Movie recommendation is one of the important for most of the online streaming services now, like netflix, prime, hulu and many more.
There are many ways in which you can solve this problem, ranging from simple cosine similarities to complex context aware systems.
In this notebook, I am trying to solve this problem using Weighted Average technique.
The required modules are:
- NumPy (for faster numerical Operations)
- Pandas (for Data Frame manipulation)
- zipfile (extracting the dataset)
- matplotlib (for some visualization)
- scikit-learn (cosine and partitioning)
import numpy as np
import pandas as pd
from zipfile import ZipFile
from matplotlib import pyplot as plt
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import train_test_split
from sklearn.metrics.pairwise import cosine_similarity
with ZipFile("./data/ml-latest-small.zip", "r") as zf:
zf.extractall("./data/")
I have used a smaller version of the movielens dataset from grouplens, as this notebook is only for understaning the concepts. And it will be easy to get the requested memory for running the algorithms.
ratings = pd.read_csv("./data/ml-latest-small/ratings.csv", usecols=["userId", "movieId", "rating"])
ratings.head()
| userId | movieId | rating | |
|---|---|---|---|
| 0 | 1 | 1 | 4.0 |
| 1 | 1 | 3 | 4.0 |
| 2 | 1 | 6 | 4.0 |
| 3 | 1 | 47 | 5.0 |
| 4 | 1 | 50 | 5.0 |
ratings.info()
ratings.describe()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 100836 entries, 0 to 100835 Data columns (total 3 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 userId 100836 non-null int64 1 movieId 100836 non-null int64 2 rating 100836 non-null float64 dtypes: float64(1), int64(2) memory usage: 2.3 MB
| userId | movieId | rating | |
|---|---|---|---|
| count | 100836.000000 | 100836.000000 | 100836.000000 |
| mean | 326.127564 | 19435.295718 | 3.501557 |
| std | 182.618491 | 35530.987199 | 1.042529 |
| min | 1.000000 | 1.000000 | 0.500000 |
| 25% | 177.000000 | 1199.000000 | 3.000000 |
| 50% | 325.000000 | 2991.000000 | 3.500000 |
| 75% | 477.000000 | 8122.000000 | 4.000000 |
| max | 610.000000 | 193609.000000 | 5.000000 |
Here, I am dividing the complete dataset into two partitions, which are train and test, in a stratified manner so that the training and testing distribution will be identical.
X = ratings.copy()
y = ratings["userId"].copy()
X_train, X_test = train_test_split(X, test_size=0.25, stratify=y, random_state=42)
The next step will be to pivot the dataset into the suitable format, in this the rows correspond to the userid and the columns to movie id.
The cells give the corresponding rating, which is given by the user(userId) to that particular movie(movieId).
train_um = X_train.pivot(index="userId", columns="movieId", values="rating")
train_um.head()
| movieId | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 190219 | 190221 | 193565 | 193567 | 193571 | 193579 | 193581 | 193583 | 193587 | 193609 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| userId | |||||||||||||||||||||
| 1 | 4.0 | NaN | 4.0 | NaN | NaN | 4.0 | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 8750 columns
train_um.fillna(0, inplace=True)
user_similarity = cosine_similarity(train_um, train_um)
user_similarity = pd.DataFrame(user_similarity, index=train_um.index, columns=train_um.index)
user_similarity.head()
| userId | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 601 | 602 | 603 | 604 | 605 | 606 | 607 | 608 | 609 | 610 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| userId | |||||||||||||||||||||
| 1 | 1.000000 | 0.018107 | 0.056232 | 0.162144 | 0.059043 | 0.101560 | 0.143222 | 0.124874 | 0.035194 | 0.007833 | ... | 0.075117 | 0.111534 | 0.168895 | 0.046024 | 0.110000 | 0.140322 | 0.214684 | 0.235537 | 0.053809 | 0.134800 |
| 2 | 0.018107 | 1.000000 | 0.000000 | 0.000000 | 0.021686 | 0.034055 | 0.005591 | 0.035673 | 0.000000 | 0.033564 | ... | 0.126652 | 0.021905 | 0.007319 | 0.000000 | 0.000000 | 0.031212 | 0.017007 | 0.052777 | 0.036892 | 0.061756 |
| 3 | 0.056232 | 0.000000 | 1.000000 | 0.000000 | 0.006184 | 0.004995 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | ... | 0.003543 | 0.005997 | 0.027828 | 0.000000 | 0.000000 | 0.006766 | 0.002910 | 0.017128 | 0.000000 | 0.027470 |
| 4 | 0.162144 | 0.000000 | 0.000000 | 1.000000 | 0.094343 | 0.089772 | 0.113243 | 0.057160 | 0.015685 | 0.015613 | ... | 0.081071 | 0.092843 | 0.214782 | 0.052012 | 0.058018 | 0.143171 | 0.088786 | 0.128352 | 0.042905 | 0.091296 |
| 5 | 0.059043 | 0.021686 | 0.006184 | 0.094343 | 1.000000 | 0.238989 | 0.063926 | 0.352497 | 0.000000 | 0.019583 | ... | 0.046766 | 0.340139 | 0.090455 | 0.159388 | 0.089103 | 0.076463 | 0.138285 | 0.102171 | 0.255179 | 0.045133 |
5 rows × 610 columns
movie_id = 6
user_id = 601
def get_recommendation(user_similarity, train_um, movie_id, user_id):
tag = True
if movie_id in train_um:
user_sim = user_similarity[user_id]
movie_rates = train_um[movie_id]
