diff --git a/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_Project.ipynb b/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_Project.ipynb
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@@ -0,0 +1,1087 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Random Forest Project\n",
+ "\n",
+ "For this project, we will be exploring for public data at www.lendingclub.com. The Lending Club connects people who need money (borrowers) with people who have money (investors). Hopefully, as an investor, you might want to invest in people who present a high repayment profile to you. We will try to create a model to help predict this.\n",
+ "\n",
+ "The lending club had [a very interesting year in 2016] (https://en.wikipedia.org/wiki/Lending_Club#2016), let's review some of its data and keep the context in mind. This data belongs to before it went public.\n",
+ "\n",
+ "We will use loan data for the period 2007-2010 and try to classify and estimate whether the borrower has paid back the loan in full.\n",
+ "\n",
+ "Here are what the columns represent:\n",
+ "* credit.policy: 1 if the customer meets the credit underwriting criteria of LendingClub.com, and 0 otherwise.\n",
+ "* purpose: The purpose of the loan (takes values \"credit_card\", \"debt_consolidation\", \"educational\", \"major_purchase\", \"small_business\", and \"all_other\").\n",
+ "* int.rate: Proportionally the interest rate of the loan (an 11% rate will be stored as 0.11). Higher interest rates are assigned to borrowers who are decided by LendingClub.com to be more risky.\n",
+ "* installment: Monthly installments to be received by the borrower if the loan is financed.\n",
+ "* log.annual.inc: The natural log of the self-reported annual income of the borrower.\n",
+ "* dti: The debt-to-income ratio of the borrower (amount of debt divided by annual income).\n",
+ "* fico: The FICO credit score of the borrower.\n",
+ "* days.with.cr.line: The number of days the borrower has had a credit line.\n",
+ "* revol.bal: Borrower's revolving balance (amount outstanding at the end of the credit card billing cycle).\n",
+ "* revol.util: The borrower's revolving line utilization rate (the amount of the credit line used relative to total credit available).\n",
+ "* inq.last.6mths: The borrower's number of inquiries by creditors in the last 6 months.\n",
+ "* delinq.2yrs: The number of times the borrower had been 30+ days past due on a payment in the past 2 years.\n",
+ "* pub.rec: The borrower's number of derogatory public records (bankruptcy filings, tax liens, or judgments)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 1: Import Libraries\n",
+ "\n",
+ "**Import the usual libraries for pandas and plotting. You can import sklearn later on.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 2: Get the Data\n",
+ "\n",
+ "**Use pandas to read data_loan.csv as a dataframe called loans.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Check out the info(), head(), and describe() methods on loans.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 9578 entries, 0 to 9577\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 credit.policy 9578 non-null int64 \n",
+ " 1 purpose 9578 non-null object \n",
+ " 2 int.rate 9578 non-null float64\n",
+ " 3 installment 9578 non-null float64\n",
+ " 4 log.annual.inc 9578 non-null float64\n",
+ " 5 dti 9578 non-null float64\n",
+ " 6 fico 9578 non-null int64 \n",
+ " 7 days.with.cr.line 9578 non-null float64\n",
+ " 8 revol.bal 9578 non-null int64 \n",
+ " 9 revol.util 9578 non-null float64\n",
+ " 10 inq.last.6mths 9578 non-null int64 \n",
+ " 11 delinq.2yrs 9578 non-null int64 \n",
+ " 12 pub.rec 9578 non-null int64 \n",
+ " 13 not.fully.paid 9578 non-null int64 \n",
+ "dtypes: float64(6), int64(7), object(1)\n",
+ "memory usage: 1.0+ MB\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
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+ "\n",
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+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>credit.policy</th>\n",
+ " <th>int.rate</th>\n",
+ " <th>installment</th>\n",
+ " <th>log.annual.inc</th>\n",
+ " <th>dti</th>\n",
+ " <th>fico</th>\n",
+ " <th>days.with.cr.line</th>\n",
+ " <th>revol.bal</th>\n",
+ " <th>revol.util</th>\n",
+ " <th>inq.last.6mths</th>\n",
+ " <th>delinq.2yrs</th>\n",
+ " <th>pub.rec</th>\n",
+ " <th>not.fully.paid</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9.578000e+03</td>\n",
+ " <td>9578.000000</td>\n",
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+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>0.804970</td>\n",
+ " <td>0.122640</td>\n",
+ " <td>319.089413</td>\n",
+ " <td>10.932117</td>\n",
+ " <td>12.606679</td>\n",
+ " <td>710.846314</td>\n",
+ " <td>4560.767197</td>\n",
+ " <td>1.691396e+04</td>\n",
+ " <td>46.799236</td>\n",
+ " <td>1.577469</td>\n",
+ " <td>0.163708</td>\n",
+ " <td>0.062122</td>\n",
+ " <td>0.160054</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>0.396245</td>\n",
+ " <td>0.026847</td>\n",
+ " <td>207.071301</td>\n",
+ " <td>0.614813</td>\n",
+ " <td>6.883970</td>\n",
+ " <td>37.970537</td>\n",
+ " <td>2496.930377</td>\n",
+ " <td>3.375619e+04</td>\n",
+ " <td>29.014417</td>\n",
+ " <td>2.200245</td>\n",
+ " <td>0.546215</td>\n",
+ " <td>0.262126</td>\n",
+ " <td>0.366676</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.060000</td>\n",
+ " <td>15.670000</td>\n",
+ " <td>7.547502</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>612.000000</td>\n",
+ " <td>178.958333</td>\n",
+ " <td>0.000000e+00</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.103900</td>\n",
+ " <td>163.770000</td>\n",
+ " <td>10.558414</td>\n",
+ " <td>7.212500</td>\n",
+ " <td>682.000000</td>\n",
+ " <td>2820.000000</td>\n",
+ " <td>3.187000e+03</td>\n",
+ " <td>22.600000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.122100</td>\n",
+ " <td>268.950000</td>\n",
+ " <td>10.928884</td>\n",
+ " <td>12.665000</td>\n",
+ " <td>707.000000</td>\n",
+ " <td>4139.958333</td>\n",
+ " <td>8.596000e+03</td>\n",
+ " <td>46.300000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.140700</td>\n",
+ " <td>432.762500</td>\n",
+ " <td>11.291293</td>\n",
+ " <td>17.950000</td>\n",
+ " <td>737.000000</td>\n",
+ " <td>5730.000000</td>\n",
+ " <td>1.824950e+04</td>\n",
+ " <td>70.900000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.216400</td>\n",
+ " <td>940.140000</td>\n",
+ " <td>14.528354</td>\n",
+ " <td>29.960000</td>\n",
+ " <td>827.000000</td>\n",
+ " <td>17639.958330</td>\n",
+ " <td>1.207359e+06</td>\n",
+ " <td>119.000000</td>\n",
+ " <td>33.000000</td>\n",
+ " <td>13.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " credit.policy int.rate installment log.annual.inc dti \\\n",
+ "count 9578.000000 9578.000000 9578.000000 9578.000000 9578.000000 \n",
+ "mean 0.804970 0.122640 319.089413 10.932117 12.606679 \n",
+ "std 0.396245 0.026847 207.071301 0.614813 6.883970 \n",
+ "min 0.000000 0.060000 15.670000 7.547502 0.000000 \n",
+ "25% 1.000000 0.103900 163.770000 10.558414 7.212500 \n",
+ "50% 1.000000 0.122100 268.950000 10.928884 12.665000 \n",
+ "75% 1.000000 0.140700 432.762500 11.291293 17.950000 \n",
+ "max 1.000000 0.216400 940.140000 14.528354 29.960000 \n",
+ "\n",
+ " fico days.with.cr.line revol.bal revol.util \\\n",
+ "count 9578.000000 9578.000000 9.578000e+03 9578.000000 \n",
+ "mean 710.846314 4560.767197 1.691396e+04 46.799236 \n",
+ "std 37.970537 2496.930377 3.375619e+04 29.014417 \n",
+ "min 612.000000 178.958333 0.000000e+00 0.000000 \n",
+ "25% 682.000000 2820.000000 3.187000e+03 22.600000 \n",
+ "50% 707.000000 4139.958333 8.596000e+03 46.300000 \n",
+ "75% 737.000000 5730.000000 1.824950e+04 70.900000 \n",
+ "max 827.000000 17639.958330 1.207359e+06 119.000000 \n",
+ "\n",
+ " inq.last.6mths delinq.2yrs pub.rec not.fully.paid \n",
+ "count 9578.000000 9578.000000 9578.000000 9578.000000 \n",
+ "mean 1.577469 0.163708 0.062122 0.160054 \n",
+ "std 2.200245 0.546215 0.262126 0.366676 \n",
+ "min 0.000000 0.000000 0.000000 0.000000 \n",
+ "25% 0.000000 0.000000 0.000000 0.000000 \n",
+ "50% 1.000000 0.000000 0.000000 0.000000 \n",
+ "75% 2.000000 0.000000 0.000000 0.000000 \n",
+ "max 33.000000 13.000000 5.000000 1.000000 "
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>credit.policy</th>\n",
+ " <th>purpose</th>\n",
+ " <th>int.rate</th>\n",
+ " <th>installment</th>\n",
+ " <th>log.annual.inc</th>\n",
+ " <th>dti</th>\n",
+ " <th>fico</th>\n",
+ " <th>days.with.cr.line</th>\n",
+ " <th>revol.bal</th>\n",
+ " <th>revol.util</th>\n",
+ " <th>inq.last.6mths</th>\n",
+ " <th>delinq.2yrs</th>\n",
+ " <th>pub.rec</th>\n",
+ " <th>not.fully.paid</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1189</td>\n",
+ " <td>829.10</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>19.48</td>\n",
+ " <td>737</td>\n",
+ " <td>5639.958333</td>\n",
+ " <td>28854</td>\n",
+ " <td>52.1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>credit_card</td>\n",
+ " <td>0.1071</td>\n",
+ " <td>228.22</td>\n",
+ " <td>11.082143</td>\n",
+ " <td>14.29</td>\n",
+ " <td>707</td>\n",
+ " <td>2760.000000</td>\n",
+ " <td>33623</td>\n",
+ " <td>76.7</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1357</td>\n",
+ " <td>366.86</td>\n",
+ " <td>10.373491</td>\n",
+ " <td>11.63</td>\n",
+ " <td>682</td>\n",
+ " <td>4710.000000</td>\n",
+ " <td>3511</td>\n",
+ " <td>25.6</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1008</td>\n",
+ " <td>162.34</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>8.10</td>\n",
+ " <td>712</td>\n",
+ " <td>2699.958333</td>\n",
+ " <td>33667</td>\n",
+ " <td>73.2</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1</td>\n",
+ " <td>credit_card</td>\n",
+ " <td>0.1426</td>\n",
+ " <td>102.92</td>\n",
+ " <td>11.299732</td>\n",
+ " <td>14.97</td>\n",
+ " <td>667</td>\n",
+ " <td>4066.000000</td>\n",
+ " <td>4740</td>\n",
+ " <td>39.5</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " credit.policy purpose int.rate installment log.annual.inc \\\n",
+ "0 1 debt_consolidation 0.1189 829.10 11.350407 \n",
+ "1 1 credit_card 0.1071 228.22 11.082143 \n",
+ "2 1 debt_consolidation 0.1357 366.86 10.373491 \n",
+ "3 1 debt_consolidation 0.1008 162.34 11.350407 \n",
+ "4 1 credit_card 0.1426 102.92 11.299732 \n",
+ "\n",
+ " dti fico days.with.cr.line revol.bal revol.util inq.last.6mths \\\n",
+ "0 19.48 737 5639.958333 28854 52.1 0 \n",
+ "1 14.29 707 2760.000000 33623 76.7 0 \n",
+ "2 11.63 682 4710.000000 3511 25.6 1 \n",
+ "3 8.10 712 2699.958333 33667 73.2 1 \n",
+ "4 14.97 667 4066.000000 4740 39.5 0 \n",
+ "\n",
+ " delinq.2yrs pub.rec not.fully.paid \n",
+ "0 0 0 0 \n",
+ "1 0 0 0 \n",
+ "2 0 0 0 \n",
+ "3 0 0 0 \n",
+ "4 1 0 0 "
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 3: Exploratory Data Analysis\n",
+ "\n",
+ "Let's do some data visualization! We'll use seaborn and pandas built-in plotting capabilities, but feel free to use whatever library you want. Don't worry about the colors matching, just worry about getting the main idea of the plot.\n",
+ "\n",
+ "**Create a histogram of two FICO distributions on top of each other, one for each credit.policy outcome.**\n",
+ "\n",
+ "*Note: This is pretty tricky, feel free to reference the solutions. You'll probably need one line of code for each histogram, I also recommend just using pandas built in .hist()*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'FICO')"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a similar figure, except this time select by the not.fully.paid column.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'FICO')"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a countplot using seaborn showing the counts of loans by purpose, with the color hue defined by not.fully.paid.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x1c768fd2a00>"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 792x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Let's see the trend between FICO score and interest rate. Recreate the following jointplot.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.JointGrid at 0x1c7693eb5b0>"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x432 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create the following lmplots to see if the trend differed between not.fully.paid and credit.policy. Check the documentation for lmplot() if you can't figure out how to separate it into columns.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.FacetGrid at 0x1c762316e80>"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<Figure size 792x504 with 0 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 789.25x360 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 4: Setting up the Data\n",
+ "\n",
+ "Let's get ready to set up our data for our Random Forest Classification Model!\n",
+ "\n",
+ "**Check loans.info() again.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 9578 entries, 0 to 9577\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 credit.policy 9578 non-null int64 \n",
+ " 1 purpose 9578 non-null object \n",
+ " 2 int.rate 9578 non-null float64\n",
+ " 3 installment 9578 non-null float64\n",
+ " 4 log.annual.inc 9578 non-null float64\n",
+ " 5 dti 9578 non-null float64\n",
+ " 6 fico 9578 non-null int64 \n",
+ " 7 days.with.cr.line 9578 non-null float64\n",
+ " 8 revol.bal 9578 non-null int64 \n",
+ " 9 revol.util 9578 non-null float64\n",
+ " 10 inq.last.6mths 9578 non-null int64 \n",
+ " 11 delinq.2yrs 9578 non-null int64 \n",
+ " 12 pub.rec 9578 non-null int64 \n",
+ " 13 not.fully.paid 9578 non-null int64 \n",
+ "dtypes: float64(6), int64(7), object(1)\n",
+ "memory usage: 1.0+ MB\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Categorical Features\n",
+ "\n",
+ "Notice that the **purpose** column as categorical\n",
+ "\n",
+ "That means we need to transform them using dummy variables so sklearn will be able to understand them. Let's do this in one clean step using pd.get_dummies.\n",
+ "\n",
+ "Let's show you a way of dealing with these columns that can be expanded to multiple categorical features if necessary.\n",
+ "\n",
+ "**Create a list of 1 element containing the string 'purpose'. Call this list cat_feats.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Now use pd.get_dummies(loans,columns=cat_feats,drop_first=True) to create a fixed larger dataframe that has new feature columns with dummy variables. Set this dataframe as final_data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 5: Train Test Split\n",
+ "\n",
+ "Now its time to split our data into a training set and a testing set!\n",
+ "\n",
+ "**Use sklearn to split your data into a training set and a testing set as we've done in the past.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 6: Training a Decision Tree Model\n",
+ "\n",
+ "Let's start by training a single decision tree first!\n",
+ "\n",
+ "**Import DecisionTreeClassifier**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create an instance of DecisionTreeClassifier() called dtree and fit it to the training data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "DecisionTreeClassifier()"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predictions and Evaluation of Decision Tree\n",
+ "**Create predictions from the test set and create a classification report and a confusion matrix.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.86 0.82 0.84 2431\n",
+ " 1 0.19 0.24 0.22 443\n",
+ "\n",
+ " accuracy 0.73 2874\n",
+ " macro avg 0.53 0.53 0.53 2874\n",
+ "weighted avg 0.75 0.73 0.74 2874\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[1984 447]\n",
+ " [ 335 108]]\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 7: Training the Random Forest model\n",
+ "\n",
+ "Now its time to train our model!\n",
+ "\n",
+ "**Create an instance of the RandomForestClassifier class and fit it to our training data from the previous step.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "RandomForestClassifier(n_estimators=600)"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predictions and Evaluation\n",
+ "\n",
+ "Let's predict off the y_test values and evaluate our model.\n",
+ "\n",
+ "**Predict the class of not.fully.paid for the X_test data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Now create a classification report from the results. Do you get anything strange or some sort of warning?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.85 1.00 0.92 2431\n",
+ " 1 0.53 0.02 0.03 443\n",
+ "\n",
+ " accuracy 0.85 2874\n",
+ " macro avg 0.69 0.51 0.48 2874\n",
+ "weighted avg 0.80 0.85 0.78 2874\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Show the Confusion Matrix for the predictions.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[2424 7]\n",
+ " [ 435 8]]\n"
+ ]
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "**What performed better the random forest or the decision tree?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Great Job!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_Project_Solutions.ipynb b/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_Project_Solutions.ipynb
new file mode 100644
index 000000000..87ce75675
--- /dev/null
+++ b/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_Project_Solutions.ipynb
@@ -0,0 +1,1408 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Random Forest Project - Solutions\n",
+ "\n",
+ "For this project, we will be exploring for public data at www.lendingclub.com. The Lending Club connects people who need money (borrowers) with people who have money (investors). Hopefully, as an investor, you might want to invest in people who present a high repayment profile to you. We will try to create a model to help predict this.\n",
+ "\n",
+ "The lending club had [a very interesting year in 2016] (https://en.wikipedia.org/wiki/Lending_Club#2016), let's review some of its data and keep the context in mind. This data belongs to before it went public.\n",
+ "\n",
+ "We will use loan data for the period 2007-2010 and try to classify and estimate whether the borrower has paid back the loan in full.\n",
+ "\n",
+ "Here are what the columns represent:\n",
+ "* credit.policy: 1 if the customer meets the credit underwriting criteria of LendingClub.com, and 0 otherwise.\n",
+ "* purpose: The purpose of the loan (takes values \"credit_card\", \"debt_consolidation\", \"educational\", \"major_purchase\", \"small_business\", and \"all_other\").\n",
+ "* int.rate: Proportionally the interest rate of the loan (an 11% rate will be stored as 0.11). Higher interest rates are assigned to borrowers who are decided by LendingClub.com to be more risky.\n",
+ "* installment: Monthly installments to be received by the borrower if the loan is financed.\n",
+ "* log.annual.inc: The natural log of the self-reported annual income of the borrower.\n",
+ "* dti: The debt-to-income ratio of the borrower (amount of debt divided by annual income).\n",
+ "* fico: The FICO credit score of the borrower.\n",
+ "* days.with.cr.line: The number of days the borrower has had a credit line.\n",
+ "* revol.bal: Borrower's revolving balance (amount outstanding at the end of the credit card billing cycle).\n",
+ "* revol.util: The borrower's revolving line utilization rate (the amount of the credit line used relative to total credit available).\n",
+ "* inq.last.6mths: The borrower's number of inquiries by creditors in the last 6 months.\n",
+ "* delinq.2yrs: The number of times the borrower had been 30+ days past due on a payment in the past 2 years.\n",
+ "* pub.rec: The borrower's number of derogatory public records (bankruptcy filings, tax liens, or judgments)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 1: Import Libraries\n",
+ "\n",
+ "**Import the usual libraries for pandas and plotting. You can import sklearn later on.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 2: Get the Data\n",
+ "\n",
+ "**Use pandas to read data_loan.csv as a dataframe called loans.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "loans = pd.read_csv('data_loan.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Check out the info(), head(), and describe() methods on loans.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 9578 entries, 0 to 9577\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 credit.policy 9578 non-null int64 \n",
+ " 1 purpose 9578 non-null object \n",
+ " 2 int.rate 9578 non-null float64\n",
+ " 3 installment 9578 non-null float64\n",
+ " 4 log.annual.inc 9578 non-null float64\n",
+ " 5 dti 9578 non-null float64\n",
+ " 6 fico 9578 non-null int64 \n",
+ " 7 days.with.cr.line 9578 non-null float64\n",
+ " 8 revol.bal 9578 non-null int64 \n",
+ " 9 revol.util 9578 non-null float64\n",
+ " 10 inq.last.6mths 9578 non-null int64 \n",
+ " 11 delinq.2yrs 9578 non-null int64 \n",
+ " 12 pub.rec 9578 non-null int64 \n",
+ " 13 not.fully.paid 9578 non-null int64 \n",
+ "dtypes: float64(6), int64(7), object(1)\n",
+ "memory usage: 1.0+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "loans.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>credit.policy</th>\n",
+ " <th>int.rate</th>\n",
+ " <th>installment</th>\n",
+ " <th>log.annual.inc</th>\n",
+ " <th>dti</th>\n",
+ " <th>fico</th>\n",
+ " <th>days.with.cr.line</th>\n",
+ " <th>revol.bal</th>\n",
+ " <th>revol.util</th>\n",
+ " <th>inq.last.6mths</th>\n",
+ " <th>delinq.2yrs</th>\n",
+ " <th>pub.rec</th>\n",
+ " <th>not.fully.paid</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9.578000e+03</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " <td>9578.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>0.804970</td>\n",
+ " <td>0.122640</td>\n",
+ " <td>319.089413</td>\n",
+ " <td>10.932117</td>\n",
+ " <td>12.606679</td>\n",
+ " <td>710.846314</td>\n",
+ " <td>4560.767197</td>\n",
+ " <td>1.691396e+04</td>\n",
+ " <td>46.799236</td>\n",
+ " <td>1.577469</td>\n",
+ " <td>0.163708</td>\n",
+ " <td>0.062122</td>\n",
+ " <td>0.160054</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>0.396245</td>\n",
+ " <td>0.026847</td>\n",
+ " <td>207.071301</td>\n",
+ " <td>0.614813</td>\n",
+ " <td>6.883970</td>\n",
+ " <td>37.970537</td>\n",
+ " <td>2496.930377</td>\n",
+ " <td>3.375619e+04</td>\n",
+ " <td>29.014417</td>\n",
+ " <td>2.200245</td>\n",
+ " <td>0.546215</td>\n",
+ " <td>0.262126</td>\n",
+ " <td>0.366676</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.060000</td>\n",
+ " <td>15.670000</td>\n",
+ " <td>7.547502</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>612.000000</td>\n",
+ " <td>178.958333</td>\n",
+ " <td>0.000000e+00</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.103900</td>\n",
+ " <td>163.770000</td>\n",
+ " <td>10.558414</td>\n",
+ " <td>7.212500</td>\n",
+ " <td>682.000000</td>\n",
+ " <td>2820.000000</td>\n",
+ " <td>3.187000e+03</td>\n",
+ " <td>22.600000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.122100</td>\n",
+ " <td>268.950000</td>\n",
+ " <td>10.928884</td>\n",
+ " <td>12.665000</td>\n",
+ " <td>707.000000</td>\n",
+ " <td>4139.958333</td>\n",
+ " <td>8.596000e+03</td>\n",
+ " <td>46.300000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.140700</td>\n",
+ " <td>432.762500</td>\n",
+ " <td>11.291293</td>\n",
+ " <td>17.950000</td>\n",
+ " <td>737.000000</td>\n",
+ " <td>5730.000000</td>\n",
+ " <td>1.824950e+04</td>\n",
+ " <td>70.900000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.216400</td>\n",
+ " <td>940.140000</td>\n",
+ " <td>14.528354</td>\n",
+ " <td>29.960000</td>\n",
+ " <td>827.000000</td>\n",
+ " <td>17639.958330</td>\n",
+ " <td>1.207359e+06</td>\n",
+ " <td>119.000000</td>\n",
+ " <td>33.000000</td>\n",
+ " <td>13.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " credit.policy int.rate installment log.annual.inc dti \\\n",
+ "count 9578.000000 9578.000000 9578.000000 9578.000000 9578.000000 \n",
+ "mean 0.804970 0.122640 319.089413 10.932117 12.606679 \n",
+ "std 0.396245 0.026847 207.071301 0.614813 6.883970 \n",
+ "min 0.000000 0.060000 15.670000 7.547502 0.000000 \n",
+ "25% 1.000000 0.103900 163.770000 10.558414 7.212500 \n",
+ "50% 1.000000 0.122100 268.950000 10.928884 12.665000 \n",
+ "75% 1.000000 0.140700 432.762500 11.291293 17.950000 \n",
+ "max 1.000000 0.216400 940.140000 14.528354 29.960000 \n",
+ "\n",
+ " fico days.with.cr.line revol.bal revol.util \\\n",
+ "count 9578.000000 9578.000000 9.578000e+03 9578.000000 \n",
+ "mean 710.846314 4560.767197 1.691396e+04 46.799236 \n",
+ "std 37.970537 2496.930377 3.375619e+04 29.014417 \n",
+ "min 612.000000 178.958333 0.000000e+00 0.000000 \n",
+ "25% 682.000000 2820.000000 3.187000e+03 22.600000 \n",
+ "50% 707.000000 4139.958333 8.596000e+03 46.300000 \n",
+ "75% 737.000000 5730.000000 1.824950e+04 70.900000 \n",
+ "max 827.000000 17639.958330 1.207359e+06 119.000000 \n",
+ "\n",
+ " inq.last.6mths delinq.2yrs pub.rec not.fully.paid \n",
+ "count 9578.000000 9578.000000 9578.000000 9578.000000 \n",
+ "mean 1.577469 0.163708 0.062122 0.160054 \n",
+ "std 2.200245 0.546215 0.262126 0.366676 \n",
+ "min 0.000000 0.000000 0.000000 0.000000 \n",
+ "25% 0.000000 0.000000 0.000000 0.000000 \n",
+ "50% 1.000000 0.000000 0.000000 0.000000 \n",
+ "75% 2.000000 0.000000 0.000000 0.000000 \n",
+ "max 33.000000 13.000000 5.000000 1.000000 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "loans.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>credit.policy</th>\n",
+ " <th>purpose</th>\n",
+ " <th>int.rate</th>\n",
+ " <th>installment</th>\n",
+ " <th>log.annual.inc</th>\n",
+ " <th>dti</th>\n",
+ " <th>fico</th>\n",
+ " <th>days.with.cr.line</th>\n",
+ " <th>revol.bal</th>\n",
+ " <th>revol.util</th>\n",
+ " <th>inq.last.6mths</th>\n",
+ " <th>delinq.2yrs</th>\n",
+ " <th>pub.rec</th>\n",
+ " <th>not.fully.paid</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1189</td>\n",
+ " <td>829.10</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>19.48</td>\n",
+ " <td>737</td>\n",
+ " <td>5639.958333</td>\n",
+ " <td>28854</td>\n",
+ " <td>52.1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>credit_card</td>\n",
+ " <td>0.1071</td>\n",
+ " <td>228.22</td>\n",
+ " <td>11.082143</td>\n",
+ " <td>14.29</td>\n",
+ " <td>707</td>\n",
+ " <td>2760.000000</td>\n",
+ " <td>33623</td>\n",
+ " <td>76.7</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1357</td>\n",
+ " <td>366.86</td>\n",
+ " <td>10.373491</td>\n",
+ " <td>11.63</td>\n",
+ " <td>682</td>\n",
+ " <td>4710.000000</td>\n",
+ " <td>3511</td>\n",
+ " <td>25.6</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1</td>\n",
+ " <td>debt_consolidation</td>\n",
+ " <td>0.1008</td>\n",
+ " <td>162.34</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>8.10</td>\n",
+ " <td>712</td>\n",
+ " <td>2699.958333</td>\n",
+ " <td>33667</td>\n",
+ " <td>73.2</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1</td>\n",
+ " <td>credit_card</td>\n",
+ " <td>0.1426</td>\n",
+ " <td>102.92</td>\n",
+ " <td>11.299732</td>\n",
+ " <td>14.97</td>\n",
+ " <td>667</td>\n",
+ " <td>4066.000000</td>\n",
+ " <td>4740</td>\n",
+ " <td>39.5</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " credit.policy purpose int.rate installment log.annual.inc \\\n",
+ "0 1 debt_consolidation 0.1189 829.10 11.350407 \n",
+ "1 1 credit_card 0.1071 228.22 11.082143 \n",
+ "2 1 debt_consolidation 0.1357 366.86 10.373491 \n",
+ "3 1 debt_consolidation 0.1008 162.34 11.350407 \n",
+ "4 1 credit_card 0.1426 102.92 11.299732 \n",
+ "\n",
+ " dti fico days.with.cr.line revol.bal revol.util inq.last.6mths \\\n",
+ "0 19.48 737 5639.958333 28854 52.1 0 \n",
+ "1 14.29 707 2760.000000 33623 76.7 0 \n",
+ "2 11.63 682 4710.000000 3511 25.6 1 \n",
