Thriller|War
+1206::Clockwork Orange, A (1971)::Sci-Fi
+1207::To Kill a Mockingbird (1962)::Drama
+1208::Apocalypse Now (1979)::Drama|War
+1209::Once Upon a Time in the West (1969)::Western
+1210::Star Wars: Episode VI - Return of the Jedi (1983)::Action|Adventure|Romance|Sci-Fi|War
+1211::Wings of Desire (Der Himmel ber Berlin) (1987)::Comedy|Drama|Romance
+1212::Third Man, The (1949)::Mystery|Thriller
+1213::GoodFellas (1990)::Crime|Drama
+1214::Alien (1979)::Action|Horror|Sci-Fi|Thriller
+1215::Army of Darkness (1993)::Action|Adventure|Comedy|Horror|Sci-Fi
+1216::Big Blue, The (Le Grand Bleu) (1988)::Adventure|Romance
+1217::Ran (1985)::Drama|War
+1218::Killer, The (Die xue shuang xiong) (1989)::Action|Thriller
+1219::Psycho (1960)::Horror|Thriller
+1220::Blues Brothers, The (1980)::Action|Comedy|Musical
+1221::Godfather: Part II, The (1974)::Action|Crime|Drama
+1222::Full Metal Jacket (1987)::Action|Drama|War
+1223::Grand Day Out, A (1992)::Animation|Comedy
+1224::Henry V (1989)::Drama|War
+1225::Amadeus (1984)::Drama
+1226::Quiet Man, The (1952)::Comedy|Romance
+1227::Once Upon a Time in America (1984)::Crime|Drama|Thriller
+1228::Raging Bull (1980)::Drama
+1230::Annie Hall (1977)::Comedy|Romance
+1231::Right Stuff, The (1983)::Drama
+1232::Stalker (1979)::Mystery|Sci-Fi
+1233::Boat, The (Das Boot) (1981)::Action|Drama|War
+1234::Sting, The (1973)::Comedy|Crime
+1235::Harold and Maude (1971)::Comedy
+1236::Trust (1990)::Comedy|Drama
+1237::Seventh Seal, The (Sjunde inseglet, Det) (1957)::Drama
+1238::Local Hero (1983)::Comedy
+1240::Terminator, The (1984)::Action|Sci-Fi|Thriller
+1241::Braindead (1992)::Comedy|Horror
+1242::Glory (1989)::Action|Drama|War
+1243::Rosencrantz and Guildenstern Are Dead (1990)::Comedy|Drama
+1244::Manhattan (1979)::Comedy|Drama|Romance
+1245::Miller's Crossing (1990)::Drama
+1246::Dead Poets Society (1989)::Drama
+1247::Graduate, The (1967)::Drama|Romance
+1248::Touch of Evil (1958)::Crime|Film-Noir|Thriller
+1249::Nikita (La Femme Nikita) (1990)::Thriller
+1250::Bridge on the River Kwai, The (1957)::Drama|War
+1251::8 1/2 (1963)::Drama
+1252::Chinatown (1974)::Film-Noir|Mystery|Thriller
+1253::Day the Earth Stood Still, The (1951)::Drama|Sci-Fi
+1254::Treasure of the Sierra Madre, The (1948)::Adventure
+1255::Bad Taste (1987)::Comedy|Horror
+1256::Duck Soup (1933)::Comedy|War
+1257::Better Off Dead... (1985)::Comedy
+1258::Shining, The (1980)::Horror
+1259::Stand by Me (1986)::Adventure|Comedy|Drama
+1260::M (1931)::Crime|Film-Noir|Thriller
+1261::Evil Dead II (Dead By Dawn) (1987)::Action|Adventure|Comedy|Horror
+1262::Great Escape, The (1963)::Adventure|War
+1263::Deer Hunter, The (1978)::Drama|War
+1264::Diva (1981)::Action|Drama|Mystery|Romance|Thriller
+1265::Groundhog Day (1993)::Comedy|Romance
+1266::Unforgiven (1992)::Western
+1267::Manchurian Candidate, The (1962)::Film-Noir|Thriller
+1268::Pump Up the Volume (1990)::Drama
+1269::Arsenic and Old Lace (1944)::Comedy|Mystery|Thriller
+1270::Back to the Future (1985)::Comedy|Sci-Fi
+1271::Fried Green Tomatoes (1991)::Drama
+1272::Patton (1970)::Drama|War
+1273::Down by Law (1986)::Comedy|Drama
+1274::Akira (1988)::Adventure|Animation|Sci-Fi|Thriller
+1275::Highlander (1986)::Action|Adventure
+1276::Cool Hand Luke (1967)::Comedy|Drama
+1277::Cyrano de Bergerac (1990)::Action|Drama|Romance
+1278::Young Frankenstein (1974)::Comedy|Horror
+1279::Night on Earth (1991)::Comedy|Drama
+1280::Raise the Red Lantern (1991)::Drama
+1281::Great Dictator, The (1940)::Comedy
+1282::Fantasia (1940)::Animation|Children's|Musical
+1283::High Noon (1952)::Western
+1284::Big Sleep, The (1946)::Film-Noir|Mystery
+1285::Heathers (1989)::Comedy
+1286::Somewhere in Time (1980)::Drama|Romance
+1287::Ben-Hur (1959)::Action|Adventure|Drama
+1288::This Is Spinal Tap (1984)::Comedy|Drama|Musical
+1289::Koyaanisqatsi (1983)::Documentary|War
+1290::Some Kind of Wonderful (1987)::Drama|Romance
+1291::Indiana Jones and the Last Crusade (1989)::Action|Adventure
+1292::Being There (1979)::Comedy
+1293::Gandhi (1982)::Drama
+1294::M*A*S*H (1970)::Comedy|War
+1295::Unbearable Lightness of Being, The (1988)::Drama
+1296::Room with a View, A (1986)::Drama|Romance
+1297::Real Genius (1985)::Comedy
+1298::Pink Floyd - The Wall (1982)::Drama|Musical|War
+1299::Killing Fields, The (1984)::Drama|War
+1300::My Life as a Dog (Mitt liv som hund) (1985)::Drama
+1301::Forbidden Planet (1956)::Sci-Fi
+1302::Field of Dreams (1989)::Drama
+1303::Man Who Would Be King, The (1975)::Adventure
+1304::Butch Cassidy and the Sundance Kid (1969)::Action|Comedy|Western
+1305::Paris, Texas (1984)::Drama
+1306::Until the End of the World (Bis ans Ende der Welt) (1991)::Drama|Sci-Fi
+1307::When Harry Met Sally... (1989)::Comedy|Romance
+1308::I Shot a Man in Vegas (1995)::Comedy
+1309::Parallel Sons (1995)::Drama|Romance
+1310::Hype! (1996)::Documentary
+1311::Santa with Muscles (1996)::Comedy
+1312::Female Perversions (1996)::Drama
+1313::Mad Dog Time (1996)::Crime
+1314::Breathing Room (1996)::Romance
+1315::Paris Was a Woman (1995)::Documentary
+1316::Anna (1996)::Drama
+1317::I'm Not Rappaport (1996)::Comedy
+1318::Blue Juice (1995)::Comedy|Drama
+1319::Kids of Survival (1993)::Documentary
+1320::Alien (1992)::Action|Horror|Sci-Fi|Thriller
+1321::American Werewolf in London, An (1981)::Horror
+1322::Amityville 1992: It's About Time (1992)::Horror
+1323::Amityville 3-D (1983)::Horror
+1324::Amityville: Dollhouse (1996)::Horror
+1325::Amityville: A New Generation (1993)::Horror
+1326::Amityville II: The Possession (1982)::Horror
+1327::Amityville Horror, The (1979)::Horror
+1328::Amityville Curse, The (1990)::Horror
+1329::Blood For Dracula (Andy Warhol's Dracula) (1974)::Horror
+1330::April Fool's Day (1986)::Comedy|Horror
+1331::Audrey Rose (1977)::Horror
+1332::Believers, The (1987)::Horror|Thriller
+1333::Birds, The (1963)::Horror
+1334::Blob, The (1958)::Horror|Sci-Fi
+1335::Blood Beach (1981)::Action|Horror
+1336::Body Parts (1991)::Horror
+1337::Body Snatcher, The (1945)::Horror
+1339::Bram Stoker's Dracula (1992)::Horror|Romance
+1340::Bride of Frankenstein (1935)::Horror
+1341::Burnt Offerings (1976)::Horror
+1342::Candyman (1992)::Horror
+1343::Cape Fear (1991)::Thriller
+1344::Cape Fear (1962)::Film-Noir|Thriller
+1345::Carrie (1976)::Horror
+1346::Cat People (1982)::Horror
+1347::Nightmare on Elm Street, A (1984)::Horror
+1348::Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)::Horror
+1349::Nosferatu a Venezia (1986)::Horror
+1350::Omen, The (1976)::Horror
+1351::Blood & Wine (1997)::Drama
+1352::Albino Alligator (1996)::Crime|Thriller
+1353::Mirror Has Two Faces, The (1996)::Comedy|Romance
+1354::Breaking the Waves (1996)::Drama
+1355::Nightwatch (1997)::Horror|Thriller
+1356::Star Trek: First Contact (1996)::Action|Adventure|Sci-Fi
+1357::Shine (1996)::Drama|Romance
+1358::Sling Blade (1996)::Drama|Thriller
+1359::Jingle All the Way (1996)::Adventure|Children's|Comedy
+1360::Identification of a Woman (Identificazione di una donna) (1982)::Drama
+1361::Paradise Lost: The Child Murders at Robin Hood Hills (1996)::Documentary
+1362::Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970)::Drama
+1363::Preacher's Wife, The (1996)::Drama
+1364::Zero Kelvin (Kjrlighetens kjtere) (1995)::Action
+1365::Ridicule (1996)::Drama
+1366::Crucible, The (1996)::Drama
+1367::101 Dalmatians (1996)::Children's|Comedy
+1368::Forbidden Christ, The (Cristo proibito, Il) (1950)::Drama
+1369::I Can't Sleep (J'ai pas sommeil) (1994)::Drama|Thriller
+1370::Die Hard 2 (1990)::Action|Thriller
+1371::Star Trek: The Motion Picture (1979)::Action|Adventure|Sci-Fi
+1372::Star Trek VI: The Undiscovered Country (1991)::Action|Adventure|Sci-Fi
+1373::Star Trek V: The Final Frontier (1989)::Action|Adventure|Sci-Fi
+1374::Star Trek: The Wrath of Khan (1982)::Action|Adventure|Sci-Fi
+1375::Star Trek III: The Search for Spock (1984)::Action|Adventure|Sci-Fi
+1376::Star Trek IV: The Voyage Home (1986)::Action|Adventure|Sci-Fi
+1377::Batman Returns (1992)::Action|Adventure|Comedy|Crime
+1378::Young Guns (1988)::Action|Comedy|Western
+1379::Young Guns II (1990)::Action|Comedy|Western
+1380::Grease (1978)::Comedy|Musical|Romance
+1381::Grease 2 (1982)::Comedy|Musical|Romance
+1382::Marked for Death (1990)::Action|Drama
+1383::Adrenalin: Fear the Rush (1996)::Action|Sci-Fi
+1384::Substance of Fire, The (1996)::Drama
+1385::Under Siege (1992)::Action
+1386::Terror in a Texas Town (1958)::Western
+1387::Jaws (1975)::Action|Horror
+1388::Jaws 2 (1978)::Action|Horror
+1389::Jaws 3-D (1983)::Action|Horror
+1390::My Fellow Americans (1996)::Comedy
+1391::Mars Attacks! (1996)::Action|Comedy|Sci-Fi|War
+1392::Citizen Ruth (1996)::Comedy|Drama
+1393::Jerry Maguire (1996)::Drama|Romance
+1394::Raising Arizona (1987)::Comedy
+1395::Tin Men (1987)::Comedy|Drama
+1396::Sneakers (1992)::Crime|Drama|Sci-Fi
+1397::Bastard Out of Carolina (1996)::Drama
+1398::In Love and War (1996)::Romance|War
+1399::Marvin's Room (1996)::Drama
+1400::Somebody is Waiting (1996)::Drama
+1401::Ghosts of Mississippi (1996)::Drama
+1404::Night Falls on Manhattan (1997)::Crime|Drama
+1405::Beavis and Butt-head Do America (1996)::Animation|Comedy
+1406::Crmonie, La (1995)::Drama
+1407::Scream (1996)::Horror|Thriller
+1408::Last of the Mohicans, The (1992)::Action|Romance|War
+1409::Michael (1996)::Comedy|Romance
+1410::Evening Star, The (1996)::Comedy|Drama
+1411::Hamlet (1996)::Drama
+1412::Some Mother's Son (1996)::Drama
+1413::Whole Wide World, The (1996)::Drama
+1414::Mother (1996)::Comedy
+1415::Thieves (Voleurs, Les) (1996)::Crime|Drama|Romance
+1416::Evita (1996)::Drama|Musical
+1417::Portrait of a Lady, The (1996)::Drama
+1419::Walkabout (1971)::Drama
+1420::Message to Love: The Isle of Wight Festival (1996)::Documentary
+1421::Grateful Dead (1995)::Documentary
+1422::Murder at 1600 (1997)::Mystery|Thriller
+1423::Hearts and Minds (1996)::Drama
+1424::Inside (1996)::Action
+1425::Fierce Creatures (1997)::Comedy
+1426::Zeus and Roxanne (1997)::Children's
+1427::Turbulence (1997)::Thriller
+1428::Angel Baby (1995)::Drama
+1429::Jackie Chan's First Strike (1996)::Action
+1430::Underworld (1997)::Thriller
+1431::Beverly Hills Ninja (1997)::Action|Comedy
+1432::Metro (1997)::Action
+1433::Machine, The (1994)::Comedy|Horror
+1434::Stranger, The (1994)::Action
+1436::Falling in Love Again (1980)::Comedy
+1437::Cement Garden, The (1993)::Drama
+1438::Dante's Peak (1997)::Action|Thriller
+1439::Meet Wally Sparks (1997)::Comedy
+1440::Amos & Andrew (1993)::Comedy
+1441::Benny & Joon (1993)::Comedy|Romance
+1442::Prefontaine (1997)::Drama
+1443::Tickle in the Heart, A (1996)::Documentary
+1444::Guantanamera (1994)::Comedy
+1445::McHale's Navy (1997)::Comedy|War
+1446::Kolya (1996)::Comedy
+1447::Gridlock'd (1997)::Crime
+1448::Fire on the Mountain (1996)::Documentary
+1449::Waiting for Guffman (1996)::Comedy
+1450::Prisoner of the Mountains (Kavkazsky Plennik) (1996)::War
+1453::Beautician and the Beast, The (1997)::Comedy|Romance
+1454::SubUrbia (1997)::Comedy
+1455::Hotel de Love (1996)::Comedy|Romance
+1456::Pest, The (1997)::Comedy
+1457::Fools Rush In (1997)::Comedy|Romance
+1458::Touch (1997)::Romance
+1459::Absolute Power (1997)::Mystery|Thriller
+1460::That Darn Cat! (1997)::Children's|Comedy|Mystery
+1461::Vegas Vacation (1997)::Comedy
+1462::Unforgotten: Twenty-Five Years After Willowbrook (1996)::Documentary
+1463::That Old Feeling (1997)::Comedy|Romance
+1464::Lost Highway (1997)::Mystery
+1465::Rosewood (1997)::Drama
+1466::Donnie Brasco (1997)::Crime|Drama
+1467::Salut cousin! (1996)::Comedy|Drama
+1468::Booty Call (1997)::Comedy|Romance
+1470::Rhyme & Reason (1997)::Documentary
+1471::Boys Life 2 (1997)::Drama
+1472::City of Industry (1997)::Crime|Thriller
+1473::Best Men (1997)::Action|Comedy|Crime|Drama
+1474::Jungle2Jungle (a.k.a. Jungle 2 Jungle) (1997)::Children's|Comedy
+1475::Kama Sutra: A Tale of Love (1996)::Romance
+1476::Private Parts (1997)::Comedy|Drama
+1477::Love Jones (1997)::Romance
+1479::Saint, The (1997)::Action|Romance|Thriller
+1480::Smilla's Sense of Snow (1997)::Action|Drama|Thriller
+1482::Van, The (1996)::Comedy|Drama
+1483::Crash (1996)::Drama|Thriller
+1484::Daytrippers, The (1996)::Mystery
+1485::Liar Liar (1997)::Comedy
+1486::Quiet Room, The (1996)::Drama
+1487::Selena (1997)::Drama|Musical
+1488::Devil's Own, The (1997)::Action|Drama|Thriller|War
+1489::Cats Don't Dance (1997)::Animation|Children's|Musical
+1490::B*A*P*S (1997)::Comedy
+1493::Love and Other Catastrophes (1996)::Romance
+1494::Sixth Man, The (1997)::Comedy
+1495::Turbo: A Power Rangers Movie (1997)::Action|Adventure|Children's
+1496::Anna Karenina (1997)::Drama|Romance
+1497::Double Team (1997)::Action
+1498::Inventing the Abbotts (1997)::Drama|Romance
+1499::Anaconda (1997)::Action|Adventure|Thriller
+1500::Grosse Pointe Blank (1997)::Comedy|Crime
+1501::Keys to Tulsa (1997)::Crime
+1502::Kissed (1996)::Romance
+1503::8 Heads in a Duffel Bag (1997)::Comedy
+1504::Hollow Reed (1996)::Drama
+1507::Paradise Road (1997)::Drama|War
+1508::Traveller (1997)::Drama
+1509::All Over Me (1997)::Drama
+1510::Brother's Kiss, A (1997)::Drama
+1511::A Chef in Love (1996)::Comedy
+1513::Romy and Michele's High School Reunion (1997)::Comedy
+1514::Temptress Moon (Feng Yue) (1996)::Romance
+1515::Volcano (1997)::Drama|Thriller
+1516::Children of the Revolution (1996)::Comedy
+1517::Austin Powers: International Man of Mystery (1997)::Comedy
+1518::Breakdown (1997)::Action|Thriller
+1519::Broken English (1996)::Drama
+1520::Commandments (1997)::Romance
+1522::Ripe (1996)::Drama
+1523::Truth or Consequences, N.M. (1997)::Action|Crime|Romance
+1524::Turning, The (1992)::Drama
+1525::Warriors of Virtue (1997)::Action|Adventure|Children's|Fantasy
+1526::Fathers' Day (1997)::Comedy
+1527::Fifth Element, The (1997)::Action|Sci-Fi
+1528::Intimate Relations (1996)::Comedy
+1529::Nowhere (1997)::Drama
+1531::Losing Chase (1996)::Drama
+1532::Sprung (1997)::Comedy
+1533::Promise, The (La Promesse) (1996)::Drama
+1534::Bonheur, Le (1965)::Drama
+1535::Love! Valour! Compassion! (1997)::Drama|Romance
+1537::Shall We Dance? (Shall We Dansu?) (1996)::Comedy
+1538::Second Jungle Book: Mowgli & Baloo, The (1997)::Adventure|Children's
+1539::Twin Town (1997)::Comedy|Crime
+1541::Addicted to Love (1997)::Comedy|Romance
+1542::Brassed Off (1996)::Comedy|Drama|Romance
+1543::Designated Mourner, The (1997)::Drama
+1544::Lost World: Jurassic Park, The (1997)::Action|Adventure|Sci-Fi|Thriller
+1545::Ponette (1996)::Drama
+1546::Schizopolis (1996)::Comedy
+1547::Shiloh (1997)::Children's|Drama
+1548::War at Home, The (1996)::Drama