rate = np.dot(movie_rates, user_sim) / user_sim[movie_rates != 0].sum()
if user_sim[movie_rates != 0].sum() == 0:
tag = False
else:
print(f"The movie with {movie_id} is not present in our database")
tag = False
if tag:
return rate
else:
return -1
get_recommendation(user_similarity, train_um, movie_id, user_id)
4.068352560376466
def score_test(user_similarity, train_um, test):
predicted = list()
mask = list()
actuals = list()
for (_, row), true_rate in zip(test.iterrows(), test["rating"]):
rating = get_recommendation(user_similarity, train_um, row["movieId"], row["userId"])
if rating != -1:
actuals.append(true_rate)
predicted.append(rating)
return mean_squared_error(np.array(actuals), np.array(predicted), squared=False)
score_test(user_similarity, train_um, X_test)
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present in our database The movie with 3143.0 is not present in our database The movie with 141844.0 is not present in our database The movie with 156675.0 is not present in our database The movie with 6228.0 is not present in our database The movie with 4998.0 is not present in our database The movie with 3695.0 is not present in our database The movie with 95839.0 is not present in our database The movie with 152270.0 is not present in our database The movie with 3888.0 is not present in our database The movie with 336.0 is not present in our database The movie with 4470.0 is not present in our database The movie with 127146.0 is not present in our database The movie with 5602.0 is not present in our database The movie with 4204.0 is not present in our database The movie with 118784.0 is not present in our database The movie with 3899.0 is not present in our database The movie with 7051.0 is not present in our database The movie with 26587.0 is not present in our database The movie 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our database The movie with 93988.0 is not present in our database The movie with 8463.0 is not present in our database The movie with 88697.0 is not present in our database The movie with 172875.0 is not present in our database The movie with 2852.0 is not present in our database The movie with 8738.0 is not present in our database The movie with 504.0 is not present in our database The movie with 138835.0 is not present in our database The movie with 106144.0 is not present in our database The movie with 2388.0 is not present in our database The movie with 49265.0 is not present in our database The movie with 132084.0 is not present in our database The movie with 488.0 is not present in our database The movie with 81831.0 is not present in our database The movie with 26184.0 is not present in our database The movie with 4470.0 is not present in our database The movie with 7584.0 is not present in our database The movie with 46855.0 is not present in our database The movie with 5723.0 is not present in our database The movie with 4473.0 is not present in our database The movie with 101074.0 is not present in our database The movie with 2979.0 is not present in our database The movie with 116413.0 is not present in our database The movie with 140737.0 is not present in our database The movie with 125914.0 is not present in our database The movie with 97285.0 is not present in our database The movie with 2075.0 is not present in our database The movie with 2068.0 is not present in our database The movie with 5007.0 is not present in our database The movie with 154975.0 is not present in our database The movie with 61394.0 is not present in our database The movie with 5771.0 is not present in our database The movie with 119828.0 is not present in our database The movie with 181719.0 is not present in our database The movie with 4775.0 is not present in our database The movie with 182727.0 is not present in our database The movie with 8138.0 is not present in our database The movie with 26359.0 is not present in our database The movie with 183317.0 is not present in our database The movie with 6551.0 is not present in our database The movie with 136834.0 is not present in our database The movie with 6986.0 is not present in our database The movie with 180263.0 is not present in our database The movie with 160341.0 is not present in our database The movie with 6927.0 is not present in our database The movie with 100068.0 is not present in our database The movie with 26265.0 is not present in our database The movie with 110826.0 is not present in our database The movie with 1839.0 is not present in our database The movie with 6990.0 is not present in our database The movie with 26761.0 is not present in our database The movie with 165635.0 is not present in our database The movie with 26236.0 is not present in our database The movie with 6111.0 is not present in our database The movie with 3171.0 is not present in our database The movie with 2032.0 is not present in our