+ "3 8.10 712 2699.958333 33667 73.2 1 \n",
+ "4 14.97 667 4066.000000 4740 39.5 0 \n",
+ "\n",
+ " delinq.2yrs pub.rec not.fully.paid \n",
+ "0 0 0 0 \n",
+ "1 0 0 0 \n",
+ "2 0 0 0 \n",
+ "3 0 0 0 \n",
+ "4 1 0 0 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "loans.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 3: Exploratory Data Analysis\n",
+ "\n",
+ "Let's do some data visualization! We'll use seaborn and pandas built-in plotting capabilities, but feel free to use whatever library you want. Don't worry about the colors matching, just worry about getting the main idea of the plot.\n",
+ "\n",
+ "**Create a histogram of two FICO distributions on top of each other, one for each credit.policy outcome.**\n",
+ "\n",
+ "*Note: This is pretty tricky, feel free to reference the solutions. You'll probably need one line of code for each histogram, I also recommend just using pandas built in .hist()*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'FICO')"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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kKqqrq+u6bcyBUCwW+3XdJeXloUBJkqRMDFaSJEmZGKwkSZIyMVhJkiRlYrCSJEnKxGAlSZKUicFKkiQpE4OVJElSJgYrSZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJysRgJUmSlInBSpIkKRODlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCmTPoNVRDRExJZuf/4zIi6LiKMi4oGI2FH6Oq7bmCsjYmdEtEbEqdX9FiRJkmpDn8EqpdSaUpqVUpoFnAT8FrgbWAk8lFKaCjxUek5ENAKLgenAacD1ETGiSvVLkiTVjEP72X8h8B8ppV9GxFlAodS+HigCXwHOAm5PKe0Dno2IncAc4NEsFUsaklatGtzxknQg9Pccq8XAd0qP61NKuwBKX48ptU8EXug2pq3UJkmSNKyVvWIVEYcBfw5c2VfXHtpSD9tbDiwHqK+vp1gslluKalh7e7tzWUUNDQMfW8m05JjXSmqHyupXz3y/Dk/O6+Dqz6HAzwJPpJR2l57vjojxKaVdETEe2FNqbwOO7TZuEvDi+zeWUmoBWgCam5tToVDob+2qQcViEeeyeio5HLZkycDH5pjXSg/lVVK/eub7dXhyXgdXfw4FLuH3hwEBNgLLSo+XAfd0a18cESMjYgowFXis0kIlSZJqXVkrVhFxOHAycFG35rXAhoi4AHgeOAcgpfRMRGwAtgHvABenlDqyVi1JklSDygpWKaXfAke/r+1VOj8l2FP/1cDqiquTJEkaQrzyuiRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZGKwkSZIyMVhJkiRlYrCSJEnKxGAlSZKUicFKkiQpE4OVJElSJgYrSZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJysRgJUmSlInBSpIkKRODlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjI5tJxOEXEkcBMwA0jAF4FW4LvAZOA54PMppddL/a8ELgA6gEtTSv+au3BpIFatGtzxkqThrdwVq38E/iWl9FHgBGA7sBJ4KKU0FXio9JyIaAQWA9OB04DrI2JE7sIlSZJqTZ/BKiL+EJgH3AyQUvqvlNIbwFnA+lK39cDZpcdnAbenlPallJ4FdgJzchcuSZJUa8pZsfpj4GXg1oh4MiJuiogjgPqU0i6A0tdjSv0nAi90G99WapMkSRrWyjnH6lDgRODLKaWfRMQ/Ujrs14vooS19oFPEcmA5QH19PcVisYxSVOva29trei4bGiobP9jfWiX1V1J7jnkd6j/74ajW368aGOd1cJUTrNqAtpTST0rP76QzWO2OiPEppV0RMR7Y063/sd3GTwJefP9GU0otQAtAc3NzKhQKA/sOVFOKxSK1PJeVnny+ZEmWMgaskvorqT3HvA71n/1wVOvvVw2M8zq4+jwUmFJ6CXghIt79/+ZCYBuwEVhWalsG3FN6vBFYHBEjI2IKMBV4LGvVkiRJNaisyy0AXwZui4jDgF8A59MZyjZExAXA88A5ACmlZyJiA53h6x3g4pRSR/bKJekA8TIdkspVVrBKKW0Bmnt4aWEv/VcDqyuoS5IkacjxyuuSJEmZGKwkSZIyMVhJkiRlYrCSJEnKxGAlSZKUicFKkiQpE4OVJElSJgYrSZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJysRgJUmSlInBSpIkKRODlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZGKwkSZIyMVhJkiRlYrCSJEnKpKxgFRHPRcTTEbElIjaX2o6KiAciYkfp67hu/a+MiJ0R0RoRp1areEmSpFrSnxWrT6eUZqWUmkvPVwIPpZSmAg+VnhMRjcBiYDpwGnB9RIzIWLMkSVJNquRQ4FnA+tLj9cDZ3dpvTyntSyk9C+wE5lSwH0mSpCGh3GCVgPsj4vGIWF5qq08p7QIofT2m1D4ReKHb2LZSmyRJ0rB2aJn95qaUXoyIY4AHIuJn++kbPbSlD3TqDGjLAerr6ykWi2WWolrW3t5e03PZ0FDZ+MH+1iqpv5Lac8zrUP7ZD+Xa96fW368aGOd1cJUVrFJKL5a+7omIu+k8tLc7IsanlHZFxHhgT6l7G3Bst+GTgBd72GYL0ALQ3NycCoXCgL8J1Y5isUgtz+WqVZWNX7IkSxkDVkn9ldSeY16H8s9+KNe+P7X+ftXAOK+Dq89DgRFxRESMefcxcAqwFdgILCt1WwbcU3q8EVgcESMjYgowFXgsd+GSJEm1ppwVq3rg7oh4t/8/p5T+JSI2ARsi4gLgeeAcgJTSMxGxAdgGvANcnFLqqEr1kiRJNaTPYJVS+gVwQg/trwILexmzGlhdcXWSJElDiFdelyRJysRgJUmSlEm5l1uQJA1B+/tEY0ND3594rPQTkdLBxhUrSZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJysRgJUmSlInBSpIkKRODlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZGKwkSZIyOXSwC5AOJqtWDXYFkqRqcsVKkiQpE4OVJElSJgYrSZKkTAxWkiRJmRisJEmSMik7WEXEiIh4MiLuLT0/KiIeiIgdpa/juvW9MiJ2RkRrRJxajcIlSZJqTX9WrP4G2N7t+UrgoZTSVOCh0nMiohFYDEwHTgOuj4gRecqVJEmqXWUFq4iYBJwB3NSt+SxgfenxeuDsbu23p5T2pZSeBXYCc/KUK0mSVLvKXbH6JvC3wO+6tdWnlHYBlL4eU2qfCLzQrV9bqU2SJGlY6/PK6xFxJrAnpfR4RBTK2Gb00JZ62O5yYDlAfX09xWKxjE2r1rW3t9f0XDY0VDa+0m+t0v1XopLac8zrYP/sKzFcax85sp2GhuJ+x9fw21m9qPXfw8NdObe0mQv8eUScDowC/jAivg3sjojxKaVdETEe2FPq3wYc2238JODF9280pdQCtAA0NzenQqEw8O9CNaNYLFLLc1npLWWWLBnc/VeitXXgYxsaipx5ZqGi/Q/2z74Sw7X2hoYira2F/Y4fzNo1MLX+e3i46/NQYErpypTSpJTSZDpPSv9/KaUvABuBZaVuy4B7So83AosjYmRETAGmAo9lr1ySJKnGVHIT5rXAhoi4AHgeOAcgpfRMRGwAtgHvABenlDoqrlSSJKnG9StYpZSKQLH0+FVgYS/9VgOrK6xNUg0ZzMOYkjRUeOV1SZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJysRgJUmSlInBSpIkKRODlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGXSr5swS9JgqeQm0N5AWtKB4oqVJElSJgYrSZKkTAxWkiRJmRisJEmSMjFYSZIkZeKnAiUNe34qUNKB4oqVJElSJgYrSZKkTAxWkiRJmRisJEmSMvHkdakfPAlakrQ/rlhJkiRlYrCSJEnKxEOBklTDPPwsDS2uWEmSJGXSZ7CKiFER8VhE/DQinomI/1FqPyoiHoiIHaWv47qNuTIidkZEa0ScWs1vQJIkqVaUs2K1D1iQUjoBmAWcFhF/CqwEHkopTQUeKj0nIhqBxcB04DTg+ogYUY3iJUmSakmf51illBLQXnpaV/qTgLOAQql9PVAEvlJqvz2ltA94NiJ2AnOAR3MWroOX55xIkmpVWedYRcSIiNgC7AEeSCn9BKhPKe0CKH09ptR9IvBCt+FtpTZJkqRhraxPBaaUOoBZEXEkcHdEzNhP9+hpEx/oFLEcWA5QX19PsVgspxTVuPb29qrPZUNDVTevHowc2U5DQ3GwyxiyKnlLVPPveznz6q/moedA/B5W7/p1uYWU0hsRUaTz3KndETE+pbQrIsbTuZoFnStUx3YbNgl4sYdttQAtAM3NzalQKPS/etWcYrFItefSQ4EHXkNDkdbWwmCXMWQtWTLwsdX8+17OvFZSuwbHgfg9rN6V86nAD5dWqoiI0cBngJ8BG4FlpW7LgHtKjzcCiyNiZERMAaYCj+UuXJIkqdaUs2I1Hlhf+mTfIcCGlNK9EfEosCEiLgCeB84BSCk9ExEbgG3AO8DFpUOJkiSVrdLVOle3NRjK+VTgU8DHemh/FVjYy5jVwOqKq5MkSRpCvPK6JElSJgYrSZKkTAxWkiRJmRisJEmSMjFYSZIkZWKwkiRJyqRfV16XJPWf11OSDh6uWEmSJGVisJIkScrEYCVJkpSJ51ipeio5scSTUiRJQ5ArVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZGKwkSZIyMVhJkiRlYrCSJEnKxJswS5J6Ven90L2fug42rlhJkiRlYrCSJEnKxEOBUkaF4qoBjy0WBj5WklQbDFaSpKrxHCsdbPo8FBgRx0bEwxGxPSKeiYi/KbUfFREPRMSO0tdx3cZcGRE7I6I1Ik6t5jcgSZJUK8o5x+od4L+nlI4H/hS4OCIagZXAQymlqcBDpeeUXlsMTAdOA66PiBHVKF6SJKmW9BmsUkq7UkpPlB7vBbYDE4GzgPWlbuuBs0uPzwJuTyntSyk9C+wE5uQuXJIkqdb061OBETEZ+BjwE6A+pbQLOsMXcEyp20TghW7D2kptkiRJw1rZJ69HxB8A3wMuSyn9Z0T02rWHttTD9pYDywHq6+spFovllqIa1t7e/vu5bGgY+Ib28/ehks1WW/uEgRfXMKaYr5DMRo5sp6GhONhlKLPhPq8H6z8r7/k9rAOurGAVEXV0hqrbUkp3lZp3R8T4lNKuiBgP7Cm1twHHdhs+CXjx/dtMKbUALQDNzc2pUCgM7DtQTSkWi3TNZSUfB1qypNeXavlTRpVcbmFzoffvebA1NBRpbS0MdhnKbLjP635+jQxr7/k9rAOunE8FBnAzsD2ldG23lzYCy0qPlwH3dGtfHBEjI2IKMBV4LF/JkiRJtamcFau5wF8AT0fEllLbVcBaYENEXAA8D5wDkFJ6JiI2ANvo/EThxSmljuyVS5Ik1Zg+g1VK6d/o+bwpgIW9jFkNrK6gLkmSpCHHewVKkiRlYrCSJEnKxGAlSZKUiTdhliSpCiq5NEwtX1ZG++eKlSRJUiYGK0mSpEwMVpIkSZkYrCRJkjLx5HVJfd7jsH1CQ699ioX9j5Wkg4krVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZeOV1SdKwtGrV4I7XwckVK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJIkScrETwVq2CkUV1U0vliobLwOnErm2nmWVA2uWEmSJGXiipVUI1xpk2qL17HSQBis1LuB/FZpaPC3kSTpoNXnocCIuCUi9kTE1m5tR0XEAxGxo/R1XLfXroyInRHRGhGnVqtwSZKkWlPOitU/AdcB/6db20rgoZTS2ohYWXr+lYhoBBYD04EJwIMRMS2l1JG3bA17+1n1KhQPWBWSJPVLnytWKaVHgNfe13wWsL70eD1wdrf221NK+1JKzwI7gTmZapUkSappAz3Hqj6ltAsgpbQrIo4ptU8E/r1bv7ZSmwaL5zv1W6UnkUuSDl65T16PHtpSjx0jlgPLAerr6ykWi5lLEdB5MvkB1D5yJMUq77N9QlU3P2Q1jCkOeGz7hP3PWcdRI2lf2nOfSvZbqb7q3p/BrLtWjBzZTkNDcbDLUA8q+Sexvb3df1MH0UCD1e6IGF9arRoP7Cm1twHHdus3CXixpw2klFqAFoDm5uZUKBQGWIr26wCvWBUbGii0tlZ3H8Wqbn7I2lxYMuCxfa3StS9t4A/+ued5rWS/lapkdXEw664VDQ1FWlsLg12GerCkgr+exWIR/00dPAO9QOhGYFnp8TLgnm7tiyNiZERMAaYCj1VWoiRJ0tDQ54pVRHwHKAAfiog24GpgLbAhIi4AnuEzX3sAAAa3SURBVAfOAUgpPRMRG4BtwDvAxX4iUDowPDdMkgZfn8EqpdTbguTCXvqvBlZXUpQkSdJQ5L0CJUmSMjFYSZIkZWKwkiRJysRgJUmSlEnuC4RKOshU+mnEYqGy8dJwVMklCHNco7nSSyAezDf9cMVKkiQpE4OVJElSJgYrSZKkTAxWkiRJmRisJEmSMvFTgZIGlfc4lDScGKwkHZS8TISkavBQoCRJUiYGK0mSpEw8FChJ0jBzMF/5fLC5YiVJkpSJK1aSNACD9WlGT5qXapsrVpIkSZkYrCRJkjIxWEmSJGVisJIkScrEYCVJkpSJwUqSJCkTg5UkSVImBitJkqRMDFaSJEmZeOV1SRpCKr3iu1dul6rLYCVJqjoDoQ4WVQtWEXEa8I/ACOCmlNLaau1r2PM25ZKkfjDIDp6qBKuIGAH8b+BkoA3YFBEbU0rbqrE/SVJ5uv+D2z6hYdBuJi0NV9VasZoD7Ewp/QIgIm4HzgIMVpIkDXODeaBlsA/yVCtYTQRe6Pa8Dfh4lfZVvsH+aXdTLFY2vlDIUYUkDQ2urJWvfULDYJdwUIuUUv6NRpwDnJpSurD0/C+AOSmlL3frsxxYXnraALRmL0SD4UPAK4NdhLJzXocn53V4cl6r77+llD7c0wvVWrFqA47t9nwS8GL3DimlFqClSvvXIImIzSml5sGuQ3k5r8OT8zo8Oa+Dq1oXCN0ETI2IKRFxGLAY2FilfUmSJNWEqqxYpZTeiYhLgH+l83ILt6SUnqnGviRJkmpF1a5jlVK6D7ivWttXzfLw7vDkvA5Pzuvw5LwOoqqcvC5JknQw8ibMkiRJmRis1G8RcWRE3BkRP4uI7RHxiYhYFRG/iogtpT+nd+t/ZUTsjIjWiDh1MGtXzyKiodvcbYmI/4yIyyLiqIh4ICJ2lL6O6zbGea1x+5lX369DWERcHhHPRMTWiPhORIzyvVo7PBSofouI9cCPUko3lT71eThwGdCeUvrG+/o2At+h82r8E4AHgWkppY4DXLbKVLol1a/ovKjvxcBrKaW1EbESGJdS+orzOvS8b17Px/frkBQRE4F/AxpTSm9GxAY6z2duxPdqTXDFSv0SEX8IzANuBkgp/VdK6Y39DDkLuD2ltC+l9Cywk843uGrXQuA/Ukq/pHP+1pfa1wNnlx47r0NP93ntjfM6NBwKjI6IQ+n8j+2L+F6tGQYr9dcfAy8Dt0bEkxFxU0QcUXrtkoh4KiJu6bYM3dPtjSYewHrVf4vp/B8uQH1KaRdA6esxpXbndejpPq/g+3VISin9CvgG8DywC/h1Sul+fK/WDIOV+utQ4ETgWymljwG/AVYC3wKOA2bR+Wb/n6X+0cM2PP5co0qHdv8cuKOvrj20Oa81qod59f06RJVC8FnAFDoP7R0REV/Y35Ae2pzTKjJYqb/agLaU0k9Kz+8ETkwp7U4pdaSUfgfcyO+Xmvu8vZFqymeBJ1JKu0vPd0fEeIDS1z2ldud1aHnPvPp+HdI+AzybUno5pfQ2cBfwSXyv1gyDlfolpfQS8EJEvHv79IXAtnff0CWLgK2lxxuBxRExMiKmAFOBxw5YweqvJbz3cNFGYFnp8TLgnm7tzuvQ8Z559f06pD0P/GlEHB4RQefv4O34Xq0ZVbvyuoa1LwO3lQ4v/ILOTxj9r4iYRecS83PARQAppWdKn1rZBrwDXOynUWpTRBwOnExp7krWAhsi4gI6f6GfA87rUNLLvF7j+3VoSin9JCLuBJ6gc46epPNK63+A79Wa4OUWJEmSMvFQoCRJUiYGK0mSpEwMVpIkSZkYrCRJkjIxWEmSJGVisJI05ERER0Rs6fZnckQUIuLebn0+GxGbI2J7RPwsIr7R7bXlpbafRcRjEfGpwflOJA03XsdK0lD0ZkppVveGiJjc7fEM4DrgjJTSz0o3q11eeu1MOq/b9KmU0isRcSLw/YiYU7oAriQNmCtWkoajvwVWp5R+BpBSeieldH3pta8AK1JKr5ReewJYD1w8KJVKGlYMVpKGotHdDgPe3cPrM4DHexk7vYfXNpfaJakiHgqUNBR94FBghYLO27tIUkVcsZI0HD0DnNTLa9t6eO3EUrskVcRgJWk4+jpwVURMA4iIQyLiitJr1wBfi4ijS6/NAs4Dru9pQ5LUHx4KlDTspJSeiojLgO9ExOF0Hub7v6XXNkbERODHEZGAvcAXUkq7Bq9iScNFpORpBZIkSTl4KFCSJCkTg5UkSVImBitJkqRMDFaSJEmZGKwkSZIyMVhJkiRlYrCSJEnKxGAlSZKUyf8HIrWHtNpbfikAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 720x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,6))\n",
+ "loans[loans['credit.policy']==1]['fico'].hist(alpha=0.5,color='blue',\n",
+ " bins=30,label='Credit.Policy=1')\n",
+ "loans[loans['credit.policy']==0]['fico'].hist(alpha=0.5,color='red',\n",
+ " bins=30,label='Credit.Policy=0')\n",
+ "plt.legend()\n",
+ "plt.xlabel('FICO')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a similar figure, except this time select by the not.fully.paid column.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'FICO')"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,6))\n",
+ "loans[loans['not.fully.paid']==1]['fico'].hist(alpha=0.5,color='blue',\n",
+ " bins=30,label='not.fully.paid=1')\n",
+ "loans[loans['not.fully.paid']==0]['fico'].hist(alpha=0.5,color='red',\n",
+ " bins=30,label='not.fully.paid=0')\n",
+ "plt.legend()\n",
+ "plt.xlabel('FICO')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a countplot using seaborn showing the counts of loans by purpose, with the color hue defined by not.fully.paid.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x247b0cbb580>"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 792x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(11,7))\n",
+ "sns.countplot(x='purpose',hue='not.fully.paid',data=loans,palette='Set1')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Let's see the trend between FICO score and interest rate. Recreate the following jointplot.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.JointGrid at 0x247b0fc06a0>"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x432 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x='fico',y='int.rate',data=loans,color='purple')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create the following lmplots to see if the trend differed between not.fully.paid and credit.policy. Check the documentation for lmplot() if you can't figure out how to separate it into columns.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.FacetGrid at 0x247b12d2b50>"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<Figure size 792x504 with 0 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 789.25x360 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(11,7))\n",
+ "sns.lmplot(y='int.rate',x='fico',data=loans,hue='credit.policy',\n",
+ " col='not.fully.paid',palette='Set1')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 4: Setting up the Data\n",
+ "\n",
+ "Let's get ready to set up our data for our Random Forest Classification Model!\n",
+ "\n",
+ "**Check loans.info() again.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 9578 entries, 0 to 9577\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 credit.policy 9578 non-null int64 \n",
+ " 1 purpose 9578 non-null object \n",
+ " 2 int.rate 9578 non-null float64\n",
+ " 3 installment 9578 non-null float64\n",
+ " 4 log.annual.inc 9578 non-null float64\n",
+ " 5 dti 9578 non-null float64\n",
+ " 6 fico 9578 non-null int64 \n",
+ " 7 days.with.cr.line 9578 non-null float64\n",
+ " 8 revol.bal 9578 non-null int64 \n",
+ " 9 revol.util 9578 non-null float64\n",
+ " 10 inq.last.6mths 9578 non-null int64 \n",
+ " 11 delinq.2yrs 9578 non-null int64 \n",
+ " 12 pub.rec 9578 non-null int64 \n",
+ " 13 not.fully.paid 9578 non-null int64 \n",
+ "dtypes: float64(6), int64(7), object(1)\n",
+ "memory usage: 1.0+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "loans.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Categorical Features\n",
+ "\n",
+ "Notice that the **purpose** column as categorical\n",
+ "\n",
+ "That means we need to transform them using dummy variables so sklearn will be able to understand them. Let's do this in one clean step using pd.get_dummies.\n",
+ "\n",
+ "Let's show you a way of dealing with these columns that can be expanded to multiple categorical features if necessary.\n",
+ "\n",
+ "**Create a list of 1 element containing the string 'purpose'. Call this list cat_feats.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cat_feats = ['purpose']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Now use pd.get_dummies(loans,columns=cat_feats,drop_first=True) to create a fixed larger dataframe that has new feature columns with dummy variables. Set this dataframe as final_data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final_data = pd.get_dummies(loans,columns=cat_feats,drop_first=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 9578 entries, 0 to 9577\n",
+ "Data columns (total 19 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 credit.policy 9578 non-null int64 \n",
+ " 1 int.rate 9578 non-null float64\n",
+ " 2 installment 9578 non-null float64\n",
+ " 3 log.annual.inc 9578 non-null float64\n",
+ " 4 dti 9578 non-null float64\n",
+ " 5 fico 9578 non-null int64 \n",
+ " 6 days.with.cr.line 9578 non-null float64\n",
+ " 7 revol.bal 9578 non-null int64 \n",
+ " 8 revol.util 9578 non-null float64\n",
+ " 9 inq.last.6mths 9578 non-null int64 \n",
+ " 10 delinq.2yrs 9578 non-null int64 \n",
+ " 11 pub.rec 9578 non-null int64 \n",
+ " 12 not.fully.paid 9578 non-null int64 \n",
+ " 13 purpose_credit_card 9578 non-null uint8 \n",
+ " 14 purpose_debt_consolidation 9578 non-null uint8 \n",
+ " 15 purpose_educational 9578 non-null uint8 \n",
+ " 16 purpose_home_improvement 9578 non-null uint8 \n",
+ " 17 purpose_major_purchase 9578 non-null uint8 \n",
+ " 18 purpose_small_business 9578 non-null uint8 \n",
+ "dtypes: float64(6), int64(7), uint8(6)\n",
+ "memory usage: 1.0 MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "final_data.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>credit.policy</th>\n",
+ " <th>int.rate</th>\n",
+ " <th>installment</th>\n",
+ " <th>log.annual.inc</th>\n",
+ " <th>dti</th>\n",
+ " <th>fico</th>\n",
+ " <th>days.with.cr.line</th>\n",
+ " <th>revol.bal</th>\n",
+ " <th>revol.util</th>\n",
+ " <th>inq.last.6mths</th>\n",
+ " <th>delinq.2yrs</th>\n",
+ " <th>pub.rec</th>\n",
+ " <th>not.fully.paid</th>\n",
+ " <th>purpose_credit_card</th>\n",
+ " <th>purpose_debt_consolidation</th>\n",
+ " <th>purpose_educational</th>\n",
+ " <th>purpose_home_improvement</th>\n",
+ " <th>purpose_major_purchase</th>\n",
+ " <th>purpose_small_business</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>0.1189</td>\n",
+ " <td>829.10</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>19.48</td>\n",
+ " <td>737</td>\n",
+ " <td>5639.958333</td>\n",
+ " <td>28854</td>\n",
+ " <td>52.1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>0.1071</td>\n",
+ " <td>228.22</td>\n",
+ " <td>11.082143</td>\n",
+ " <td>14.29</td>\n",
+ " <td>707</td>\n",
+ " <td>2760.000000</td>\n",
+ " <td>33623</td>\n",
+ " <td>76.7</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1</td>\n",
+ " <td>0.1357</td>\n",
+ " <td>366.86</td>\n",
+ " <td>10.373491</td>\n",
+ " <td>11.63</td>\n",
+ " <td>682</td>\n",
+ " <td>4710.000000</td>\n",
+ " <td>3511</td>\n",
+ " <td>25.6</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1</td>\n",
+ " <td>0.1008</td>\n",
+ " <td>162.34</td>\n",
+ " <td>11.350407</td>\n",
+ " <td>8.10</td>\n",
+ " <td>712</td>\n",
+ " <td>2699.958333</td>\n",
+ " <td>33667</td>\n",
+ " <td>73.2</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1</td>\n",
+ " <td>0.1426</td>\n",
+ " <td>102.92</td>\n",
+ " <td>11.299732</td>\n",
+ " <td>14.97</td>\n",
+ " <td>667</td>\n",
+ " <td>4066.000000</td>\n",
+ " <td>4740</td>\n",
+ " <td>39.5</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " credit.policy int.rate installment log.annual.inc dti fico \\\n",
+ "0 1 0.1189 829.10 11.350407 19.48 737 \n",
+ "1 1 0.1071 228.22 11.082143 14.29 707 \n",
+ "2 1 0.1357 366.86 10.373491 11.63 682 \n",
+ "3 1 0.1008 162.34 11.350407 8.10 712 \n",
+ "4 1 0.1426 102.92 11.299732 14.97 667 \n",
+ "\n",
+ " days.with.cr.line revol.bal revol.util inq.last.6mths delinq.2yrs \\\n",
+ "0 5639.958333 28854 52.1 0 0 \n",
+ "1 2760.000000 33623 76.7 0 0 \n",
+ "2 4710.000000 3511 25.6 1 0 \n",
+ "3 2699.958333 33667 73.2 1 0 \n",
+ "4 4066.000000 4740 39.5 0 1 \n",
+ "\n",
+ " pub.rec not.fully.paid purpose_credit_card purpose_debt_consolidation \\\n",
+ "0 0 0 0 1 \n",
+ "1 0 0 1 0 \n",
+ "2 0 0 0 1 \n",
+ "3 0 0 0 1 \n",
+ "4 0 0 1 0 \n",
+ "\n",
+ " purpose_educational purpose_home_improvement purpose_major_purchase \\\n",
+ "0 0 0 0 \n",
+ "1 0 0 0 \n",
+ "2 0 0 0 \n",
+ "3 0 0 0 \n",
+ "4 0 0 0 \n",
+ "\n",
+ " purpose_small_business \n",
+ "0 0 \n",
+ "1 0 \n",
+ "2 0 \n",
+ "3 0 \n",
+ "4 0 "
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "final_data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 5: Train Test Split\n",
+ "\n",
+ "Now its time to split our data into a training set and a testing set!\n",
+ "\n",
+ "**Use sklearn to split your data into a training set and a testing set as we've done in the past.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = final_data.drop('not.fully.paid',axis=1)\n",
+ "y = final_data['not.fully.paid']\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=101)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 6: Training a Decision Tree Model\n",
+ "\n",
+ "Let's start by training a single decision tree first!\n",
+ "\n",
+ "**Import DecisionTreeClassifier**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.tree import DecisionTreeClassifier"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create an instance of DecisionTreeClassifier() called dtree and fit it to the training data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dtree = DecisionTreeClassifier()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "DecisionTreeClassifier()"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dtree.fit(X_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predictions and Evaluation of Decision Tree\n",
+ "**Create predictions from the test set and create a classification report and a confusion matrix.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "predictions = dtree.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics import classification_report,confusion_matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.86 0.82 0.84 2431\n",
+ " 1 0.20 0.24 0.22 443\n",
+ "\n",
+ " accuracy 0.73 2874\n",
+ " macro avg 0.53 0.53 0.53 2874\n",
+ "weighted avg 0.75 0.73 0.74 2874\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(classification_report(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[1992 439]\n",
+ " [ 335 108]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(confusion_matrix(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 7: Training the Random Forest model\n",
+ "\n",
+ "Now its time to train our model!\n",
+ "\n",
+ "**Create an instance of the RandomForestClassifier class and fit it to our training data from the previous step.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.ensemble import RandomForestClassifier"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rfc = RandomForestClassifier(n_estimators=600)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "RandomForestClassifier(n_estimators=600)"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "rfc.fit(X_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predictions and Evaluation\n",
+ "\n",
+ "Let's predict off the y_test values and evaluate our model.\n",
+ "\n",
+ "**Predict the class of not.fully.paid for the X_test data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "predictions = rfc.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Now create a classification report from the results. Do you get anything strange or some sort of warning?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics import classification_report,confusion_matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.85 1.00 0.92 2431\n",
+ " 1 0.50 0.02 0.04 443\n",
+ "\n",
+ " accuracy 0.85 2874\n",
+ " macro avg 0.67 0.51 0.48 2874\n",
+ "weighted avg 0.79 0.85 0.78 2874\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(classification_report(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Show the Confusion Matrix for the predictions.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[2422 9]\n",
+ " [ 434 9]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(confusion_matrix(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "**What performed better the random forest or the decision tree?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Depends what metric you are trying to optimize for. \n",
+ "# Notice the recall for each class for the models.\n",
+ "# Neither did very well, more feature engineering is needed."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Great Job!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_With_Python.ipynb b/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_With_Python.ipynb
new file mode 100644
index 000000000..d196caced
--- /dev/null
+++ b/machine_learning/Decision Trees and Random Forest/Decision_Trees_and_Random_Forests_With_Python.ipynb
@@ -0,0 +1,454 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Decision Trees and Random Forests With Python"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "This is the code for the lesson video that goes over tree methods in Python. Check out the video tutorial for the full explanation of the code!\n",
+ "\n",
+ "\n",
+ "## Episode 1: Import Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 2: Get the Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('kyphosis.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Kyphosis</th>\n",
+ " <th>Age</th>\n",
+ " <th>Number</th>\n",
+ " <th>Start</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>absent</td>\n",
+ " <td>71</td>\n",
+ " <td>3</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>absent</td>\n",
+ " <td>158</td>\n",
+ " <td>3</td>\n",
+ " <td>14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>present</td>\n",
+ " <td>128</td>\n",
+ " <td>4</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>absent</td>\n",
+ " <td>2</td>\n",
+ " <td>5</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>absent</td>\n",
+ " <td>1</td>\n",
+ " <td>4</td>\n",
+ " <td>15</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Kyphosis Age Number Start\n",
+ "0 absent 71 3 5\n",
+ "1 absent 158 3 14\n",
+ "2 present 128 4 5\n",
+ "3 absent 2 5 1\n",
+ "4 absent 1 4 15"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 3: EDA\n",
+ "\n",
+ "We'll just check out a simple pairplot for this small dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.PairGrid at 0x1a6de800160>"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 613.875x540 with 12 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(df,hue='Kyphosis',palette='Set1')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 4: Train Test Split\n",
+ "\n",
+ "Let's split up the data into a training set and a test set!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = df.drop('Kyphosis',axis=1)\n",
+ "y = df['Kyphosis']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 5: Decision Trees\n",
+ "\n",
+ "We'll start just by training a single decision tree."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.tree import DecisionTreeClassifier"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dtree = DecisionTreeClassifier()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "DecisionTreeClassifier()"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dtree.fit(X_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 6: Rediction and Evaluation \n",
+ "\n",
+ "Let's evaluate our decision tree."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "predictions = dtree.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics import classification_report,confusion_matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " absent 0.88 0.75 0.81 20\n",
+ " present 0.38 0.60 0.46 5\n",
+ "\n",
+ " accuracy 0.72 25\n",
+ " macro avg 0.63 0.68 0.64 25\n",
+ "weighted avg 0.78 0.72 0.74 25\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(classification_report(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[15 5]\n",
+ " [ 2 3]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(confusion_matrix(y_test,predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Random Forests\n",
+ "\n",
+ "Now let's compare the decision tree model to a random forest."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "RandomForestClassifier()"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "rfc = RandomForestClassifier(n_estimators=100)\n",
+ "rfc.fit(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rfc_pred = rfc.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[17 3]\n",
+ " [ 3 2]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(confusion_matrix(y_test,rfc_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " absent 0.85 0.85 0.85 20\n",
+ " present 0.40 0.40 0.40 5\n",
+ "\n",
+ " accuracy 0.76 25\n",
+ " macro avg 0.62 0.62 0.62 25\n",
+ "weighted avg 0.76 0.76 0.76 25\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(classification_report(y_test,rfc_pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Great Job!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "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": "3.8.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/machine_learning/Decision Trees and Random Forest/data_loan.csv b/machine_learning/Decision Trees and Random Forest/data_loan.csv
new file mode 100644
index 000000000..232d7244f
--- /dev/null
+++ b/machine_learning/Decision Trees and Random Forest/data_loan.csv
@@ -0,0 +1,9579 @@
+credit.policy,purpose,int.rate,installment,log.annual.inc,dti,fico,days.with.cr.line,revol.bal,revol.util,inq.last.6mths,delinq.2yrs,pub.rec,not.fully.paid
+1,debt_consolidation,0.1189,829.1,11.35040654,19.48,737,5639.958333,28854,52.1,0,0,0,0
+1,credit_card,0.1071,228.22,11.08214255,14.29,707,2760,33623,76.7,0,0,0,0
+1,debt_consolidation,0.1357,366.86,10.37349118,11.63,682,4710,3511,25.6,1,0,0,0
+1,debt_consolidation,0.1008,162.34,11.35040654,8.1,712,2699.958333,33667,73.2,1,0,0,0
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\ No newline at end of file