+1549::Rough Magic (1995)::Drama|Romance
+1550::Trial and Error (1997)::Comedy|Romance
+1551::Buddy (1997)::Adventure|Children's|Drama
+1552::Con Air (1997)::Action|Adventure|Thriller
+1553::Late Bloomers (1996)::Comedy
+1554::Pillow Book, The (1995)::Drama|Romance
+1555::To Have, or Not (1995)::Drama
+1556::Speed 2: Cruise Control (1997)::Action|Romance|Thriller
+1557::Squeeze (1996)::Drama
+1558::Sudden Manhattan (1996)::Comedy
+1559::Next Step, The (1995)::Drama
+1561::Wedding Bell Blues (1996)::Comedy
+1562::Batman & Robin (1997)::Action|Adventure|Crime
+1563::Dream With the Fishes (1997)::Drama
+1564::Roseanna's Grave (For Roseanna) (1997)::Comedy|Romance
+1565::Head Above Water (1996)::Comedy|Thriller
+1566::Hercules (1997)::Adventure|Animation|Children's|Comedy|Musical
+1567::Last Time I Committed Suicide, The (1997)::Drama
+1568::MURDER and murder (1996)::Crime|Drama|Mystery
+1569::My Best Friend's Wedding (1997)::Comedy|Romance
+1570::Tetsuo II: Body Hammer (1992)::Sci-Fi
+1571::When the Cats Away (Chacun cherche son chat) (1996)::Comedy|Romance
+1572::Contempt (Le Mpris) (1963)::Drama
+1573::Face/Off (1997)::Action|Sci-Fi|Thriller
+1574::Fall (1997)::Romance
+1575::Gabbeh (1996)::Drama
+1577::Mondo (1996)::Drama
+1578::Innocent Sleep, The (1995)::Crime
+1579::For Ever Mozart (1996)::Drama
+1580::Men in Black (1997)::Action|Adventure|Comedy|Sci-Fi
+1581::Out to Sea (1997)::Comedy
+1582::Wild America (1997)::Adventure|Children's
+1583::Simple Wish, A (1997)::Children's|Fantasy
+1584::Contact (1997)::Drama|Sci-Fi
+1585::Love Serenade (1996)::Comedy
+1586::G.I. Jane (1997)::Action|Drama|War
+1587::Conan the Barbarian (1982)::Action|Adventure
+1588::George of the Jungle (1997)::Children's|Comedy
+1589::Cop Land (1997)::Crime|Drama|Mystery
+1590::Event Horizon (1997)::Action|Mystery|Sci-Fi|Thriller
+1591::Spawn (1997)::Action|Adventure|Sci-Fi|Thriller
+1592::Air Bud (1997)::Children's|Comedy
+1593::Picture Perfect (1997)::Comedy|Romance
+1594::In the Company of Men (1997)::Drama
+1595::Free Willy 3: The Rescue (1997)::Adventure|Children's|Drama
+1596::Career Girls (1997)::Drama
+1597::Conspiracy Theory (1997)::Action|Mystery|Romance|Thriller
+1598::Desperate Measures (1998)::Crime|Drama|Thriller
+1599::Steel (1997)::Action
+1600::She's So Lovely (1997)::Drama|Romance
+1601::Hoodlum (1997)::Crime|Drama|Film-Noir
+1602::Leave It to Beaver (1997)::Comedy
+1603::Mimic (1997)::Sci-Fi|Thriller
+1604::Money Talks (1997)::Action|Comedy
+1605::Excess Baggage (1997)::Adventure|Romance
+1606::Kull the Conqueror (1997)::Action|Adventure
+1608::Air Force One (1997)::Action|Thriller
+1609::187 (1997)::Drama
+1610::Hunt for Red October, The (1990)::Action|Thriller
+1611::My Own Private Idaho (1991)::Drama
+1612::Kiss Me, Guido (1997)::Comedy
+1613::Star Maps (1997)::Drama
+1614::In & Out (1997)::Comedy
+1615::Edge, The (1997)::Adventure|Thriller
+1616::Peacemaker, The (1997)::Action|Thriller|War
+1617::L.A. Confidential (1997)::Crime|Film-Noir|Mystery|Thriller
+1619::Seven Years in Tibet (1997)::Drama|War
+1620::Kiss the Girls (1997)::Crime|Drama|Thriller
+1621::Soul Food (1997)::Drama
+1622::Kicked in the Head (1997)::Comedy|Drama
+1623::Wishmaster (1997)::Horror
+1624::Thousand Acres, A (1997)::Drama
+1625::Game, The (1997)::Mystery|Thriller
+1626::Fire Down Below (1997)::Action|Drama|Thriller
+1627::U Turn (1997)::Action|Crime|Mystery
+1628::Locusts, The (1997)::Drama
+1629::MatchMaker, The (1997)::Comedy|Romance
+1630::Lay of the Land, The (1997)::Comedy|Drama
+1631::Assignment, The (1997)::Thriller
+1632::Smile Like Yours, A (1997)::Comedy|Romance
+1633::Ulee's Gold (1997)::Drama
+1635::Ice Storm, The (1997)::Drama
+1636::Stag (1997)::Action|Thriller
+1639::Chasing Amy (1997)::Drama|Romance
+1640::How to Be a Player (1997)::Comedy
+1641::Full Monty, The (1997)::Comedy
+1642::Indian Summer (a.k.a. Alive & Kicking) (1996)::Comedy|Drama
+1643::Mrs. Brown (Her Majesty, Mrs. Brown) (1997)::Drama|Romance
+1644::I Know What You Did Last Summer (1997)::Horror|Mystery|Thriller
+1645::Devil's Advocate, The (1997)::Crime|Horror|Mystery|Thriller
+1646::Rocket Man (1997)::Comedy
+1647::Playing God (1997)::Crime|Thriller
+1648::House of Yes, The (1997)::Comedy|Drama|Thriller
+1649::Fast, Cheap & Out of Control (1997)::Documentary
+1650::Washington Square (1997)::Drama
+1651::Telling Lies in America (1997)::Drama
+1652::Year of the Horse (1997)::Documentary
+1653::Gattaca (1997)::Drama|Sci-Fi|Thriller
+1654::FairyTale: A True Story (1997)::Children's|Drama|Fantasy
+1655::Phantoms (1998)::Horror
+1656::Swept from the Sea (1997)::Romance
+1657::Wonderland (1997)::Documentary
+1658::Life Less Ordinary, A (1997)::Romance|Thriller
+1659::Hurricane Streets (1998)::Drama
+1660::Eve's Bayou (1997)::Drama
+1661::Switchback (1997)::Thriller
+1662::Gang Related (1997)::Crime
+1663::Stripes (1981)::Comedy
+1664::Nnette et Boni (1996)::Drama
+1665::Bean (1997)::Comedy
+1666::Hugo Pool (1997)::Romance
+1667::Mad City (1997)::Action|Drama
+1668::One Night Stand (1997)::Drama
+1669::Tango Lesson, The (1997)::Romance
+1670::Welcome To Sarajevo (1997)::Drama|War
+1671::Deceiver (1997)::Crime
+1672::Rainmaker, The (1997)::Drama
+1673::Boogie Nights (1997)::Drama
+1674::Witness (1985)::Drama|Romance|Thriller
+1675::Incognito (1997)::Crime|Thriller
+1676::Starship Troopers (1997)::Action|Adventure|Sci-Fi|War
+1677::Critical Care (1997)::Comedy
+1678::Joy Luck Club, The (1993)::Drama
+1679::Chairman of the Board (1998)::Comedy
+1680::Sliding Doors (1998)::Drama|Romance
+1681::Mortal Kombat: Annihilation (1997)::Action|Adventure
+1682::Truman Show, The (1998)::Drama
+1683::Wings of the Dove, The (1997)::Drama|Romance|Thriller
+1684::Mrs. Dalloway (1997)::Romance
+1685::I Love You, I Love You Not (1996)::Romance
+1686::Red Corner (1997)::Crime|Thriller
+1687::Jackal, The (1997)::Action|Thriller
+1688::Anastasia (1997)::Animation|Children's|Musical
+1689::Man Who Knew Too Little, The (1997)::Comedy|Mystery
+1690::Alien: Resurrection (1997)::Action|Horror|Sci-Fi
+1692::Alien Escape (1995)::Horror|Sci-Fi
+1693::Amistad (1997)::Drama
+1694::Apostle, The (1997)::Drama
+1695::Artemisia (1997)::Drama
+1696::Bent (1997)::Drama|War
+1697::Big Bang Theory, The (1994)::Crime
+1698::Boys, Les (1997)::Comedy
+1699::Butcher Boy, The (1998)::Drama
+1701::Deconstructing Harry (1997)::Comedy|Drama
+1702::Flubber (1997)::Children's|Comedy|Fantasy
+1703::For Richer or Poorer (1997)::Comedy
+1704::Good Will Hunting (1997)::Drama
+1705::Guy (1996)::Drama
+1706::Harlem River Drive (1996)::Drama
+1707::Home Alone 3 (1997)::Children's|Comedy
+1708::Ill Gotten Gains (1997)::Drama
+1709::Legal Deceit (1997)::Thriller
+1710::Man of Her Dreams (1996)::Drama
+1711::Midnight in the Garden of Good and Evil (1997)::Comedy|Crime|Drama|Mystery
+1713::Mouse Hunt (1997)::Children's|Comedy
+1714::Never Met Picasso (1996)::Romance
+1715::Office Killer (1997)::Thriller
+1716::Other Voices, Other Rooms (1997)::Drama
+1717::Scream 2 (1997)::Horror|Thriller
+1718::Stranger in the House (1997)::Thriller
+1719::Sweet Hereafter, The (1997)::Drama
+1720::Time Tracers (1995)::Action|Adventure|Sci-Fi
+1721::Titanic (1997)::Drama|Romance
+1722::Tomorrow Never Dies (1997)::Action|Romance|Thriller
+1723::Twisted (1996)::Comedy|Drama
+1724::Full Speed (1996)::Drama
+1725::Education of Little Tree, The (1997)::Drama
+1726::Postman, The (1997)::Drama
+1727::Horse Whisperer, The (1998)::Drama
+1728::Winter Guest, The (1997)::Drama
+1729::Jackie Brown (1997)::Crime|Drama
+1730::Kundun (1997)::Drama
+1731::Mr. Magoo (1997)::Comedy
+1732::Big Lebowski, The (1998)::Comedy|Crime|Mystery|Thriller
+1733::Afterglow (1997)::Drama|Romance
+1734::My Life in Pink (Ma vie en rose) (1997)::Comedy|Drama
+1735::Great Expectations (1998)::Drama|Romance
+1738::Vermin (1998)::Comedy
+1739::3 Ninjas: High Noon On Mega Mountain (1998)::Action|Children's
+1740::Men of Means (1998)::Action|Drama
+1741::Midaq Alley (Callejn de los milagros, El) (1995)::Drama
+1742::Caught Up (1998)::Crime
+1743::Arguing the World (1996)::Documentary
+1744::Firestorm (1998)::Action|Adventure|Thriller
+1746::Senseless (1998)::Comedy
+1747::Wag the Dog (1997)::Comedy|Drama
+1748::Dark City (1998)::Film-Noir|Sci-Fi|Thriller
+1749::Leading Man, The (1996)::Romance
+1750::Star Kid (1997)::Adventure|Children's|Fantasy|Sci-Fi
+1752::Hard Rain (1998)::Action|Thriller
+1753::Half Baked (1998)::Comedy
+1754::Fallen (1998)::Action|Mystery|Thriller
+1755::Shooting Fish (1997)::Romance
+1756::Prophecy II, The (1998)::Horror
+1757::Duoluo tianshi (1995)::Drama
+1758::Dangerous Beauty (1998)::Drama
+1759::Four Days in September (1997)::Drama
+1760::Spice World (1997)::Comedy|Musical
+1762::Deep Rising (1998)::Action|Horror|Sci-Fi
+1764::Tainted (1998)::Comedy|Thriller
+1765::Letter From Death Row, A (1998)::Crime|Drama
+1767::Music From Another Room (1998)::Drama|Romance
+1768::Mat' i syn (1997)::Drama
+1769::Replacement Killers, The (1998)::Action|Thriller
+1770::B. Monkey (1998)::Romance|Thriller
+1771::Night Flier (1997)::Horror
+1772::Blues Brothers 2000 (1998)::Action|Comedy|Musical
+1773::Tokyo Fist (1995)::Action|Drama
+1774::Mass Transit (1998)::Comedy|Drama
+1776::Ride (1998)::Drama
+1777::Wedding Singer, The (1998)::Comedy|Romance
+1779::Sphere (1998)::Adventure|Sci-Fi|Thriller
+1780::Ayn Rand: A Sense of Life (1997)::Documentary
+1781::Further Gesture, A (1996)::Drama
+1782::Little City (1998)::Comedy|Romance
+1783::Palmetto (1998)::Film-Noir|Mystery|Thriller
+1784::As Good As It Gets (1997)::Comedy|Drama
+1785::King of New York (1990)::Action|Crime
+1787::Paralyzing Fear: The Story of Polio in America, A (1998)::Documentary
+1788::Men With Guns (1997)::Action|Drama
+1789::Sadness of Sex, The (1995)::Drama
+1791::Twilight (1998)::Crime|Drama
+1792::U.S. Marshalls (1998)::Action|Thriller
+1793::Welcome to Woop-Woop (1997)::Comedy
+1794::Love and Death on Long Island (1997)::Comedy|Drama
+1795::Callejn de los milagros, El (1995)::Drama
+1796::In God's Hands (1998)::Action|Drama
+1797::Everest (1998)::Documentary
+1798::Hush (1998)::Thriller
+1799::Suicide Kings (1997)::Crime|Drama
+1801::Man in the Iron Mask, The (1998)::Action|Drama|Romance
+1804::Newton Boys, The (1998)::Crime|Drama
+1805::Wild Things (1998)::Crime|Drama|Mystery|Thriller
+1806::Paulie (1998)::Adventure|Children's|Comedy
+1807::Cool Dry Place, A (1998)::Drama
+1809::Hana-bi (1997)::Comedy|Crime|Drama
+1810::Primary Colors (1998)::Drama
+1811::Niagara, Niagara (1997)::Drama
+1812::Wide Awake (1998)::Children's|Comedy|Drama
+1814::Price Above Rubies, A (1998)::Drama
+1815::Eden (1997)::Drama
+1816::Two Girls and a Guy (1997)::Comedy|Drama
+1817::No Looking Back (1998)::Comedy|Drama|Romance
+1819::Storefront Hitchcock (1997)::Drama
+1820::Proposition, The (1998)::Drama
+1821::Object of My Affection, The (1998)::Comedy|Romance
+1822::Meet the Deedles (1998)::Children's|Comedy
+1824::Homegrown (1998)::Comedy|Thriller
+1825::Player's Club, The (1998)::Action|Drama
+1826::Barney's Great Adventure (1998)::Adventure|Children's
+1827::Big One, The (1997)::Comedy|Documentary
+1829::Chinese Box (1997)::Drama|Romance
+1830::Follow the Bitch (1998)::Comedy
+1831::Lost in Space (1998)::Action|Sci-Fi|Thriller
+1832::Heaven's Burning (1997)::Action|Drama
+1833::Mercury Rising (1998)::Action|Drama|Thriller
+1834::Spanish Prisoner, The (1997)::Drama|Thriller
+1835::City of Angels (1998)::Romance
+1836::Last Days of Disco, The (1998)::Drama
+1837::Odd Couple II, The (1998)::Comedy
+1839::My Giant (1998)::Comedy
+1840::He Got Game (1998)::Drama
+1841::Gingerbread Man, The (1998)::Drama|Thriller
+1842::Illtown (1996)::Crime|Drama
+1843::Slappy and the Stinkers (1998)::Children's|Comedy
+1844::Live Flesh (1997)::Drama
+1845::Zero Effect (1998)::Comedy|Thriller
+1846::Nil By Mouth (1997)::Drama
+1847::Ratchet (1996)::Drama|Thriller
+1848::Borrowers, The (1997)::Adventure|Children's|Comedy|Fantasy
+1849::Prince Valiant (1997)::Adventure
+1850::I Love You, Don't Touch Me! (1998)::Drama|Romance
+1851::Leather Jacket Love Story (1997)::Drama|Romance
+1852::Love Walked In (1998)::Drama|Thriller
+1853::Alan Smithee Film: Burn Hollywood Burn, An (1997)::Comedy
+1854::Kissing a Fool (1998)::Comedy|Romance
+1855::Krippendorf's Tribe (1998)::Comedy
+1856::Kurt & Courtney (1998)::Documentary|Musical
+1857::Real Blonde, The (1997)::Comedy
+1858::Mr. Nice Guy (1997)::Action|Comedy
+1859::Taste of Cherry (1997)::Drama
+1860::Character (Karakter) (1997)::Drama
+1861::Junk Mail (1997)::Comedy|Thriller
+1862::Species II (1998)::Horror|Sci-Fi
+1863::Major League: Back to the Minors (1998)::Comedy
+1864::Sour Grapes (1998)::Comedy
+1865::Wild Man Blues (1998)::Documentary
+1866::Big Hit, The (1998)::Action|Comedy
+1867::Tarzan and the Lost City (1998)::Action|Adventure
+1868::Truce, The (1996)::Drama|War
+1869::Black Dog (1998)::Action|Thriller
+1870::Dancer, Texas Pop. 81 (1998)::Comedy|Drama
+1871::Friend of the Deceased, A (1997)::Comedy|Drama
+1872::Go Now (1995)::Drama
+1873::Misrables, Les (1998)::Drama
+1874::Still Breathing (1997)::Comedy|Romance
+1875::Clockwatchers (1997)::Comedy
+1876::Deep Impact (1998)::Action|Drama|Sci-Fi|Thriller
+1877::Little Men (1998)::Drama
+1878::Woo (1998)::Comedy|Romance
+1879::Hanging Garden, The (1997)::Drama
+1880::Lawn Dogs (1997)::Drama
+1881::Quest for Camelot (1998)::Adventure|Animation|Children's|Fantasy
+1882::Godzilla (1998)::Action|Sci-Fi
+1883::Bulworth (1998)::Comedy
+1884::Fear and Loathing in Las Vegas (1998)::Comedy|Drama
+1885::Opposite of Sex, The (1998)::Comedy|Drama
+1886::I Got the Hook Up (1998)::Comedy
+1887::Almost Heroes (1998)::Adventure|Comedy
+1888::Hope Floats (1998)::Comedy|Drama|Romance
+1889::Insomnia (1997)::Thriller
+1890::Little Boy Blue (1997)::Drama
+1891::Ugly, The (1997)::Horror|Thriller
+1892::Perfect Murder, A (1998)::Mystery|Thriller
+1893::Beyond Silence (1996)::Drama
+1894::Six Days Seven Nights (1998)::Adventure|Comedy|Romance
+1895::Can't Hardly Wait (1998)::Comedy|Drama|Romance
+1896::Cousin Bette (1998)::Comedy
+1897::High Art (1998)::Drama|Romance
+1898::Land Girls, The (1998)::Drama|War
+1899::Passion in the Desert (1998)::Adventure|Drama
+1900::Children of Heaven, The (Bacheha-Ye Aseman) (1997)::Drama
+1901::Dear Jesse (1997)::Documentary
+1902::Dream for an Insomniac (1996)::Drama|Romance
+1903::Hav Plenty (1997)::Comedy
+1904::Henry Fool (1997)::Comedy|Drama
+1905::Marie Baie Des Anges (1997)::Drama
+1906::Mr. Jealousy (1997)::Comedy|Romance
+1907::Mulan (1998)::Animation|Children's
+1908::Resurrection Man (1998)::Drama|Thriller
+1909::X-Files: Fight the Future, The (1998)::Mystery|Sci-Fi|Thriller