database The movie with 172583.0 is not present in our database The movie with 1990.0 is not present in our database The movie with 59336.0 is not present in our database The movie with 7716.0 is not present in our database The movie with 4765.0 is not present in our database The movie with 79501.0 is not present in our database The movie with 6983.0 is not present in our database The movie with 93819.0 is not present in our database The movie with 126142.0 is not present in our database The movie with 6125.0 is not present in our database The movie with 151653.0 is not present in our database The movie with 2516.0 is not present in our database The movie with 26498.0 is not present in our database The movie with 54796.0 is not present in our database The movie with 6609.0 is not present in our database The movie with 92234.0 is not present in our database The movie with 32620.0 is not present in our database The movie with 74580.0 is not present in our database The movie with 78160.0 is not present in our database The movie with 69860.0 is not present in our database The movie with 4671.0 is not present in our database The movie with 1859.0 is not present in our database The movie with 65738.0 is not present in our database The movie with 4357.0 is not present in our database The movie with 134847.0 is not present in our database The movie with 145491.0 is not present in our database The movie with 127323.0 is not present in our database The movie with 3315.0 is not present in our database The movie with 91981.0 is not present in our database The movie with 159849.0 is not present in our database The movie with 95780.0 is not present in our database The movie with 109372.0 is not present in our database The movie with 72104.0 is not present in our database The movie with 6911.0 is not present in our database The movie with 102823.0 is not present in our database The movie with 27002.0 is not present in our database The movie with 151745.0 is not present in our database The movie with 107962.0 is not present in our database The movie with 6186.0 is not present in our database The movie with 3810.0 is not present in our database The movie with 8753.0 is not present in our database The movie with 74282.0 is not present in our database The movie with 8025.0 is not present in our database The movie with 128902.0 is not present in our database The movie with 99574.0 is not present in our database The movie with 2848.0 is not present in our database The movie with 68480.0 is not present in our database The movie with 77841.0 is not present in our database The movie with 1859.0 is not present in our database The movie with 40597.0 is not present in our database The movie with 1937.0 is not present in our database The movie with 478.0 is not present in our database The movie with 148632.0 is not present in our database The movie with 8426.0 is not present in our database The movie with 3357.0 is not present in our database The movie with 4594.0 is not present in our database The movie with 5170.0 is not present in our database The movie with 51573.0 is not present in our database The movie with 152173.0 is not present in our database The movie with 140627.0 is not present in our database The movie with 115111.0 is not present in our database The movie with 8158.0 is not present in our database The movie with 5675.0 is not present in our database The movie with 96530.0 is not present in our database The movie with 181413.0 is not present in our database The movie with 7781.0 is not present in our database The movie with 6948.0 is not present in our database The movie with 467.0 is not present in our database The movie with 4156.0 is not present in our database The movie with 141836.0 is not present in our database The movie with 1856.0 is not present in our database The movie with 96691.0 is not present in our database The movie with 72554.0 is not present in our database The movie with 4429.0 is not present in our database The movie with 3405.0 is not present in our database The movie with 1349.0 is not present in our database The movie with 130578.0 is not present in our database The movie with 67799.0 is not present in our database The movie with 8302.0 is not present in our database The movie with 54617.0 is not present in our database The movie with 109372.0 is not present in our database The movie with 26732.0 is not present in our database The movie with 169670.0 is not present in our database The movie with 4766.0 is not present in our database The movie with 157865.0 is not present in our database The movie with 882.0 is not present in our database The movie with 4780.0 is not present in our database The movie with 176051.0 is not present in our database The movie with 5884.0 is not present in our database The movie with 4952.0 is not present in our database The movie with 6563.0 is not present in our database The movie