diff --git a/machine_learning/Decision Trees and Random Forest/kyphosis.csv b/machine_learning/Decision Trees and Random Forest/kyphosis.csv
new file mode 100644
index 000000000..45715bc73
--- /dev/null
+++ b/machine_learning/Decision Trees and Random Forest/kyphosis.csv
@@ -0,0 +1,82 @@
+"Kyphosis","Age","Number","Start"
+"absent",71,3,5
+"absent",158,3,14
+"present",128,4,5
+"absent",2,5,1
+"absent",1,4,15
+"absent",1,2,16
+"absent",61,2,17
+"absent",37,3,16
+"absent",113,2,16
+"present",59,6,12
+"present",82,5,14
+"absent",148,3,16
+"absent",18,5,2
+"absent",1,4,12
+"absent",168,3,18
+"absent",1,3,16
+"absent",78,6,15
+"absent",175,5,13
+"absent",80,5,16
+"absent",27,4,9
+"absent",22,2,16
+"present",105,6,5
+"present",96,3,12
+"absent",131,2,3
+"present",15,7,2
+"absent",9,5,13
+"absent",8,3,6
+"absent",100,3,14
+"absent",4,3,16
+"absent",151,2,16
+"absent",31,3,16
+"absent",125,2,11
+"absent",130,5,13
+"absent",112,3,16
+"absent",140,5,11
+"absent",93,3,16
+"absent",1,3,9
+"present",52,5,6
+"absent",20,6,9
+"present",91,5,12
+"present",73,5,1
+"absent",35,3,13
+"absent",143,9,3
+"absent",61,4,1
+"absent",97,3,16
+"present",139,3,10
+"absent",136,4,15
+"absent",131,5,13
+"present",121,3,3
+"absent",177,2,14
+"absent",68,5,10
+"absent",9,2,17
+"present",139,10,6
+"absent",2,2,17
+"absent",140,4,15
+"absent",72,5,15
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+"present",120,5,8
+"absent",51,7,9
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+"present",130,4,1
+"present",114,7,8
+"absent",81,4,1
+"absent",118,3,16
+"absent",118,4,16
+"absent",17,4,10
+"absent",195,2,17
+"absent",159,4,13
+"absent",18,4,11
+"absent",15,5,16
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+"absent",127,4,12
+"absent",87,4,16
+"absent",206,4,10
+"absent",11,3,15
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+"absent",26,7,13
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+"present",42,7,6
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diff --git a/machine_learning/Decision Trees and Random Forest/readme.txt b/machine_learning/Decision Trees and Random Forest/readme.txt
new file mode 100644
index 000000000..741a9c03d
--- /dev/null
+++ b/machine_learning/Decision Trees and Random Forest/readme.txt
@@ -0,0 +1 @@
+Added python file for demonstrating Decision trees and random forest algos
diff --git a/machine_learning/Recommender System algorithm/Movie b/machine_learning/Recommender System algorithm/Movie
new file mode 100644
index 000000000..c82f760bb
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/Movie
@@ -0,0 +1,1683 @@
+item_id,title
+1,Toy Story (1995)
+2,GoldenEye (1995)
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+8,Babe (1995)
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+11,Seven (Se7en) (1995)
+12,"Usual Suspects, The (1995)"
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+14,"Postino, Il (1994)"
+15,Mr. Holland's Opus (1995)
+16,French Twist (Gazon maudit) (1995)
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+18,"White Balloon, The (1995)"
+19,Antonia's Line (1995)
+20,Angels and Insects (1995)
+21,Muppet Treasure Island (1996)
+22,Braveheart (1995)
+23,Taxi Driver (1976)
+24,Rumble in the Bronx (1995)
+25,"Birdcage, The (1996)"
+26,"Brothers McMullen, The (1995)"
+27,Bad Boys (1995)
+28,Apollo 13 (1995)
+29,Batman Forever (1995)
+30,Belle de jour (1967)
+31,Crimson Tide (1995)
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+37,Nadja (1994)
+38,"Net, The (1995)"
+39,Strange Days (1995)
+40,"To Wong Foo, Thanks for Everything! Julie Newmar (1995)"
+41,Billy Madison (1995)
+42,Clerks (1994)
+43,Disclosure (1994)
+44,Dolores Claiborne (1994)
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+46,Exotica (1994)
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+49,I.Q. (1994)
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+68,"Crow, The (1994)"
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+72,"Mask, The (1994)"
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+85,"Ref, The (1994)"
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+617,"Blue Angel, The (Blaue Engel, Der) (1930)"
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+619,Extreme Measures (1996)
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+628,Sleepers (1996)
+629,Victor/Victoria (1982)
+630,"Great Race, The (1965)"
+631,"Crying Game, The (1992)"
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+633,"Christmas Carol, A (1938)"
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+1251,A Chef in Love (1996)
+1252,"Contempt (Mépris, Le) (1963)"
+1253,"Tie That Binds, The (1995)"
+1254,Gone Fishin' (1997)
+1255,Broken English (1996)
+1256,"Designated Mourner, The (1997)"
+1257,"Designated Mourner, The (1997)"
+1258,Trial and Error (1997)
+1259,Pie in the Sky (1995)
+1260,Total Eclipse (1995)
+1261,"Run of the Country, The (1995)"
+1262,Walking and Talking (1996)
+1263,Foxfire (1996)
+1264,Nothing to Lose (1994)
+1265,Star Maps (1997)
+1266,Bread and Chocolate (Pane e cioccolata) (1973)
+1267,Clockers (1995)
+1268,Bitter Moon (1992)
+1269,Love in the Afternoon (1957)
+1270,Life with Mikey (1993)
+1271,North (1994)
+1272,Talking About Sex (1994)
+1273,Color of Night (1994)
+1274,Robocop 3 (1993)
+1275,Killer (Bulletproof Heart) (1994)
+1276,Sunset Park (1996)
+1277,Set It Off (1996)
+1278,Selena (1997)
+1279,Wild America (1997)
+1280,Gang Related (1997)
+1281,Manny & Lo (1996)
+1282,"Grass Harp, The (1995)"
+1283,Out to Sea (1997)
+1284,Before and After (1996)
+1285,Princess Caraboo (1994)
+1286,Shall We Dance? (1937)
+1287,Ed (1996)
+1288,Denise Calls Up (1995)
+1289,Jack and Sarah (1995)
+1290,Country Life (1994)
+1291,Celtic Pride (1996)
+1292,"Simple Wish, A (1997)"
+1293,Star Kid (1997)
+1294,Ayn Rand: A Sense of Life (1997)
+1295,Kicked in the Head (1997)
+1296,Indian Summer (1996)
+1297,Love Affair (1994)
+1298,"Band Wagon, The (1953)"
+1299,Penny Serenade (1941)
+1300,'Til There Was You (1997)
+1301,Stripes (1981)
+1302,Late Bloomers (1996)
+1303,"Getaway, The (1994)"
+1304,New York Cop (1996)
+1305,National Lampoon's Senior Trip (1995)
+1306,Delta of Venus (1994)
+1307,Carmen Miranda: Bananas Is My Business (1994)
+1308,Babyfever (1994)
+1309,"Very Natural Thing, A (1974)"
+1310,"Walk in the Sun, A (1945)"
+1311,Waiting to Exhale (1995)
+1312,"Pompatus of Love, The (1996)"
+1313,Palmetto (1998)
+1314,Surviving the Game (1994)
+1315,Inventing the Abbotts (1997)
+1316,"Horse Whisperer, The (1998)"
+1317,"Journey of August King, The (1995)"
+1318,Catwalk (1995)
+1319,"Neon Bible, The (1995)"
+1320,Homage (1995)
+1321,Open Season (1996)
+1322,Metisse (Café au Lait) (1993)
+1323,"Wooden Man's Bride, The (Wu Kui) (1994)"
+1324,Loaded (1994)
+1325,August (1996)
+1326,Boys (1996)
+1327,Captives (1994)
+1328,Of Love and Shadows (1994)
+1329,"Low Life, The (1994)"
+1330,An Unforgettable Summer (1994)
+1331,"Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)"
+1332,My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993)
+1333,Midnight Dancers (Sibak) (1994)
+1334,Somebody to Love (1994)
+1335,American Buffalo (1996)
+1336,Kazaam (1996)
+1337,Larger Than Life (1996)
+1338,Two Deaths (1995)
+1339,Stefano Quantestorie (1993)
+1340,"Crude Oasis, The (1995)"
+1341,Hedd Wyn (1992)
+1342,"Convent, The (Convento, O) (1995)"
+1343,Lotto Land (1995)
+1344,"Story of Xinghua, The (1993)"
+1345,"Day the Sun Turned Cold, The (Tianguo niezi) (1994)"
+1346,Dingo (1992)
+1347,"Ballad of Narayama, The (Narayama Bushiko) (1958)"
+1348,Every Other Weekend (1990)
+1349,Mille bolle blu (1993)
+1350,Crows and Sparrows (1949)
+1351,Lover's Knot (1996)
+1352,Shadow of Angels (Schatten der Engel) (1976)
+1353,1-900 (1994)
+1354,Venice/Venice (1992)
+1355,Infinity (1996)
+1356,Ed's Next Move (1996)
+1357,For the Moment (1994)
+1358,The Deadly Cure (1996)
+1359,Boys in Venice (1996)
+1360,"Sexual Life of the Belgians, The (1994)"
+1361,"Search for One-eye Jimmy, The (1996)"
+1362,American Strays (1996)
+1363,"Leopard Son, The (1996)"
+1364,Bird of Prey (1996)
+1365,Johnny 100 Pesos (1993)
+1366,JLG/JLG - autoportrait de décembre (1994)
+1367,Faust (1994)
+1368,Mina Tannenbaum (1994)
+1369,"Forbidden Christ, The (Cristo proibito, Il) (1950)"
+1370,I Can't Sleep (J'ai pas sommeil) (1994)
+1371,"Machine, The (1994)"
+1372,"Stranger, The (1994)"
+1373,Good Morning (1971)
+1374,Falling in Love Again (1980)
+1375,"Cement Garden, The (1993)"
+1376,Meet Wally Sparks (1997)
+1377,Hotel de Love (1996)
+1378,Rhyme & Reason (1997)
+1379,Love and Other Catastrophes (1996)
+1380,Hollow Reed (1996)
+1381,Losing Chase (1996)
+1382,"Bonheur, Le (1965)"
+1383,"Second Jungle Book: Mowgli & Baloo, The (1997)"
+1384,Squeeze (1996)
+1385,Roseanna's Grave (For Roseanna) (1997)
+1386,Tetsuo II: Body Hammer (1992)
+1387,Fall (1997)
+1388,Gabbeh (1996)
+1389,Mondo (1996)
+1390,"Innocent Sleep, The (1995)"
+1391,For Ever Mozart (1996)
+1392,"Locusts, The (1997)"
+1393,Stag (1997)
+1394,Swept from the Sea (1997)
+1395,Hurricane Streets (1998)
+1396,Stonewall (1995)
+1397,Of Human Bondage (1934)
+1398,Anna (1996)
+1399,Stranger in the House (1997)
+1400,Picture Bride (1995)
+1401,M. Butterfly (1993)
+1402,"Ciao, Professore! (1993)"
+1403,Caro Diario (Dear Diary) (1994)
+1404,Withnail and I (1987)
+1405,Boy's Life 2 (1997)
+1406,When Night Is Falling (1995)
+1407,"Specialist, The (1994)"
+1408,Gordy (1995)
+1409,"Swan Princess, The (1994)"
+1410,Harlem (1993)
+1411,Barbarella (1968)
+1412,Land Before Time III: The Time of the Great Giving (1995) (V)
+1413,Street Fighter (1994)
+1414,Coldblooded (1995)
+1415,"Next Karate Kid, The (1994)"
+1416,No Escape (1994)
+1417,"Turning, The (1992)"
+1418,"Joy Luck Club, The (1993)"
+1419,Highlander III: The Sorcerer (1994)
+1420,Gilligan's Island: The Movie (1998)
+1421,My Crazy Life (Mi vida loca) (1993)
+1422,Suture (1993)
+1423,"Walking Dead, The (1995)"
+1424,I Like It Like That (1994)
+1425,I'll Do Anything (1994)
+1426,Grace of My Heart (1996)
+1427,Drunks (1995)
+1428,SubUrbia (1997)
+1429,Sliding Doors (1998)
+1430,Ill Gotten Gains (1997)
+1431,Legal Deceit (1997)
+1432,"Mighty, The (1998)"
+1433,Men of Means (1998)
+1434,Shooting Fish (1997)
+1435,"Steal Big, Steal Little (1995)"
+1436,Mr. Jones (1993)
+1437,House Party 3 (1994)
+1438,Panther (1995)
+1439,Jason's Lyric (1994)
+1440,Above the Rim (1994)
+1441,Moonlight and Valentino (1995)
+1442,"Scarlet Letter, The (1995)"
+1443,8 Seconds (1994)
+1444,That Darn Cat! (1965)
+1445,Ladybird Ladybird (1994)
+1446,"Bye Bye, Love (1995)"
+1447,Century (1993)
+1448,My Favorite Season (1993)
+1449,Pather Panchali (1955)
+1450,Golden Earrings (1947)
+1451,Foreign Correspondent (1940)
+1452,Lady of Burlesque (1943)
+1453,Angel on My Shoulder (1946)
+1454,Angel and the Badman (1947)
+1455,"Outlaw, The (1943)"
+1456,Beat the Devil (1954)
+1457,Love Is All There Is (1996)
+1458,"Damsel in Distress, A (1937)"
+1459,Madame Butterfly (1995)
+1460,Sleepover (1995)
+1461,Here Comes Cookie (1935)
+1462,"Thieves (Voleurs, Les) (1996)"
+1463,"Boys, Les (1997)"
+1464,"Stars Fell on Henrietta, The (1995)"
+1465,Last Summer in the Hamptons (1995)
+1466,Margaret's Museum (1995)
+1467,"Saint of Fort Washington, The (1993)"
+1468,"Cure, The (1995)"
+1469,Tom and Huck (1995)
+1470,Gumby: The Movie (1995)
+1471,Hideaway (1995)
+1472,"Visitors, The (Visiteurs, Les) (1993)"
+1473,"Little Princess, The (1939)"
+1474,Nina Takes a Lover (1994)
+1475,Bhaji on the Beach (1993)
+1476,Raw Deal (1948)
+1477,Nightwatch (1997)
+1478,Dead Presidents (1995)
+1479,Reckless (1995)
+1480,Herbie Rides Again (1974)
+1481,S.F.W. (1994)
+1482,"Gate of Heavenly Peace, The (1995)"
+1483,"Man in the Iron Mask, The (1998)"
+1484,"Jerky Boys, The (1994)"
+1485,"Colonel Chabert, Le (1994)"
+1486,Girl in the Cadillac (1995)
+1487,Even Cowgirls Get the Blues (1993)
+1488,Germinal (1993)
+1489,Chasers (1994)
+1490,Fausto (1993)
+1491,Tough and Deadly (1995)
+1492,Window to Paris (1994)
+1493,"Modern Affair, A (1995)"
+1494,"Mostro, Il (1994)"
+1495,Flirt (1995)
+1496,Carpool (1996)
+1497,"Line King: Al Hirschfeld, The (1996)"
+1498,Farmer & Chase (1995)
+1499,Grosse Fatigue (1994)
+1500,Santa with Muscles (1996)
+1501,Prisoner of the Mountains (Kavkazsky Plennik) (1996)
+1502,Naked in New York (1994)
+1503,Gold Diggers: The Secret of Bear Mountain (1995)
+1504,"Bewegte Mann, Der (1994)"
+1505,Killer: A Journal of Murder (1995)
+1506,Nelly & Monsieur Arnaud (1995)
+1507,Three Lives and Only One Death (1996)
+1508,"Babysitter, The (1995)"
+1509,Getting Even with Dad (1994)
+1510,Mad Dog Time (1996)
+1511,Children of the Revolution (1996)
+1512,"World of Apu, The (Apur Sansar) (1959)"
+1513,Sprung (1997)
+1514,Dream With the Fishes (1997)
+1515,Wings of Courage (1995)
+1516,"Wedding Gift, The (1994)"
+1517,Race the Sun (1996)
+1518,Losing Isaiah (1995)
+1519,New Jersey Drive (1995)
+1520,"Fear, The (1995)"
+1521,Mr. Wonderful (1993)
+1522,Trial by Jury (1994)
+1523,"Good Man in Africa, A (1994)"
+1524,Kaspar Hauser (1993)
+1525,"Object of My Affection, The (1998)"
+1526,Witness (1985)
+1527,Senseless (1998)
+1528,Nowhere (1997)
+1529,Underground (1995)
+1530,Jefferson in Paris (1995)
+1531,Far From Home: The Adventures of Yellow Dog (1995)
+1532,Foreign Student (1994)
+1533,I Don't Want to Talk About It (De eso no se habla) (1993)
+1534,Twin Town (1997)
+1535,"Enfer, L' (1994)"
+1536,Aiqing wansui (1994)
+1537,Cosi (1996)
+1538,All Over Me (1997)
+1539,Being Human (1993)
+1540,"Amazing Panda Adventure, The (1995)"
+1541,"Beans of Egypt, Maine, The (1994)"
+1542,"Scarlet Letter, The (1926)"
+1543,Johns (1996)
+1544,It Takes Two (1995)
+1545,Frankie Starlight (1995)
+1546,Shadows (Cienie) (1988)
+1547,"Show, The (1995)"
+1548,The Courtyard (1995)
+1549,Dream Man (1995)
+1550,Destiny Turns on the Radio (1995)
+1551,"Glass Shield, The (1994)"
+1552,"Hunted, The (1995)"
+1553,"Underneath, The (1995)"
+1554,Safe Passage (1994)
+1555,"Secret Adventures of Tom Thumb, The (1993)"
+1556,Condition Red (1995)
+1557,Yankee Zulu (1994)
+1558,Aparajito (1956)
+1559,Hostile Intentions (1994)
+1560,Clean Slate (Coup de Torchon) (1981)
+1561,Tigrero: A Film That Was Never Made (1994)
+1562,"Eye of Vichy, The (Oeil de Vichy, L') (1993)"
+1563,"Promise, The (Versprechen, Das) (1994)"
+1564,To Cross the Rubicon (1991)
+1565,Daens (1992)
+1566,"Man from Down Under, The (1943)"
+1567,Careful (1992)
+1568,Vermont Is For Lovers (1992)
+1569,"Vie est belle, La (Life is Rosey) (1987)"
+1570,Quartier Mozart (1992)
+1571,Touki Bouki (Journey of the Hyena) (1973)
+1572,Wend Kuuni (God's Gift) (1982)
+1573,Spirits of the Dead (Tre passi nel delirio) (1968)
+1574,Pharaoh's Army (1995)
+1575,"I, Worst of All (Yo, la peor de todas) (1990)"
+1576,"Hungarian Fairy Tale, A (1987)"
+1577,"Death in the Garden (Mort en ce jardin, La) (1956)"
+1578,"Collectionneuse, La (1967)"
+1579,Baton Rouge (1988)
+1580,Liebelei (1933)
+1581,"Woman in Question, The (1950)"
+1582,T-Men (1947)
+1583,"Invitation, The (Zaproszenie) (1986)"
+1584,"Symphonie pastorale, La (1946)"
+1585,American Dream (1990)
+1586,Lashou shentan (1992)
+1587,Terror in a Texas Town (1958)
+1588,Salut cousin! (1996)
+1589,Schizopolis (1996)
+1590,"To Have, or Not (1995)"
+1591,Duoluo tianshi (1995)
+1592,"Magic Hour, The (1998)"
+1593,Death in Brunswick (1991)
+1594,Everest (1998)
+1595,Shopping (1994)
+1596,Nemesis 2: Nebula (1995)
+1597,Romper Stomper (1992)
+1598,City of Industry (1997)
+1599,Someone Else's America (1995)
+1600,Guantanamera (1994)
+1601,Office Killer (1997)
+1602,"Price Above Rubies, A (1998)"
+1603,Angela (1995)
+1604,He Walked by Night (1948)
+1605,Love Serenade (1996)
+1606,Deceiver (1997)
+1607,Hurricane Streets (1998)
+1608,Buddy (1997)
+1609,B*A*P*S (1997)
+1610,"Truth or Consequences, N.M. (1997)"
+1611,Intimate Relations (1996)
+1612,"Leading Man, The (1996)"
+1613,Tokyo Fist (1995)
+1614,"Reluctant Debutante, The (1958)"
+1615,Warriors of Virtue (1997)
+1616,Desert Winds (1995)
+1617,Hugo Pool (1997)
+1618,King of New York (1990)
+1619,All Things Fair (1996)
+1620,"Sixth Man, The (1997)"
+1621,Butterfly Kiss (1995)
+1622,"Paris, France (1993)"
+1623,"Cérémonie, La (1995)"
+1624,Hush (1998)
+1625,Nightwatch (1997)
+1626,Nobody Loves Me (Keiner liebt mich) (1994)
+1627,"Wife, The (1995)"
+1628,Lamerica (1994)
+1629,Nico Icon (1995)
+1630,"Silence of the Palace, The (Saimt el Qusur) (1994)"
+1631,"Slingshot, The (1993)"
+1632,Land and Freedom (Tierra y libertad) (1995)
+1633,Á köldum klaka (Cold Fever) (1994)
+1634,Etz Hadomim Tafus (Under the Domin Tree) (1994)
+1635,Two Friends (1986)
+1636,Brothers in Trouble (1995)
+1637,Girls Town (1996)
+1638,Normal Life (1996)
+1639,Bitter Sugar (Azucar Amargo) (1996)
+1640,"Eighth Day, The (1996)"
+1641,Dadetown (1995)
+1642,Some Mother's Son (1996)
+1643,Angel Baby (1995)
+1644,Sudden Manhattan (1996)
+1645,"Butcher Boy, The (1998)"
+1646,Men With Guns (1997)
+1647,Hana-bi (1997)
+1648,"Niagara, Niagara (1997)"
+1649,"Big One, The (1997)"
+1650,"Butcher Boy, The (1998)"
+1651,"Spanish Prisoner, The (1997)"
+1652,Temptress Moon (Feng Yue) (1996)
+1653,Entertaining Angels: The Dorothy Day Story (1996)
+1654,Chairman of the Board (1998)
+1655,"Favor, The (1994)"
+1656,Little City (1998)
+1657,Target (1995)
+1658,"Substance of Fire, The (1996)"
+1659,Getting Away With Murder (1996)
+1660,Small Faces (1995)
+1661,"New Age, The (1994)"
+1662,Rough Magic (1995)
+1663,Nothing Personal (1995)
+1664,8 Heads in a Duffel Bag (1997)
+1665,"Brother's Kiss, A (1997)"
+1666,Ripe (1996)
+1667,"Next Step, The (1995)"
+1668,Wedding Bell Blues (1996)
+1669,MURDER and murder (1996)
+1670,Tainted (1998)
+1671,"Further Gesture, A (1996)"
+1672,Kika (1993)
+1673,Mirage (1995)
+1674,Mamma Roma (1962)
+1675,"Sunchaser, The (1996)"
+1676,"War at Home, The (1996)"
+1677,Sweet Nothing (1995)
+1678,Mat' i syn (1997)
+1679,B. Monkey (1998)
+1680,Sliding Doors (1998)
+1681,You So Crazy (1994)
+1682,Scream of Stone (Schrei aus Stein) (1991)
diff --git a/machine_learning/Recommender System algorithm/advanced_recommender_systems_with_python.ipynb b/machine_learning/Recommender System algorithm/advanced_recommender_systems_with_python.ipynb
new file mode 100644
index 000000000..641f1d486
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/advanced_recommender_systems_with_python.ipynb
@@ -0,0 +1,808 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Advanced Recommender Systems with Python\n",
+ "\n",
+ "Welcome to the node book for creating \"Advanced Recommender Systems\" with Python. This is an optional lesson notebook for you to check out. Due to the math level currently used and the heavy use of SciPy here, we have not posted videos for this lesson.\n",
+ "\n",
+ "Recommendation Systems are often based on larger data sets and need to be organized in a particular way. Therefore, we will not have a project compatible with this topic, but rather a more intense review of building a recommendation system with Python with the same Movie Lens Dataset.\n",
+ "\n",
+ "*Note: The real math behind Recommender systems is quite heavy in Linear Algebra.*\n",
+ "___"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Methods Used\n",
+ "\n",
+ "Two most common types of recommender systems are **Content-Based** and **Collaborative Filtering (CF)**. \n",
+ "\n",
+ "* Collaborative filtering generates recommendations based on the knowledge of users' attitudes towards items, that is, it uses the \"wisdom of the crowd\" to suggest items.\n",
+ "* Content-based recommendation systems focus on the characteristics of the items and give you suggestions based on the similarity between them.\n",
+ "\n",
+ "## Collaborative Filtering (CF)\n",
+ "\n",
+ "In general, Collaborative filtering (CF) is more commonly used than content-based systems because it usually gives better results and is relatively easy to understand (from a general application perspective). The algorithm has the ability to do feature learning on its own, which means it can start learning by itself what features to use.\n",
+ "\n",
+ "CF can be divided into **Memory-Based Collaborative Filtering** and **Model-Based Collaborative filtering**. \n",
+ "\n",
+ "In this tutorial, we will implement Model-Based CF by using singular value decomposition (SVD) and Memory-Based CF by computing cosine similarity. \n",
+ "\n",
+ "## The Data\n",
+ "\n",
+ "We will use famous MovieLens dataset, which is one of the most common datasets used when implementing and testing recommender engines. It contains 100k movie ratings from 943 users and a selection of 1682 movies.\n",
+ "\n",
+ "You can download the dataset [here](http://files.grouplens.org/datasets/movielens/ml-100k.zip) or just use the u.data file that is already included in this folder."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 1: Getting Started\n",
+ "\n",
+ "Let's import some libraries we will need:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can then read in the **u.data** file, which contains the full dataset. You can read a brief description of the dataset [here](http://files.grouplens.org/datasets/movielens/ml-100k-README.txt).\n",
+ "\n",
+ "Note how we specify the separator argument for a Tab separated file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "column_names = ['id_user', 'item_id', 'rate', 'timestamp']\n",
+ "df = pd.read_csv('u.data', sep='\\t', names=column_names)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's take a quick look at the data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " <th>id_user</th>\n",
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+ " id_user item_id rate timestamp\n",
+ "0 0 50 5 881250949\n",
+ "1 0 172 5 881250949\n",
+ "2 0 133 1 881250949\n",
+ "3 196 242 3 881250949\n",
+ "4 186 302 3 891717742"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Note how we only have the id_item, not the movie name. We can use the Movie csv file to grab the movie names and merge it with this dataframe:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>item_id</th>\n",
+ " <th>title</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>Toy Story (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2</td>\n",
+ " <td>GoldenEye (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3</td>\n",
+ " <td>Four Rooms (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4</td>\n",
+ " <td>Get Shorty (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>Copycat (1995)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " item_id title\n",
+ "0 1 Toy Story (1995)\n",
+ "1 2 GoldenEye (1995)\n",
+ "2 3 Four Rooms (1995)\n",
+ "3 4 Get Shorty (1995)\n",
+ "4 5 Copycat (1995)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "movie_titles = pd.read_csv(\"Movie\")\n",
+ "movie_titles.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 2: Merge"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Then merge the dataframes:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id_user</th>\n",
+ " <th>item_id</th>\n",
+ " <th>rate</th>\n",
+ " <th>timestamp</th>\n",
+ " <th>title</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>881250949</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>290</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>880473582</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>79</td>\n",
+ " <td>50</td>\n",
+ " <td>4</td>\n",
+ " <td>891271545</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>888552084</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>8</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>879362124</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id_user item_id rate timestamp title\n",
+ "0 0 50 5 881250949 Star Wars (1977)\n",
+ "1 290 50 5 880473582 Star Wars (1977)\n",
+ "2 79 50 4 891271545 Star Wars (1977)\n",
+ "3 2 50 5 888552084 Star Wars (1977)\n",
+ "4 8 50 5 879362124 Star Wars (1977)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.merge(df,movie_titles, on = \"item_id\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now let's take a quick look at the number of unique users and movies."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Num. of Users: 944\n",
+ "Num of Movies: 1682\n"
+ ]
+ }
+ ],
+ "source": [
+ "n_users = df.id_user.nunique()\n",
+ "n_items = df.item_id.nunique()\n",
+ "\n",
+ "print('Num. of Users: '+ str(n_users))\n",
+ "print('Num of Movies: '+str(n_items))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 3: Train Test Split\n",
+ "\n",
+ "Recommender Systems are very difficult to evaluate due to their nature, but we'll show you how to evaluate them in this tutorial. To do this, we will divide our data into two groups. However, we will not do our classic X_train, X_test, y_train, y_test split. Instead, we can split the data into two data sets:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "train_data, test_data = train_test_split(df, test_size=0.25)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 4 : Memory-Based Collaborative Filtering\n",
+ "\n",
+ "Memory-Based Collaborative Filtering approaches can be divided into two main sections: **user-item filtering** and **item-item filtering**. \n",
+ "\n",
+ "A *user-item filtering* will take a particular user, find users that are similar to that user based on similarity of ratings, and recommend items that those similar users liked. \n",
+ "\n",
+ "In contrast, *item-item filtering* will take an item, find users who liked that item, and find other items that those users or similar users also liked. It takes items and outputs other items as recommendations. \n",
+ "\n",
+ "* *Item-Item Collaborative Filtering*: “Users who liked this item also liked …”\n",
+ "* *User-Item Collaborative Filtering*: “Users who are similar to you also liked …”"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In both cases, you create a user-item matrix which built from the entire dataset.\n",
+ "\n",
+ "Since we have split the data into testing and training we will need to create two ``[943 x 1682]`` matrices (all users by all movies). \n",
+ "\n",
+ "The training matrix contains 75% of the ratings and the testing matrix contains 25% of the ratings. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Example of user-item matrix:\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" src=\"https://miro.medium.com/max/875/1*uDENlsV_RpyvAqWWofjOEg.png\" alt=\"blog8\"/>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "After you have built the user-item matrix you calculate the similarity and create a similarity matrix. \n",
+ "\n",
+ "The similarity values between items in *Item-Item Collaborative Filtering* are measured by observing all the users who have rated both items. \n",
+ "\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" style=\"max-width:100%; width: 50%; max-width: none\" src=\"https://predictivehacks.com/wp-content/uploads/2020/06/recommenders_systems.png\"/>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For *User-Item Collaborative Filtering* the similarity values between users are measured by observing all the items that are rated by both users.\n",
+ "\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" style=\"max-width:100%; width: 50%; max-width: none\" src=\"https://dist.neo4j.com/wp-content/uploads/20170210203931/User-based-collaborative-filtering-algorithm-768x394.png\"/>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A distance metric commonly used in recommender systems is *cosine similarity*, where the ratings are seen as vectors in ``n``-dimensional space and the similarity is calculated based on the angle between these vectors. \n",