+1910::I Went Down (1997)::Action|Comedy|Crime
+1911::Doctor Dolittle (1998)::Comedy
+1912::Out of Sight (1998)::Action|Crime|Romance
+1913::Picnic at Hanging Rock (1975)::Drama|Mystery
+1914::Smoke Signals (1998)::Comedy|Drama
+1915::Voyage to the Beginning of the World (1997)::Drama
+1916::Buffalo 66 (1998)::Action|Comedy|Drama
+1917::Armageddon (1998)::Action|Adventure|Sci-Fi|Thriller
+1918::Lethal Weapon 4 (1998)::Action|Comedy|Crime|Drama
+1919::Madeline (1998)::Children's|Comedy
+1920::Small Soldiers (1998)::Animation|Children's|Fantasy|War
+1921::Pi (1998)::Sci-Fi|Thriller
+1922::Whatever (1998)::Drama
+1923::There's Something About Mary (1998)::Comedy
+1924::Plan 9 from Outer Space (1958)::Horror|Sci-Fi
+1925::Wings (1927)::Drama|Romance|War
+1926::Broadway Melody, The (1929)::Musical
+1927::All Quiet on the Western Front (1930)::War
+1928::Cimarron (1931)::Western
+1929::Grand Hotel (1932)::Drama
+1930::Cavalcade (1933)::Drama
+1931::Mutiny on the Bounty (1935)::Adventure
+1932::Great Ziegfeld, The (1936)::Musical
+1933::Life of mile Zola, The (1937)::Drama
+1934::You Can't Take It With You (1938)::Comedy
+1935::How Green Was My Valley (1941)::Drama
+1936::Mrs. Miniver (1942)::Drama|War
+1937::Going My Way (1944)::Comedy
+1938::Lost Weekend, The (1945)::Drama
+1939::Best Years of Our Lives, The (1946)::Drama|War
+1940::Gentleman's Agreement (1947)::Drama
+1941::Hamlet (1948)::Drama
+1942::All the King's Men (1949)::Drama
+1943::Greatest Show on Earth, The (1952)::Drama
+1944::From Here to Eternity (1953)::Drama|Romance|War
+1945::On the Waterfront (1954)::Crime|Drama
+1946::Marty (1955)::Drama|Romance
+1947::West Side Story (1961)::Musical|Romance
+1948::Tom Jones (1963)::Comedy
+1949::Man for All Seasons, A (1966)::Drama
+1950::In the Heat of the Night (1967)::Drama|Mystery
+1951::Oliver! (1968)::Musical
+1952::Midnight Cowboy (1969)::Drama
+1953::French Connection, The (1971)::Action|Crime|Drama|Thriller
+1954::Rocky (1976)::Action|Drama
+1955::Kramer Vs. Kramer (1979)::Drama
+1956::Ordinary People (1980)::Drama
+1957::Chariots of Fire (1981)::Drama
+1958::Terms of Endearment (1983)::Comedy|Drama
+1959::Out of Africa (1985)::Drama|Romance
+1960::Last Emperor, The (1987)::Drama|War
+1961::Rain Man (1988)::Drama
+1962::Driving Miss Daisy (1989)::Drama
+1963::Take the Money and Run (1969)::Comedy
+1964::Klute (1971)::Drama|Mystery
+1965::Repo Man (1984)::Comedy|Sci-Fi
+1966::Metropolitan (1990)::Comedy
+1967::Labyrinth (1986)::Adventure|Children's|Fantasy
+1968::Breakfast Club, The (1985)::Comedy|Drama
+1969::Nightmare on Elm Street Part 2: Freddy's Revenge, A (1985)::Horror
+1970::Nightmare on Elm Street 3: Dream Warriors, A (1987)::Horror
+1971::Nightmare on Elm Street 4: The Dream Master, A (1988)::Horror
+1972::Nightmare on Elm Street 5: The Dream Child, A (1989)::Horror
+1973::Freddy's Dead: The Final Nightmare (1991)::Horror
+1974::Friday the 13th (1980)::Horror
+1975::Friday the 13th Part 2 (1981)::Horror
+1976::Friday the 13th Part 3: 3D (1982)::Horror
+1977::Friday the 13th: The Final Chapter (1984)::Horror
+1978::Friday the 13th Part V: A New Beginning (1985)::Horror
+1979::Friday the 13th Part VI: Jason Lives (1986)::Horror
+1980::Friday the 13th Part VII: The New Blood (1988)::Horror
+1981::Friday the 13th Part VIII: Jason Takes Manhattan (1989)::Horror
+1982::Halloween (1978)::Horror
+1983::Halloween II (1981)::Horror
+1984::Halloween III: Season of the Witch (1983)::Horror
+1985::Halloween 4: The Return of Michael Myers (1988)::Horror
+1986::Halloween 5: The Revenge of Michael Myers (1989)::Horror
+1987::Prom Night (1980)::Horror
+1988::Hello Mary Lou: Prom Night II (1987)::Horror
+1989::Prom Night III: The Last Kiss (1989)::Horror
+1990::Prom Night IV: Deliver Us From Evil (1992)::Horror
+1991::Child's Play (1988)::Horror
+1992::Child's Play 2 (1990)::Horror
+1993::Child's Play 3 (1992)::Horror
+1994::Poltergeist (1982)::Horror|Thriller
+1995::Poltergeist II: The Other Side (1986)::Horror|Thriller
+1996::Poltergeist III (1988)::Horror|Thriller
+1997::Exorcist, The (1973)::Horror
+1998::Exorcist II: The Heretic (1977)::Horror
+1999::Exorcist III, The (1990)::Horror
+2000::Lethal Weapon (1987)::Action|Comedy|Crime|Drama
+2001::Lethal Weapon 2 (1989)::Action|Comedy|Crime|Drama
+2002::Lethal Weapon 3 (1992)::Action|Comedy|Crime|Drama
+2003::Gremlins (1984)::Comedy|Horror
+2004::Gremlins 2: The New Batch (1990)::Comedy|Horror
+2005::Goonies, The (1985)::Adventure|Children's|Fantasy
+2006::Mask of Zorro, The (1998)::Action|Adventure|Romance
+2007::Polish Wedding (1998)::Comedy
+2008::This World, Then the Fireworks (1996)::Crime|Drama|Film-Noir
+2009::Soylent Green (1973)::Sci-Fi|Thriller
+2010::Metropolis (1926)::Sci-Fi
+2011::Back to the Future Part II (1989)::Comedy|Sci-Fi
+2012::Back to the Future Part III (1990)::Comedy|Sci-Fi|Western
+2013::Poseidon Adventure, The (1972)::Action|Adventure
+2014::Freaky Friday (1977)::Children's|Comedy
+2015::Absent Minded Professor, The (1961)::Children's|Comedy|Fantasy
+2016::Apple Dumpling Gang Rides Again, The (1979)::Children's|Comedy|Western
+2017::Babes in Toyland (1961)::Children's|Fantasy|Musical
+2018::Bambi (1942)::Animation|Children's
+2019::Seven Samurai (The Magnificent Seven) (Shichinin no samurai) (1954)::Action|Drama
+2020::Dangerous Liaisons (1988)::Drama|Romance
+2021::Dune (1984)::Fantasy|Sci-Fi
+2022::Last Temptation of Christ, The (1988)::Drama
+2023::Godfather: Part III, The (1990)::Action|Crime|Drama
+2024::Rapture, The (1991)::Drama|Mystery
+2025::Lolita (1997)::Drama|Romance
+2026::Disturbing Behavior (1998)::Horror|Thriller
+2027::Mafia! (1998)::Comedy|Crime
+2028::Saving Private Ryan (1998)::Action|Drama|War
+2029::Billy's Hollywood Screen Kiss (1997)::Comedy|Romance
+2030::East Palace West Palace (Dong gong xi gong) (1997)::Drama
+2031::$1,000,000 Duck (1971)::Children's|Comedy
+2032::Barefoot Executive, The (1971)::Children's|Comedy
+2033::Black Cauldron, The (1985)::Animation|Children's
+2034::Black Hole, The (1979)::Sci-Fi
+2035::Blackbeard's Ghost (1968)::Children's|Comedy
+2036::Blank Check (1994)::Children's|Comedy
+2037::Candleshoe (1977)::Adventure|Children's|Comedy
+2038::Cat from Outer Space, The (1978)::Children's|Comedy|Sci-Fi
+2039::Cheetah (1989)::Adventure|Children's
+2040::Computer Wore Tennis Shoes, The (1970)::Children's|Comedy
+2041::Condorman (1981)::Action|Adventure|Children's|Comedy
+2042::D2: The Mighty Ducks (1994)::Children's|Comedy
+2043::Darby O'Gill and the Little People (1959)::Adventure|Children's|Fantasy
+2044::Devil and Max Devlin, The (1981)::Comedy
+2045::Far Off Place, A (1993)::Adventure|Children's|Drama|Romance
+2046::Flight of the Navigator (1986)::Adventure|Children's|Sci-Fi
+2047::Gnome-Mobile, The (1967)::Children's
+2048::Great Mouse Detective, The (1986)::Animation|Children's
+2049::Happiest Millionaire, The (1967)::Comedy|Musical
+2050::Herbie Goes Bananas (1980)::Adventure|Children's|Comedy
+2051::Herbie Goes to Monte Carlo (1977)::Adventure|Children's|Comedy
+2052::Hocus Pocus (1993)::Children's|Comedy
+2053::Honey, I Blew Up the Kid (1992)::Children's|Comedy|Sci-Fi
+2054::Honey, I Shrunk the Kids (1989)::Adventure|Children's|Comedy|Fantasy|Sci-Fi
+2055::Hot Lead and Cold Feet (1978)::Comedy|Western
+2056::In Search of the Castaways (1962)::Adventure|Children's
+2057::Incredible Journey, The (1963)::Adventure|Children's
+2058::Negotiator, The (1998)::Action|Thriller
+2059::Parent Trap, The (1998)::Children's|Drama
+2060::BASEketball (1998)::Comedy
+2061::Full Tilt Boogie (1997)::Documentary
+2062::Governess, The (1998)::Drama|Romance
+2063::Seventh Heaven (Le Septime ciel) (1997)::Drama|Romance
+2064::Roger & Me (1989)::Comedy|Documentary
+2065::Purple Rose of Cairo, The (1985)::Comedy|Drama|Romance
+2066::Out of the Past (1947)::Film-Noir
+2067::Doctor Zhivago (1965)::Drama|Romance|War
+2068::Fanny and Alexander (1982)::Drama
+2069::Trip to Bountiful, The (1985)::Drama
+2070::Tender Mercies (1983)::Drama
+2071::And the Band Played On (1993)::Drama
+2072::'burbs, The (1989)::Comedy
+2073::Fandango (1985)::Comedy
+2074::Night Porter, The (Il Portiere di notte) (1974)::Drama
+2075::Mephisto (1981)::Drama|War
+2076::Blue Velvet (1986)::Drama|Mystery
+2077::Journey of Natty Gann, The (1985)::Adventure|Children's
+2078::Jungle Book, The (1967)::Animation|Children's|Comedy|Musical
+2079::Kidnapped (1960)::Children's|Drama
+2080::Lady and the Tramp (1955)::Animation|Children's|Comedy|Musical|Romance
+2081::Little Mermaid, The (1989)::Animation|Children's|Comedy|Musical|Romance
+2082::Mighty Ducks, The (1992)::Children's|Comedy
+2083::Muppet Christmas Carol, The (1992)::Children's|Musical
+2084::Newsies (1992)::Children's|Musical
+2085::101 Dalmatians (1961)::Animation|Children's
+2086::One Magic Christmas (1985)::Drama|Fantasy
+2087::Peter Pan (1953)::Animation|Children's|Fantasy|Musical
+2088::Popeye (1980)::Adventure|Comedy|Musical
+2089::Rescuers Down Under, The (1990)::Animation|Children's
+2090::Rescuers, The (1977)::Animation|Children's
+2091::Return from Witch Mountain (1978)::Children's|Sci-Fi
+2092::Return of Jafar, The (1993)::Animation|Children's|Musical
+2093::Return to Oz (1985)::Adventure|Children's|Fantasy|Sci-Fi
+2094::Rocketeer, The (1991)::Action|Adventure|Sci-Fi
+2095::Shaggy D.A., The (1976)::Children's|Comedy
+2096::Sleeping Beauty (1959)::Animation|Children's|Musical
+2097::Something Wicked This Way Comes (1983)::Children's|Horror
+2098::Son of Flubber (1963)::Children's|Comedy
+2099::Song of the South (1946)::Adventure|Animation|Children's|Musical
+2100::Splash (1984)::Comedy|Fantasy|Romance
+2101::Squanto: A Warrior's Tale (1994)::Adventure|Drama
+2102::Steamboat Willie (1940)::Animation|Children's|Comedy|Musical
+2103::Tall Tale (1994)::Adventure|Children's
+2104::Tex (1982)::Drama
+2105::Tron (1982)::Action|Adventure|Fantasy|Sci-Fi
+2106::Swing Kids (1993)::Drama|War
+2107::Halloween: H20 (1998)::Horror|Thriller
+2108::L.A. Story (1991)::Comedy|Romance
+2109::Jerk, The (1979)::Comedy
+2110::Dead Men Don't Wear Plaid (1982)::Comedy|Crime|Thriller
+2111::Man with Two Brains, The (1983)::Comedy
+2112::Grand Canyon (1991)::Crime|Drama
+2113::Graveyard Shift (1990)::Horror|Thriller
+2114::Outsiders, The (1983)::Drama
+2115::Indiana Jones and the Temple of Doom (1984)::Action|Adventure
+2116::Lord of the Rings, The (1978)::Adventure|Animation|Children's|Sci-Fi
+2117::Nineteen Eighty-Four (1984)::Drama|Sci-Fi
+2118::Dead Zone, The (1983)::Horror|Thriller
+2119::Maximum Overdrive (1986)::Horror
+2120::Needful Things (1993)::Drama|Horror
+2121::Cujo (1983)::Horror|Thriller
+2122::Children of the Corn (1984)::Horror|Thriller
+2123::All Dogs Go to Heaven (1989)::Animation|Children's
+2124::Addams Family, The (1991)::Comedy
+2125::Ever After: A Cinderella Story (1998)::Drama|Romance
+2126::Snake Eyes (1998)::Action|Crime|Mystery|Thriller
+2127::First Love, Last Rites (1997)::Drama|Romance
+2128::Safe Men (1998)::Comedy
+2129::Saltmen of Tibet, The (1997)::Documentary
+2130::Atlantic City (1980)::Crime|Drama|Romance
+2131::Autumn Sonata (Hstsonaten ) (1978)::Drama
+2132::Who's Afraid of Virginia Woolf? (1966)::Drama
+2133::Adventures in Babysitting (1987)::Adventure|Comedy
+2134::Weird Science (1985)::Comedy
+2135::Doctor Dolittle (1967)::Adventure|Musical
+2136::Nutty Professor, The (1963)::Comedy
+2137::Charlotte's Web (1973)::Animation|Children's
+2138::Watership Down (1978)::Animation|Children's|Drama|Fantasy
+2139::Secret of NIMH, The (1982)::Animation|Children's
+2140::Dark Crystal, The (1982)::Children's|Fantasy|Sci-Fi
+2141::American Tail, An (1986)::Animation|Children's|Comedy
+2142::American Tail: Fievel Goes West, An (1991)::Animation|Children's|Comedy
+2143::Legend (1985)::Adventure|Fantasy|Romance
+2144::Sixteen Candles (1984)::Comedy
+2145::Pretty in Pink (1986)::Comedy|Drama|Romance
+2146::St. Elmo's Fire (1985)::Drama|Romance
+2147::Clan of the Cave Bear, The (1986)::Drama
+2148::House (1986)::Comedy|Horror
+2149::House II: The Second Story (1987)::Comedy|Horror
+2150::Gods Must Be Crazy, The (1980)::Comedy
+2151::Gods Must Be Crazy II, The (1989)::Comedy
+2152::Air Bud: Golden Receiver (1998)::Children's|Comedy
+2153::Avengers, The (1998)::Action|Adventure
+2154::How Stella Got Her Groove Back (1998)::Drama|Romance
+2155::Slums of Beverly Hills, The (1998)::Comedy
+2156::Best Man, The (Il Testimone dello sposo) (1997)::Comedy|Drama
+2157::Chambermaid on the Titanic, The (1998)::Romance
+2158::Henry: Portrait of a Serial Killer, Part 2 (1996)::Crime|Horror
+2159::Henry: Portrait of a Serial Killer (1990)::Crime|Horror
+2160::Rosemary's Baby (1968)::Horror|Thriller
+2161::NeverEnding Story, The (1984)::Adventure|Children's|Fantasy
+2162::NeverEnding Story II: The Next Chapter, The (1990)::Adventure|Children's|Fantasy
+2163::Attack of the Killer Tomatoes! (1980)::Comedy|Horror
+2164::Surf Nazis Must Die (1987)::Drama
+2165::Your Friends and Neighbors (1998)::Drama
+2166::Return to Paradise (1998)::Drama|Romance
+2167::Blade (1998)::Action|Adventure|Horror
+2168::Dance with Me (1998)::Drama|Romance
+2169::Dead Man on Campus (1998)::Comedy
+2170::Wrongfully Accused (1998)::Action|Comedy
+2171::Next Stop, Wonderland (1998)::Comedy|Drama|Romance
+2172::Strike! (a.k.a. All I Wanna Do, The Hairy Bird) (1998)::Comedy
+2173::Navigator: A Mediaeval Odyssey, The (1988)::Adventure|Fantasy|Sci-Fi
+2174::Beetlejuice (1988)::Comedy|Fantasy
+2175::Dj Vu (1997)::Drama|Romance
+2176::Rope (1948)::Thriller
+2177::Family Plot (1976)::Comedy|Thriller
+2178::Frenzy (1972)::Thriller
+2179::Topaz (1969)::Thriller
+2180::Torn Curtain (1966)::Thriller
+2181::Marnie (1964)::Thriller
+2182::Wrong Man, The (1956)::Drama|Film-Noir|Thriller
+2183::Man Who Knew Too Much, The (1956)::Thriller
+2184::Trouble with Harry, The (1955)::Mystery|Thriller
+2185::I Confess (1953)::Thriller
+2186::Strangers on a Train (1951)::Film-Noir|Thriller
+2187::Stage Fright (1950)::Mystery|Thriller
+2188::54 (1998)::Drama
+2189::I Married A Strange Person (1997)::Animation
+2190::Why Do Fools Fall In Love? (1998)::Drama
+2191::Merry War, A (1997)::Comedy
+2192::See the Sea (Regarde la mer) (1997)::Drama
+2193::Willow (1988)::Action|Adventure|Fantasy
+2194::Untouchables, The (1987)::Action|Crime|Drama
+2195::Dirty Work (1998)::Comedy
+2196::Knock Off (1998)::Action
+2197::Firelight (1997)::Drama
+2198::Modulations (1998)::Documentary
+2199::Phoenix (1998)::Crime|Drama
+2200::Under Capricorn (1949)::Drama
+2201::Paradine Case, The (1947)::Drama
+2202::Lifeboat (1944)::Drama|Thriller|War
+2203::Shadow of a Doubt (1943)::Film-Noir|Thriller
+2204::Saboteur (1942)::Thriller
+2205::Mr. & Mrs. Smith (1941)::Comedy