with 142558.0 is not present in our database The movie with 84553.0 is not present in our database The movie with 1514.0 is not present in our database The movie with 7714.0 is not present in our database The movie with 7177.0 is not present in our database The movie with 6561.0 is not present in our database The movie with 93008.0 is not present in our database The movie with 5212.0 is not present in our database The movie with 129737.0 is not present in our database The movie with 105835.0 is not present in our database The movie with 7636.0 is not present in our database The movie with 4611.0 is not present in our database The movie with 42943.0 is not present in our database The movie with 182299.0 is not present in our database The movie with 138610.0 is not present in our database The movie with 2896.0 is not present in our database The movie with 6417.0 is not present in our database The movie with 8518.0 is not present in our database The movie with 79259.0 is not present in our database The movie with 8335.0 is not present in our database The movie with 61262.0 is not present in our database The movie with 59985.0 is not present in our database The movie with 136443.0 is not present in our database The movie with 7492.0 is not present in our database The movie with 171023.0 is not present in our database The movie with 189043.0 is not present in our database The movie with 66090.0 is not present in our database The movie with 8035.0 is not present in our database The movie with 130482.0 is not present in our database The movie with 80917.0 is not present in our database The movie with 2632.0 is not present in our database The movie with 118530.0 is not present in our database The movie with 44301.0 is not present in our database The movie with 97904.0 is not present in our database The movie with 88069.0 is not present in our database The movie with 3746.0 is not present in our database The movie with 1631.0 is not present in our database The movie with 146309.0 is not present in our database The movie with 4390.0 is not present in our database The movie with 136800.0 is not present in our database The movie with 182731.0 is not present in our database The movie with 8458.0 is not present in our database The movie with 76030.0 is not present in our database The movie with 170297.0 is not present in our database The movie with 4074.0 is not present in our database The movie with 82088.0 is not present in our database The movie with 626.0 is not present in our database The movie with 159161.0 is not present in our database The movie with 26985.0 is not present in our database The movie with 52462.0 is not present in our database The movie with 4420.0 is not present in our database The movie with 27549.0 is not present in our database The movie with 173619.0 is not present in our database The movie with 100906.0 is not present in our database The movie with 7345.0 is not present in our database The movie with 5742.0 is not present in our database The movie with 125970.0 is not present in our database The movie with 76751.0 is not present in our database The movie with 26861.0 is not present in our database The movie with 1310.0 is not present in our database The movie with 33826.0 is not present in our database The movie with 8454.0 is not present in our database The movie with 96815.0 is not present in our database The movie with 4449.0 is not present in our database The movie with 148956.0 is not present in our database The movie with 1893.0 is not present in our database The movie with 179813.0 is not present in our database The movie with 26365.0 is not present in our database The movie with 26386.0 is not present in our database The movie with 144522.0 is not present in our database The movie with 162982.0 is not present in our database The movie with 58826.0 is not present in our database The movie with 57910.0 is not present in our database The movie with 95145.0 is not present in our database The movie with 172233.0 is not present in our database The movie with 107723.0 is not present in our database The movie with 148592.0 is not present in our database The movie with 2697.0 is not present in our database The movie with 7357.0 is not present in our database The movie with 4521.0 is not present in our database The movie with 1937.0 is not present in our database The movie with 32392.0 is not present in our database The movie with 2665.0 is not present in our database The movie with 5682.0 is not present in our database The movie with 3586.0 is not present in our database The movie with 102088.0 is not present in our database The movie with 43558.0 is not present in our database The movie with 26159.0 is not present in our database The movie with 26928.0 is not present in our database The movie with 6949.0 is not present in our database The movie with 52579.0 is not present in our database The movie with 4584.0 