+ "Cosine similiarity for users *a* and *m* can be calculated using the formula below, where you take dot product of the user vector *$u_k$* and the user vector *$u_a$* and divide it by multiplication of the Euclidean lengths of the vectors.\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" src=\"https://latex.codecogs.com/gif.latex?s_u^{cos}(u_k,u_a)=\\frac{u_k&space;\\cdot&space;u_a&space;}{&space;\\left&space;\\|&space;u_k&space;\\right&space;\\|&space;\\left&space;\\|&space;u_a&space;\\right&space;\\|&space;}&space;=\\frac{\\sum&space;x_{k,m}x_{a,m}}{\\sqrt{\\sum&space;x_{k,m}^2\\sum&space;x_{a,m}^2}}\"/>\n",
+ "\n",
+ "To calculate similarity between items *m* and *b* you use the formula:\n",
+ "\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" src=\"https://latex.codecogs.com/gif.latex?s_u^{cos}(i_m,i_b)=\\frac{i_m&space;\\cdot&space;i_b&space;}{&space;\\left&space;\\|&space;i_m&space;\\right&space;\\|&space;\\left&space;\\|&space;i_b&space;\\right&space;\\|&space;}&space;=\\frac{\\sum&space;x_{a,m}x_{a,b}}{\\sqrt{\\sum&space;x_{a,m}^2\\sum&space;x_{a,b}^2}}\n",
+ "\"/>\n",
+ "\n",
+ "Your first step will be to create the user-item matrix. Since you have both testing and training data you need to create two matrices. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Create two user-item matrices, one for training and another for testing\n",
+ "train_data_matrix = np.zeros((n_users, n_items))\n",
+ "for line in train_data.itertuples():\n",
+ " train_data_matrix[line[1]-1, line[2]-1] = line[3] \n",
+ "\n",
+ "test_data_matrix = np.zeros((n_users, n_items))\n",
+ "for line in test_data.itertuples():\n",
+ " test_data_matrix[line[1]-1, line[2]-1] = line[3]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "You can use the [pairwise_distances](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances.html) function from sklearn to calculate the cosine similarity. Note, the output will range from 0 to 1 since the ratings are all positive."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics.pairwise import pairwise_distances\n",
+ "user_similarity = pairwise_distances(train_data_matrix, metric='cosine')\n",
+ "item_similarity = pairwise_distances(train_data_matrix.T, metric='cosine')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Next step is to make predictions. You have already created similarity matrices: `user_similarity` and `item_similarity` and therefore you can make a prediction by applying following formula for user-based CF:\n",
+ "\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" src=\"https://latex.codecogs.com/gif.latex?\\hat{x}_{k,m}&space;=&space;\\bar{x}_{k}&space;+&space;\\frac{\\sum\\limits_{u_a}&space;sim_u(u_k,&space;u_a)&space;(x_{a,m}&space;-&space;\\bar{x_{u_a}})}{\\sum\\limits_{u_a}|sim_u(u_k,&space;u_a)|}\"/>\n",
+ "\n",
+ "You can look at the similarity between users *k* and *a* as weights that are multiplied by the ratings of a similar user *a* (corrected for the average rating of that user). You will need to normalize it so that the ratings stay between 1 and 5 and, as a final step, sum the average ratings for the user that you are trying to predict. \n",
+ "\n",
+ "The idea here is that some users may tend always to give high or low ratings to all movies. The relative difference in the ratings that these users give is more important than the absolute values. To give an example: suppose, user *k* gives 4 stars to his favourite movies and 3 stars to all other good movies. Suppose now that another user *t* rates movies that he/she likes with 5 stars, and the movies he/she fell asleep over with 3 stars. These two users could have a very similar taste but treat the rating system differently. \n",
+ "\n",
+ "When making a prediction for item-based CF you don't need to correct for users average rating since query user itself is used to do predictions.\n",
+ "\n",
+ "<img class=\"aligncenter size-thumbnail img-responsive\" src=\"https://latex.codecogs.com/gif.latex?\\hat{x}_{k,m}&space;=&space;\\frac{\\sum\\limits_{i_b}&space;sim_i(i_m,&space;i_b)&space;(x_{k,b})&space;}{\\sum\\limits_{i_b}|sim_i(i_m,&space;i_b)|}\"/>"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def predict(ratings, similarity, type='user'):\n",
+ " if type == 'user':\n",
+ " mean_user_rating = ratings.mean(axis=1)\n",
+ " #You use np.newaxis so that mean_user_rating has same format as ratings\n",
+ " ratings_diff = (ratings - mean_user_rating[:, np.newaxis]) \n",
+ " pred = mean_user_rating[:, np.newaxis] + similarity.dot(ratings_diff) / np.array([np.abs(similarity).sum(axis=1)]).T\n",
+ " elif type == 'item':\n",
+ " pred = ratings.dot(similarity) / np.array([np.abs(similarity).sum(axis=1)]) \n",
+ " return pred"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "item_prediction = predict(train_data_matrix, item_similarity, type='item')\n",
+ "user_prediction = predict(train_data_matrix, user_similarity, type='user')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Evaluation\n",
+ "There are many evaluation metrics, but one of the most popular metric used to evaluate the accuracy of predicted rating is *Root Mean Squared Error (RMSE)*. \n",
+ "<img src=\"https://latex.codecogs.com/gif.latex?RMSE&space;=\\sqrt{\\frac{1}{N}&space;\\sum&space;(x_i&space;-\\hat{x_i})^2}\" title=\"RMSE =\\sqrt{\\frac{1}{N} \\sum (x_i -\\hat{x_i})^2}\" />\n",
+ "\n",
+ "You can use the [mean_square_error](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html) (MSE) function from `sklearn`, where the RMSE is just the square root of MSE. To read more about different evaluation metrics you can take a look at [this article](http://research.microsoft.com/pubs/115396/EvaluationMetrics.TR.pdf). "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Since you only want to consider predicted ratings that are in the test dataset, you filter out all other elements in the prediction matrix with `prediction[ground_truth.nonzero()]`. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics import mean_squared_error\n",
+ "from math import sqrt\n",
+ "def rmse(prediction, ground_truth):\n",
+ " prediction = prediction[ground_truth.nonzero()].flatten() \n",
+ " ground_truth = ground_truth[ground_truth.nonzero()].flatten()\n",
+ " return sqrt(mean_squared_error(prediction, ground_truth))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "User-based CF RMSE: 3.1303583292912287\n",
+ "Item-based CF RMSE: 3.456367296774751\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('User-based CF RMSE: ' + str(rmse(user_prediction, test_data_matrix)))\n",
+ "print('Item-based CF RMSE: ' + str(rmse(item_prediction, test_data_matrix)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "Memory-based algorithms are easy to implement and produce reasonable prediction quality. \n",
+ "The drawback of memory-based CF is that it doesn't scale to real-world scenarios and doesn't address the well-known cold-start problem, that is when new user or new item enters the system. Model-based CF methods are scalable and can deal with higher sparsity level than memory-based models, but also suffer when new users or items that don't have any ratings enter the system. I would like to thank Ethan Rosenthal for his [post](http://blog.ethanrosenthal.com/2015/11/02/intro-to-collaborative-filtering/) about Memory-Based Collaborative Filtering. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Model-based Collaborative Filtering\n",
+ "\n",
+ "Model-based Collaborative Filtering is based on **matrix factorization (MF)** which has received greater exposure, mainly as an unsupervised learning method for latent variable decomposition and dimensionality reduction. Matrix factorization is widely used for recommender systems where it can deal better with scalability and sparsity than Memory-based CF. The goal of MF is to learn the latent preferences of users and the latent attributes of items from known ratings (learn features that describe the characteristics of ratings) to then predict the unknown ratings through the dot product of the latent features of users and items. \n",
+ "When you have a very sparse matrix, with a lot of dimensions, by doing matrix factorization you can restructure the user-item matrix into low-rank structure, and you can represent the matrix by the multiplication of two low-rank matrices, where the rows contain the latent vector. You fit this matrix to approximate your original matrix, as closely as possible, by multiplying the low-rank matrices together, which fills in the entries missing in the original matrix.\n",
+ "\n",
+ "Let's calculate the sparsity level of MovieLens dataset:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The sparsity level of MovieLens100K is 93.7%\n"
+ ]
+ }
+ ],
+ "source": [
+ "sparsity=round(1.0-len(df)/float(n_users*n_items),3)\n",
+ "print('The sparsity level of MovieLens100K is ' + str(sparsity*100) + '%')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To give an example of the learned latent preferences of the users and items: let's say for the MovieLens dataset you have the following information: _(user id, age, location, gender, movie id, director, actor, language, year, rating)_. By applying matrix factorization the model learns that important user features are _age group (under 10, 10-18, 18-30, 30-90)_, _location_ and _gender_, and for movie features it learns that _decade_, _director_ and _actor_ are most important. Now if you look into the information you have stored, there is no such feature as the _decade_, but the model can learn on its own. The important aspect is that the CF model only uses data (user_id, movie_id, rating) to learn the latent features. If there is little data available model-based CF model will predict poorly, since it will be more difficult to learn the latent features. \n",
+ "\n",
+ "Models that use both ratings and content features are called **Hybrid Recommender Systems** where both Collaborative Filtering and Content-based Models are combined. Hybrid recommender systems usually show higher accuracy than Collaborative Filtering or Content-based Models on their own: they are capable to address the cold-start problem better since if you don't have any ratings for a user or an item you could use the metadata from the user or item to make a prediction. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### SVD\n",
+ "A well-known matrix factorization method is **Singular value decomposition (SVD)**. Collaborative Filtering can be formulated by approximating a matrix `X` by using singular value decomposition. The winning team at the Netflix Prize competition used SVD matrix factorization models to produce product recommendations, for more information I recommend to read articles: [Netflix Recommendations: Beyond the 5 stars](http://techblog.netflix.com/2012/04/netflix-recommendations-beyond-5-stars.html) and [Netflix Prize and SVD](http://buzzard.ups.edu/courses/2014spring/420projects/math420-UPS-spring-2014-gower-netflix-SVD.pdf).\n",
+ "The general equation can be expressed as follows:\n",
+ "<img src=\"https://latex.codecogs.com/gif.latex?X=USV^T\" title=\"X=USV^T\" />\n",
+ "\n",
+ "\n",
+ "Given `m x n` matrix `X`:\n",
+ "* *`U`* is an *`(m x r)`* orthogonal matrix\n",
+ "* *`S`* is an *`(r x r)`* diagonal matrix with non-negative real numbers on the diagonal\n",
+ "* *V^T* is an *`(r x n)`* orthogonal matrix\n",
+ "\n",
+ "Elements on the diagnoal in `S` are known as *singular values of `X`*. \n",
+ "\n",
+ "\n",
+ "Matrix *`X`* can be factorized to *`U`*, *`S`* and *`V`*. The *`U`* matrix represents the feature vectors corresponding to the users in the hidden feature space and the *`V`* matrix represents the feature vectors corresponding to the items in the hidden feature space.\n",
+ "\n",
+ "\n",
+ "Now you can make a prediction by taking dot product of *`U`*, *`S`* and *`V^T`*.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "User-based CF MSE: 2.727678702344757\n"
+ ]
+ }
+ ],
+ "source": [
+ "import scipy.sparse as sp\n",
+ "from scipy.sparse.linalg import svds\n",
+ "\n",
+ "#get SVD components from train matrix. Choose k.\n",
+ "u, s, vt = svds(train_data_matrix, k = 20)\n",
+ "s_diag_matrix=np.diag(s)\n",
+ "X_pred = np.dot(np.dot(u, s_diag_matrix), vt)\n",
+ "print('User-based CF MSE: ' + str(rmse(X_pred, test_data_matrix)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Carelessly addressing only the relatively few known entries is highly prone to overfitting. SVD can be very slow and computationally expensive. More recent work minimizes the squared error by applying alternating least square or stochastic gradient descent and uses regularization terms to prevent overfitting. Alternating least square and stochastic gradient descent methods for CF will be covered in the next tutorials.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Review:\n",
+ "\n",
+ "* We have covered how to implement simple **Collaborative Filtering** methods, both memory-based CF and model-based CF.\n",
+ "* **Memory-based models** are based on similarity between items or users, where we use cosine-similarity.\n",
+ "* **Model-based CF** is based on matrix factorization where we use SVD to factorize the matrix.\n",
+ "* Building recommender systems that perform well in cold-start scenarios (where little data is available on new users and items) remains a challenge. The standard collaborative filtering method performs poorly is such settings. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Looking for more?\n",
+ "\n",
+ "If you want to tackle your own recommendation system analysis, check out these data sets. Note: The files are quite large in most cases, not all the links may stay up to host the data, but the majority of them still work. Or just Google for your own data set!\n",
+ "\n",
+ "**Movies Recommendation:**\n",
+ "\n",
+ "MovieLens - Movie Recommendation Data Sets http://www.grouplens.org/node/73\n",
+ "\n",
+ "Yahoo! - Movie, Music, and Images Ratings Data Sets http://webscope.sandbox.yahoo.com/catalog.php?datatype=r\n",
+ "\n",
+ "Jester - Movie Ratings Data Sets (Collaborative Filtering Dataset) http://www.ieor.berkeley.edu/~goldberg/jester-data/\n",
+ "\n",
+ "Cornell University - Movie-review data for use in sentiment-analysis experiments http://www.cs.cornell.edu/people/pabo/movie-review-data/\n",
+ "\n",
+ "**Music Recommendation:**\n",
+ "\n",
+ "\n",
+ "Yahoo! - Movie, Music, and Images Ratings Data Sets http://webscope.sandbox.yahoo.com/catalog.php?datatype=r\n",
+ "\n",
+ "\n",
+ "**Books Recommendation:**\n",
+ "\n",
+ "Institut für Informatik, Universität Freiburg - Book Ratings Data Sets http://www.informatik.uni-freiburg.de/~cziegler/BX/\n",
+ "Food Recommendation:\n",
+ "\n",
+ "Chicago Entree - Food Ratings Data Sets http://archive.ics.uci.edu/ml/datasets/Entree+Chicago+Recommendation+Data\n",
+ "Merchandise Recommendation:\n",
+ "\n",
+ "**Healthcare Recommendation:**\n",
+ "\n",
+ "Nursing Home - Provider Ratings Data Set http://data.medicare.gov/dataset/Nursing-Home-Compare-Provider-Ratings/mufm-vy8d\n",
+ "\n",
+ "Hospital Ratings - Survey of Patients Hospital Experiences http://data.medicare.gov/dataset/Survey-of-Patients-Hospital-Experiences-HCAHPS-/rj76-22dk\n"
+ ]
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/machine_learning/Recommender System algorithm/readme.txt b/machine_learning/Recommender System algorithm/readme.txt
new file mode 100644
index 000000000..5f873197c
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/readme.txt
@@ -0,0 +1 @@
+Added recommender system algorithms
diff --git a/machine_learning/Recommender System algorithm/recommender_systems_with_python.ipynb b/machine_learning/Recommender System algorithm/recommender_systems_with_python.ipynb
new file mode 100644
index 000000000..6360dc344
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/recommender_systems_with_python.ipynb
@@ -0,0 +1,1765 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Recommender Systems with Python\n",
+ "Welcome to the code notebook for Recommendation Systems with Python. In this lesson, we will develop basic recommendation systems using Python and pandas. There is another notebook: * Advanced recommender Systems with Python *. This notebook goes into more detail with the same dataset.\n",
+ "\n",
+ "In this notebook, we'll focus on providing a basic recommendation system by suggesting items that are most similar to a particular item, in this case, movies. Remember, this is not really a solid recommendation system, to describe it more accurately, it just tells you which movies / items are most similar to your movie selection.\n",
+ "\n",
+ "Lets start!\n",
+ "\n",
+ "## Episode 1: Import Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Get the Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "column_names = ['id_user', 'item_id', 'rate', 'timestamp']\n",
+ "df = pd.read_csv('u.data', sep='\\t', names=column_names)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id_user</th>\n",
+ " <th>item_id</th>\n",
+ " <th>rate</th>\n",
+ " <th>timestamp</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>881250949</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>0</td>\n",
+ " <td>172</td>\n",
+ " <td>5</td>\n",
+ " <td>881250949</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>0</td>\n",
+ " <td>133</td>\n",
+ " <td>1</td>\n",
+ " <td>881250949</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>196</td>\n",
+ " <td>242</td>\n",
+ " <td>3</td>\n",
+ " <td>881250949</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>186</td>\n",
+ " <td>302</td>\n",
+ " <td>3</td>\n",
+ " <td>891717742</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id_user item_id rate timestamp\n",
+ "0 0 50 5 881250949\n",
+ "1 0 172 5 881250949\n",
+ "2 0 133 1 881250949\n",
+ "3 196 242 3 881250949\n",
+ "4 186 302 3 891717742"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now let's get the movie titles:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>item_id</th>\n",
+ " <th>title</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>Toy Story (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2</td>\n",
+ " <td>GoldenEye (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3</td>\n",
+ " <td>Four Rooms (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4</td>\n",
+ " <td>Get Shorty (1995)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>Copycat (1995)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " item_id title\n",
+ "0 1 Toy Story (1995)\n",
+ "1 2 GoldenEye (1995)\n",
+ "2 3 Four Rooms (1995)\n",
+ "3 4 Get Shorty (1995)\n",
+ "4 5 Copycat (1995)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "movie_titles = pd.read_csv(\"Movie\")\n",
+ "movie_titles.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 2: Merge"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can merge them together:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id_user</th>\n",
+ " <th>item_id</th>\n",
+ " <th>rate</th>\n",
+ " <th>timestamp</th>\n",
+ " <th>title</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>881250949</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>290</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>880473582</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>79</td>\n",
+ " <td>50</td>\n",
+ " <td>4</td>\n",
+ " <td>891271545</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>888552084</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>8</td>\n",
+ " <td>50</td>\n",
+ " <td>5</td>\n",
+ " <td>879362124</td>\n",
+ " <td>Star Wars (1977)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id_user item_id rate timestamp title\n",
+ "0 0 50 5 881250949 Star Wars (1977)\n",
+ "1 290 50 5 880473582 Star Wars (1977)\n",
+ "2 79 50 4 891271545 Star Wars (1977)\n",
+ "3 2 50 5 888552084 Star Wars (1977)\n",
+ "4 8 50 5 879362124 Star Wars (1977)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.merge(df,movie_titles,on='item_id')\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Episode 3: Exploratory Data Analysis(EDA)\n",
+ "\n",
+ "Let's explore the data a bit and get a look at some of the best rated movies.\n",
+ "\n",
+ "## Visualization Imports"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "sns.set_style('white')\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's create a ratings dataframe with average rating and number of ratings:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "title\n",
+ "Marlene Dietrich: Shadow and Light (1996) 5.0\n",
+ "Prefontaine (1997) 5.0\n",
+ "Santa with Muscles (1996) 5.0\n",
+ "Star Kid (1997) 5.0\n",
+ "Someone Else's America (1995) 5.0\n",
+ "Name: rate, dtype: float64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby('title')['rate'].mean().sort_values(ascending=False).head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "title\n",
+ "Star Wars (1977) 584\n",
+ "Contact (1997) 509\n",
+ "Fargo (1996) 508\n",
+ "Return of the Jedi (1983) 507\n",
+ "Liar Liar (1997) 485\n",
+ "Name: rate, dtype: int64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby('title')['rate'].count().sort_values(ascending=False).head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>rate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <td>2.333333</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <td>2.600000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <td>2.908257</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <td>4.344000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187 (1997)</th>\n",
+ " <td>3.024390</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " rate\n",
+ "title \n",
+ "'Til There Was You (1997) 2.333333\n",
+ "1-900 (1994) 2.600000\n",
+ "101 Dalmatians (1996) 2.908257\n",
+ "12 Angry Men (1957) 4.344000\n",
+ "187 (1997) 3.024390"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ratings = pd.DataFrame(df.groupby('title')['rate'].mean())\n",
+ "ratings.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now set the number of ratings column:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>rate</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <td>2.333333</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <td>2.600000</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <td>2.908257</td>\n",
+ " <td>109</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <td>4.344000</td>\n",
+ " <td>125</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187 (1997)</th>\n",
+ " <td>3.024390</td>\n",
+ " <td>41</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " rate num_of_ratings\n",
+ "title \n",
+ "'Til There Was You (1997) 2.333333 9\n",
+ "1-900 (1994) 2.600000 5\n",
+ "101 Dalmatians (1996) 2.908257 109\n",
+ "12 Angry Men (1957) 4.344000 125\n",
+ "187 (1997) 3.024390 41"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ratings['num_of_ratings'] = pd.DataFrame(df.groupby('title')['rate'].count())\n",
+ "ratings.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now a few histograms:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2467d1ea3d0>"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,4))\n",
+ "ratings['num_of_ratings'].hist(bins=70)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x24603935d00>"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,4))\n",
+ "ratings['rate'].hist(bins=70)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.JointGrid at 0x24603a3b460>"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x432 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x='rate',y='num_of_ratings',data=ratings,alpha=0.5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Okay! Now that we have a general idea of what the data looks like, let's move on to creating a simple recommendation system:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Episode 4: Recommending Similar Movies"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now let's create a matrix that has the user ids on one access and the movie title on another axis. Each cell will then consist of the rating the user gave to that movie. Note there will be a lot of NaN values, because most people have not seen most of the movies."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th>title</th>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <th>187 (1997)</th>\n",
+ " <th>2 Days in the Valley (1996)</th>\n",
+ " <th>20,000 Leagues Under the Sea (1954)</th>\n",
+ " <th>2001: A Space Odyssey (1968)</th>\n",
+ " <th>3 Ninjas: High Noon At Mega Mountain (1998)</th>\n",
+ " <th>39 Steps, The (1935)</th>\n",
+ " <th>...</th>\n",
+ " <th>Yankee Zulu (1994)</th>\n",
+ " <th>Year of the Horse (1997)</th>\n",
+ " <th>You So Crazy (1994)</th>\n",
+ " <th>Young Frankenstein (1974)</th>\n",
+ " <th>Young Guns (1988)</th>\n",
+ " <th>Young Guns II (1990)</th>\n",
+ " <th>Young Poisoner's Handbook, The (1995)</th>\n",
+ " <th>Zeus and Roxanne (1997)</th>\n",
+ " <th>unknown</th>\n",
+ " <th>Á köldum klaka (Cold Fever) (1994)</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id_user</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
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+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
+ " <td>5.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5 rows × 1664 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "title 'Til There Was You (1997) 1-900 (1994) 101 Dalmatians (1996) \\\n",
+ "id_user \n",
+ "0 NaN NaN NaN \n",
+ "1 NaN NaN 2.0 \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN NaN NaN \n",
+ "4 NaN NaN NaN \n",
+ "\n",
+ "title 12 Angry Men (1957) 187 (1997) 2 Days in the Valley (1996) \\\n",
+ "id_user \n",
+ "0 NaN NaN NaN \n",
+ "1 5.0 NaN NaN \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN 2.0 NaN \n",
+ "4 NaN NaN NaN \n",
+ "\n",
+ "title 20,000 Leagues Under the Sea (1954) 2001: A Space Odyssey (1968) \\\n",
+ "id_user \n",
+ "0 NaN NaN \n",
+ "1 3.0 4.0 \n",
+ "2 NaN NaN \n",
+ "3 NaN NaN \n",
+ "4 NaN NaN \n",
+ "\n",
+ "title 3 Ninjas: High Noon At Mega Mountain (1998) 39 Steps, The (1935) \\\n",
+ "id_user \n",
+ "0 NaN NaN \n",
+ "1 NaN NaN \n",
+ "2 1.0 NaN \n",
+ "3 NaN NaN \n",
+ "4 NaN NaN \n",
+ "\n",
+ "title ... Yankee Zulu (1994) Year of the Horse (1997) \\\n",
+ "id_user ... \n",
+ "0 ... NaN NaN \n",
+ "1 ... NaN NaN \n",
+ "2 ... NaN NaN \n",
+ "3 ... NaN NaN \n",
+ "4 ... NaN NaN \n",
+ "\n",
+ "title You So Crazy (1994) Young Frankenstein (1974) Young Guns (1988) \\\n",
+ "id_user \n",
+ "0 NaN NaN NaN \n",
+ "1 NaN 5.0 3.0 \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN NaN NaN \n",
+ "4 NaN NaN NaN \n",
+ "\n",
+ "title Young Guns II (1990) Young Poisoner's Handbook, The (1995) \\\n",
+ "id_user \n",
+ "0 NaN NaN \n",
+ "1 NaN NaN \n",
+ "2 NaN NaN \n",
+ "3 NaN NaN \n",
+ "4 NaN NaN \n",
+ "\n",
+ "title Zeus and Roxanne (1997) unknown Á köldum klaka (Cold Fever) (1994) \n",
+ "id_user \n",
+ "0 NaN NaN NaN \n",
+ "1 NaN 4.0 NaN \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN NaN NaN \n",
+ "4 NaN NaN NaN \n",
+ "\n",
+ "[5 rows x 1664 columns]"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "moviemat = df.pivot_table(index='id_user',columns='title',values='rate')\n",
+ "moviemat.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Most rated movie:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
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+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>rate</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Star Wars (1977)</th>\n",
+ " <td>4.359589</td>\n",
+ " <td>584</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Contact (1997)</th>\n",
+ " <td>3.803536</td>\n",