+2206::Suspicion (1941)::Mystery|Thriller
+2207::Jamaica Inn (1939)::Drama
+2208::Lady Vanishes, The (1938)::Comedy|Mystery|Romance|Thriller
+2209::Young and Innocent (1937)::Crime|Thriller
+2210::Sabotage (1936)::Thriller
+2211::Secret Agent (1936)::Thriller
+2212::Man Who Knew Too Much, The (1934)::Thriller
+2213::Waltzes from Vienna (1933)::Comedy|Musical
+2214::Number Seventeen (1932)::Thriller
+2215::Rich and Strange (1932)::Comedy|Romance
+2216::Skin Game, The (1931)::Drama
+2217::Elstree Calling (1930)::Comedy|Musical
+2218::Juno and Paycock (1930)::Drama
+2219::Murder! (1930)::Mystery|Thriller
+2220::Manxman, The (1929)::Drama
+2221::Blackmail (1929)::Thriller
+2222::Champagne (1928)::Comedy
+2223::Farmer's Wife, The (1928)::Comedy
+2224::Downhill (1927)::Drama
+2225::Easy Virtue (1927)::Drama
+2226::Ring, The (1927)::Drama
+2227::Lodger, The (1926)::Thriller
+2228::Mountain Eagle, The (1926)::Drama
+2229::Pleasure Garden, The (1925)::Drama
+2230::Always Tell Your Wife (1923)::Comedy
+2231::Rounders (1998)::Crime|Drama
+2232::Cube (1997)::Sci-Fi|Thriller
+2233::Digging to China (1998)::Drama
+2234::Let's Talk About Sex (1998)::Drama
+2235::One Man's Hero (1999)::Drama|War
+2236::Simon Birch (1998)::Drama
+2237::Without Limits (1998)::Drama
+2238::Seven Beauties (Pasqualino Settebellezze) (1976)::Comedy|Drama
+2239::Swept Away (Travolti da un insolito destino nell'azzurro mare d'Agosto) (1975)::Comedy|Drama
+2240::My Bodyguard (1980)::Drama
+2241::Class (1983)::Comedy
+2242::Grandview, U.S.A. (1984)::Drama
+2243::Broadcast News (1987)::Comedy|Drama|Romance
+2244::Allnighter, The (1987)::Comedy|Romance
+2245::Working Girl (1988)::Comedy|Drama
+2246::Stars and Bars (1988)::Comedy
+2247::Married to the Mob (1988)::Comedy
+2248::Say Anything... (1989)::Comedy|Drama|Romance
+2249::My Blue Heaven (1990)::Comedy
+2250::Men Don't Leave (1990)::Drama
+2251::Cabinet of Dr. Ramirez, The (1991)::Comedy
+2252::Hero (1992)::Comedy|Drama
+2253::Toys (1992)::Action|Comedy|Fantasy
+2254::Choices (1981)::Drama
+2255::Young Doctors in Love (1982)::Comedy
+2256::Parasite (1982)::Horror|Sci-Fi
+2257::No Small Affair (1984)::Comedy|Romance
+2258::Master Ninja I (1984)::Action
+2259::Blame It on Rio (1984)::Comedy|Romance
+2260::Wisdom (1986)::Action|Crime
+2261::One Crazy Summer (1986)::Comedy
+2262::About Last Night... (1986)::Comedy|Drama|Romance
+2263::Seventh Sign, The (1988)::Thriller
+2264::We're No Angels (1989)::Drama
+2265::Nothing But Trouble (1991)::Adventure|Comedy
+2266::Butcher's Wife, The (1991)::Comedy|Romance
+2267::Mortal Thoughts (1991)::Mystery|Thriller
+2268::Few Good Men, A (1992)::Crime|Drama
+2269::Indecent Proposal (1993)::Drama
+2270::Century of Cinema, A (1994)::Documentary
+2271::Permanent Midnight (1998)::Drama
+2272::One True Thing (1998)::Drama
+2273::Rush Hour (1998)::Action|Thriller
+2274::Lilian's Story (1995)::Drama
+2275::Six-String Samurai (1998)::Action|Adventure|Sci-Fi
+2276::Soldier's Daughter Never Cries, A (1998)::Drama
+2277::Somewhere in the City (1997)::Drama
+2278::Ronin (1998)::Action|Crime|Thriller
+2279::Urban Legend (1998)::Horror|Thriller
+2280::Clay Pigeons (1998)::Crime
+2281::Monument Ave. (1998)::Crime
+2282::Pecker (1998)::Comedy|Drama
+2283::Sheltering Sky, The (1990)::Drama
+2284::Bandit Queen (1994)::Drama
+2285::If.... (1968)::Drama
+2286::Fiendish Plot of Dr. Fu Manchu, The (1980)::Comedy
+2287::Them! (1954)::Sci-Fi|Thriller|War
+2288::Thing, The (1982)::Action|Horror|Sci-Fi|Thriller
+2289::Player, The (1992)::Comedy|Drama
+2290::Stardust Memories (1980)::Comedy|Drama
+2291::Edward Scissorhands (1990)::Drama|Romance
+2292::Overnight Delivery (1996)::Romance
+2293::Shadrach (1998)::Drama
+2294::Antz (1998)::Animation|Children's
+2295::Impostors, The (1998)::Comedy
+2296::Night at the Roxbury, A (1998)::Comedy
+2297::What Dreams May Come (1998)::Drama|Romance
+2298::Strangeland (1998)::Thriller
+2299::Battle of the Sexes, The (1959)::Comedy
+2300::Producers, The (1968)::Comedy|Musical
+2301::History of the World: Part I (1981)::Comedy
+2302::My Cousin Vinny (1992)::Comedy
+2303::Nashville (1975)::Drama|Musical
+2304::Love Is the Devil (1998)::Drama
+2305::Slam (1998)::Drama
+2306::Holy Man (1998)::Comedy
+2307::One Tough Cop (1998)::Action|Drama
+2308::Detroit 9000 (1973)::Action|Crime
+2309::Inheritors, The (Die Siebtelbauern) (1998)::Drama
+2310::Mighty, The (1998)::Drama
+2311::2010 (1984)::Mystery|Sci-Fi
+2312::Children of a Lesser God (1986)::Drama
+2313::Elephant Man, The (1980)::Drama
+2314::Beloved (1998)::Drama
+2315::Bride of Chucky (1998)::Horror|Thriller
+2316::Practical Magic (1998)::Drama|Romance
+2317::Alarmist, The (1997)::Comedy
+2318::Happiness (1998)::Comedy
+2319::Reach the Rock (1997)::Comedy
+2320::Apt Pupil (1998)::Drama|Thriller
+2321::Pleasantville (1998)::Comedy
+2322::Soldier (1998)::Action|Adventure|Sci-Fi|Thriller|War
+2323::Cruise, The (1998)::Documentary
+2324::Life Is Beautiful (La Vita bella) (1997)::Comedy|Drama
+2325::Orgazmo (1997)::Comedy
+2326::Shattered Image (1998)::Drama|Thriller
+2327::Tales from the Darkside: The Movie (1990)::Horror
+2328::Vampires (1998)::Horror
+2329::American History X (1998)::Drama
+2330::Hands on a Hard Body (1996)::Documentary
+2331::Living Out Loud (1998)::Comedy|Romance
+2332::Belly (1998)::Crime|Drama
+2333::Gods and Monsters (1998)::Drama
+2334::Siege, The (1998)::Action|Thriller
+2335::Waterboy, The (1998)::Comedy
+2336::Elizabeth (1998)::Drama
+2337::Velvet Goldmine (1998)::Drama
+2338::I Still Know What You Did Last Summer (1998)::Horror|Mystery|Thriller
+2339::I'll Be Home For Christmas (1998)::Comedy|Romance
+2340::Meet Joe Black (1998)::Romance
+2341::Dancing at Lughnasa (1998)::Drama
+2342::Hard Core Logo (1996)::Comedy
+2343::Naked Man, The (1998)::Drama
+2344::Runaway Train (1985)::Action|Adventure|Drama|Thriller
+2345::Desert Bloom (1986)::Drama
+2346::Stepford Wives, The (1975)::Sci-Fi|Thriller
+2347::Pope of Greenwich Village, The (1984)::Action
+2348::Sid and Nancy (1986)::Drama
+2349::Mona Lisa (1986)::Comedy|Thriller
+2350::Heart Condition (1990)::Comedy
+2351::Nights of Cabiria (Le Notti di Cabiria) (1957)::Drama
+2352::Big Chill, The (1983)::Comedy|Drama
+2353::Enemy of the State (1998)::Action|Thriller
+2354::Rugrats Movie, The (1998)::Animation|Children's|Comedy
+2355::Bug's Life, A (1998)::Animation|Children's|Comedy
+2356::Celebrity (1998)::Comedy
+2357::Central Station (Central do Brasil) (1998)::Drama
+2358::Savior (1998)::Drama
+2359::Waking Ned Devine (1998)::Comedy
+2360::Celebration, The (Festen) (1998)::Drama
+2361::Pink Flamingos (1972)::Comedy
+2362::Glen or Glenda (1953)::Drama
+2363::Godzilla (Gojira) (1954)::Action|Sci-Fi
+2364::Godzilla (Gojira) (1984)::Action|Sci-Fi
+2365::King Kong vs. Godzilla (Kingukongu tai Gojira) (1962)::Action|Sci-Fi
+2366::King Kong (1933)::Action|Adventure|Horror
+2367::King Kong (1976)::Action|Adventure|Horror
+2368::King Kong Lives (1986)::Action|Adventure|Horror
+2369::Desperately Seeking Susan (1985)::Comedy|Romance
+2370::Emerald Forest, The (1985)::Action|Adventure|Drama
+2371::Fletch (1985)::Comedy
+2372::Fletch Lives (1989)::Comedy
+2373::Red Sonja (1985)::Action|Adventure
+2374::Gung Ho (1986)::Comedy|Drama
+2375::Money Pit, The (1986)::Comedy
+2376::View to a Kill, A (1985)::Action
+2377::Lifeforce (1985)::Horror|Sci-Fi
+2378::Police Academy (1984)::Comedy
+2379::Police Academy 2: Their First Assignment (1985)::Comedy
+2380::Police Academy 3: Back in Training (1986)::Comedy
+2381::Police Academy 4: Citizens on Patrol (1987)::Comedy
+2382::Police Academy 5: Assignment: Miami Beach (1988)::Comedy
+2383::Police Academy 6: City Under Siege (1989)::Comedy
+2384::Babe: Pig in the City (1998)::Children's|Comedy
+2385::Home Fries (1998)::Comedy|Romance
+2386::Jerry Springer: Ringmaster (1998)::Drama
+2387::Very Bad Things (1998)::Comedy|Crime
+2388::Steam: The Turkish Bath (Hamam) (1997)::Drama|Romance
+2389::Psycho (1998)::Crime|Horror|Thriller
+2390::Little Voice (1998)::Comedy
+2391::Simple Plan, A (1998)::Crime|Thriller
+2392::Jack Frost (1998)::Comedy|Drama
+2393::Star Trek: Insurrection (1998)::Action|Sci-Fi
+2394::Prince of Egypt, The (1998)::Animation|Musical
+2395::Rushmore (1998)::Comedy
+2396::Shakespeare in Love (1998)::Comedy|Romance
+2397::Mass Appeal (1984)::Drama
+2398::Miracle on 34th Street (1947)::Drama
+2399::Santa Claus: The Movie (1985)::Adventure|Children's|Fantasy
+2400::Prancer (1989)::Children's|Drama
+2401::Pale Rider (1985)::Western
+2402::Rambo: First Blood Part II (1985)::Action|War
+2403::First Blood (1982)::Action
+2404::Rambo III (1988)::Action|War
+2405::Jewel of the Nile, The (1985)::Action|Adventure|Comedy|Romance
+2406::Romancing the Stone (1984)::Action|Adventure|Comedy|Romance
+2407::Cocoon (1985)::Comedy|Sci-Fi
+2408::Cocoon: The Return (1988)::Comedy|Sci-Fi
+2409::Rocky II (1979)::Action|Drama
+2410::Rocky III (1982)::Action|Drama
+2411::Rocky IV (1985)::Action|Drama
+2412::Rocky V (1990)::Action|Drama
+2413::Clue (1985)::Comedy|Mystery
+2414::Young Sherlock Holmes (1985)::Action|Adventure|Mystery
+2415::Violets Are Blue... (1986)::Drama|Romance
+2416::Back to School (1986)::Comedy
+2417::Heartburn (1986)::Comedy|Drama
+2418::Nothing in Common (1986)::Comedy
+2419::Extremities (1986)::Drama|Thriller
+2420::Karate Kid, The (1984)::Drama
+2421::Karate Kid, Part II, The (1986)::Action|Adventure|Drama
+2422::Karate Kid III, The (1989)::Action|Adventure|Drama
+2423::Christmas Vacation (1989)::Comedy
+2424::You've Got Mail (1998)::Comedy|Romance
+2425::General, The (1998)::Crime
+2426::Theory of Flight, The (1998)::Comedy|Drama|Romance
+2427::Thin Red Line, The (1998)::Action|Drama|War
+2428::Faculty, The (1998)::Horror|Sci-Fi
+2429::Mighty Joe Young (1998)::Adventure|Children's|Drama
+2430::Mighty Joe Young (1949)::Adventure|Children's|Drama
+2431::Patch Adams (1998)::Comedy|Drama
+2432::Stepmom (1998)::Drama
+2433::Civil Action, A (1998)::Drama
+2434::Down in the Delta (1998)::Drama
+2435::Hurlyburly (1998)::Drama
+2436::Tea with Mussolini (1999)::Comedy
+2437::Wilde (1997)::Drama
+2438::Outside Ozona (1998)::Drama|Thriller
+2439::Affliction (1997)::Drama
+2440::Another Day in Paradise (1998)::Drama
+2441::Hi-Lo Country, The (1998)::Drama|Western
+2442::Hilary and Jackie (1998)::Drama
+2443::Playing by Heart (1998)::Drama|Romance
+2444::24 7: Twenty Four Seven (1997)::Comedy|Drama
+2445::At First Sight (1999)::Drama
+2446::In Dreams (1999)::Thriller
+2447::Varsity Blues (1999)::Comedy|Drama
+2448::Virus (1999)::Horror|Sci-Fi
+2449::Garbage Pail Kids Movie, The (1987)::Adventure|Children's
+2450::Howard the Duck (1986)::Adventure|Children's|Sci-Fi
+2451::Gate, The (1987)::Horror
+2452::Gate II: Trespassers, The (1990)::Horror
+2453::Boy Who Could Fly, The (1986)::Drama|Fantasy
+2454::Fly, The (1958)::Horror|Sci-Fi
+2455::Fly, The (1986)::Horror|Sci-Fi
+2456::Fly II, The (1989)::Horror|Sci-Fi
+2457::Running Scared (1986)::Action|Comedy
+2458::Armed and Dangerous (1986)::Comedy|Crime
+2459::Texas Chainsaw Massacre, The (1974)::Horror
+2460::Texas Chainsaw Massacre 2, The (1986)::Horror
+2461::Leatherface: Texas Chainsaw Massacre III (1990)::Horror
+2462::Return of the Texas Chainsaw Massacre, The (1994)::Horror
+2463::Ruthless People (1986)::Comedy
+2464::Trick or Treat (1986)::Horror
+2465::Deadly Friend (1986)::Horror
+2466::Belizaire the Cajun (1986)::Drama
+2467::Name of the Rose, The (1986)::Mystery
+2468::Jumpin' Jack Flash (1986)::Action|Comedy|Romance|Thriller
+2469::Peggy Sue Got Married (1986)::Comedy|Romance
+2470::Crocodile Dundee (1986)::Adventure|Comedy
+2471::Crocodile Dundee II (1988)::Adventure|Comedy
+2472::Tough Guys (1986)::Comedy
+2473::Soul Man (1986)::Comedy
+2474::Color of Money, The (1986)::Drama
+2475::52 Pick-Up (1986)::Action|Mystery|Thriller
+2476::Heartbreak Ridge (1986)::Action|War
+2477::Firewalker (1986)::Adventure
+2478::Three Amigos! (1986)::Comedy|Western
+2479::Gloria (1999)::Drama|Thriller
+2480::Dry Cleaning (Nettoyage sec) (1997)::Drama
+2481::My Name Is Joe (1998)::Drama|Romance
+2482::Still Crazy (1998)::Comedy|Romance
+2483::Day of the Beast, The (El Da de la bestia) (1995)::Comedy|Horror|Thriller
+2484::Tinseltown (1998)::Comedy
+2485::She's All That (1999)::Comedy|Romance
+2486::24-hour Woman (1998)::Drama
+2487::Blood, Guts, Bullets and Octane (1998)::Action|Comedy
+2488::Peeping Tom (1960)::Drama|Horror|Thriller
+2489::Spanish Fly (1998)::Drama
+2490::Payback (1999)::Action|Thriller
+2491::Simply Irresistible (1999)::Comedy|Romance
+2492::20 Dates (1998)::Comedy
+2493::Harmonists, The (1997)::Drama
+2494::Last Days, The (1998)::Documentary
+2495::Fantastic Planet, The (La Plante sauvage) (1973)::Animation|Sci-Fi
+2496::Blast from the Past (1999)::Comedy|Romance
+2497::Message in a Bottle (1999)::Romance
+2498::My Favorite Martian (1999)::Comedy|Sci-Fi
+2499::God Said 'Ha!' (1998)::Comedy
+2500::Jawbreaker (1999)::Comedy
+2501::October Sky (1999)::Drama
+2502::Office Space (1999)::Comedy|Romance
+2503::Apple, The (Sib) (1998)::Drama
+2504::200 Cigarettes (1999)::Comedy|Drama
+2505::8MM (1999)::Thriller
+2506::Other Sister, The (1999)::Comedy|Drama|Romance
+2507::Breakfast of Champions (1999)::Comedy
+2508::Breaks, The (1999)::Drama
+2509::Eight Days a Week (1997)::Comedy
+2510::Just the Ticket (1999)::Comedy|Romance
+2511::Long Goodbye, The (1973)::Crime
+2512::Ballad of Narayama, The (Narayama Bushiko) (1982)::Drama
+2513::Pet Sematary (1989)::Horror
+2514::Pet Sematary II (1992)::Horror
+2515::Children of the Corn II: The Final Sacrifice (1993)::Horror
+2516::Children of the Corn III (1994)::Horror
+2517::Christine (1983)::Horror
+2518::Night Shift (1982)::Comedy
+2519::House on Haunted Hill (1958)::Horror
+2520::Airport (1970)::Drama
+2521::Airport 1975 (1974)::Drama
+2522::Airport '77 (1977)::Drama
+2523::Rollercoaster (1977)::Drama|Thriller
+2524::Towering Inferno, The (1974)::Action|Drama
+2525::Alligator (1980)::Action|Horror|Sci-Fi
+2526::Meteor (1979)::Sci-Fi
+2527::Westworld (1973)::Action|Sci-Fi|Thriller|Western
+2528::Logan's Run (1976)::Action|Adventure|Sci-Fi
+2529::Planet of the Apes (1968)::Action|Sci-Fi
+2530::Beneath the Planet of the Apes (1970)::Action|Sci-Fi
+2531::Battle for the Planet of the Apes (1973)::Action|Sci-Fi
+2532::Conquest of the Planet of the Apes (1972)::Action|Sci-Fi
+2533::Escape from the Planet of the Apes (1971)::Action|Sci-Fi
+2534::Avalanche (1978)::Action
+2535::Earthquake (1974)::Action
+2536::Concorde: Airport '79, The (1979)::Drama
+2537::Beyond the Poseidon Adventure (1979)::Adventure
+2538::Dancemaker (1998)::Documentary
+2539::Analyze This (1999)::Comedy