is not present in our database The movie with 103483.0 is not present in our database The movie with 98799.0 is not present in our database The movie with 70697.0 is not present in our database The movie with 4157.0 is not present in our database The movie with 26676.0 is not present in our database The movie with 60753.0 is not present in our database The movie with 26510.0 is not present in our database The movie with 6002.0 is not present in our database The movie with 6967.0 is not present in our database The movie with 124859.0 is not present in our database The movie with 602.0 is not present in our database The movie with 109864.0 is not present in our database The movie with 190207.0 is not present in our database The movie with 108192.0 is not present in our database The movie with 1054.0 is not present in our database The movie with 53.0 is not present in our database The movie with 8147.0 is not present in our database The movie with 136654.0 is not present in our database The movie with 310.0 is not present in our database The movie with 81191.0 is not present in our database The movie with 139747.0 is not present in our database The movie with 31038.0 is not present in our database The movie with 8578.0 is not present in our database The movie with 32139.0 is not present in our database The movie with 6232.0 is not present in our database The movie with 1685.0 is not present in our database
/tmp/ipykernel_4081321/135376342.py:12: RuntimeWarning: invalid value encountered in double_scalars rate = np.dot(movie_rates, user_sim) / user_sim[movie_rates != 0].sum()
The movie with 6465.0 is not present in our database The movie with 175705.0 is not present in our database The movie with 133879.0 is not present in our database The movie with 3590.0 is not present in our database The movie with 1150.0 is not present in our database The movie with 160565.0 is not present in our database The movie with 145951.0 is not present in our database The movie with 7831.0 is not present in our database The movie with 155774.0 is not present in our database The movie with 115216.0 is not present in our database The movie with 146986.0 is not present in our database The movie with 130052.0 is not present in our database The movie with 95175.0 is not present in our database The movie with 70703.0 is not present in our database The movie with 2741.0 is not present in our database The movie with 27746.0 is not present in our database The movie with 7986.0 is not present in our database The movie with 1856.0 is not present in our database The movie with 4116.0 is 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movie with 42740.0 is not present in our database The movie with 85438.0 is not present in our database The movie with 165489.0 is not present in our database The movie with 95771.0 is not present in our database The movie with 96121.0 is not present in our database The movie with 4429.0 is not present in our database The movie with 4490.0 is not present in our database The movie with 6119.0 is not present in our database The movie with 4932.0 is not present in our database The movie with 25795.0 is not present in our database The movie with 2557.0 is not present in our database The movie with 116849.0 is not present in our database The movie with 31692.0 is not present in our database The movie with 32234.0 is not present in our database The movie with 3792.0 is not present in our database The movie with 51698.0 is not present in our database The movie with 8382.0 is not present in our database The movie with 5170.0 is not present in our database The movie with 114044.0 is not present in our database The movie with 55.0 is not present in our database The movie with 46367.0 is not present in our database The movie with 47774.0 is not present in our database The movie with 98623.0 is not present in our database The movie with 72603.0 is not present in our database The movie with 116985.0 is not present in our database The movie with 7584.0 is not present in our database The movie with 26142.0 is not present in our database The movie with 60030.0 is not present in our database The movie with 70301.0 is not present in our database The movie with 55067.0 is not present in our database The movie with 34330.0 is not present in our database The movie with 7832.0 is not present in our database The movie with 1053.0 is not present in our database The movie with 44197.0 is not present in our database The movie with 27328.0 is not present in our database The movie with 97194.0 is not present in our database The movie with 43744.0 is not present in our database The movie with 3667.0 is not present in our database The movie with 52831.0 is not present in our database The movie with 60471.0 is not present in our database The movie with 3926.0 is not present in our database The movie with 1398.0 is not present in our database The movie