+ " <td>509</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Fargo (1996)</th>\n",
+ " <td>4.155512</td>\n",
+ " <td>508</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Return of the Jedi (1983)</th>\n",
+ " <td>4.007890</td>\n",
+ " <td>507</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Liar Liar (1997)</th>\n",
+ " <td>3.156701</td>\n",
+ " <td>485</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>English Patient, The (1996)</th>\n",
+ " <td>3.656965</td>\n",
+ " <td>481</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Scream (1996)</th>\n",
+ " <td>3.441423</td>\n",
+ " <td>478</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Toy Story (1995)</th>\n",
+ " <td>3.878319</td>\n",
+ " <td>452</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Air Force One (1997)</th>\n",
+ " <td>3.631090</td>\n",
+ " <td>431</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Independence Day (ID4) (1996)</th>\n",
+ " <td>3.438228</td>\n",
+ " <td>429</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " rate num_of_ratings\n",
+ "title \n",
+ "Star Wars (1977) 4.359589 584\n",
+ "Contact (1997) 3.803536 509\n",
+ "Fargo (1996) 4.155512 508\n",
+ "Return of the Jedi (1983) 4.007890 507\n",
+ "Liar Liar (1997) 3.156701 485\n",
+ "English Patient, The (1996) 3.656965 481\n",
+ "Scream (1996) 3.441423 478\n",
+ "Toy Story (1995) 3.878319 452\n",
+ "Air Force One (1997) 3.631090 431\n",
+ "Independence Day (ID4) (1996) 3.438228 429"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ratings.sort_values('num_of_ratings',ascending=False).head(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's choose two movies: starwars, a sci-fi movie. And Liar Liar, a comedy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
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+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>rate</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <td>2.333333</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <td>2.600000</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <td>2.908257</td>\n",
+ " <td>109</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <td>4.344000</td>\n",
+ " <td>125</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187 (1997)</th>\n",
+ " <td>3.024390</td>\n",
+ " <td>41</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " rate num_of_ratings\n",
+ "title \n",
+ "'Til There Was You (1997) 2.333333 9\n",
+ "1-900 (1994) 2.600000 5\n",
+ "101 Dalmatians (1996) 2.908257 109\n",
+ "12 Angry Men (1957) 4.344000 125\n",
+ "187 (1997) 3.024390 41"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ratings.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now let's grab the user ratings for those two movies:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id_user\n",
+ "0 5.0\n",
+ "1 5.0\n",
+ "2 5.0\n",
+ "3 NaN\n",
+ "4 5.0\n",
+ "Name: Star Wars (1977), dtype: float64"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "starwars_user_ratings = moviemat['Star Wars (1977)']\n",
+ "liarliar_user_ratings = moviemat['Liar Liar (1997)']\n",
+ "starwars_user_ratings.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can then use corrwith() method to get correlations between two pandas series:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\alica\\anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:2526: RuntimeWarning: Degrees of freedom <= 0 for slice\n",
+ " c = cov(x, y, rowvar)\n",
+ "C:\\Users\\alica\\anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:2455: RuntimeWarning: divide by zero encountered in true_divide\n",
+ " c *= np.true_divide(1, fact)\n"
+ ]
+ }
+ ],
+ "source": [
+ "similar_to_starwars = moviemat.corrwith(starwars_user_ratings)\n",
+ "similar_to_liarliar = moviemat.corrwith(liarliar_user_ratings)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's clean this by removing NaN values and using a DataFrame instead of a series:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Correlation</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <td>0.872872</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <td>-0.645497</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <td>0.211132</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <td>0.184289</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187 (1997)</th>\n",
+ " <td>0.027398</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Correlation\n",
+ "title \n",
+ "'Til There Was You (1997) 0.872872\n",
+ "1-900 (1994) -0.645497\n",
+ "101 Dalmatians (1996) 0.211132\n",
+ "12 Angry Men (1957) 0.184289\n",
+ "187 (1997) 0.027398"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_starwars = pd.DataFrame(similar_to_starwars,columns=['Correlation'])\n",
+ "corr_starwars.dropna(inplace=True)\n",
+ "corr_starwars.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now if we sort the dataframe by correlation, we should get the most similar movies, however note that we get some results that don't really make sense. This is because there are a lot of movies only watched once by users who also watched star wars (it was the most popular movie). "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Correlation</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Hollow Reed (1996)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Stripes (1981)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Star Wars (1977)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Man of the Year (1995)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Beans of Egypt, Maine, The (1994)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Safe Passage (1994)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Outlaw, The (1943)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Line King: Al Hirschfeld, The (1996)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Hurricane Streets (1998)</th>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Correlation\n",
+ "title \n",
+ "Hollow Reed (1996) 1.0\n",
+ "Stripes (1981) 1.0\n",
+ "Star Wars (1977) 1.0\n",
+ "Man of the Year (1995) 1.0\n",
+ "Beans of Egypt, Maine, The (1994) 1.0\n",
+ "Safe Passage (1994) 1.0\n",
+ "Old Lady Who Walked in the Sea, The (Vieille qu... 1.0\n",
+ "Outlaw, The (1943) 1.0\n",
+ "Line King: Al Hirschfeld, The (1996) 1.0\n",
+ "Hurricane Streets (1998) 1.0"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_starwars.sort_values('Correlation',ascending=False).head(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's fix this by filtering out movies that have less than 100 reviews (this value was chosen based off the histogram from earlier)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
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+ " .dataframe tbody tr th {\n",
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+ " }\n",
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+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Correlation</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>'Til There Was You (1997)</th>\n",
+ " <td>0.872872</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1-900 (1994)</th>\n",
+ " <td>-0.645497</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101 Dalmatians (1996)</th>\n",
+ " <td>0.211132</td>\n",
+ " <td>109</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 Angry Men (1957)</th>\n",
+ " <td>0.184289</td>\n",
+ " <td>125</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187 (1997)</th>\n",
+ " <td>0.027398</td>\n",
+ " <td>41</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Correlation num_of_ratings\n",
+ "title \n",
+ "'Til There Was You (1997) 0.872872 9\n",
+ "1-900 (1994) -0.645497 5\n",
+ "101 Dalmatians (1996) 0.211132 109\n",
+ "12 Angry Men (1957) 0.184289 125\n",
+ "187 (1997) 0.027398 41"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_starwars = corr_starwars.join(ratings['num_of_ratings'])\n",
+ "corr_starwars.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now sort the values and notice how the titles make a lot more sense:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Correlation</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Star Wars (1977)</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>584</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Empire Strikes Back, The (1980)</th>\n",
+ " <td>0.748353</td>\n",
+ " <td>368</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Return of the Jedi (1983)</th>\n",
+ " <td>0.672556</td>\n",
+ " <td>507</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Raiders of the Lost Ark (1981)</th>\n",
+ " <td>0.536117</td>\n",
+ " <td>420</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Austin Powers: International Man of Mystery (1997)</th>\n",
+ " <td>0.377433</td>\n",
+ " <td>130</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Correlation \\\n",
+ "title \n",
+ "Star Wars (1977) 1.000000 \n",
+ "Empire Strikes Back, The (1980) 0.748353 \n",
+ "Return of the Jedi (1983) 0.672556 \n",
+ "Raiders of the Lost Ark (1981) 0.536117 \n",
+ "Austin Powers: International Man of Mystery (1997) 0.377433 \n",
+ "\n",
+ " num_of_ratings \n",
+ "title \n",
+ "Star Wars (1977) 584 \n",
+ "Empire Strikes Back, The (1980) 368 \n",
+ "Return of the Jedi (1983) 507 \n",
+ "Raiders of the Lost Ark (1981) 420 \n",
+ "Austin Powers: International Man of Mystery (1997) 130 "
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_starwars[corr_starwars['num_of_ratings']>100].sort_values('Correlation',ascending=False).head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now the same for the comedy Liar Liar:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Correlation</th>\n",
+ " <th>num_of_ratings</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>title</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Liar Liar (1997)</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>485</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Batman Forever (1995)</th>\n",
+ " <td>0.516968</td>\n",
+ " <td>114</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Mask, The (1994)</th>\n",
+ " <td>0.484650</td>\n",
+ " <td>129</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Down Periscope (1996)</th>\n",
+ " <td>0.472681</td>\n",
+ " <td>101</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Con Air (1997)</th>\n",
+ " <td>0.469828</td>\n",
+ " <td>137</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Correlation num_of_ratings\n",
+ "title \n",
+ "Liar Liar (1997) 1.000000 485\n",
+ "Batman Forever (1995) 0.516968 114\n",
+ "Mask, The (1994) 0.484650 129\n",
+ "Down Periscope (1996) 0.472681 101\n",
+ "Con Air (1997) 0.469828 137"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_liarliar = pd.DataFrame(similar_to_liarliar,columns=['Correlation'])\n",
+ "corr_liarliar.dropna(inplace=True)\n",
+ "corr_liarliar = corr_liarliar.join(ratings['num_of_ratings'])\n",
+ "corr_liarliar[corr_liarliar['num_of_ratings']>100].sort_values('Correlation',ascending=False).head()"
+ ]
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/machine_learning/Recommender System algorithm/u.data b/machine_learning/Recommender System algorithm/u.data
new file mode 100644
index 000000000..264fe7967
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/u.data
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diff --git a/machine_learning/Recommender System algorithm/u.item b/machine_learning/Recommender System algorithm/u.item
new file mode 100644
index 000000000..91bb56d53
--- /dev/null
+++ b/machine_learning/Recommender System algorithm/u.item
@@ -0,0 +1,1682 @@
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+2|GoldenEye (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?GoldenEye%20(1995)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+3|Four Rooms (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Four%20Rooms%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+4|Get Shorty (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Get%20Shorty%20(1995)|0|1|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+5|Copycat (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Copycat%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+6|Shanghai Triad (Yao a yao yao dao waipo qiao) (1995)|01-Jan-1995||http://us.imdb.com/Title?Yao+a+yao+yao+dao+waipo+qiao+(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+7|Twelve Monkeys (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Twelve%20Monkeys%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|1|0|0|0
+8|Babe (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Babe%20(1995)|0|0|0|0|1|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+9|Dead Man Walking (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Dead%20Man%20Walking%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+10|Richard III (1995)|22-Jan-1996||http://us.imdb.com/M/title-exact?Richard%20III%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+11|Seven (Se7en) (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Se7en%20(1995)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+12|Usual Suspects, The (1995)|14-Aug-1995||http://us.imdb.com/M/title-exact?Usual%20Suspects,%20The%20(1995)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+13|Mighty Aphrodite (1995)|30-Oct-1995||http://us.imdb.com/M/title-exact?Mighty%20Aphrodite%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+14|Postino, Il (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Postino,%20Il%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+15|Mr. Holland's Opus (1995)|29-Jan-1996||http://us.imdb.com/M/title-exact?Mr.%20Holland's%20Opus%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+16|French Twist (Gazon maudit) (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Gazon%20maudit%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+17|From Dusk Till Dawn (1996)|05-Feb-1996||http://us.imdb.com/M/title-exact?From%20Dusk%20Till%20Dawn%20(1996)|0|1|0|0|0|1|1|0|0|0|0|1|0|0|0|0|1|0|0
+18|White Balloon, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Badkonake%20Sefid%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+19|Antonia's Line (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Antonia%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+20|Angels and Insects (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Angels%20and%20Insects%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+21|Muppet Treasure Island (1996)|16-Feb-1996||http://us.imdb.com/M/title-exact?Muppet%20Treasure%20Island%20(1996)|0|1|1|0|0|1|0|0|0|0|0|0|1|0|0|0|1|0|0
+22|Braveheart (1995)|16-Feb-1996||http://us.imdb.com/M/title-exact?Braveheart%20(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+23|Taxi Driver (1976)|16-Feb-1996||http://us.imdb.com/M/title-exact?Taxi%20Driver%20(1976)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+24|Rumble in the Bronx (1995)|23-Feb-1996||http://us.imdb.com/M/title-exact?Hong%20Faan%20Kui%20(1995)|0|1|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+25|Birdcage, The (1996)|08-Mar-1996||http://us.imdb.com/M/title-exact?Birdcage,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+26|Brothers McMullen, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Brothers%20McMullen,%20The%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+27|Bad Boys (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Bad%20Boys%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+28|Apollo 13 (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Apollo%2013%20(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+29|Batman Forever (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Batman%20Forever%20(1995)|0|1|1|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+30|Belle de jour (1967)|01-Jan-1967||http://us.imdb.com/M/title-exact?Belle%20de%20jour%20(1967)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+31|Crimson Tide (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Crimson%20Tide%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|1|0
+32|Crumb (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Crumb%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+33|Desperado (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Desperado%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0
+34|Doom Generation, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Doom%20Generation,%20The%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+35|Free Willy 2: The Adventure Home (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Free%20Willy%202:%20The%20Adventure%20Home%20(1995)|0|0|1|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+36|Mad Love (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Mad%20Love%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+37|Nadja (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Nadja%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+38|Net, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Net,%20The%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+39|Strange Days (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Strange%20Days%20(1995)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0
+40|To Wong Foo, Thanks for Everything! Julie Newmar (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?To%20Wong%20Foo,%20Thanks%20for%20Everything!%20Julie%20Newmar%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+41|Billy Madison (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Billy%20Madison%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+42|Clerks (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Clerks%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+43|Disclosure (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Disclosure%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+44|Dolores Claiborne (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Dolores%20Claiborne%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+45|Eat Drink Man Woman (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Yinshi%20Nan%20Nu%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+46|Exotica (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Exotica%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+47|Ed Wood (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Ed%20Wood%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+48|Hoop Dreams (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Hoop%20Dreams%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+49|I.Q. (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?I.Q.%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+50|Star Wars (1977)|01-Jan-1977||http://us.imdb.com/M/title-exact?Star%20Wars%20(1977)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|1|1|0|1|0
+51|Legends of the Fall (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Legends%20of%20the%20Fall%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|1|1
+52|Madness of King George, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Madness%20of%20King%20George,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+53|Natural Born Killers (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Natural%20Born%20Killers%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+54|Outbreak (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Outbreak%20(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+55|Professional, The (1994)|01-Jan-1994||http://us.imdb.com/Title?L%E9on+(1994)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|1|0|1|0|0
+56|Pulp Fiction (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Pulp%20Fiction%20(1994)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+57|Priest (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Priest%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+58|Quiz Show (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Quiz%20Show%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+59|Three Colors: Red (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Trzy%20kolory:%20Czerwony%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+60|Three Colors: Blue (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Trzy%20kolory:%20Niebieski%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+61|Three Colors: White (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Trzy%20kolory:%20Bialy%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+62|Stargate (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Stargate%20(1994)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+63|Santa Clause, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Santa%20Clause,%20The%20(1994)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+64|Shawshank Redemption, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Shawshank%20Redemption,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+65|What's Eating Gilbert Grape (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?What's%20Eating%20Gilbert%20Grape%20(1993)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+66|While You Were Sleeping (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?While%20You%20Were%20Sleeping%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+67|Ace Ventura: Pet Detective (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Ace%20Ventura:%20Pet%20Detective%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+68|Crow, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Crow,%20The%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0
+69|Forrest Gump (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Forrest%20Gump%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|1|0
+70|Four Weddings and a Funeral (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Four%20Weddings%20and%20a%20Funeral%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+71|Lion King, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Lion%20King,%20The%20(1994)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+72|Mask, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Mask,%20The%20(1994)|0|0|0|0|0|1|1|0|0|1|0|0|0|0|0|0|0|0|0
+73|Maverick (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Maverick%20(1994)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1
+74|Faster Pussycat! Kill! Kill! (1965)|01-Jan-1965||http://us.imdb.com/M/title-exact?Faster%20Pussycat!%20Kill!%20Kill!%20(1965)|0|1|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+75|Brother Minister: The Assassination of Malcolm X (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Brother%20Minister:%20The%20Assassination%20of%20Malcolm%20X%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+76|Carlito's Way (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Carlito's%20Way%20(1993)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+77|Firm, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Firm,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+78|Free Willy (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Free%20Willy%20(1993)|0|0|1|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+79|Fugitive, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Fugitive,%20The%20(1993)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+80|Hot Shots! Part Deux (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Hot%20Shots!%20Part%20Deux%20(1993)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+81|Hudsucker Proxy, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Hudsucker%20Proxy,%20The%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+82|Jurassic Park (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Jurassic%20Park%20(1993)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+83|Much Ado About Nothing (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Much%20Ado%20About%20Nothing%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+84|Robert A. Heinlein's The Puppet Masters (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Robert%20A.%20Heinlein's%20The%20Puppet%20Masters%20(1994)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0
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+86|Remains of the Day, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Remains%20of%20the%20Day,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+87|Searching for Bobby Fischer (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Searching%20for%20Bobby%20Fischer%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+88|Sleepless in Seattle (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Sleepless%20in%20Seattle%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+89|Blade Runner (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Blade%20Runner%20(1982)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0|0
+90|So I Married an Axe Murderer (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?So%20I%20Married%20an%20Axe%20Murderer%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|1|0|0
+91|Nightmare Before Christmas, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Nightmare%20Before%20Christmas,%20The%20(1993)|0|0|0|0|1|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+92|True Romance (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?True%20Romance%20(1993)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0|0|0
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+95|Aladdin (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Aladdin%20(1992)|0|0|0|1|1|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+96|Terminator 2: Judgment Day (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Terminator%202:%20Judgment%20Day%20(1991)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+97|Dances with Wolves (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Dances%20with%20Wolves%20(1990)|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1
+98|Silence of the Lambs, The (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Silence%20of%20the%20Lambs,%20The%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+99|Snow White and the Seven Dwarfs (1937)|01-Jan-1937||http://us.imdb.com/M/title-exact?Snow%20White%20and%20the%20Seven%20Dwarfs%20(1937)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+100|Fargo (1996)|14-Feb-1997||http://us.imdb.com/M/title-exact?Fargo%20(1996)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+101|Heavy Metal (1981)|08-Mar-1981||http://us.imdb.com/M/title-exact?Heavy%20Metal%20(1981)|0|1|1|1|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0
+102|Aristocats, The (1970)|01-Jan-1970||http://us.imdb.com/M/title-exact?Aristocats,%20The%20(1970)|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+103|All Dogs Go to Heaven 2 (1996)|29-Mar-1996||http://us.imdb.com/M/title-exact?All%20Dogs%20Go%20to%20Heaven%202%20(1996)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