+2540::Corruptor, The (1999)::Action|Crime|Drama|Thriller
+2541::Cruel Intentions (1999)::Drama
+2542::Lock, Stock & Two Smoking Barrels (1998)::Comedy|Crime|Thriller
+2543::Six Ways to Sunday (1997)::Comedy
+2544::School of Flesh, The (L' cole de la chair) (1998)::Drama
+2545::Relax... It's Just Sex (1998)::Comedy
+2546::Deep End of the Ocean, The (1999)::Drama
+2547::Harvest (1998)::Drama
+2548::Rage: Carrie 2, The (1999)::Horror
+2549::Wing Commander (1999)::Action|Sci-Fi
+2550::Haunting, The (1963)::Horror|Thriller
+2551::Dead Ringers (1988)::Drama|Thriller
+2552::My Boyfriend's Back (1993)::Comedy
+2553::Village of the Damned (1960)::Horror|Sci-Fi|Thriller
+2554::Children of the Damned (1963)::Horror|Sci-Fi|Thriller
+2555::Baby Geniuses (1999)::Comedy
+2556::Telling You (1998)::Comedy|Drama|Romance
+2557::I Stand Alone (Seul contre tous) (1998)::Drama
+2558::Forces of Nature (1999)::Comedy|Romance
+2559::King and I, The (1999)::Animation|Children's
+2560::Ravenous (1999)::Drama|Horror
+2561::True Crime (1999)::Crime|Thriller
+2562::Bandits (1997)::Drama
+2563::Beauty (1998)::Drama
+2564::Empty Mirror, The (1999)::Drama
+2565::King and I, The (1956)::Musical
+2566::Doug's 1st Movie (1999)::Animation|Children's
+2567::EDtv (1999)::Comedy
+2568::Mod Squad, The (1999)::Action|Crime
+2569::Among Giants (1998)::Drama|Romance
+2570::Walk on the Moon, A (1999)::Drama|Romance
+2571::Matrix, The (1999)::Action|Sci-Fi|Thriller
+2572::10 Things I Hate About You (1999)::Comedy|Romance
+2573::Tango (1998)::Drama
+2574::Out-of-Towners, The (1999)::Comedy
+2575::Dreamlife of Angels, The (La Vie rve des anges) (1998)::Drama
+2576::Love, etc. (1996)::Drama
+2577::Metroland (1997)::Comedy|Drama
+2578::Sticky Fingers of Time, The (1997)::Sci-Fi
+2579::Following (1998)::Drama
+2580::Go (1999)::Crime
+2581::Never Been Kissed (1999)::Comedy|Romance
+2582::Twin Dragons (Shuang long hui) (1992)::Action|Comedy
+2583::Cookie's Fortune (1999)::Mystery
+2584::Foolish (1999)::Comedy
+2585::Lovers of the Arctic Circle, The (Los Amantes del Crculo Polar) (1998)::Drama|Romance
+2586::Goodbye, Lover (1999)::Comedy|Crime|Thriller
+2587::Life (1999)::Comedy
+2588::Clubland (1998)::Drama
+2589::Friends & Lovers (1999)::Comedy|Drama|Romance
+2590::Hideous Kinky (1998)::Drama
+2591::Jeanne and the Perfect Guy (Jeanne et le garon formidable) (1998)::Comedy|Romance
+2592::Joyriders, The (1999)::Drama
+2593::Monster, The (Il Mostro) (1994)::Comedy
+2594::Open Your Eyes (Abre los ojos) (1997)::Drama|Romance|Sci-Fi
+2595::Photographer (Fotoamator) (1998)::Documentary
+2596::SLC Punk! (1998)::Comedy|Drama
+2597::Lost & Found (1999)::Comedy|Romance
+2598::Pushing Tin (1999)::Comedy
+2599::Election (1999)::Comedy
+2600::eXistenZ (1999)::Action|Sci-Fi|Thriller
+2601::Little Bit of Soul, A (1998)::Comedy
+2602::Mighty Peking Man (Hsing hsing wang) (1977)::Adventure|Sci-Fi
+2603::N (1998)::Drama
+2604::Let it Come Down: The Life of Paul Bowles (1998)::Documentary
+2605::Entrapment (1999)::Crime|Thriller
+2606::Idle Hands (1999)::Comedy|Horror
+2607::Get Real (1998)::Drama
+2608::Heaven (1998)::Thriller
+2609::King of Masks, The (Bian Lian) (1996)::Drama
+2610::Three Seasons (1999)::Drama
+2611::Winslow Boy, The (1998)::Drama
+2612::Mildred Pierce (1945)::Drama
+2613::Night of the Comet (1984)::Action|Horror|Sci-Fi
+2614::Chopping Mall (a.k.a. Killbots) (1986)::Action|Horror|Sci-Fi
+2615::My Science Project (1985)::Adventure|Sci-Fi
+2616::Dick Tracy (1990)::Action|Crime
+2617::Mummy, The (1999)::Action|Adventure|Horror|Thriller
+2618::Castle, The (1997)::Comedy
+2619::Mascara (1999)::Drama
+2620::This Is My Father (1998)::Drama|Romance
+2621::Xiu Xiu: The Sent-Down Girl (Tian yu) (1998)::Drama|Romance
+2622::Midsummer Night's Dream, A (1999)::Comedy|Fantasy
+2623::Trippin' (1999)::Comedy
+2624::After Life (1998)::Drama
+2625::Black Mask (Hak hap) (1996)::Action
+2626::Edge of Seventeen (1998)::Comedy|Drama|Romance
+2627::Endurance (1998)::Documentary|Drama
+2628::Star Wars: Episode I - The Phantom Menace (1999)::Action|Adventure|Fantasy|Sci-Fi
+2629::Love Letter, The (1999)::Comedy|Romance
+2630::Besieged (L' Assedio) (1998)::Drama
+2631::Frogs for Snakes (1998)::Comedy|Film-Noir|Thriller
+2632::Saragossa Manuscript, The (Rekopis znaleziony w Saragossie) (1965)::Drama
+2633::Mummy, The (1932)::Horror|Romance
+2634::Mummy, The (1959)::Horror
+2635::Mummy's Curse, The (1944)::Horror
+2636::Mummy's Ghost, The (1944)::Horror
+2637::Mummy's Hand, The (1940)::Horror
+2638::Mummy's Tomb, The (1942)::Horror
+2639::Mommie Dearest (1981)::Drama
+2640::Superman (1978)::Action|Adventure|Sci-Fi
+2641::Superman II (1980)::Action|Adventure|Sci-Fi
+2642::Superman III (1983)::Action|Adventure|Sci-Fi
+2643::Superman IV: The Quest for Peace (1987)::Action|Adventure|Sci-Fi
+2644::Dracula (1931)::Horror
+2645::Dracula (1958)::Horror
+2646::House of Dracula (1945)::Horror
+2647::House of Frankenstein (1944)::Horror
+2648::Frankenstein (1931)::Horror
+2649::Son of Frankenstein (1939)::Horror
+2650::Ghost of Frankenstein, The (1942)::Horror
+2651::Frankenstein Meets the Wolf Man (1943)::Horror
+2652::Curse of Frankenstein, The (1957)::Horror
+2653::Son of Dracula (1943)::Horror
+2654::Wolf Man, The (1941)::Horror
+2655::Howling II: Your Sister Is a Werewolf (1985)::Horror
+2656::Tarantula (1955)::Horror|Sci-Fi
+2657::Rocky Horror Picture Show, The (1975)::Comedy|Horror|Musical|Sci-Fi
+2658::Flying Saucer, The (1950)::Sci-Fi
+2659::It Came from Hollywood (1982)::Comedy|Documentary
+2660::Thing From Another World, The (1951)::Sci-Fi
+2661::It Came from Outer Space (1953)::Sci-Fi
+2662::War of the Worlds, The (1953)::Action|Sci-Fi|War
+2663::It Came from Beneath the Sea (1955)::Sci-Fi
+2664::Invasion of the Body Snatchers (1956)::Horror|Sci-Fi
+2665::Earth Vs. the Flying Saucers (1956)::Sci-Fi
+2666::It Conquered the World (1956)::Sci-Fi
+2667::Mole People, The (1956)::Sci-Fi
+2668::Swamp Thing (1982)::Horror|Sci-Fi
+2669::Pork Chop Hill (1959)::War
+2670::Run Silent, Run Deep (1958)::War
+2671::Notting Hill (1999)::Comedy|Romance
+2672::Thirteenth Floor, The (1999)::Drama|Sci-Fi|Thriller
+2673::Eternity and a Day (Mia eoniotita ke mia mera ) (1998)::Drama
+2674::Loss of Sexual Innocence, The (1999)::Drama
+2675::Twice Upon a Yesterday (1998)::Comedy|Drama|Romance
+2676::Instinct (1999)::Drama|Thriller
+2677::Buena Vista Social Club (1999)::Documentary
+2678::Desert Blue (1999)::Drama
+2679::Finding North (1999)::Drama|Romance
+2680::Floating (1997)::Drama
+2681::Free Enterprise (1998)::Comedy|Romance|Sci-Fi
+2682::Limbo (1999)::Drama
+2683::Austin Powers: The Spy Who Shagged Me (1999)::Comedy
+2684::Taxman (1999)::Comedy|Drama
+2685::Red Dwarf, The (Le Nain rouge) (1998)::Comedy|Drama
+2686::Red Violin, The (Le Violon rouge) (1998)::Drama|Mystery
+2687::Tarzan (1999)::Animation|Children's
+2688::General's Daughter, The (1999)::Drama|Thriller
+2689::Get Bruce (1999)::Documentary
+2690::Ideal Husband, An (1999)::Comedy
+2691::Legend of 1900, The (Leggenda del pianista sull'oceano) (1998)::Drama
+2692::Run Lola Run (Lola rennt) (1998)::Action|Crime|Romance
+2693::Trekkies (1997)::Documentary
+2694::Big Daddy (1999)::Comedy
+2695::Boys, The (1997)::Drama
+2696::Dinner Game, The (Le Dner de cons) (1998)::Comedy
+2697::My Son the Fanatic (1998)::Comedy|Drama|Romance
+2698::Zone 39 (1997)::Sci-Fi
+2699::Arachnophobia (1990)::Action|Comedy|Sci-Fi|Thriller
+2700::South Park: Bigger, Longer and Uncut (1999)::Animation|Comedy
+2701::Wild Wild West (1999)::Action|Sci-Fi|Western
+2702::Summer of Sam (1999)::Drama
+2703::Broken Vessels (1998)::Drama
+2704::Lovers on the Bridge, The (Les Amants du Pont-Neuf) (1991)::Drama|Romance
+2705::Late August, Early September (Fin aot, dbut septembre) (1998)::Drama
+2706::American Pie (1999)::Comedy
+2707::Arlington Road (1999)::Thriller
+2708::Autumn Tale, An (Conte d'automne) (1998)::Romance
+2709::Muppets From Space (1999)::Children's|Comedy
+2710::Blair Witch Project, The (1999)::Horror
+2711::My Life So Far (1999)::Drama
+2712::Eyes Wide Shut (1999)::Drama
+2713::Lake Placid (1999)::Horror|Thriller
+2714::Wood, The (1999)::Drama
+2715::Velocity of Gary, The (1998)::Comedy|Romance
+2716::Ghostbusters (1984)::Comedy|Horror
+2717::Ghostbusters II (1989)::Comedy|Horror
+2718::Drop Dead Gorgeous (1999)::Comedy
+2719::Haunting, The (1999)::Horror|Thriller
+2720::Inspector Gadget (1999)::Action|Adventure|Children's|Comedy
+2721::Trick (1999)::Romance
+2722::Deep Blue Sea (1999)::Action|Sci-Fi|Thriller
+2723::Mystery Men (1999)::Action|Adventure|Comedy
+2724::Runaway Bride (1999)::Comedy|Romance
+2725::Twin Falls Idaho (1999)::Drama
+2726::Killing, The (1956)::Crime|Film-Noir
+2727::Killer's Kiss (1955)::Film-Noir
+2728::Spartacus (1960)::Drama
+2729::Lolita (1962)::Drama
+2730::Barry Lyndon (1975)::Drama
+2731::400 Blows, The (Les Quatre cents coups) (1959)::Drama
+2732::Jules and Jim (Jules et Jim) (1961)::Drama
+2733::Vibes (1988)::Adventure|Comedy
+2734::Mosquito Coast, The (1986)::Drama
+2735::Golden Child, The (1986)::Action|Adventure|Comedy
+2736::Brighton Beach Memoirs (1986)::Comedy
+2737::Assassination (1987)::Action
+2738::Crimes of the Heart (1986)::Comedy|Drama
+2739::Color Purple, The (1985)::Drama
+2740::Kindred, The (1986)::Horror
+2741::No Mercy (1986)::Action|Thriller
+2742::Mnage (Tenue de soire) (1986)::Comedy|Drama
+2743::Native Son (1986)::Drama
+2744::Otello (1986)::Drama
+2745::Mission, The (1986)::Drama
+2746::Little Shop of Horrors (1986)::Comedy|Horror|Musical
+2747::Little Shop of Horrors, The (1960)::Comedy|Horror
+2748::Allan Quartermain and the Lost City of Gold (1987)::Action|Adventure
+2749::Morning After, The (1986)::Drama|Mystery
+2750::Radio Days (1987)::Comedy|Drama
+2751::From the Hip (1987)::Comedy
+2752::Outrageous Fortune (1987)::Comedy|Mystery
+2753::Bedroom Window, The (1987)::Thriller
+2754::Deadtime Stories (1987)::Horror
+2755::Light of Day (1987)::Drama
+2756::Wanted: Dead or Alive (1987)::Action
+2757::Frances (1982)::Drama
+2758::Plenty (1985)::Drama
+2759::Dick (1999)::Comedy
+2760::Gambler, The (A Jtkos) (1997)::Drama
+2761::Iron Giant, The (1999)::Animation|Children's
+2762::Sixth Sense, The (1999)::Thriller
+2763::Thomas Crown Affair, The (1999)::Action|Thriller
+2764::Thomas Crown Affair, The (1968)::Crime|Drama|Thriller
+2765::Acid House, The (1998)::Comedy|Drama
+2766::Adventures of Sebastian Cole, The (1998)::Comedy|Drama
+2767::Illuminata (1998)::Comedy
+2768::Stiff Upper Lips (1998)::Comedy
+2769::Yards, The (1999)::Crime|Mystery
+2770::Bowfinger (1999)::Comedy
+2771::Brokedown Palace (1999)::Drama
+2772::Detroit Rock City (1999)::Comedy
+2773::Alice and Martin (Alice et Martin) (1998)::Drama
+2774::Better Than Chocolate (1999)::Comedy|Romance
+2775::Head On (1998)::Drama
+2776::Marcello Mastroianni: I Remember Yes, I Remember (1997)::Documentary
+2777::Cobra (1925)::Drama
+2778::Never Talk to Strangers (1995)::Thriller
+2779::Heaven Can Wait (1978)::Comedy
+2780::Raven, The (1963)::Comedy|Horror
+2781::Tingler, The (1959)::Horror
+2782::Pit and the Pendulum (1961)::Horror
+2783::Tomb of Ligeia, The (1965)::Horror
+2784::Masque of the Red Death, The (1964)::Horror
+2785::Tales of Terror (1962)::Horror
+2786::Haunted Honeymoon (1986)::Comedy
+2787::Cat's Eye (1985)::Horror
+2788::And Now for Something Completely Different (1971)::Comedy
+2789::Damien: Omen II (1978)::Horror
+2790::Final Conflict, The (a.k.a. Omen III: The Final Conflict) (1981)::Horror
+2791::Airplane! (1980)::Comedy
+2792::Airplane II: The Sequel (1982)::Comedy
+2793::American Werewolf in Paris, An (1997)::Comedy|Horror
+2794::European Vacation (1985)::Comedy
+2795::Vacation (1983)::Comedy
+2796::Funny Farm (1988)::Comedy
+2797::Big (1988)::Comedy|Fantasy
+2798::Problem Child (1990)::Comedy
+2799::Problem Child 2 (1991)::Comedy
+2800::Little Nemo: Adventures in Slumberland (1992)::Animation|Children's
+2801::Oscar and Lucinda (a.k.a. Oscar & Lucinda) (1997)::Drama|Romance
+2802::Tequila Sunrise (1988)::Action|Romance|Thriller
+2803::Pelican Brief, The (1993)::Thriller
+2804::Christmas Story, A (1983)::Comedy|Drama
+2805::Mickey Blue Eyes (1999)::Comedy|Romance
+2806::Teaching Mrs. Tingle (1999)::Comedy|Thriller
+2807::Universal Soldier: The Return (1999)::Action|Sci-Fi
+2808::Universal Soldier (1992)::Action|Sci-Fi
+2809::Love Stinks (1999)::Comedy
+2810::Perfect Blue (1997)::Animation|Mystery
+2811::With Friends Like These... (1998)::Comedy
+2812::In Too Deep (1999)::Action|Thriller
+2813::Source, The (1999)::Documentary
+2814::Bat, The (1959)::Horror
+2815::Iron Eagle (1986)::Action|War
+2816::Iron Eagle II (1988)::Action|War
+2817::Aces: Iron Eagle III (1992)::Action|War
+2818::Iron Eagle IV (1995)::Action|War
+2819::Three Days of the Condor (1975)::Thriller
+2820::Hamlet (1964)::Drama
+2821::Male and Female (1919)::Adventure|Drama
+2822::Medicine Man (1992)::Adventure|Romance
+2823::Spiders, The (Die Spinnen, 1. Teil: Der Goldene See) (1919)::Action|Drama
+2824::On the Ropes (1999)::Documentary
+2825::Rosie (1998)::Drama
+2826::13th Warrior, The (1999)::Action|Horror|Thriller
+2827::Astronaut's Wife, The (1999)::Sci-Fi|Thriller
+2828::Dudley Do-Right (1999)::Children's|Comedy
+2829::Muse, The (1999)::Comedy|Drama
+2830::Cabaret Balkan (Bure Baruta) (1998)::Drama
+2831::Dog of Flanders, A (1999)::Drama
+2832::Lost Son, The (1999)::Drama
+2833::Lucie Aubrac (1997)::Romance|War
+2834::Very Thought of You, The (1998)::Comedy|Romance
+2835::Chill Factor (1999)::Action|Thriller
+2836::Outside Providence (1999)::Comedy
+2837::Bedrooms & Hallways (1998)::Comedy|Romance
+2838::I Woke Up Early the Day I Died (1998)::Comedy
+2839::West Beirut (West Beyrouth) (1998)::Drama
+2840::Stigmata (1999)::Thriller
+2841::Stir of Echoes (1999)::Thriller
+2842::Best Laid Plans (1999)::Crime|Drama
+2843::Black Cat, White Cat (Crna macka, beli macor) (1998)::Comedy|Romance
+2844::Minus Man, The (1999)::Drama|Mystery
+2845::White Boys (1999)::Drama
+2846::Adventures of Milo and Otis, The (1986)::Children's
+2847::Only Angels Have Wings (1939)::Drama
+2848::Othello (1952)::Drama
+2849::Queens Logic (1991)::Comedy|Drama
+2850::Public Access (1993)::Drama|Thriller
+2851::Saturn 3 (1979)::Adventure|Sci-Fi|Thriller
+2852::Soldier's Story, A (1984)::Drama
+2853::Communion (a.k.a. Alice, Sweet Alice/Holy Terror) (1977)::Horror
+2854::Don't Look in the Basement! (1973)::Horror
+2855::Nightmares (1983)::Horror
+2856::I Saw What You Did (1965)::Thriller
+2857::Yellow Submarine (1968)::Animation|Musical
+2858::American Beauty (1999)::Comedy|Drama
+2859::Stop Making Sense (1984)::Documentary
+2860::Blue Streak (1999)::Comedy