with 91266.0 is not present in our database The movie with 5818.0 is not present in our database The movie with 41617.0 is not present in our database The movie with 147002.0 is not present in our database The movie with 90428.0 is not present in our database The movie with 115819.0 is not present in our database The movie with 679.0 is not present in our database The movie with 2661.0 is not present in our database The movie with 48596.0 is not present in our database The movie with 56915.0 is not present in our database The movie with 48596.0 is not present in our database The movie with 8035.0 is not present in our database The movie with 2741.0 is not present in our database The movie with 1585.0 is not present in our database The movie with 8195.0 is not present in our database The movie with 58306.0 is not present in our database The movie with 73431.0 is not present in our database The movie with 47793.0 is not present in our database The movie with 99130.0 is not present in our database The movie with 44929.0 is not present in our database The movie with 4962.0 is not present in our database The movie with 7900.0 is not present in our database The movie with 4765.0 is not present in our database The movie with 26695.0 is not present in our database The movie with 114396.0 is not present in our database The movie with 150596.0 is not present in our database The movie with 4061.0 is not present in our database The movie with 7618.0 is not present in our database The movie with 44633.0 is not present in our database The movie with 148482.0 is not present in our database The movie with 8938.0 is not present in our database The movie with 3241.0 is not present in our database The movie with 33893.0 is not present in our database The movie with 173751.0 is not present in our database The movie with 117545.0 is not present in our database The movie with 57502.0 is not present in our database The movie with 8138.0 is not present in our database The movie with 91869.0 is not present in our database The movie with 53280.0 is not present in our database The movie with 31116.0 is not present in our database The movie with 89305.0 is not present in our database The movie with 50942.0 is not present in our database The movie with 6382.0 is not present in our database The movie with 6064.0 is not present in our database The movie with 173355.0 is not present in our database The movie with 86721.0 is not present in our database The movie with 8427.0 is not present in our database The movie with 134796.0 is not present in our database The movie with 2227.0 is not present in our database The movie with 5272.0 is not present in our database The movie with 5635.0 is not present in our database 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not present in our database The movie with 111785.0 is not present in our database The movie with 109864.0 is not present in our database The movie with 35015.0 is not present in our database The movie with 1040.0 is not present in our database The movie with 82848.0 is not present in our database The movie with 99532.0 is not present in our database The movie with 44189.0 is not present in our database The movie with 4292.0 is not present in our database The movie with 2400.0 is not present in our database The movie with 391.0 is not present in our database The movie with 5239.0 is not present in our database The movie with 134326.0 is not present in our database The movie with 163981.0 is not present in our database The movie with 89427.0 is not present in our database The movie with 110586.0 is not present in our database The movie with 112316.0 is not present in our database The movie with 87785.0 is not present in our database The movie with 26630.0 is not present in our database The movie with 69516.0 is not present in our database The movie with 449.0 is not present in our database The movie with 27306.0 is not present in our database The movie with 131796.0 is not present in our database The movie with 27373.0 is not present in our database The movie with 84240.0 is not present in our database The movie with 56333.0 is not present in our database The movie with 59738.0 is not present in our database The movie with 44937.0 is not present in our database The movie with 164375.0 is not present in our database The movie with 115151.0 is not present in our database The movie with 160440.0 is not present in our database The movie with 2897.0 is not present in our database The movie with 6660.0 is not present in our database The movie with 3720.0 is not present in our database The movie with 27255.0 is not present in our database The movie with 60408.0 is not present in our database The movie with 2400.0 is not present in our database The movie with 896.0 is not present in our database The movie with 38159.0 is not present in our database The movie with 172825.0 is not present in our database