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+105|Sgt. Bilko (1996)|29-Mar-1996||http://us.imdb.com/M/title-exact?Sgt.%20Bilko%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+106|Diabolique (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Diabolique%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+107|Moll Flanders (1996)|14-Jun-1996||http://us.imdb.com/M/title-exact?Moll%20Flanders%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+108|Kids in the Hall: Brain Candy (1996)|12-Apr-1996||http://us.imdb.com/M/title-exact?Kids%20in%20the%20Hall:%20Brain%20Candy%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+109|Mystery Science Theater 3000: The Movie (1996)|19-Apr-1996||http://us.imdb.com/M/title-exact?Mystery%20Science%20Theater%203000:%20The%20Movie%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+110|Operation Dumbo Drop (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Operation%20Dumbo%20Drop%20(1995)|0|1|1|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+111|Truth About Cats & Dogs, The (1996)|26-Apr-1996||http://us.imdb.com/M/title-exact?Truth%20About%20Cats%20&%20Dogs,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+113|Horseman on the Roof, The (Hussard sur le toit, Le) (1995)|19-Apr-1996||http://us.imdb.com/M/title-exact?Hussard%20sur%20le%20toit,%20Le%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+114|Wallace & Gromit: The Best of Aardman Animation (1996)|05-Apr-1996||http://us.imdb.com/Title?Wallace+%26+Gromit%3A+The+Best+of+Aardman+Animation+(1996)|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+115|Haunted World of Edward D. Wood Jr., The (1995)|26-Apr-1996||http://us.imdb.com/Title?Haunted+World+of+Edward+D.+Wood+Jr.,+The+(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+116|Cold Comfort Farm (1995)|23-Apr-1996||http://us.imdb.com/M/title-exact?Cold%20Comfort%20Farm%20(1995)%20(TV)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+117|Rock, The (1996)|07-Jun-1996||http://us.imdb.com/M/title-exact?Rock,%20The%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+118|Twister (1996)|10-May-1996||http://us.imdb.com/M/title-exact?Twister%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+119|Maya Lin: A Strong Clear Vision (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Maya%20Lin:%20A%20Strong%20Clear%20Vision%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+120|Striptease (1996)|28-Jun-1996||http://us.imdb.com/M/title-exact?Striptease%20(1996)|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+121|Independence Day (ID4) (1996)|03-Jul-1996||http://us.imdb.com/M/title-exact?Independence%20Day%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0
+122|Cable Guy, The (1996)|14-Jun-1996||http://us.imdb.com/M/title-exact?Cable%20Guy,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+123|Frighteners, The (1996)|19-Jul-1996||http://us.imdb.com/M/title-exact?Frighteners,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+124|Lone Star (1996)|21-Jun-1996||http://us.imdb.com/M/title-exact?Lone%20Star%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0|0|0|0
+125|Phenomenon (1996)|29-Jun-1996||http://us.imdb.com/M/title-exact?Phenomenon%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+126|Spitfire Grill, The (1996)|06-Sep-1996||http://us.imdb.com/M/title-exact?Spitfire%20Grill,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+127|Godfather, The (1972)|01-Jan-1972||http://us.imdb.com/M/title-exact?Godfather,%20The%20(1972)|0|1|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+128|Supercop (1992)|26-Jul-1996||http://us.imdb.com/M/title-exact?Police%20Story%20III:%20Supercop%20(1992)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+129|Bound (1996)|04-Oct-1996||http://us.imdb.com/M/title-exact?Bound%20(1996)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|1|0|1|0|0
+130|Kansas City (1996)|16-Aug-1996||http://us.imdb.com/M/title-exact?Kansas%20City%20(1996)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+131|Breakfast at Tiffany's (1961)|01-Jan-1961||http://us.imdb.com/M/title-exact?Breakfast%20at%20Tiffany's%20(1961)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+132|Wizard of Oz, The (1939)|01-Jan-1939||http://us.imdb.com/M/title-exact?Wizard%20of%20Oz,%20The%20(1939)|0|0|1|0|1|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+133|Gone with the Wind (1939)|01-Jan-1939||http://us.imdb.com/M/title-exact?Gone%20with%20the%20Wind%20(1939)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|1|0
+134|Citizen Kane (1941)|01-Jan-1941||http://us.imdb.com/M/title-exact?Citizen%20Kane%20(1941)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+135|2001: A Space Odyssey (1968)|01-Jan-1968||http://us.imdb.com/M/title-exact?2001:%20A%20Space%20Odyssey%20(1968)|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|1|1|0|0
+136|Mr. Smith Goes to Washington (1939)|01-Jan-1939||http://us.imdb.com/M/title-exact?Mr.%20Smith%20Goes%20to%20Washington%20(1939)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+137|Big Night (1996)|20-Sep-1996||http://us.imdb.com/M/title-exact?Big%20Night%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+138|D3: The Mighty Ducks (1996)|04-Oct-1996||http://us.imdb.com/M/title-exact?D3:%20The%20Mighty%20Ducks%20(1996)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+139|Love Bug, The (1969)|01-Jan-1969||http://us.imdb.com/M/title-exact?Love%20Bug,%20The%20(1969)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+140|Homeward Bound: The Incredible Journey (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Homeward%20Bound:%20The%20Incredible%20Journey%20(1993)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+141|20,000 Leagues Under the Sea (1954)|01-Jan-1954||http://us.imdb.com/M/title-exact?20,000%20Leagues%20Under%20the%20Sea%20(1954)|0|0|1|0|1|0|0|0|0|1|0|0|0|0|0|1|0|0|0
+142|Bedknobs and Broomsticks (1971)|01-Jan-1971||http://us.imdb.com/M/title-exact?Bedknobs%20and%20Broomsticks%20(1971)|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+143|Sound of Music, The (1965)|01-Jan-1965||http://us.imdb.com/M/title-exact?Sound%20of%20Music,%20The%20(1965)|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+144|Die Hard (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Die%20Hard%20(1988)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+145|Lawnmower Man, The (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Lawnmower%20Man,%20The%20(1992)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+146|Unhook the Stars (1996)|30-Oct-1996||http://us.imdb.com/M/title-exact?Unhook%20the%20Stars%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+147|Long Kiss Goodnight, The (1996)|05-Oct-1996||http://us.imdb.com/M/title-exact?Long%20Kiss%20Goodnight,%20The%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+148|Ghost and the Darkness, The (1996)|11-Oct-1996||http://us.imdb.com/M/title-exact?Ghost%20and%20the%20Darkness,%20The%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+149|Jude (1996)|01-Nov-1996||http://us.imdb.com/M/title-exact?Jude%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+150|Swingers (1996)|18-Oct-1996||http://us.imdb.com/M/title-exact?Swingers%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+151|Willy Wonka and the Chocolate Factory (1971)|01-Jan-1971||http://us.imdb.com/M/title-exact?Willy%20Wonka%20and%20the%20Chocolate%20Factory%20(1971)|0|0|1|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+152|Sleeper (1973)|01-Jan-1973||http://us.imdb.com/M/title-exact?Sleeper%20(1973)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+153|Fish Called Wanda, A (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Fish%20Called%20Wanda,%20A%20(1988)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+154|Monty Python's Life of Brian (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Life%20of%20Brian%20(1979)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+155|Dirty Dancing (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Dirty%20Dancing%20(1987)|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0|0|0
+156|Reservoir Dogs (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Reservoir%20Dogs%20(1992)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+157|Platoon (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Platoon%20(1986)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+158|Weekend at Bernie's (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Weekend%20at%20Bernie's%20(1989)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+159|Basic Instinct (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Basic%20Instinct%20(1992)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+160|Glengarry Glen Ross (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Glengarry%20Glen%20Ross%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+161|Top Gun (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Top%20Gun%20(1986)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+162|On Golden Pond (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?On%20Golden%20Pond%20(1981)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+163|Return of the Pink Panther, The (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Return%20of%20the%20Pink%20Panther,%20The%20(1974)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+164|Abyss, The (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Abyss,%20The%20(1989)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+165|Jean de Florette (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Jean%20de%20Florette%20(1986)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+166|Manon of the Spring (Manon des sources) (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Manon%20des%20sources%20(1986)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+167|Private Benjamin (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Private%20Benjamin%20(1980)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+168|Monty Python and the Holy Grail (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Monty%20Python%20and%20the%20Holy%20Grail%20(1974)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+169|Wrong Trousers, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Wrong%20Trousers,%20The%20(1993)|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+170|Cinema Paradiso (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Nuovo%20cinema%20Paradiso%20(1988)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|1|0|0|0|0
+171|Delicatessen (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Delicatessen%20(1991)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+172|Empire Strikes Back, The (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Empire%20Strikes%20Back,%20The%20(1980)|0|1|1|0|0|0|0|0|1|0|0|0|0|0|1|1|0|1|0
+173|Princess Bride, The (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Princess%20Bride,%20The%20(1987)|0|1|1|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+174|Raiders of the Lost Ark (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Raiders%20of%20the%20Lost%20Ark%20(1981)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+175|Brazil (1985)|01-Jan-1985||http://us.imdb.com/M/title-exact?Brazil%20(1985)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+176|Aliens (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Aliens%20(1986)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|1|0
+177|Good, The Bad and The Ugly, The (1966)|01-Jan-1966||http://us.imdb.com/M/title-exact?Buono,%20il%20brutto,%20il%20cattivo,%20Il%20(1966)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+178|12 Angry Men (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?12%20Angry%20Men%20(1957)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+179|Clockwork Orange, A (1971)|01-Jan-1971||http://us.imdb.com/M/title-exact?Clockwork%20Orange,%20A%20(1971)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+180|Apocalypse Now (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Apocalypse%20Now%20(1979)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+181|Return of the Jedi (1983)|14-Mar-1997||http://us.imdb.com/M/title-exact?Return%20of%20the%20Jedi%20(1983)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|1|1|0|1|0
+182|GoodFellas (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?GoodFellas%20(1990)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+183|Alien (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Alien%20(1979)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|1|1|0|0
+184|Army of Darkness (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Army%20of%20Darkness%20(1993)|0|1|1|0|0|1|0|0|0|0|0|1|0|0|0|1|0|0|0
+185|Psycho (1960)|01-Jan-1960||http://us.imdb.com/M/title-exact?Psycho%20(1960)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|1|0|0
+186|Blues Brothers, The (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Blues%20Brothers,%20The%20(1980)|0|1|0|0|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+187|Godfather: Part II, The (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Godfather:%20Part%20II,%20The%20(1974)|0|1|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+188|Full Metal Jacket (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Full%20Metal%20Jacket%20(1987)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+189|Grand Day Out, A (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Grand%20Day%20Out,%20A%20(1992)|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+190|Henry V (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Henry%20V%20(1989)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+191|Amadeus (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Amadeus%20(1984)|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0|0|0|0
+192|Raging Bull (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Raging%20Bull%20(1980)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+193|Right Stuff, The (1983)|01-Jan-1983||http://us.imdb.com/M/title-exact?Right%20Stuff,%20The%20(1983)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+194|Sting, The (1973)|01-Jan-1973||http://us.imdb.com/M/title-exact?Sting,%20The%20(1973)|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+195|Terminator, The (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Terminator,%20The%20(1984)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+196|Dead Poets Society (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Dead%20Poets%20Society%20(1989)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+197|Graduate, The (1967)|01-Jan-1967||http://us.imdb.com/M/title-exact?Graduate,%20The%20(1967)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+198|Nikita (La Femme Nikita) (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Nikita%20(1990)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+199|Bridge on the River Kwai, The (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?Bridge%20on%20the%20River%20Kwai,%20The%20(1957)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+200|Shining, The (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Shining,%20The%20(1980)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+201|Evil Dead II (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Evil%20Dead%20II%20(1987)|0|1|1|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+202|Groundhog Day (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Groundhog%20Day%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+203|Unforgiven (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Unforgiven%20(1992)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+204|Back to the Future (1985)|01-Jan-1985||http://us.imdb.com/M/title-exact?Back%20to%20the%20Future%20(1985)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+205|Patton (1970)|01-Jan-1970||http://us.imdb.com/M/title-exact?Patton%20(1970)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+206|Akira (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Akira%20(1988)|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+207|Cyrano de Bergerac (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Cyrano%20de%20Bergerac%20(1990)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+208|Young Frankenstein (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Young%20Frankenstein%20(1974)|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+209|This Is Spinal Tap (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?This%20Is%20Spinal%20Tap%20(1984)|0|0|0|0|0|1|0|0|1|0|0|0|1|0|0|0|0|0|0
+210|Indiana Jones and the Last Crusade (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Indiana%20Jones%20and%20the%20Last%20Crusade%20(1989)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+211|M*A*S*H (1970)|01-Jan-1970||http://us.imdb.com/M/title-exact?MASH%20(1970)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+212|Unbearable Lightness of Being, The (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Unbearable%20Lightness%20of%20Being,%20The%20(1988)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+213|Room with a View, A (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Room%20with%20a%20View,%20A%20(1986)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+214|Pink Floyd - The Wall (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Pink%20Floyd%20-%20The%20Wall%20(1982)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|1|0
+215|Field of Dreams (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Field%20of%20Dreams%20(1989)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+216|When Harry Met Sally... (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?When%20Harry%20Met%20Sally...%20(1989)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+217|Bram Stoker's Dracula (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Bram%20Stoker's%20Dracula%20(1992)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0
+218|Cape Fear (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Cape%20Fear%20(1991)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+219|Nightmare on Elm Street, A (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Nightmare%20on%20Elm%20Street,%20A%20(1984)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+220|Mirror Has Two Faces, The (1996)|15-Nov-1996||http://us.imdb.com/M/title-exact?Mirror%20Has%20Two%20Faces,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+221|Breaking the Waves (1996)|15-Nov-1996||http://us.imdb.com/M/title-exact?Breaking%20the%20Waves%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+222|Star Trek: First Contact (1996)|22-Nov-1996||http://us.imdb.com/M/title-exact?Star%20Trek:%20First%20Contact%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+223|Sling Blade (1996)|22-Nov-1996||http://us.imdb.com/M/title-exact?Sling%20Blade%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+224|Ridicule (1996)|27-Nov-1996||http://us.imdb.com/M/title-exact?Ridicule%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+225|101 Dalmatians (1996)|27-Nov-1996||http://us.imdb.com/M/title-exact?101%20Dalmatians%20(1996)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+226|Die Hard 2 (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Die%20Hard%202%20(1990)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+227|Star Trek VI: The Undiscovered Country (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Star%20Trek%20VI:%20The%20Undiscovered%20Country%20(1991)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+228|Star Trek: The Wrath of Khan (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Star%20Trek:%20The%20Wrath%20of%20Khan%20(1982)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+229|Star Trek III: The Search for Spock (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Star%20Trek%20III:%20The%20Search%20for%20Spock%20(1984)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+230|Star Trek IV: The Voyage Home (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Star%20Trek%20IV:%20The%20Voyage%20Home%20(1986)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+231|Batman Returns (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Batman%20Returns%20(1992)|0|1|1|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+232|Young Guns (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Young%20Guns%20(1988)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1
+233|Under Siege (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Under%20Siege%20(1992)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+234|Jaws (1975)|01-Jan-1975||http://us.imdb.com/M/title-exact?Jaws%20(1975)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+235|Mars Attacks! (1996)|13-Dec-1996||http://us.imdb.com/M/title-exact?Mars%20Attacks!%20(1996)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|1|0
+236|Citizen Ruth (1996)|13-Dec-1996||http://us.imdb.com/M/title-exact?Citizen%20Ruth%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+237|Jerry Maguire (1996)|13-Dec-1996||http://us.imdb.com/M/title-exact?Jerry%20Maguire%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+238|Raising Arizona (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Raising%20Arizona%20(1987)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+239|Sneakers (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Sneakers%20(1992)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|1|0|0|0
+240|Beavis and Butt-head Do America (1996)|20-Dec-1996||http://us.imdb.com/M/title-exact?Beavis%20and%20Butt-head%20Do%20America%20(1996)|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+241|Last of the Mohicans, The (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Last%20of%20the%20Mohicans,%20The%20(1992)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0
+242|Kolya (1996)|24-Jan-1997||http://us.imdb.com/M/title-exact?Kolya%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+243|Jungle2Jungle (1997)|07-Mar-1997||http://us.imdb.com/M/title-exact?Jungle2Jungle%20(1997)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+244|Smilla's Sense of Snow (1997)|14-Mar-1997||http://us.imdb.com/M/title-exact?Smilla%27s%20Sense%20of%20Snow%20(1997)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+245|Devil's Own, The (1997)|26-Mar-1997||http://us.imdb.com/M/title-exact?Devil%27s%20Own%2C%20The%20(1997)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|1|0
+246|Chasing Amy (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Chasing+Amy+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+247|Turbo: A Power Rangers Movie (1997)|28-Mar-1997||http://us.imdb.com/M/title-exact?Turbo%3A%20A%20Power%20Rangers%20Movie%20%281997%29|0|1|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+248|Grosse Pointe Blank (1997)|11-Apr-1997||http://us.imdb.com/M/title-exact?Grosse%20Pointe%20Blank%20%281997%29|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+249|Austin Powers: International Man of Mystery (1997)|02-May-1997||http://us.imdb.com/M/title-exact?Austin%20Powers%3A%20International%20Man%20of%20Mystery%20%281997%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+250|Fifth Element, The (1997)|09-May-1997||http://us.imdb.com/M/title-exact?Fifth%20Element%2C%20The%20%281997%29|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+251|Shall We Dance? (1996)|11-Jul-1997||http://us.imdb.com/M/title-exact?Shall%20we%20DANSU%3F%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+252|Lost World: Jurassic Park, The (1997)|23-May-1997||http://us.imdb.com/M/title-exact?Lost%20World%3A%20Jurassic%20Park%2C%20The%20%281997%29|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+253|Pillow Book, The (1995)|13-Jun-1997||http://us.imdb.com/M/title-exact?Pillow%20Book%2C%20The%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+254|Batman & Robin (1997)|20-Jun-1997||http://us.imdb.com/M/title-exact?Batman+%26+Robin+(1997)|0|1|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+255|My Best Friend's Wedding (1997)|20-Jun-1997||http://us.imdb.com/M/title-exact?My+Best+Friend%27s+Wedding+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+257|Men in Black (1997)|04-Jul-1997||http://us.imdb.com/M/title-exact?Men+in+Black+(1997)|0|1|1|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
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+261|Air Bud (1997)|01-Aug-1997||http://us.imdb.com/M/title-exact?Air+Bud+(1997)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+263|Steel (1997)|15-Aug-1997||http://us.imdb.com/M/title-exact?Steel+(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+266|Kull the Conqueror (1997)|29-Aug-1997||http://us.imdb.com/M/title-exact?Kull+the+Conqueror+(1997)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+268|Chasing Amy (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Chasing+Amy+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
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+270|Gattaca (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Gattaca+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|1|1|0|0
+271|Starship Troopers (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Starship+Troopers+(1997)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0
+272|Good Will Hunting (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-119217|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+273|Heat (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Heat%20(1995)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+274|Sabrina (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Sabrina%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+275|Sense and Sensibility (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Sense%20and%20Sensibility%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+276|Leaving Las Vegas (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Leaving%20Las%20Vegas%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+277|Restoration (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Restoration%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+278|Bed of Roses (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Bed%20of%20Roses%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+279|Once Upon a Time... When We Were Colored (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Once%20Upon%20a%20Time... When%20We%20Were%20Colored%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+280|Up Close and Personal (1996)|01-Mar-1996||http://us.imdb.com/M/title-exact?Up%20Close%20and%20Personal%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+281|River Wild, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?River%20Wild,%20The%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+282|Time to Kill, A (1996)|13-Jul-1996||http://us.imdb.com/M/title-exact?Time%20to%20Kill,%20A%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+283|Emma (1996)|02-Aug-1996||http://us.imdb.com/M/title-exact?Emma%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+284|Tin Cup (1996)|16-Aug-1996||http://us.imdb.com/M/title-exact?Tin%20Cup%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+285|Secrets & Lies (1996)|04-Oct-1996||http://us.imdb.com/M/title-exact?Secrets%20&%20Lies%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+286|English Patient, The (1996)|15-Nov-1996||http://us.imdb.com/M/title-exact?English%20Patient,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|1|0
+287|Marvin's Room (1996)|18-Dec-1996||http://us.imdb.com/M/title-exact?Marvin's%20Room%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+288|Scream (1996)|20-Dec-1996||http://us.imdb.com/M/title-exact?Scream%20(1996)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0
+289|Evita (1996)|25-Dec-1996||http://us.imdb.com/M/title-exact?Evita%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+290|Fierce Creatures (1997)|10-Jan-1997||http://us.imdb.com/M/title-exact?Fierce%20Creatures%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+291|Absolute Power (1997)|14-Feb-1997||http://us.imdb.com/M/title-exact?Absolute%20Power%20(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+292|Rosewood (1997)|21-Feb-1997||http://us.imdb.com/M/title-exact?Rosewood%20(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+293|Donnie Brasco (1997)|28-Feb-1997||http://us.imdb.com/M/title-exact?Donnie%20Brasco%20(1997)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+294|Liar Liar (1997)|21-Mar-1997||http://us.imdb.com/Title?Liar+Liar+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+295|Breakdown (1997)|02-May-1997||http://us.imdb.com/M/title-exact?Breakdown%20%281997%29|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+296|Promesse, La (1996)|16-May-1997||http://us.imdb.com/M/title-exact?Promesse%2C%20La%20%281996%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+297|Ulee's Gold (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Ulee%27s+Gold+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+298|Face/Off (1997)|27-Jun-1997||http://us.imdb.com/M/title-exact?Face/Off+(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+299|Hoodlum (1997)|22-Aug-1997||http://us.imdb.com/M/title-exact?Hoodlum+(1997)|0|0|0|0|0|0|1|0|1|0|1|0|0|0|0|0|0|0|0