+2861::For Love of the Game (1999)::Comedy|Drama
+2862::Caligula (1980)::Drama
+2863::Hard Day's Night, A (1964)::Comedy|Musical
+2864::Splendor (1999)::Comedy
+2865::Sugar Town (1999)::Comedy
+2866::Buddy Holly Story, The (1978)::Drama
+2867::Fright Night (1985)::Comedy|Horror
+2868::Fright Night Part II (1989)::Horror
+2869::Separation, The (La Sparation) (1994)::Drama
+2870::Barefoot in the Park (1967)::Comedy
+2871::Deliverance (1972)::Adventure|Thriller
+2872::Excalibur (1981)::Action|Drama|Fantasy|Romance
+2873::Lulu on the Bridge (1998)::Drama|Mystery|Romance
+2874::Pajama Game, The (1957)::Comedy
+2875::Sommersby (1993)::Drama|Mystery|Romance
+2876::Thumbelina (1994)::Animation|Children's
+2877::Tommy (1975)::Drama|Musical
+2878::Hell Night (1981)::Horror
+2879::Operation Condor (Feiying gaiwak) (1990)::Action|Adventure|Comedy
+2880::Operation Condor 2 (Longxiong hudi) (1990)::Action|Adventure|Comedy
+2881::Double Jeopardy (1999)::Action|Thriller
+2882::Jakob the Liar (1999)::Drama
+2883::Mumford (1999)::Comedy
+2884::Dog Park (1998)::Comedy|Romance
+2885::Guinevere (1999)::Drama|Romance
+2886::Adventures of Elmo in Grouchland, The (1999)::Children's|Comedy
+2887::Simon Sez (1999)::Drama
+2888::Drive Me Crazy (1999)::Comedy|Romance
+2889::Mystery, Alaska (1999)::Comedy
+2890::Three Kings (1999)::Drama|War
+2891::Happy, Texas (1999)::Comedy
+2892::New Rose Hotel (1998)::Action|Drama
+2893::Plunkett & MaCleane (1999)::Action|Drama
+2894::Romance (1999)::Drama|Romance
+2895::Napoleon and Samantha (1972)::Adventure
+2896::Alvarez Kelly (1966)::Western
+2897::And the Ship Sails On (E la nave va) (1984)::Comedy|War
+2898::Dark Half, The (1993)::Horror|Mystery
+2899::Gulliver's Travels (1939)::Adventure|Animation|Children's
+2900::Monkey Shines (1988)::Horror|Sci-Fi
+2901::Phantasm (1979)::Horror|Sci-Fi
+2902::Psycho II (1983)::Horror|Thriller
+2903::Psycho III (1986)::Horror|Thriller
+2904::Rain (1932)::Drama
+2905::Sanjuro (1962)::Action|Adventure
+2906::Random Hearts (1999)::Drama|Romance
+2907::Superstar (1999)::Comedy
+2908::Boys Don't Cry (1999)::Drama
+2909::Five Wives, Three Secretaries and Me (1998)::Documentary
+2910::Ennui, L' (1998)::Drama|Romance
+2911::Grandfather, The (El Abuelo) (1998)::Drama
+2912::Limey, The (1999)::Action|Crime|Drama
+2913::Mating Habits of the Earthbound Human, The (1998)::Comedy
+2914::Molly (1999)::Comedy|Drama
+2915::Risky Business (1983)::Comedy
+2916::Total Recall (1990)::Action|Adventure|Sci-Fi|Thriller
+2917::Body Heat (1981)::Crime|Thriller
+2918::Ferris Bueller's Day Off (1986)::Comedy
+2919::Year of Living Dangerously (1982)::Drama|Romance
+2920::Children of Paradise (Les enfants du paradis) (1945)::Drama|Romance
+2921::High Plains Drifter (1972)::Western
+2922::Hang 'em High (1967)::Western
+2923::Citizen's Band (a.k.a. Handle with Care) (1977)::Comedy
+2924::Drunken Master (Zui quan) (1979)::Action|Comedy
+2925::Conformist, The (Il Conformista) (1970)::Drama
+2926::Hairspray (1988)::Comedy|Drama
+2927::Brief Encounter (1946)::Drama|Romance
+2928::Razor's Edge, The (1984)::Drama
+2929::Reds (1981)::Drama
+2930::Return with Honor (1998)::Documentary
+2931::Time of the Gypsies (Dom za vesanje) (1989)::Drama
+2932::Days of Heaven (1978)::Drama
+2933::Fire Within, The (Le Feu Follet) (1963)::Drama
+2934::Love Bewitched, A (El Amor Brujo) (1986)::Musical
+2935::Lady Eve, The (1941)::Comedy|Romance
+2936::Sullivan's Travels (1942)::Comedy
+2937::Palm Beach Story, The (1942)::Comedy
+2938::Man Facing Southeast (Hombre Mirando al Sudeste) (1986)::Drama
+2939::Niagara (1953)::Drama|Thriller
+2940::Gilda (1946)::Film-Noir
+2941::South Pacific (1958)::Musical|Romance|War
+2942::Flashdance (1983)::Drama|Romance
+2943::Indochine (1992)::Drama|Romance
+2944::Dirty Dozen, The (1967)::Action|War
+2945::Mike's Murder (1984)::Mystery
+2946::Help! (1965)::Comedy|Musical
+2947::Goldfinger (1964)::Action
+2948::From Russia with Love (1963)::Action
+2949::Dr. No (1962)::Action
+2950::Blue Lagoon, The (1980)::Adventure|Drama|Romance
+2951::Fistful of Dollars, A (1964)::Action|Western
+2952::Hard 8 (a.k.a. Sydney, a.k.a. Hard Eight) (1996)::Crime|Thriller
+2953::Home Alone 2: Lost in New York (1992)::Children's|Comedy
+2954::Penitentiary (1979)::Drama
+2955::Penitentiary II (1982)::Drama
+2956::Someone to Watch Over Me (1987)::Action|Crime|Thriller
+2957::Sparrows (1926)::Drama
+2958::Naturally Native (1998)::Drama
+2959::Fight Club (1999)::Drama
+2960::Beefcake (1999)::Drama
+2961::Story of Us, The (1999)::Comedy|Drama
+2962::Fever Pitch (1997)::Comedy|Romance
+2963::Joe the King (1999)::Crime|Drama
+2964::Julien Donkey-Boy (1999)::Drama
+2965::Omega Code, The (1999)::Action
+2966::Straight Story, The (1999)::Drama
+2967::Bad Seed, The (1956)::Drama|Thriller
+2968::Time Bandits (1981)::Adventure|Fantasy|Sci-Fi
+2969::Man and a Woman, A (Un Homme et une Femme) (1966)::Drama|Romance
+2970::Fitzcarraldo (1982)::Adventure|Drama
+2971::All That Jazz (1979)::Musical
+2972::Red Sorghum (Hong Gao Liang) (1987)::Drama|War
+2973::Crimes and Misdemeanors (1989)::Comedy
+2974::Bats (1999)::Horror|Thriller
+2975::Best Man, The (1999)::Drama
+2976::Bringing Out the Dead (1999)::Drama|Horror
+2977::Crazy in Alabama (1999)::Comedy|Drama
+2978::Three to Tango (1999)::Comedy|Romance
+2979::Body Shots (1999)::Drama
+2980::Men Cry Bullets (1997)::Drama
+2981::Brother, Can You Spare a Dime? (1975)::Documentary
+2982::Guardian, The (1990)::Horror|Thriller
+2983::Ipcress File, The (1965)::Thriller
+2984::On Any Sunday (1971)::Documentary
+2985::Robocop (1987)::Action|Crime|Sci-Fi
+2986::Robocop 2 (1990)::Action|Crime|Sci-Fi
+2987::Who Framed Roger Rabbit? (1988)::Adventure|Animation|Film-Noir
+2988::Melvin and Howard (1980)::Drama
+2989::For Your Eyes Only (1981)::Action
+2990::Licence to Kill (1989)::Action
+2991::Live and Let Die (1973)::Action
+2992::Rawhead Rex (1986)::Horror|Thriller
+2993::Thunderball (1965)::Action
+2994::City, The (1998)::Drama
+2995::House on Haunted Hill, The (1999)::Horror
+2996::Music of the Heart (1999)::Drama
+2997::Being John Malkovich (1999)::Comedy
+2998::Dreaming of Joseph Lees (1998)::Romance
+2999::Man of the Century (1999)::Comedy
+3000::Princess Mononoke, The (Mononoke Hime) (1997)::Action|Adventure|Animation
+3001::Suburbans, The (1999)::Drama
+3002::My Best Fiend (Mein liebster Feind) (1999)::Documentary
+3003::Train of Life (Train De Vie) (1998)::Comedy|Drama
+3004::Bachelor, The (1999)::Comedy|Romance
+3005::Bone Collector, The (1999)::Thriller
+3006::Insider, The (1999)::Drama
+3007::American Movie (1999)::Documentary
+3008::Last Night (1998)::Thriller
+3009::Portraits Chinois (1996)::Drama
+3010::Rosetta (1999)::Drama
+3011::They Shoot Horses, Don't They? (1969)::Drama
+3012::Battling Butler (1926)::Comedy
+3013::Bride of Re-Animator (1990)::Comedy|Horror
+3014::Bustin' Loose (1981)::Comedy
+3015::Coma (1978)::Thriller
+3016::Creepshow (1982)::Horror
+3017::Creepshow 2 (1987)::Horror
+3018::Re-Animator (1985)::Horror
+3019::Drugstore Cowboy (1989)::Crime|Drama
+3020::Falling Down (1993)::Action|Drama
+3021::Funhouse, The (1981)::Horror
+3022::General, The (1927)::Comedy
+3023::My Best Girl (1927)::Comedy|Romance
+3024::Piranha (1978)::Horror|Sci-Fi
+3025::Rough Night in Jericho (1967)::Western
+3026::Slaughterhouse (1987)::Horror
+3027::Slaughterhouse 2 (1988)::Horror
+3028::Taming of the Shrew, The (1967)::Comedy
+3029::Nighthawks (1981)::Action|Drama
+3030::Yojimbo (1961)::Comedy|Drama|Western
+3031::Repossessed (1990)::Comedy
+3032::Omega Man, The (1971)::Sci-Fi
+3033::Spaceballs (1987)::Comedy|Sci-Fi
+3034::Robin Hood (1973)::Animation|Children's
+3035::Mister Roberts (1955)::Comedy|Drama|War
+3036::Quest for Fire (1981)::Adventure
+3037::Little Big Man (1970)::Comedy|Drama|Western
+3038::Face in the Crowd, A (1957)::Drama
+3039::Trading Places (1983)::Comedy
+3040::Meatballs (1979)::Comedy
+3041::Meatballs Part II (1984)::Comedy
+3042::Meatballs III (1987)::Comedy
+3043::Meatballs 4 (1992)::Comedy
+3044::Dead Again (1991)::Mystery|Romance|Thriller
+3045::Peter's Friends (1992)::Comedy|Drama
+3046::Incredibly True Adventure of Two Girls in Love, The (1995)::Comedy|Romance
+3047::Experience Preferred... But Not Essential (1982)::Drama
+3048::Under the Rainbow (1981)::Comedy
+3049::How I Won the War (1967)::Comedy|War
+3050::Light It Up (1999)::Drama
+3051::Anywhere But Here (1999)::Drama
+3052::Dogma (1999)::Comedy
+3053::Messenger: The Story of Joan of Arc, The (1999)::Drama|War
+3054::Pokmon: The First Movie (1998)::Animation|Children's
+3055::Felicia's Journey (1999)::Thriller
+3056::Oxygen (1999)::Thriller
+3057::Where's Marlowe? (1999)::Comedy
+3058::Ape, The (1940)::Horror|Sci-Fi
+3059::British Intelligence (1940)::Drama
+3060::Commitments, The (1991)::Comedy|Drama
+3061::Holiday Inn (1942)::Comedy|Musical
+3062::Longest Day, The (1962)::Action|Drama|War
+3063::Poison Ivy (1992)::Thriller
+3064::Poison Ivy: New Seduction (1997)::Thriller
+3065::Ten Benny (1997)::Drama
+3066::Tora! Tora! Tora! (1970)::War
+3067::Women on the Verge of a Nervous Breakdown (1988)::Comedy|Drama
+3068::Verdict, The (1982)::Drama
+3069::Effect of Gamma Rays on Man-in-the-Moon Marigolds, The (1972)::Drama
+3070::Adventures of Buckaroo Bonzai Across the 8th Dimension, The (1984)::Adventure|Comedy|Sci-Fi
+3071::Stand and Deliver (1987)::Drama
+3072::Moonstruck (1987)::Comedy
+3073::Sandpiper, The (1965)::Drama|Romance
+3074::Jeremiah Johnson (1972)::Western
+3075::Repulsion (1965)::Thriller
+3076::Irma la Douce (1963)::Comedy
+3077::42 Up (1998)::Documentary
+3078::Liberty Heights (1999)::Drama
+3079::Mansfield Park (1999)::Drama
+3080::Goodbye, 20th Century (Zbogum na dvadesetiot vek) (1998)::Drama|Sci-Fi
+3081::Sleepy Hollow (1999)::Horror|Romance
+3082::World Is Not Enough, The (1999)::Action|Thriller
+3083::All About My Mother (Todo Sobre Mi Madre) (1999)::Comedy|Drama
+3084::Home Page (1999)::Documentary
+3085::Living Dead Girl, The (La Morte Vivante) (1982)::Horror
+3086::March of the Wooden Soldiers (a.k.a. Laurel & Hardy in Toyland) (1934)::Comedy
+3087::Scrooged (1988)::Comedy
+3088::Harvey (1950)::Comedy
+3089::Bicycle Thief, The (Ladri di biciclette) (1948)::Drama
+3090::Matewan (1987)::Drama
+3091::Kagemusha (1980)::Drama|War
+3092::Chushingura (1962)::Drama
+3093::McCabe & Mrs. Miller (1971)::Drama|Western
+3094::Maurice (1987)::Drama|Romance
+3095::Grapes of Wrath, The (1940)::Drama
+3096::My Man Godfrey (1957)::Comedy
+3097::Shop Around the Corner, The (1940)::Comedy|Romance
+3098::Natural, The (1984)::Drama
+3099::Shampoo (1975)::Comedy|Romance
+3100::River Runs Through It, A (1992)::Drama
+3101::Fatal Attraction (1987)::Thriller
+3102::Jagged Edge (1985)::Thriller
+3103::Stanley & Iris (1990)::Drama|Romance
+3104::Midnight Run (1988)::Action|Adventure|Comedy|Crime
+3105::Awakenings (1990)::Drama
+3106::Come See the Paradise (1990)::Drama|Romance
+3107::Backdraft (1991)::Action|Drama
+3108::Fisher King, The (1991)::Comedy|Drama|Romance
+3109::River, The (1984)::Drama
+3110::Country (1984)::Drama
+3111::Places in the Heart (1984)::Drama
+3112::'Night Mother (1986)::Drama
+3113::End of Days (1999)::Action|Thriller
+3114::Toy Story 2 (1999)::Animation|Children's|Comedy
+3115::Flawless (1999)::Drama
+3116::Miss Julie (1999)::Drama
+3117::Ride with the Devil (1999)::Drama|Romance|War
+3118::Tumbleweeds (1999)::Drama
+3119::Bay of Blood (Reazione a catena) (1971)::Horror
+3120::Distinguished Gentleman, The (1992)::Comedy
+3121::Hitch-Hiker, The (1953)::Film-Noir
+3122::Santa Fe Trail (1940)::Drama|Romance|Western
+3123::Spring Fever USA (a.k.a. Lauderdale) (1989)::Comedy
+3124::Agnes Browne (1999)::Comedy|Drama
+3125::End of the Affair, The (1999)::Drama
+3126::End of the Affair, The (1955)::Drama
+3127::Holy Smoke (1999)::Drama
+3128::Map of the World, A (1999)::Drama
+3129::Sweet and Lowdown (1999)::Comedy|Drama
+3130::Bonfire of the Vanities (1990)::Comedy
+3131::Broadway Damage (1997)::Comedy
+3132::Daddy Long Legs (1919)::Comedy
+3133::Go West (1925)::Comedy
+3134::Grand Illusion (Grande illusion, La) (1937)::Drama|War
+3135::Great Santini, The (1979)::Drama
+3136::James Dean Story, The (1957)::Documentary
+3137::Sea Wolves, The (1980)::Action|War
+3138::Stealing Home (1988)::Drama
+3139::Tarzan the Fearless (1933)::Action|Adventure
+3140::Three Ages, The (1923)::Comedy
+3141::Two Jakes, The (1990)::Drama
+3142::U2: Rattle and Hum (1988)::Documentary|Musical
+3143::Hell in the Pacific (1968)::Drama|War
+3144::Glass Bottom Boat, The (1966)::Comedy|Romance
+3145::Cradle Will Rock, The (1999)::Drama
+3146::Deuce Bigalow: Male Gigolo (1999)::Comedy
+3147::Green Mile, The (1999)::Drama|Thriller
+3148::Cider House Rules, The (1999)::Drama
+3149::Diamonds (1999)::Mystery
+3150::War Zone, The (1999)::Drama
+3151::Bat Whispers, The (1930)::Crime|Drama|Mystery
+3152::Last Picture Show, The (1971)::Drama
+3153::7th Voyage of Sinbad, The (1958)::Action|Adventure|Fantasy
+3154::Blood on the Sun (1945)::Drama|War
+3155::Anna and the King (1999)::Drama|Romance
+3156::Bicentennial Man (1999)::Comedy|Drama|Sci-Fi
+3157::Stuart Little (1999)::Children's|Comedy
+3158::Emperor and the Assassin, The (Jing ke ci qin wang) (1999)::Drama
+3159::Fantasia 2000 (1999)::Animation|Children's|Musical
+3160::Magnolia (1999)::Drama
+3161::Onegin (1999)::Drama
+3162::Simpatico (1999)::Comedy|Drama
+3163::Topsy-Turvy (1999)::Drama
+3164::Alley Cats, The (1968)::Drama
+3165::Boiling Point (1993)::Action|Drama
+3166::Brenda Starr (1989)::Adventure
+3167::Carnal Knowledge (1971)::Drama
+3168::Easy Rider (1969)::Adventure|Drama
+3169::Falcon and the Snowman, The (1984)::Drama
+3170::Hi-Yo Silver (1940)::Western
+3171::Room at the Top (1959)::Drama
+3172::Ulysses (Ulisse) (1954)::Adventure
+3173::Any Given Sunday (1999)::Drama
+3174::Man on the Moon (1999)::Comedy|Drama
+3175::Galaxy Quest (1999)::Adventure|Comedy|Sci-Fi
+3176::Talented Mr. Ripley, The (1999)::Drama|Mystery|Thriller
+3177::Next Friday (1999)::Comedy
+3178::Hurricane, The (1999)::Drama
+3179::Angela's Ashes (1999)::Drama
+3180::Play it to the Bone (1999)::Comedy|Drama
+3181::Titus (1999)::Drama
+3182::Mr. Death: The Rise and Fall of Fred A. Leuchter Jr. (1999)::Documentary
+3183::Third Miracle, The (1999)::Drama
+3184::Montana (1998)::Action|Comedy|Crime|Drama
+3185::Snow Falling on Cedars (1999)::Drama
+3186::Girl, Interrupted (1999)::Drama
+3187::Trans (1998)::Drama
+3188::Life and Times of Hank Greenberg, The (1998)::Documentary
+3189::My Dog Skip (1999)::Comedy
+3190::Supernova (2000)::Adventure|Sci-Fi
+3191::Quarry, The (1998)::Drama
+3192::Terrorist, The (Malli) (1998)::Drama
+3193::Creature (1999)::Documentary