The movie with 25963.0 is not present in our database The movie with 3125.0 is not present in our database The movie with 179511.0 is not present in our database The movie with 618.0 is not present in our database The movie with 127194.0 is not present in our database The movie with 98503.0 is not present in our database The movie with 141818.0 is not present in our database The movie with 122932.0 is not present in our database The movie with 160422.0 is not present in our database The movie with 165347.0 is not present in our database The movie with 65588.0 is not present in our database The movie with 26159.0 is not present in our database The movie with 49314.0 is not present in our database The movie with 8391.0 is not present in our database The movie with 2659.0 is not present in our database The movie with 1137.0 is not present in our database The movie with 117444.0 is not present in our database The movie with 30745.0 is not present in our database The movie with 4511.0 is not present in our database The movie with 160271.0 is not present in our database The movie with 26122.0 is not present in our database The movie with 58351.0 is not present in our database The movie with 3678.0 is not present in our database The movie with 3013.0 is not present in our database The movie with 60141.0 is not present in our database The movie with 5720.0 is not present in our database The movie with 59947.0 is not present in our database The movie with 115969.0 is not present in our database The movie with 127130.0 is not present in our database The movie with 3014.0 is not present in our database The movie with 31086.0 is not present in our database The movie with 129737.0 is not present in our database The movie with 44597.0 is not present in our database The movie with 3919.0 is not present in our database The movie with 99532.0 is not present in our database The movie with 68650.0 is not present in our database The movie with 4583.0 is not present in our database The movie with 4522.0 is not present in our database The movie with 2481.0 is not present in our database The movie with 145994.0 is not present in our database The movie with 1922.0 is not present in our database The movie with 113275.0 is not present in our database The movie with 2975.0 is not present in our database The movie with 160271.0 is not present in our database The movie with 34359.0 is not present in our database The movie with 132888.0 is not present in our database The movie with 188833.0 is not present in our database The movie with 109295.0 is not present in our database The movie with 959.0 is not present in our database The movie with 27784.0 is not present in our database The movie with 3942.0 is not present in our database The movie with 4610.0 is not present in our database The movie with 89678.0 is not present in our database The movie with 95624.0 is not present in our database The movie with 141408.0 is not present in our database The movie with 6427.0 is not present in our database The movie with 2862.0 is not present in our database The movie with 142424.0 is not present in our database The movie with 86066.0 is not present in our database The movie with 6596.0 is not present in our database The movie with 3661.0 is not present in our database The movie with 66915.0 is not present in our database The movie with 60943.0 is not present in our database The movie with 90471.0 is not present in our database The movie with 3695.0 is not present in our database The movie with 7616.0 is not present in our database The movie with 1565.0 is not present in our database The movie with 91483.0 is not present in our database The movie with 384.0 is not present in our database The movie with 5189.0 is not present in our database The movie with 896.0 is not present in our database The movie with 27820.0 is not present in our database The movie with 86487.0 is not present in our database The movie with 131610.0 is not present in our database The movie with 46559.0 is not present in our database The movie with 5390.0 is not present in our database The movie with 75947.0 is not present in our database The movie with 157312.0 is not present in our database The movie with 104339.0 is not present in our database The movie with 5699.0 is not present in our database The movie with 25797.0 is not present in our database The movie with 2180.0 is not present in our database The movie with 74683.0 is not present in our database The movie with 146688.0 is not present in our database The movie with 31260.0 is not present in our database The movie with 44719.0 is not present in our database The movie with 178.0 is not present in our database The movie with 105755.0 is not present in our database The movie with 5611.0 is not present in our database The movie with 9008.0 is not present in our database The movie with 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