+300|Air Force One (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Air+Force+One+(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+301|In & Out (1997)|19-Sep-1997||http://us.imdb.com/Title?In+%26+Out+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+302|L.A. Confidential (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?L%2EA%2E+Confidential+(1997)|0|0|0|0|0|0|1|0|0|0|1|0|0|1|0|0|1|0|0
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+304|Fly Away Home (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?Fly%20Away%20Home%20(1996)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+305|Ice Storm, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Ice+Storm%2C+The+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+306|Mrs. Brown (Her Majesty, Mrs. Brown) (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Her+Majesty%2C+Mrs%2E+Brown+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
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+308|FairyTale: A True Story (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Fairytale:+A+True+Story+(1997)|0|0|0|0|1|0|0|0|1|1|0|0|0|0|0|0|0|0|0
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+310|Rainmaker, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Rainmaker,+The+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+313|Titanic (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-120338|0|1|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+314|3 Ninjas: High Noon At Mega Mountain (1998)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-118539|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+315|Apt Pupil (1998)|23-Oct-1998||http://us.imdb.com/Title?Apt+Pupil+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+316|As Good As It Gets (1997)|23-Dec-1997||http://us.imdb.com/Title?As+Good+As+It+Gets+(1997)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+317|In the Name of the Father (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?In%20the%20Name%20of%20the%20Father%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+319|Everyone Says I Love You (1996)|06-Dec-1996||http://us.imdb.com/M/title-exact?Everyone%20Says%20I%20Love%20You%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|1|0|1|0|0|0|0
+320|Paradise Lost: The Child Murders at Robin Hood Hills (1996)|06-Dec-1996||http://us.imdb.com/M/title-exact?Paradise%20Lost%3a%20The%20Child%20Murders%20at%20Robin%20Hood%20Hills%20(1996)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
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+322|Murder at 1600 (1997)|18-Apr-1997||http://us.imdb.com/M/title-exact?Murder%20at%201600%20(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+323|Dante's Peak (1997)|07-Feb-1997||http://us.imdb.com/M/title-exact?Dante's%20Peak%20(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+324|Lost Highway (1997)|21-Feb-1997||http://us.imdb.com/Title?Lost+Highway+(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0
+325|Crash (1996)|21-Mar-1997||http://us.imdb.com/M/title-exact?Crash%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+326|G.I. Jane (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?G%2EI%2E+Jane+(1997)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+327|Cop Land (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Cop+Land+(1997)|0|0|0|0|0|0|1|0|1|0|0|0|0|1|0|0|0|0|0
+328|Conspiracy Theory (1997)|08-Aug-1997||http://us.imdb.com/M/title-exact?Conspiracy+Theory+(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|1|1|0|1|0|0
+329|Desperate Measures (1998)|30-Jan-1998||http://us.imdb.com/Title?Desperate+Measures+(1998)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+330|187 (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?187+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+334|U Turn (1997)|01-Jan-1997||http://us.imdb.com/Title?U+Turn+(1997)|0|1|0|0|0|0|1|0|0|0|0|0|0|1|0|0|0|0|0
+335|How to Be a Player (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?How+to+Be+a+Player+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+336|Playing God (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Playing+God+(1997)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+337|House of Yes, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?House+of+Yes,+The+(1997)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|1|0|0
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+339|Mad City (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Mad+City+(1997)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+340|Boogie Nights (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Boogie+Nights+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+341|Critical Care (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Critical+Care+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+342|Man Who Knew Too Little, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Man+Who+Knew+Too+Little%2C+The+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0|0|0|0
+343|Alien: Resurrection (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Alien%3A+Resurrection+(1997)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0
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+345|Deconstructing Harry (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-118954|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+346|Jackie Brown (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-119396|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+347|Wag the Dog (1997)|09-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-120885|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+348|Desperate Measures (1998)|30-Jan-1998||http://us.imdb.com/Title?Desperate+Measures+(1998)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+349|Hard Rain (1998)|16-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-120696|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+350|Fallen (1998)|16-Jan-1998||http://us.imdb.com/Title?Fallen+(1998)|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+351|Prophecy II, The (1998)|16-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-119959|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+352|Spice World (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-120185|0|0|0|0|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+353|Deep Rising (1998)|30-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-118956|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0
+354|Wedding Singer, The (1998)|13-Feb-1998||http://us.imdb.com/M/title-exact?Wedding+Singer%2C+The+(1998)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+356|Client, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Client,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0|1|0|0
+357|One Flew Over the Cuckoo's Nest (1975)|01-Jan-1975||http://us.imdb.com/M/title-exact?One%20Flew%20Over%20the%20Cuckoo's%20Nest%20(1975)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+363|Sudden Death (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Sudden%20Death%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+364|Ace Ventura: When Nature Calls (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Ace%20Ventura:%20When%20Nature%20Calls%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+366|Dangerous Minds (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Dangerous%20Minds%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+367|Clueless (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Clueless%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+369|Black Sheep (1996)|02-Feb-1996||http://us.imdb.com/M/title-exact?Black%20Sheep%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+370|Mary Reilly (1996)|23-Feb-1996||http://us.imdb.com/M/title-exact?Mary%20Reilly%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
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+375|Showgirls (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Showgirls%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+376|Houseguest (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Houseguest%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+377|Heavyweights (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Heavyweights%20(1994)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+378|Miracle on 34th Street (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Miracle%20on%2034th%20Street%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+379|Tales From the Crypt Presents: Demon Knight (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Tales%20From%20the%20Crypt%20Presents:%20Demon%20Knight%20(1995)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
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+388|Beverly Hills Cop III (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Beverly%20Hills%20Cop%20III%20(1994)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+397|Striking Distance (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Striking%20Distance%20(1993)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+398|Super Mario Bros. (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Super%20Mario%20Bros.%20(1993)|0|1|1|0|1|0|0|0|0|0|0|0|0|0|0|1|0|0|0
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+450|Star Trek V: The Final Frontier (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Star%20Trek%20V:%20The%20Final%20Frontier%20(1989)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+451|Grease (1978)|01-Jan-1978||http://us.imdb.com/M/title-exact?Grease%20(1978)|0|0|0|0|0|1|0|0|0|0|0|0|1|0|1|0|0|0|0
+452|Jaws 2 (1978)|01-Jan-1978||http://us.imdb.com/M/title-exact?Jaws%202%20(1978)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+453|Jaws 3-D (1983)|01-Jan-1983||http://us.imdb.com/M/title-exact?Jaws%203-D%20(1983)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+454|Bastard Out of Carolina (1996)|15-Dec-1996||http://us.imdb.com/M/title-exact?Bastard%20Out%20of%20Carolina%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+455|Jackie Chan's First Strike (1996)|10-Jan-1997||http://us.imdb.com/M/title-exact?Police%20Story%204:%20First%20Strike%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+456|Beverly Hills Ninja (1997)|17-Jan-1997||http://us.imdb.com/M/title-exact?Beverly%20Hills%20Ninja%20(1997)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+457|Free Willy 3: The Rescue (1997)|08-Aug-1997||http://us.imdb.com/M/title-exact?Free+Willy+3%3A+The+Rescue+(1997)|0|0|1|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+458|Nixon (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Nixon%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+459|Cry, the Beloved Country (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Cry,%20the%20Beloved%20Country%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+460|Crossing Guard, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Crossing%20Guard,%20The%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+461|Smoke (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Smoke%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+462|Like Water For Chocolate (Como agua para chocolate) (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Como%20agua%20para%20chocolate%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+463|Secret of Roan Inish, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Secret%20of%20Roan%20Inish,%20The%20(1994)|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+464|Vanya on 42nd Street (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Vanya%20on%2042nd%20Street%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+465|Jungle Book, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Jungle%20Book,%20The%20(1994)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+466|Red Rock West (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Red%20Rock%20West%20(1992)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+467|Bronx Tale, A (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Bronx%20Tale,%20A%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+469|Short Cuts (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Short%20Cuts%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+470|Tombstone (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Tombstone%20(1993)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+471|Courage Under Fire (1996)|08-Mar-1996||http://us.imdb.com/M/title-exact?Courage%20Under%20Fire%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+472|Dragonheart (1996)|31-May-1996||http://us.imdb.com/M/title-exact?Dragonheart%20(1996)|0|1|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+473|James and the Giant Peach (1996)|12-Apr-1996||http://us.imdb.com/M/title-exact?James%20and%20the%20Giant%20Peach%20(1996)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+474|Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963)|01-Jan-1963||http://us.imdb.com/M/title-exact?Dr.%20Strangelove%20or:%20How%20I%20Learned%20to%20Stop%20Worrying%20and%20Love%20the%20Bomb%20(1963)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0
+475|Trainspotting (1996)|19-Jul-1996||http://us.imdb.com/Title?Trainspotting+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+476|First Wives Club, The (1996)|14-Sep-1996||http://us.imdb.com/M/title-exact?First%20Wives%20Club,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+477|Matilda (1996)|02-Aug-1996||http://us.imdb.com/M/title-exact?Matilda%20(1996)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+478|Philadelphia Story, The (1940)|01-Jan-1940||http://us.imdb.com/M/title-exact?Philadelphia%20Story,%20The%20(1940)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+479|Vertigo (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Vertigo%20(1958)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+480|North by Northwest (1959)|01-Jan-1959||http://us.imdb.com/M/title-exact?North%20by%20Northwest%20(1959)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|1|0|0
+481|Apartment, The (1960)|01-Jan-1960||http://us.imdb.com/M/title-exact?Apartment,%20The%20(1960)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+482|Some Like It Hot (1959)|01-Jan-1959||http://us.imdb.com/M/title-exact?Some%20Like%20It%20Hot%20(1959)|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+483|Casablanca (1942)|01-Jan-1942||http://us.imdb.com/M/title-exact?Casablanca%20(1942)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|1|0
+484|Maltese Falcon, The (1941)|01-Jan-1941||http://us.imdb.com/M/title-exact?Maltese%20Falcon,%20The%20(1941)|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0|0
+485|My Fair Lady (1964)|01-Jan-1964||http://us.imdb.com/M/title-exact?My%20Fair%20Lady%20(1964)|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0|0|0
+486|Sabrina (1954)|01-Jan-1954||http://us.imdb.com/M/title-exact?Sabrina%20(1954)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+487|Roman Holiday (1953)|01-Jan-1953||http://us.imdb.com/M/title-exact?Roman%20Holiday%20(1953)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+488|Sunset Blvd. (1950)|01-Jan-1950||http://us.imdb.com/M/title-exact?Sunset%20Boulevard%20(1950)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0
+489|Notorious (1946)|01-Jan-1946||http://us.imdb.com/M/title-exact?Notorious%20(1946)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|1|0|1|0|0
+490|To Catch a Thief (1955)|01-Jan-1955||http://us.imdb.com/M/title-exact?To%20Catch%20a%20Thief%20(1955)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|1|0|0
+491|Adventures of Robin Hood, The (1938)|01-Jan-1938||http://us.imdb.com/M/title-exact?Adventures%20of%20Robin%20Hood,%20The%20(1938)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+492|East of Eden (1955)|01-Jan-1955||http://us.imdb.com/M/title-exact?East%20of%20Eden%20(1955)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+493|Thin Man, The (1934)|01-Jan-1934||http://us.imdb.com/M/title-exact?Thin%20Man,%20The%20(1934)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0
+494|His Girl Friday (1940)|01-Jan-1940||http://us.imdb.com/M/title-exact?His%20Girl%20Friday%20(1940)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+495|Around the World in 80 Days (1956)|01-Jan-1956||http://us.imdb.com/M/title-exact?Around%20the%20World%20in%2080%20Days%20(1956)|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+496|It's a Wonderful Life (1946)|01-Jan-1946||http://us.imdb.com/M/title-exact?It's%20a%20Wonderful%20Life%20(1946)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+497|Bringing Up Baby (1938)|01-Jan-1938||http://us.imdb.com/M/title-exact?Bringing%20Up%20Baby%20(1938)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+498|African Queen, The (1951)|01-Jan-1951||http://us.imdb.com/M/title-exact?African%20Queen,%20The%20(1951)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0
+499|Cat on a Hot Tin Roof (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Cat%20on%20a%20Hot%20Tin%20Roof%20(1958)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+500|Fly Away Home (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?Fly%20Away%20Home%20(1996)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+501|Dumbo (1941)|01-Jan-1941||http://us.imdb.com/M/title-exact?Dumbo%20(1941)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+502|Bananas (1971)|01-Jan-1971||http://us.imdb.com/M/title-exact?Bananas%20(1971)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+503|Candidate, The (1972)|01-Jan-1972||http://us.imdb.com/M/title-exact?Candidate,%20The%20(1972)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+504|Bonnie and Clyde (1967)|01-Jan-1967||http://us.imdb.com/M/title-exact?Bonnie%20and%20Clyde%20(1967)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+505|Dial M for Murder (1954)|01-Jan-1954||http://us.imdb.com/M/title-exact?Dial%20M%20for%20Murder%20(1954)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+506|Rebel Without a Cause (1955)|01-Jan-1955||http://us.imdb.com/M/title-exact?Rebel%20Without%20a%20Cause%20(1955)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+507|Streetcar Named Desire, A (1951)|01-Jan-1951||http://us.imdb.com/M/title-exact?Streetcar%20Named%20Desire,%20A%20(1951)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+508|People vs. Larry Flynt, The (1996)|27-Dec-1996||http://us.imdb.com/M/title-exact?People%20vs.%20Larry%20Flynt,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+509|My Left Foot (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?My%20Left%20Foot%20(1989)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+511|Lawrence of Arabia (1962)|01-Jan-1962||http://us.imdb.com/M/title-exact?Lawrence%20of%20Arabia%20(1962)|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0
+512|Wings of Desire (1987)|01-Jan-1987||http://us.imdb.com/Title?Himmel+%FCber+Berlin,+Der+(1987)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|1|0|0|0|0
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+515|Boot, Das (1981)|04-Apr-1997||http://us.imdb.com/M/title-exact?Boot,%20Das%20(1981)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+516|Local Hero (1983)|01-Jan-1983||http://us.imdb.com/M/title-exact?Local%20Hero%20(1983)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+523|Cool Hand Luke (1967)|01-Jan-1967||http://us.imdb.com/M/title-exact?Cool%20Hand%20Luke%20(1967)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
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+527|Gandhi (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Gandhi%20(1982)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+528|Killing Fields, The (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Killing%20Fields,%20The%20(1984)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
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+531|Shine (1996)|22-Nov-1996||http://us.imdb.com/M/title-exact?Shine%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+532|Kama Sutra: A Tale of Love (1996)|07-Mar-1997||http://us.imdb.com/M/title-exact?Kama%20Sutra%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+533|Daytrippers, The (1996)|21-Mar-1997||http://us.imdb.com/M/title-exact?Daytrippers%2C%20The%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0
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+535|Addicted to Love (1997)|23-May-1997||http://us.imdb.com/M/title-exact?Addicted%20to%20Love%20%281997%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+538|Anastasia (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Anastasia+(1997)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
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+540|Money Train (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Money%20Train%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+541|Mortal Kombat (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Mortal%20Kombat%20(1995)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+542|Pocahontas (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Pocahontas%20(1995)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|1|0|0|0|0
+543|Mis�rables, Les (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Mis%E9rables%2C%20Les%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+544|Things to Do in Denver when You're Dead (1995)|02-Feb-1996||http://us.imdb.com/M/title-exact?Things%20to%20Do%20in%20Denver%20when%20You're%20Dead%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|1|0|0|0|0
+545|Vampire in Brooklyn (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Vampire%20in%20Brooklyn%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+546|Broken Arrow (1996)|09-Feb-1996||http://us.imdb.com/M/title-exact?Broken%20Arrow%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+547|Young Poisoner's Handbook, The (1995)|23-Feb-1996||http://us.imdb.com/M/title-exact?Young%20Poisoner's%20Handbook,%20The%20(1995)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+548|NeverEnding Story III, The (1994)|02-Feb-1996||http://us.imdb.com/M/title-exact?NeverEnding%20Story%20III,%20The%20(1994)|0|0|0|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+549|Rob Roy (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Rob%20Roy%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|1|0
+550|Die Hard: With a Vengeance (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Die%20Hard:%20With%20a%20Vengeance%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+551|Lord of Illusions (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Lord%20of%20Illusions%20(1995)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+552|Species (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Species%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+553|Walk in the Clouds, A (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Walk%20in%20the%20Clouds,%20A%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+554|Waterworld (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Waterworld%20(1995)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+555|White Man's Burden (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?White%20Man's%20Burden%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+556|Wild Bill (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Wild%20Bill%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+557|Farinelli: il castrato (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Farinelli:%20il%20castrato%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+558|Heavenly Creatures (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Heavenly%20Creatures%20(1994)|0|0|0|0|0|0|0|0|1|1|0|0|0|0|0|0|1|0|0
+559|Interview with the Vampire (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Interview%20with%20the%20Vampire%20(1994)|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0
+560|Kid in King Arthur's Court, A (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Kid%20in%20King%20Arthur's%20Court,%20A%20(1995)|0|0|1|0|1|1|0|0|0|1|0|0|0|0|1|1|0|0|0
+561|Mary Shelley's Frankenstein (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Mary%20Shelley's%20Frankenstein%20(1994)|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0
+562|Quick and the Dead, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Quick%20and%20the%20Dead,%20The%20(1995)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+563|Stephen King's The Langoliers (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?%22Langoliers,%20The%22%20(1995)%20(mini)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+564|Tales from the Hood (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Tales%20from%20the%20Hood%20(1995)|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+565|Village of the Damned (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Village%20of%20the%20Damned%20(1995)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0
+566|Clear and Present Danger (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Clear%20and%20Present%20Danger%20(1994)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+567|Wes Craven's New Nightmare (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Wes%20Craven's%20New%20Nightmare%20(1994)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+568|Speed (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Speed%20(1994/I)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0
+569|Wolf (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Wolf%20(1994)|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0
+570|Wyatt Earp (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Wyatt%20Earp%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+571|Another Stakeout (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Another%20Stakeout%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|1|0|0
+572|Blown Away (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Blown%20Away%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+573|Body Snatchers (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Body%20Snatchers%20(1993)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|1|1|0|0
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+575|City Slickers II: The Legend of Curly's Gold (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?City%20Slickers%20II:%20The%20Legend%20of%20Curly's%20Gold%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1
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+577|Coneheads (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Coneheads%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+578|Demolition Man (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Demolition%20Man%20(1993)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
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+580|Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Englishman%20Who%20Went%20Up%20a%20Hill,%20But%20Came%20Down%20a%20Mountain,%20The%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+583|Romeo Is Bleeding (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Romeo%20Is%20Bleeding%20(1993)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