+3194::Way We Were, The (1973)::Drama
+3195::Tess of the Storm Country (1922)::Drama
+3196::Stalag 17 (1953)::Drama|War
+3197::Presidio, The (1988)::Action
+3198::Papillon (1973)::Drama
+3199::Pal Joey (1957)::Comedy|Musical|Romance
+3200::Last Detail, The (1973)::Comedy|Drama
+3201::Five Easy Pieces (1970)::Drama
+3202::Even Dwarfs Started Small (Auch Zwerge haben klein angefangen) (1971)::Drama
+3203::Dead Calm (1989)::Thriller
+3204::Boys from Brazil, The (1978)::Thriller
+3205::Black Sunday (La Maschera Del Demonio) (1960)::Horror
+3206::Against All Odds (1984)::Romance
+3207::Snows of Kilimanjaro, The (1952)::Adventure
+3208::Loaded Weapon 1 (1993)::Action|Comedy
+3209::Loves of Carmen, The (1948)::Drama
+3210::Fast Times at Ridgemont High (1982)::Comedy
+3211::Cry in the Dark, A (1988)::Drama
+3212::Born to Win (1971)::Drama
+3213::Batman: Mask of the Phantasm (1993)::Animation|Children's
+3214::American Flyers (1985)::Drama
+3215::Voyage of the Damned (1976)::Drama
+3216::Vampyros Lesbos (Las Vampiras) (1970)::Horror
+3217::Star Is Born, A (1937)::Drama
+3218::Poison (1991)::Drama
+3219::Pacific Heights (1990)::Thriller
+3220::Night Tide (1961)::Drama
+3221::Draughtsman's Contract, The (1982)::Drama
+3222::Carmen (1984)::Drama
+3223::Zed & Two Noughts, A (1985)::Drama
+3224::Woman in the Dunes (Suna no onna) (1964)::Drama
+3225::Down to You (2000)::Comedy|Romance
+3226::Hellhounds on My Trail (1999)::Documentary
+3227::Not Love, Just Frenzy (Ms que amor, frenes) (1996)::Comedy|Drama|Thriller
+3228::Wirey Spindell (1999)::Comedy
+3229::Another Man's Poison (1952)::Crime|Drama
+3230::Odessa File, The (1974)::Thriller
+3231::Saphead, The (1920)::Comedy
+3232::Seven Chances (1925)::Comedy
+3233::Smashing Time (1967)::Comedy
+3234::Train Ride to Hollywood (1978)::Comedy
+3235::Where the Buffalo Roam (1980)::Comedy
+3236::Zachariah (1971)::Western
+3237::Kestrel's Eye (Falkens ga) (1998)::Documentary
+3238::Eye of the Beholder (1999)::Thriller
+3239::Isn't She Great? (2000)::Comedy
+3240::Big Tease, The (1999)::Comedy
+3241::Cup, The (Phrpa) (1999)::Comedy
+3242::Santitos (1997)::Comedy
+3243::Encino Man (1992)::Comedy
+3244::Goodbye Girl, The (1977)::Comedy|Romance
+3245::I Am Cuba (Soy Cuba/Ya Kuba) (1964)::Drama
+3246::Malcolm X (1992)::Drama
+3247::Sister Act (1992)::Comedy|Crime
+3248::Sister Act 2: Back in the Habit (1993)::Comedy
+3249::Hand That Rocks the Cradle, The (1992)::Thriller
+3250::Alive (1993)::Drama
+3251::Agnes of God (1985)::Drama|Mystery
+3252::Scent of a Woman (1992)::Drama
+3253::Wayne's World (1992)::Comedy
+3254::Wayne's World 2 (1993)::Comedy
+3255::League of Their Own, A (1992)::Comedy|Drama
+3256::Patriot Games (1992)::Action|Thriller
+3257::Bodyguard, The (1992)::Action|Drama|Romance|Thriller
+3258::Death Becomes Her (1992)::Comedy
+3259::Far and Away (1992)::Drama|Romance
+3260::Howards End (1992)::Drama
+3261::Singles (1992)::Comedy|Drama|Romance
+3262::Twin Peaks: Fire Walk with Me (1992)::Drama|Mystery
+3263::White Men Can't Jump (1992)::Comedy
+3264::Buffy the Vampire Slayer (1992)::Comedy|Horror
+3265::Hard-Boiled (Lashou shentan) (1992)::Action|Crime
+3266::Man Bites Dog (C'est arriv prs de chez vous) (1992)::Action|Comedy|Crime|Drama
+3267::Mariachi, El (1992)::Action|Thriller
+3268::Stop! Or My Mom Will Shoot (1992)::Action|Comedy
+3269::Forever Young (1992)::Adventure|Romance|Sci-Fi
+3270::Cutting Edge, The (1992)::Drama
+3271::Of Mice and Men (1992)::Drama
+3272::Bad Lieutenant (1992)::Crime|Drama
+3273::Scream 3 (2000)::Horror|Mystery|Thriller
+3274::Single White Female (1992)::Action
+3275::Boondock Saints, The (1999)::Action|Comedy
+3276::Gun Shy (2000)::Comedy
+3277::Beloved/Friend (Amigo/Amado) (1999)::Drama
+3278::Gendernauts (1999)::Documentary
+3279::Knockout (1999)::Action|Adventure
+3280::Baby, The (1973)::Horror
+3281::Brandon Teena Story, The (1998)::Documentary
+3282::Different for Girls (1996)::Comedy
+3283::Minnie and Moskowitz (1971)::Action
+3284::They Might Be Giants (1971)::Comedy|Romance
+3285::Beach, The (2000)::Adventure|Drama
+3286::Snow Day (2000)::Comedy
+3287::Tigger Movie, The (2000)::Animation|Children's
+3288::Cotton Mary (1999)::Drama
+3289::Not One Less (Yi ge dou bu neng shao) (1999)::Drama
+3290::Soft Toilet Seats (1999)::Comedy
+3291::Trois (2000)::Thriller
+3292::Big Combo, The (1955)::Film-Noir
+3293::Conceiving Ada (1997)::Drama|Sci-Fi
+3294::Eaten Alive (1976)::Horror
+3295::Raining Stones (1993)::Drama
+3296::To Sir with Love (1967)::Drama
+3297::With Byrd at the South Pole (1930)::Documentary
+3298::Boiler Room (2000)::Drama
+3299::Hanging Up (2000)::Comedy|Drama
+3300::Pitch Black (2000)::Action|Sci-Fi
+3301::Whole Nine Yards, The (2000)::Comedy|Crime
+3302::Beautiful People (1999)::Comedy
+3303::Black Tar Heroin: The Dark End of the Street (1999)::Documentary
+3304::Blue Collar (1978)::Crime|Drama
+3305::Bluebeard (1944)::Film-Noir|Horror
+3306::Circus, The (1928)::Comedy
+3307::City Lights (1931)::Comedy|Drama|Romance
+3308::Flamingo Kid, The (1984)::Comedy|Drama
+3309::Dog's Life, A (1920)::Comedy
+3310::Kid, The (1921)::Action
+3311::Man from Laramie, The (1955)::Western
+3312::McCullochs, The (1975)::Drama
+3313::Class Reunion (1982)::Comedy
+3314::Big Trees, The (1952)::Action|Drama
+3315::Happy Go Lovely (1951)::Musical
+3316::Reindeer Games (2000)::Action|Thriller
+3317::Wonder Boys (2000)::Comedy|Drama
+3318::Deterrence (1998)::Thriller
+3319::Judy Berlin (1999)::Drama
+3320::Mifune (Mifunes sidste sang) (1999)::Comedy|Romance
+3321::Waiting Game, The (2000)::Comedy
+3322::3 Strikes (2000)::Comedy
+3323::Chain of Fools (2000)::Comedy|Crime
+3324::Drowning Mona (2000)::Comedy
+3325::Next Best Thing, The (2000)::Comedy|Drama
+3326::What Planet Are You From? (2000)::Comedy|Sci-Fi
+3327::Beyond the Mat (2000)::Documentary
+3328::Ghost Dog: The Way of the Samurai (1999)::Crime|Drama
+3329::Year My Voice Broke, The (1987)::Drama
+3330::Splendor in the Grass (1961)::Drama
+3331::My Tutor (1983)::Drama
+3332::Legend of Lobo, The (1962)::Adventure|Children's
+3333::Killing of Sister George, The (1968)::Drama
+3334::Key Largo (1948)::Crime|Drama|Film-Noir|Thriller
+3335::Jail Bait (1954)::Crime|Drama
+3336::It Happened Here (1961)::Drama
+3337::I'll Never Forget What's 'is Name (1967)::Comedy|Drama
+3338::For All Mankind (1989)::Documentary
+3339::Cross of Iron (1977)::War
+3340::Bride of the Monster (1956)::Horror|Sci-Fi
+3341::Born Yesterday (1950)::Comedy
+3342::Birdy (1984)::Drama|War
+3343::And God Created Woman (1988)::Comedy|Drama|Romance
+3344::Blood Feast (1963)::Horror
+3345::Charlie, the Lonesome Cougar (1967)::Adventure|Children's
+3346::Color Me Blood Red (1965)::Horror
+3347::Never Cry Wolf (1983)::Drama
+3348::Night Visitor, The (1970)::Crime|Thriller
+3349::Perils of Pauline, The (1947)::Comedy
+3350::Raisin in the Sun, A (1961)::Drama
+3351::Two Thousand Maniacs! (1964)::Horror
+3352::Brown's Requiem (1998)::Drama
+3353::Closer You Get, The (2000)::Comedy|Romance
+3354::Mission to Mars (2000)::Sci-Fi
+3355::Ninth Gate, The (2000)::Thriller
+3356::Condo Painting (2000)::Documentary
+3357::East-West (Est-ouest) (1999)::Drama|Romance
+3358::Defending Your Life (1991)::Comedy|Romance
+3359::Breaking Away (1979)::Drama
+3360::Hoosiers (1986)::Drama
+3361::Bull Durham (1988)::Comedy
+3362::Dog Day Afternoon (1975)::Comedy|Crime|Drama
+3363::American Graffiti (1973)::Comedy|Drama
+3364::Asphalt Jungle, The (1950)::Crime|Film-Noir
+3365::Searchers, The (1956)::Western
+3366::Where Eagles Dare (1969)::Action|Adventure|War
+3367::Devil's Brigade, The (1968)::War
+3368::Big Country, The (1958)::Romance|Western
+3369::Any Number Can Win (Mlodie en sous-sol ) (1963)::Crime
+3370::Betrayed (1988)::Drama|Thriller
+3371::Bound for Glory (1976)::Drama
+3372::Bridge at Remagen, The (1969)::Action|War
+3373::Buck and the Preacher (1972)::Western
+3374::Daughters of the Dust (1992)::Drama
+3375::Destination Moon (1950)::Sci-Fi
+3376::Fantastic Night, The (La Nuit Fantastique) (1949)::Romance
+3377::Hangmen Also Die (1943)::Drama|War
+3378::Ogre, The (Der Unhold) (1996)::Drama
+3379::On the Beach (1959)::Drama
+3380::Railroaded! (1947)::Film-Noir
+3381::Slaves to the Underground (1997)::Comedy|Drama
+3382::Song of Freedom (1936)::Drama
+3383::Big Fella (1937)::Drama|Musical
+3384::Taking of Pelham One Two Three, The (1974)::Action
+3385::Volunteers (1985)::Comedy
+3386::JFK (1991)::Drama|Mystery
+3387::Who's Harry Crumb? (1989)::Comedy
+3388::Harry and the Hendersons (1987)::Comedy
+3389::Let's Get Harry (1986)::Action|Adventure
+3390::Shanghai Surprise (1986)::Adventure
+3391::Who's That Girl? (1987)::Comedy
+3392::She-Devil (1989)::Comedy
+3393::Date with an Angel (1987)::Comedy|Fantasy
+3394::Blind Date (1987)::Comedy|Romance
+3395::Nadine (1987)::Comedy
+3396::Muppet Movie, The (1979)::Children's|Comedy
+3397::Great Muppet Caper, The (1981)::Children's|Comedy
+3398::Muppets Take Manhattan, The (1984)::Children's|Comedy
+3399::Sesame Street Presents Follow That Bird (1985)::Children's|Comedy
+3400::We're Back! A Dinosaur's Story (1993)::Animation|Children's
+3401::Baby... Secret of the Lost Legend (1985)::Adventure|Sci-Fi
+3402::Turtle Diary (1985)::Drama
+3403::Raise the Titanic (1980)::Drama|Thriller
+3404::Titanic (1953)::Action|Drama
+3405::Night to Remember, A (1958)::Action|Drama
+3406::Captain Horatio Hornblower (1951)::Action|Adventure|War
+3407::Carriers Are Waiting, The (Les Convoyeurs Attendent) (1999)::Comedy|Drama
+3408::Erin Brockovich (2000)::Drama
+3409::Final Destination (2000)::Drama|Thriller
+3410::Soft Fruit (1999)::Comedy|Drama
+3411::Babymother (1998)::Drama
+3412::Bear, The (1988)::Adventure
+3413::Impact (1949)::Crime|Drama
+3414::Love Is a Many-Splendored Thing (1955)::Romance
+3415::Mirror, The (Zerkalo) (1975)::Drama
+3416::Trial, The (Le Procs) (1963)::Drama
+3417::Crimson Pirate, The (1952)::Adventure|Comedy|Sci-Fi
+3418::Thelma & Louise (1991)::Action|Drama
+3419::Something for Everyone (1970)::Comedy|Crime
+3420::...And Justice for All (1979)::Drama|Thriller
+3421::Animal House (1978)::Comedy
+3422::She's Gotta Have It (1986)::Comedy|Romance
+3423::School Daze (1988)::Drama
+3424::Do the Right Thing (1989)::Comedy|Drama
+3425::Mo' Better Blues (1990)::Drama
+3426::Jungle Fever (1991)::Drama|Romance
+3427::Coogan's Bluff (1968)::Crime
+3428::Champ, The (1979)::Drama
+3429::Creature Comforts (1990)::Animation|Comedy
+3430::Death Wish (1974)::Action|Drama
+3431::Death Wish II (1982)::Action|Drama
+3432::Death Wish 3 (1985)::Action|Drama
+3433::Death Wish 4: The Crackdown (1987)::Action|Drama
+3434::Death Wish V: The Face of Death (1994)::Action|Drama
+3435::Double Indemnity (1944)::Crime|Film-Noir
+3436::Dying Young (1991)::Drama|Romance
+3437::Cool as Ice (1991)::Drama
+3438::Teenage Mutant Ninja Turtles (1990)::Action|Children's|Fantasy
+3439::Teenage Mutant Ninja Turtles II: The Secret of the Ooze (1991)::Action|Children's|Fantasy
+3440::Teenage Mutant Ninja Turtles III (1993)::Action|Children's|Fantasy
+3441::Red Dawn (1984)::Action|War
+3442::Band of the Hand (1986)::Action
+3443::Born American (1986)::Action|Drama|Thriller
+3444::Bloodsport (1988)::Action
+3445::Eyes of Laura Mars (1978)::Mystery|Thriller
+3446::Funny Bones (1995)::Comedy
+3447::Good Earth, The (1937)::Drama
+3448::Good Morning, Vietnam (1987)::Comedy|Drama|War
+3449::Good Mother, The (1988)::Drama
+3450::Grumpy Old Men (1993)::Comedy
+3451::Guess Who's Coming to Dinner (1967)::Comedy|Drama
+3452::Romeo Must Die (2000)::Action|Romance
+3453::Here on Earth (2000)::Drama|Romance
+3454::Whatever It Takes (2000)::Comedy|Romance
+3455::Buddy Boy (1999)::Drama|Thriller
+3456::Color of Paradise, The (Rang-e Khoda) (1999)::Drama
+3457::Waking the Dead (1999)::Drama
+3458::Blood and Sand (Sangre y Arena) (1989)::Drama|Romance
+3459::Gothic (1986)::Drama|Horror
+3460::Hillbillys in a Haunted House (1967)::Comedy
+3461::Lord of the Flies (1963)::Adventure|Drama|Thriller
+3462::Modern Times (1936)::Comedy
+3463::Last Resort (1994)::Comedy
+3464::Solar Crisis (1993)::Sci-Fi|Thriller
+3465::That's Life! (1986)::Drama
+3466::Heart and Souls (1993)::Comedy|Fantasy
+3467::Hud (1963)::Drama|Western
+3468::Hustler, The (1961)::Drama
+3469::Inherit the Wind (1960)::Drama
+3470::Dersu Uzala (1974)::Adventure|Drama
+3471::Close Encounters of the Third Kind (1977)::Drama|Sci-Fi
+3472::Horror Hotel (a.k.a. The City of the Dead) (1960)::Horror
+3473::Jonah Who Will Be 25 in the Year 2000 (1976)::Comedy
+3474::Retroactive (1997)::Sci-Fi|Thriller
+3475::Place in the Sun, A (1951)::Drama|Romance
+3476::Jacob's Ladder (1990)::Horror|Mystery|Thriller
+3477::Empire Records (1995)::Comedy|Drama
+3478::Bamba, La (1987)::Drama
+3479::Ladyhawke (1985)::Adventure|Fantasy|Romance
+3480::Lucas (1986)::Drama
+3481::High Fidelity (2000)::Comedy
+3482::Price of Glory (2000)::Drama
+3483::Road to El Dorado, The (2000)::Animation|Children's
+3484::Skulls, The (2000)::Thriller
+3485::Autopsy (Macchie Solari) (1975)::Horror
+3486::Devil Girl From Mars (1954)::Sci-Fi
+3487::Dorado, El (1967)::Western
+3488::Hideous Sun Demon, The (1959)::Horror|Sci-Fi
+3489::Hook (1991)::Adventure|Fantasy
+3490::Horror Express (1972)::Horror
+3491::My Chauffeur (1986)::Comedy
+3492::Son of the Sheik, The (1926)::Adventure
+3493::Torso (Corpi Presentano Tracce di Violenza Carnale) (1973)::Horror
+3494::True Grit (1969)::Adventure|Western
+3495::Roadside Prophets (1992)::Comedy|Drama
+3496::Madame Sousatzka (1988)::Drama
+3497::Max Dugan Returns (1983)::Comedy
+3498::Midnight Express (1978)::Drama
+3499::Misery (1990)::Horror
+3500::Mr. Saturday Night (1992)::Comedy|Drama
+3501::Murphy's Romance (1985)::Comedy|Romance
+3502::My Life (1993)::Drama
+3503::Solaris (Solyaris) (1972)::Drama|Sci-Fi
+3504::Network (1976)::Comedy|Drama
+3505::No Way Out (1987)::Thriller
+3506::North Dallas Forty (1979)::Comedy|Drama
+3507::Odd Couple, The (1968)::Comedy
+3508::Outlaw Josey Wales, The (1976)::Western
+3509::Black and White (1999)::Drama
+3510::Frequency (2000)::Drama|Thriller
+3511::Ready to Rumble (2000)::Comedy
+3512::Return to Me (2000)::Drama|Romance
+3513::Rules of Engagement (2000)::Drama|Thriller
+3514::Joe Gould's Secret (2000)::Drama
+3515::Me Myself I (2000)::Comedy
+3516::Bell, Book and Candle (1958)::Comedy|Romance
+3517::Bells, The (1926)::Crime|Drama
+3518::End of Violence, The (1997)::Drama|Thriller
+3519::Force 10 from Navarone (1978)::Action|War
+3520::How to Stuff a Wild Bikini (1965)::Comedy
+3521::Mystery Train (1989)::Comedy|Crime|Drama
+3522::Sacco and Vanzetti (Sacco e Vanzetti) (1971)::Drama
+3523::Taffin (1988)::Action|Thriller
+3524::Arthur (1981)::Comedy|Romance
+3525::Bachelor Party (1984)::Comedy
+3526::Parenthood (1989)::Comedy|Drama
+3527::Predator (1987)::Action|Sci-Fi|Thriller
+3528::Prince of Tides, The (1991)::Drama|Romance
+3529::Postman Always Rings Twice, The (1981)::Crime|Thriller
+3530::Smoking/No Smoking (1993)::Comedy
+3531::All the Vermeers in New York (1990)::Comedy|Drama|Romance
+3532::Freedom for Us ( nous la libert ) (1931)::Comedy
+3533::Actor's Revenge, An (Yukinojo Henge) (1963)::Drama
+3534::28 Days (2000)::Comedy
+3535::American Psycho (2000)::Comedy|Horror|Thriller
+3536::Keeping the Faith (2000)::Comedy|Romance
+3537::Where the Money Is (2000)::Comedy|Drama
+3538::East is East (1999)::Comedy
+3539::Filth and the Fury, The (2000)::Documentary
+3540::Passion of Mind (1999)::Romance|Thriller
+3541::Third World Cop (1999)::Action
+3542::Coming Apart (1969)::Drama
+3543::Diner (1982)::Comedy|Drama
+3544::Shakes the Clown (1991)::Comedy
+3545::Cabaret (1972)::Musical|War
+3546::What Ever Happened to Baby Jane? (1962)::Drama|Thriller
+3547::Prick Up Your Ears (1987)::Drama
+3548::Auntie Mame (1958)::Comedy|Drama
+3549::Guys and Dolls (1955)::Musical
+3550::Hunger, The (1983)::Horror
+3551::Marathon Man (1976)::Thriller
+3552::Caddyshack (1980)::Comedy
+3553::Gossip (2000)::Drama|Thriller
+3554::Love and Basketball (2000)::Drama|Romance
+3555::U-571 (2000)::Action|Thriller
+3556::Virgin Suicides, The (1999)::Comedy|Drama
+3557::Jennifer 8 (1992)::Thriller
+3558::Law, The (Le Legge) (1958)::Drama
+3559::Limelight (1952)::Drama
+3560::Phantom Love (Ai No Borei) (1978)::Drama
+3561::Stacy's Knights (1982)::Drama
+3562::Committed (2000)::Comedy|Drama
+3563::Crow: Salvation, The (2000)::Action|Horror
+3564::Flintstones in Viva Rock Vegas, The (2000)::Children's|Comedy
+3565::Where the Heart Is (2000)::Comedy|Drama
+3566::Big Kahuna, The (2000)::Comedy|Drama
+3567::Bossa Nova (1999)::Comedy
+3568::Smiling Fish and Goat on Fire (1999)::Drama
+3569::Idiots, The (Idioterne) (1998)::Comedy|Drama
+3570::Last September, The (1999)::Drama
+3571::Time Code (2000)::Drama
+3572::Carnosaur (1993)::Horror|Sci-Fi
+3573::Carnosaur 2 (1995)::Horror|Sci-Fi
+3574::Carnosaur 3: Primal Species (1996)::Horror|Sci-Fi
+3575::Defying Gravity (1997)::Drama
+3576::Hidden, The (1987)::Action|Horror|Sci-Fi
+3577::Two Moon Juction (1988)::Drama
+3578::Gladiator (2000)::Action|Drama
+3579::I Dreamed of Africa (2000)::Drama
+3580::Up at the Villa (2000)::Drama
+3581::Human Traffic (1999)::Drama
+3582::Jails, Hospitals & Hip-Hop (2000)::Drama
+3583::Black Tights (Les Collants Noirs) (1960)::Drama
+3584::Breathless (1983)::Action|Drama|Romance|Thriller
+3585::Great Locomotive Chase, The (1956)::Adventure|War
+3586::Idolmaker, The (1980)::Drama
+3587::Inferno (1980)::Horror
+3588::King of Marvin Gardens, The (1972)::Crime|Drama
+3589::Kill, Baby... Kill! (Operazione Paura) (1966)::Horror
+3590::Lords of Flatbush, The (1974)::Comedy
+3591::Mr. Mom (1983)::Comedy|Drama
+3592::Time Masters (Les Matres du Temps) (1982)::Animation|Sci-Fi
+3593::Battlefield Earth (2000)::Action|Sci-Fi
+3594::Center Stage (2000)::Drama
+3595::Held Up (2000)::Comedy
+3596::Screwed (2000)::Comedy
+3597::Whipped (2000)::Comedy
+3598::Hamlet (2000)::Drama
+3599::Anchors Aweigh (1945)::Comedy|Musical
+3600::Blue Hawaii (1961)::Comedy|Musical
+3601::Castaway Cowboy, The (1974)::Comedy|Western
+3602::G. I. Blues (1960)::Musical
+3603::Gay Deceivers, The (1969)::Comedy
+3604::Gypsy (1962)::Musical
+3605::King Creole (1958)::Drama|Musical
+3606::On the Town (1949)::Musical
+3607::One Little Indian (1973)::Comedy|Drama|Western
+3608::Pee-wee's Big Adventure (1985)::Comedy
+3609::Regret to Inform (1998)::Documentary
+3610::Roustabout (1964)::Musical
+3611::Saludos Amigos (1943)::Animation|Children's|Comedy
+3612::Slipper and the Rose, The (1976)::Adventure|Musical|Romance
+3613::Things Change (1988)::Comedy
+3614::Honeymoon in Vegas (1992)::Comedy|Romance
+3615::Dinosaur (2000)::Animation|Children's
+3616::Loser (2000)::Comedy|Romance
+3617::Road Trip (2000)::Comedy
+3618::Small Time Crooks (2000)::Comedy
+3619::Hollywood Knights, The (1980)::Comedy
+3620::Myth of Fingerprints, The (1997)::Comedy|Drama
+3621::Possession (1981)::Drama|Horror
+3622::Twelve Chairs, The (1970)::Comedy
+3623::Mission: Impossible 2 (2000)::Action|Thriller
+3624::Shanghai Noon (2000)::Action
+3625::Better Living Through Circuitry (1999)::Documentary
+3626::8 1/2 Women (1999)::Comedy
+3627::Carnival of Souls (1962)::Horror|Thriller
+3628::Flying Tigers (1942)::Action|Drama|War
+3629::Gold Rush, The (1925)::Comedy
+3630::House of Exorcism, The (La Casa dell'esorcismo) (1974)::Horror
+3631::It's in the Water (1998)::Comedy
+3632::Monsieur Verdoux (1947)::Comedy
+3633::On Her Majesty's Secret Service (1969)::Action
+3634::Seven Days in May (1964)::Thriller
+3635::Spy Who Loved Me, The (1977)::Action
+3636::Those Who Love Me Can Take the Train (Ceux qui m'aiment prendront le train) (1998)::Drama
+3637::Vagabond (Sans toit ni loi) (1985)::Drama
+3638::Moonraker (1979)::Action|Romance|Sci-Fi
+3639::Man with the Golden Gun, The (1974)::Action
+3640::King in New York, A (1957)::Comedy|Drama
+3641::Woman of Paris, A (1923)::Drama
+3642::In Old California (1942)::Western
+3643::Fighting Seabees, The (1944)::Action|Drama|War
+3644::Dark Command (1940)::Western
+3645::Cleo From 5 to 7 (Clo de 5 7) (1962)::Drama
+3646::Big Momma's House (2000)::Comedy
+3647::Running Free (2000)::Drama
+3648::Abominable Snowman, The (1957)::Horror|Sci-Fi
+3649::American Gigolo (1980)::Drama
+3650::Anguish (Angustia) (1986)::Horror
+3651::Blood Spattered Bride, The (La Novia Ensangrentada) (1972)::Horror
+3652::City of the Living Dead (Paura nella citt dei morti viventi) (1980)::Horror
+3653::Endless Summer, The (1966)::Documentary
+3654::Guns of Navarone, The (1961)::Action|Drama|War
+3655::Blow-Out (La Grande Bouffe) (1973)::Drama
+3656::Lured (1947)::Crime
+3657::Pandora and the Flying Dutchman (1951)::Drama
+3658::Quatermass and the Pit (1967)::Sci-Fi
+3659::Quatermass II (1957)::Sci-Fi|Thriller
+3660::Puppet Master (1989)::Horror|Sci-Fi|Thriller
+3661::Puppet Master II (1990)::Horror|Sci-Fi|Thriller
+3662::Puppet Master III: Toulon's Revenge (1991)::Horror|Sci-Fi|Thriller
+3663::Puppet Master 4 (1993)::Horror|Sci-Fi|Thriller
+3664::Puppet Master 5: The Final Chapter (1994)::Horror|Sci-Fi|Thriller
+3665::Curse of the Puppet Master (1998)::Horror|Sci-Fi|Thriller
+3666::Retro Puppetmaster (1999)::Horror|Sci-Fi|Thriller
+3667::Rent-A-Cop (1988)::Action|Comedy
+3668::Romeo and Juliet (1968)::Drama|Romance
+3669::Stay Tuned (1992)::Comedy
+3670::Story of G.I. Joe, The (1945)::War
+3671::Blazing Saddles (1974)::Comedy|Western
+3672::Benji (1974)::Adventure|Children's
+3673::Benji the Hunted (1987)::Adventure|Children's
+3674::For the Love of Benji (1977)::Adventure|Children's
+3675::White Christmas (1954)::Musical
+3676::Eraserhead (1977)::Drama|Horror
+3677::Baraka (1992)::Documentary
+3678::Man with the Golden Arm, The (1955)::Drama
+3679::Decline of Western Civilization, The (1981)::Documentary
+3680::Decline of Western Civilization Part II: The Metal Years, The (1988)::Documentary
+3681::For a Few Dollars More (1965)::Western
+3682::Magnum Force (1973)::Western
+3683::Blood Simple (1984)::Drama|Film-Noir
+3684::Fabulous Baker Boys, The (1989)::Drama|Romance
+3685::Prizzi's Honor (1985)::Comedy|Drama|Romance
+3686::Flatliners (1990)::Thriller
+3687::Light Years (1988)::Sci-Fi
+3688::Porky's (1981)::Comedy
+3689::Porky's II: The Next Day (1983)::Comedy
+3690::Porky's Revenge (1985)::Comedy
+3691::Private School (1983)::Comedy
+3692::Class of Nuke 'Em High (1986)::Comedy|Horror
+3693::Toxic Avenger, The (1985)::Comedy|Horror
+3694::Toxic Avenger, Part II, The (1989)::Comedy|Horror
+3695::Toxic Avenger Part III: The Last Temptation of Toxie, The (1989)::Comedy|Horror
+3696::Night of the Creeps (1986)::Comedy|Horror|Sci-Fi
+3697::Predator 2 (1990)::Action|Sci-Fi|Thriller
+3698::Running Man, The (1987)::Action|Adventure|Sci-Fi
+3699::Starman (1984)::Adventure|Drama|Romance|Sci-Fi
+3700::Brother from Another Planet, The (1984)::Drama|Sci-Fi
+3701::Alien Nation (1988)::Crime|Drama|Sci-Fi
+3702::Mad Max (1979)::Action|Sci-Fi
+3703::Mad Max 2 (a.k.a. The Road Warrior) (1981)::Action|Sci-Fi
+3704::Mad Max Beyond Thunderdome (1985)::Action|Sci-Fi
+3705::Bird on a Wire (1990)::Action|Adventure|Romance|Thriller
+3706::Angel Heart (1987)::Film-Noir|Mystery|Thriller
+3707::Nine 1/2 Weeks (1986)::Drama
+3708::Firestarter (1984)::Horror|Thriller
+3709::Sleepwalkers (1992)::Horror
+3710::Action Jackson (1988)::Action|Comedy
+3711::Sarafina! (1992)::Drama
+3712::Soapdish (1991)::Comedy
+3713::Long Walk Home, The (1990)::Drama
+3714::Clara's Heart (1988)::Drama
+3715::Burglar (1987)::Comedy
+3716::Fatal Beauty (1987)::Action|Crime
+3717::Gone in 60 Seconds (2000)::Action|Crime
+3718::American Pimp (1999)::Documentary
+3719::Love's Labour's Lost (2000)::Comedy|Romance
+3720::Sunshine (1999)::Drama
+3721::Trixie (1999)::Comedy
+3722::Live Virgin (1999)::Comedy
+3723::Hamlet (1990)::Drama
+3724::Coming Home (1978)::Drama|War
+3725::American Pop (1981)::Animation|Musical
+3726::Assault on Precinct 13 (1976)::Action|Thriller
+3727::Near Dark (1987)::Comedy|Horror
+3728::One False Move (1991)::Thriller
+3729::Shaft (1971)::Action|Crime
+3730::Conversation, The (1974)::Drama|Mystery
+3731::Cutter's Way (1981)::Drama|Thriller
+3732::Fury, The (1978)::Horror
+3733::Paper Chase, The (1973)::Drama
+3734::Prince of the City (1981)::Drama
+3735::Serpico (1973)::Crime|Drama
+3736::Big Carnival, The (1951)::Drama
+3737::Lonely Are the Brave (1962)::Drama|Western
+3738::Sugarland Express, The (1974)::Drama
+3739::Trouble in Paradise (1932)::Comedy|Romance
+3740::Big Trouble in Little China (1986)::Action|Comedy
+3741::Badlands (1973)::Crime|Drama
+3742::Battleship Potemkin, The (Bronenosets Potyomkin) (1925)::Drama|War
+3743::Boys and Girls (2000)::Comedy|Romance
+3744::Shaft (2000)::Action|Crime
+3745::Titan A.E. (2000)::Adventure|Animation|Sci-Fi
+3746::Butterfly (La Lengua de las Mariposas) (2000)::Drama|War
+3747::Jesus' Son (1999)::Drama
+3748::Match, The (1999)::Comedy|Romance
+3749::Time Regained (Le Temps Retrouv) (1999)::Drama
+3750::Boricua's Bond (2000)::Drama
+3751::Chicken Run (2000)::Animation|Children's|Comedy
+3752::Me, Myself and Irene (2000)::Comedy
+3753::Patriot, The (2000)::Action|Drama|War
+3754::Adventures of Rocky and Bullwinkle, The (2000)::Animation|Children's|Comedy
+3755::Perfect Storm, The (2000)::Action|Adventure|Thriller
+3756::Golden Bowl, The (2000)::Drama
+3757::Asylum (1972)::Horror
+3758::Communion (1989)::Drama|Sci-Fi|Thriller
+3759::Fun and Fancy Free (1947)::Animation|Children's|Musical
+3760::Kentucky Fried Movie, The (1977)::Comedy
+3761::Blood In, Blood Out (a.k.a. Bound by Honor) (1993)::Crime|Drama
+3762::Daughter of Dr. Jeckyll (1957)::Horror
+3763::F/X (1986)::Action|Crime|Thriller
+3764::F/X 2 (1992)::Action|Crime|Thriller
+3765::Hot Spot, The (1990)::Drama|Romance
+3766::Missing in Action (1984)::Action|War
+3767::Missing in Action 2: The Beginning (1985)::Action|War
+3768::Braddock: Missing in Action III (1988)::Action|War
+3769::Thunderbolt and Lightfoot (1974)::Action
+3770::Dreamscape (1984)::Adventure|Crime|Sci-Fi|Thriller
+3771::Golden Voyage of Sinbad, The (1974)::Action|Adventure
+3772::Hatchet For the Honeymoon (Rosso Segno Della Follia) (1969)::Horror
+3773::House Party (1990)::Comedy
+3774::House Party 2 (1991)::Comedy
+3775::Make Mine Music (1946)::Animation|Children's|Musical
+3776::Melody Time (1948)::Animation|Children's|Musical
+3777::Nekromantik (1987)::Comedy|Horror
+3778::On Our Merry Way (1948)::Comedy|Drama
+3779::Project Moon Base (1953)::Sci-Fi
+3780::Rocketship X-M (1950)::Sci-Fi
+3781::Shaft in Africa (1973)::Action|Crime
+3782::Shaft's Big Score! (1972)::Action|Crime
+3783::Croupier (1998)::Crime|Drama
+3784::Kid, The (2000)::Comedy
+3785::Scary Movie (2000)::Comedy|Horror
+3786::But I'm a Cheerleader (1999)::Comedy
+3787::Shower (Xizhao) (1999)::Comedy
+3788::Blowup (1966)::Drama|Mystery
+3789::Pawnbroker, The (1965)::Drama
+3790::Groove (2000)::Drama
+3791::Footloose (1984)::Drama
+3792::Duel in the Sun (1946)::Western
+3793::X-Men (2000)::Action|Sci-Fi
+3794::Chuck & Buck (2000)::Comedy|Drama
+3795::Five Senses, The (1999)::Drama
+3796::Wisdom of Crocodiles, The (a.k.a. Immortality) (2000)::Romance|Thriller
+3797::In Crowd, The (2000)::Thriller
+3798::What Lies Beneath (2000)::Thriller
+3799::Pokmon the Movie 2000 (2000)::Animation|Children's
+3800::Criminal Lovers (Les Amants Criminels) (1999)::Drama|Romance
+3801::Anatomy of a Murder (1959)::Drama|Mystery
+3802::Freejack (1992)::Action|Sci-Fi
+3803::Greaser's Palace (1972)::Drama
+3804::H.O.T.S. (1979)::Comedy
+3805::Knightriders (1981)::Action|Adventure|Drama
+3806::MacKenna's Gold (1969)::Western
+3807::Sinbad and the Eye of the Tiger (1977)::Action|Adventure
+3808::Two Women (La Ciociara) (1961)::Drama|War
+3809::What About Bob? (1991)::Comedy
+3810::White Sands (1992)::Drama|Thriller
+3811::Breaker Morant (1980)::Drama|War
+3812::Everything You Always Wanted to Know About Sex (1972)::Comedy
+3813::Interiors (1978)::Drama
+3814::Love and Death (1975)::Comedy
+3816::Official Story, The (La Historia Oficial) (1985)::Drama
+3817::Other Side of Sunday, The (Sndagsengler) (1996)::Comedy|Drama
+3818::Pot O' Gold (1941)::Comedy|Musical
+3819::Tampopo (1986)::Comedy
+3820::Thomas and the Magic Railroad (2000)::Children's
+3821::Nutty Professor II: The Klumps (2000)::Comedy
+3822::Girl on the Bridge, The (La Fille sur le Pont) (1999)::Drama|Romance
+3823::Wonderland (1999)::Drama
+3824::Autumn in New York (2000)::Drama|Romance
+3825::Coyote Ugly (2000)::Drama
+3826::Hollow Man (2000)::Horror|Sci-Fi|Thriller
+3827::Space Cowboys (2000)::Action|Sci-Fi
+3828::Better Living (1998)::Comedy
+3829::Mad About Mambo (2000)::Comedy|Romance
+3830::Psycho Beach Party (2000)::Comedy|Horror|Thriller
+3831::Saving Grace (2000)::Comedy
+3832::Black Sabbath (Tre Volti Della Paura, I) (1963)::Horror
+3833::Brain That Wouldn't Die, The (1962)::Horror|Sci-Fi
+3834::Bronco Billy (1980)::Adventure|Drama|Romance
+3835::Crush, The (1993)::Thriller
+3836::Kelly's Heroes (1970)::Action|Comedy|War
+3837::Phantasm II (1988)::Horror
+3838::Phantasm III: Lord of the Dead (1994)::Horror
+3839::Phantasm IV: Oblivion (1998)::Horror
+3840::Pumpkinhead (1988)::Horror
+3841::Air America (1990)::Action|Comedy
+3842::Make Them Die Slowly (Cannibal Ferox) (1980)::Horror
+3843::Sleepaway Camp (1983)::Horror
+3844::Steel Magnolias (1989)::Drama
+3845::And God Created Woman (Et Dieu…