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+586|Terminal Velocity (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Terminal%20Velocity%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+636|Escape from New York (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Escape%20from%20New%20York%20(1981)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
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+639|Tin Drum, The (Blechtrommel, Die) (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Blechtrommel,%20Die%20(1979)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+640|Cook the Thief His Wife & Her Lover, The (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Cook%20the%20Thief%20His%20Wife%20&%20Her%20Lover,%20The%20(1989)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+641|Paths of Glory (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?Paths%20of%20Glory%20(1957)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+642|Grifters, The (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Grifters,%20The%20(1990)|0|0|0|0|0|0|1|0|1|0|1|0|0|0|0|0|0|0|0
+643|The Innocent (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Innocent,%20The%20(1994)%20(TV)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+644|Thin Blue Line, The (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Thin%20Blue%20Line,%20The%20(1988)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+645|Paris Is Burning (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Paris%20Is%20Burning%20(1990)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+646|Once Upon a Time in the West (1969)|01-Jan-1969||http://us.imdb.com/M/title-exact?C'era%20una%20volta%20il%20west%20(1969)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+647|Ran (1985)|01-Jan-1985||http://us.imdb.com/M/title-exact?Ran%20(1985)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+648|Quiet Man, The (1952)|01-Jan-1952||http://us.imdb.com/M/title-exact?Quiet%20Man,%20The%20(1952)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+649|Once Upon a Time in America (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Once%20Upon%20a%20Time%20in%20America%20(1984)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+650|Seventh Seal, The (Sjunde inseglet, Det) (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?Sjunde%20inseglet,%20Det%20(1957)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+651|Glory (1989)|01-Jan-1989||http://us.imdb.com/M/title-exact?Glory%20(1989)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+652|Rosencrantz and Guildenstern Are Dead (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Rosencrantz%20and%20Guildenstern%20Are%20Dead%20(1990)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+653|Touch of Evil (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Touch%20of%20Evil%20(1958)|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|1|0|0
+654|Chinatown (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Chinatown%20(1974)|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|1|0|0
+655|Stand by Me (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Stand%20by%20Me%20(1986)|0|0|1|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+656|M (1931)|01-Jan-1931||http://us.imdb.com/M/title-exact?M%20(1931)|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|1|0|0
+657|Manchurian Candidate, The (1962)|01-Jan-1962||http://us.imdb.com/M/title-exact?Manchurian%20Candidate,%20The%20(1962)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0
+658|Pump Up the Volume (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Pump%20Up%20the%20Volume%20(1990)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+659|Arsenic and Old Lace (1944)|01-Jan-1944||http://us.imdb.com/M/title-exact?Arsenic%20and%20Old%20Lace%20(1944)|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0|1|0|0
+660|Fried Green Tomatoes (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Fried%20Green%20Tomatoes%20at%20the%20Whistle%20Stop%20Cafe%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+661|High Noon (1952)|01-Jan-1952||http://us.imdb.com/M/title-exact?High%20Noon%20(1952)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+662|Somewhere in Time (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Somewhere%20in%20Time%20(1980)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+663|Being There (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Being%20There%20(1979)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+664|Paris, Texas (1984)|01-Jan-1984||http://us.imdb.com/M/title-exact?Paris,%20Texas%20(1984)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+665|Alien 3 (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Alien%203%20(1992)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|1|1|0|0
+666|Blood For Dracula (Andy Warhol's Dracula) (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Andy%20Warhol's%20Dracula%20(1974)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+667|Audrey Rose (1977)|01-Jan-1977||http://us.imdb.com/M/title-exact?Audrey%20Rose%20(1977)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+668|Blood Beach (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Blood%20Beach%20(1981)|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+669|Body Parts (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Body%20Parts%20(1991)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+670|Body Snatchers (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Body%20Snatchers%20(1993)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|1|1|0|0
+671|Bride of Frankenstein (1935)|01-Jan-1935||http://us.imdb.com/M/title-exact?Bride%20of%20Frankenstein%20(1935)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+672|Candyman (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Candyman%20(1992)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+673|Cape Fear (1962)|01-Jan-1962||http://us.imdb.com/M/title-exact?Cape%20Fear%20(1962)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0
+674|Cat People (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Cat%20People%20(1982)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+675|Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)|01-Jan-1922||http://us.imdb.com/M/title-exact?Nosferatu,%20eine%20Symphonie%20des%20Grauens%20(1922)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+676|Crucible, The (1996)|27-Nov-1996||http://us.imdb.com/M/title-exact?Crucible,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+677|Fire on the Mountain (1996)|24-Jan-1997||http://us.imdb.com/M/title-exact?Fire%20on%20the%20Mountain%20(1996)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+678|Volcano (1997)|25-Apr-1997||http://us.imdb.com/M/title-exact?Volcano%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+679|Conan the Barbarian (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Conan+the+Barbarian+(1981)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+680|Kull the Conqueror (1997)|29-Aug-1997||http://us.imdb.com/M/title-exact?Kull+the+Conqueror+(1997)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+681|Wishmaster (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Wishmaster+(1997)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+682|I Know What You Did Last Summer (1997)|17-Oct-1997||http://us.imdb.com/M/title-exact?I+Know+What+You+Did+Last+Summer+(1997)|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0|1|0|0
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+684|In the Line of Fire (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?In%20the%20Line%20of%20Fire%20(1993)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+685|Executive Decision (1996)|09-Mar-1996||http://us.imdb.com/M/title-exact?Executive%20Decision%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+686|Perfect World, A (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Perfect%20World,%20A%20(1993)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+687|McHale's Navy (1997)|18-Apr-1997||http://us.imdb.com/M/title-exact?McHale's%20Navy%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+688|Leave It to Beaver (1997)|22-Aug-1997||http://us.imdb.com/M/title-exact?Leave+It+To+Beaver+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+689|Jackal, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Jackal%2C+The+(1997)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+690|Seven Years in Tibet (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Seven+Years+in+Tibet+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
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+692|American President, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?American%20President,%20The%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|1|0|0|0|0
+693|Casino (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Casino%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+694|Persuasion (1995)|25-Sep-1995||http://us.imdb.com/Title?Persuasion+(1995/I)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+695|Kicking and Screaming (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Kicking%20and%20Screaming%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+696|City Hall (1996)|16-Feb-1996||http://us.imdb.com/M/title-exact?City%20Hall%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+697|Basketball Diaries, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Basketball%20Diaries,%20The%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+698|Browning Version, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Browning%20Version,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+699|Little Women (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Little%20Women%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+700|Miami Rhapsody (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Miami%20Rhapsody%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+701|Wonderful, Horrible Life of Leni Riefenstahl, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Macht%20der%20Bilder:%20Leni%20Riefenstahl,%20Die%20(1993)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+702|Barcelona (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Barcelona%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+703|Widows' Peak (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Widows'%20Peak%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+704|House of the Spirits, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?House%20of%20the%20Spirits,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+705|Singin' in the Rain (1952)|01-Jan-1952||http://us.imdb.com/M/title-exact?Singin'%20in%20the%20Rain%20(1952)|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0|0|0
+706|Bad Moon (1996)|01-Nov-1996||http://us.imdb.com/M/title-exact?Bad%20Moon%20(1996)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+707|Enchanted April (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Enchanted%20April%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+710|Better Off Dead... (1985)|01-Jan-1985||http://us.imdb.com/Title?Better+Off+Dead...+(1985)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+712|Tin Men (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Tin%20Men%20(1987)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+713|Othello (1995)|18-Dec-1995||http://us.imdb.com/M/title-exact?Othello%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+714|Carrington (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Carrington%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+715|To Die For (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?To%20Die%20For%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+716|Home for the Holidays (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Home%20for%20the%20Holidays%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+717|Juror, The (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Juror,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+718|In the Bleak Midwinter (1995)|23-Feb-1996||http://us.imdb.com/M/title-exact?In%20the%20Bleak%20Midwinter%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+719|Canadian Bacon (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Canadian%20Bacon%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+720|First Knight (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?First%20Knight%20(1995)|0|1|1|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+721|Mallrats (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Mallrats%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+722|Nine Months (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Nine%20Months%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+723|Boys on the Side (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Boys%20on%20the%20Side%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+724|Circle of Friends (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Circle%20of%20Friends%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+725|Exit to Eden (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Exit%20to%20Eden%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+726|Fluke (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Fluke%20(1995)|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+727|Immortal Beloved (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Immortal%20Beloved%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+728|Junior (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Junior%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0|0
+729|Nell (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Nell%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+730|Queen Margot (Reine Margot, La) (1994)|01-Jan-1996||http://us.imdb.com/Title?Reine+Margot,+La+(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
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+762|Beautiful Girls (1996)|09-Feb-1996||http://us.imdb.com/M/title-exact?Beautiful%20Girls%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+776|Three Wishes (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Three%20Wishes%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+783|Milk Money (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Milk%20Money%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+787|Roommates (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Roommates%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
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+834|Halloween: The Curse of Michael Myers (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Halloween:%20The%20Curse%20of%20Michael%20Myers%20(1995)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0
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+845|That Thing You Do! (1996)|28-Sep-1996||http://us.imdb.com/M/title-exact?That%20Thing%20You%20Do!%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+849|Days of Thunder (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Days%20of%20Thunder%20(1990)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
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+855|Diva (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Diva%20(1981)|0|1|0|0|0|0|0|0|1|0|0|0|0|1|1|0|1|0|0
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+868|Hearts and Minds (1996)|10-Jan-1997||http://us.imdb.com/M/title-exact?Hearts%20and%20Minds%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+926|Down Periscope (1996)|01-Mar-1996||http://us.imdb.com/M/title-exact?Down%20Periscope%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+928|Craft, The (1996)|26-Apr-1996||http://us.imdb.com/M/title-exact?Craft,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0
+929|Harriet the Spy (1996)|03-Jul-1996||http://us.imdb.com/M/title-exact?Harriet%20the%20Spy%20(1996)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+930|Chain Reaction (1996)|31-Jul-1996||http://us.imdb.com/M/title-exact?Chain%20Reaction%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+931|Island of Dr. Moreau, The (1996)|23-Aug-1996||http://us.imdb.com/M/title-exact?Island%20of%20Dr.%20Moreau,%20The%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+932|First Kid (1996)|30-Aug-1996||http://us.imdb.com/M/title-exact?First%20Kid%20(1996)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+933|Funeral, The (1996)|25-Oct-1996||http://us.imdb.com/M/title-exact?Funeral,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+934|Preacher's Wife, The (1996)|13-Dec-1996||http://us.imdb.com/M/title-exact?Preacher's%20Wife,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+935|Paradise Road (1997)|18-Apr-1997||http://us.imdb.com/M/title-exact?Paradise%20Road%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+936|Brassed Off (1996)|13-Jun-1997||http://us.imdb.com/M/title-exact?Brassed%20Off%20%281996%29|0|0|0|0|0|1|0|0|1|0|0|0|0|0|1|0|0|0|0
+937|Thousand Acres, A (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Thousand+Acres%2C+A+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+938|Smile Like Yours, A (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Smile+Like+Yours%2C+A+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+939|Murder in the First (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Murder%20in%20the%20First%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+940|Airheads (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Airheads%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+941|With Honors (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?With%20Honors%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+942|What's Love Got to Do with It (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?What's%20Love%20Got%20to%20Do%20with%20It%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+943|Killing Zoe (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Killing%20Zoe%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+944|Renaissance Man (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Renaissance%20Man%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|1|0
+945|Charade (1963)|01-Jan-1963||http://us.imdb.com/M/title-exact?Charade%20(1963)|0|0|0|0|0|1|0|0|0|0|0|0|0|1|1|0|1|0|0
+946|Fox and the Hound, The (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Fox%20and%20the%20Hound,%20The%20(1981)|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+947|Big Blue, The (Grand bleu, Le) (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Grand%20bleu,%20Le%20(1988)|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+948|Booty Call (1997)|28-Feb-1997||http://us.imdb.com/M/title-exact?Booty%20Call%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+949|How to Make an American Quilt (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?How%20to%20Make%20an%20American%20Quilt%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+950|Georgia (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Georgia%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+951|Indian in the Cupboard, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Indian%20in%20the%20Cupboard,%20The%20(1995)|0|0|1|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+952|Blue in the Face (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Blue%20in%20the%20Face%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+953|Unstrung Heroes (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Unstrung%20Heroes%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+954|Unzipped (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Unzipped%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+955|Before Sunrise (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Before%20Sunrise%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+956|Nobody's Fool (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Nobody's%20Fool%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+957|Pushing Hands (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Tui%20Shou%20(1992)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+958|To Live (Huozhe) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Huozhe%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+959|Dazed and Confused (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Dazed%20and%20Confused%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+960|Naked (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Naked%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+961|Orlando (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Orlando%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+962|Ruby in Paradise (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Ruby%20in%20Paradise%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+963|Some Folks Call It a Sling Blade (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Some%20Folks%20Call%20It%20a%20Sling%20Blade%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+964|Month by the Lake, A (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Month%20by%20The%20Lake,%20A%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+965|Funny Face (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?Funny%20Face%20(1957)|0|0|0|0|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+966|Affair to Remember, An (1957)|01-Jan-1957||http://us.imdb.com/M/title-exact?Affair%20to%20Remember,%20An%20(1957)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+967|Little Lord Fauntleroy (1936)|01-Jan-1936||http://us.imdb.com/M/title-exact?Little%20Lord%20Fauntleroy%20(1936)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+968|Inspector General, The (1949)|01-Jan-1949||http://us.imdb.com/M/title-exact?Inspector%20General,%20The%20(1949)|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0
+969|Winnie the Pooh and the Blustery Day (1968)|01-Jan-1968||http://us.imdb.com/M/title-exact?Winnie%20the%20Pooh%20and%20the%20Blustery%20Day%20%281968%29|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+970|Hear My Song (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Hear%20My%20Song%20(1991)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+971|Mediterraneo (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Mediterraneo%20(1991)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+972|Passion Fish (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Passion%20Fish%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+973|Grateful Dead (1995)|18-Oct-1996||http://us.imdb.com/M/title-exact?Grateful%20Dead%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+974|Eye for an Eye (1996)|01-Jan-1996||http://us.imdb.com/Title?Eye+for+an+Eye+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+975|Fear (1996)|12-Apr-1996||http://us.imdb.com/M/title-exact?Fear%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+976|Solo (1996)|23-Aug-1996||http://us.imdb.com/M/title-exact?Solo%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+977|Substitute, The (1996)|19-Apr-1996||http://us.imdb.com/M/title-exact?Substitute,%20The%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+978|Heaven's Prisoners (1996)|10-May-1996||http://us.imdb.com/M/title-exact?Heaven's%20Prisoners%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+979|Trigger Effect, The (1996)|30-Aug-1996||http://us.imdb.com/M/title-exact?Trigger%20Effect,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+980|Mother Night (1996)|01-Nov-1996||http://us.imdb.com/M/title-exact?Mother%20Night%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+981|Dangerous Ground (1997)|04-Sep-1996||http://us.imdb.com/M/title-exact?Dangerous%20Ground%20(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+982|Maximum Risk (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?Maximum%20Risk%20(1996)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+983|Rich Man's Wife, The (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?Rich%20Man's%20Wife,%20The%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+984|Shadow Conspiracy (1997)|31-Jan-1997||http://us.imdb.com/M/title-exact?Shadow%20Conspiracy%20(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+985|Blood & Wine (1997)|15-Nov-1996||http://us.imdb.com/Title?Blood+%26+Wine+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+986|Turbulence (1997)|10-Jan-1997||http://us.imdb.com/M/title-exact?Turbulence%20(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+987|Underworld (1997)|09-May-1997||http://us.imdb.com/M/title-exact?Underworld%20(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+988|Beautician and the Beast, The (1997)|07-Feb-1997||http://us.imdb.com/M/title-exact?Beautician%20and%20the%20Beast,%20The%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+989|Cats Don't Dance (1997)|26-Mar-1997||http://us.imdb.com/M/title-exact?Cats%20Don%27t%20Dance%20(1997)|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0|0
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+991|Keys to Tulsa (1997)|11-Apr-1997||http://us.imdb.com/Title?Keys+to+Tulsa+(1997)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+992|Head Above Water (1996)|20-Jun-1997||http://us.imdb.com/M/title-exact?Head+Above+Water+(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|1|0|0
+993|Hercules (1997)|27-Jun-1997||http://us.imdb.com/M/title-exact?Hercules+(1997)|0|0|1|1|1|1|0|0|0|0|0|0|1|0|0|0|0|0|0
+994|Last Time I Committed Suicide, The (1997)|20-Jun-1997||http://us.imdb.com/M/title-exact?Last+Time+I+Committed+Suicide%2C+The+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+996|Big Green, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Big%20Green,%20The%20(1995)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+997|Stuart Saves His Family (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Stuart%20Saves%20His%20Family%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+998|Cabin Boy (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Cabin%20Boy%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1003|That Darn Cat! (1997)|14-Feb-1997||http://us.imdb.com/M/title-exact?That%20Darn%20Cat%20(1997)|0|0|0|0|1|1|0|0|0|0|0|0|0|1|0|0|0|0|0
+1004|Geronimo: An American Legend (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Geronimo:%20An%20American%20Legend%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1
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+1006|Until the End of the World (Bis ans Ende der Welt) (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Bis%20ans%20Ende%20der%20Welt%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|1|0|0|0
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+1008|I Shot Andy Warhol (1996)|01-May-1996||http://us.imdb.com/M/title-exact?I%20Shot%20Andy%20Warhol%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1009|Stealing Beauty (1996)|14-Jun-1996||http://us.imdb.com/M/title-exact?Stealing%20Beauty%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1010|Basquiat (1996)|16-Aug-1996||http://us.imdb.com/M/title-exact?Basquiat%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1011|2 Days in the Valley (1996)|27-Sep-1996||http://us.imdb.com/M/title-exact?2%20Days%20in%20the%20Valley%20(1996)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1012|Private Parts (1997)|07-Mar-1997||http://us.imdb.com/M/title-exact?Private%20Parts%20(1997)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1014|Romy and Michele's High School Reunion (1997)|25-Apr-1997||http://us.imdb.com/M/title-exact?Romy%20and%20Michele%27s%20High%20School%20Reunion%20%281997%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1017|Trees Lounge (1996)|11-Oct-1996||http://us.imdb.com/M/title-exact?Trees%20Lounge%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1021|8 1/2 (1963)|01-Jan-1963||http://us.imdb.com/M/title-exact?8%201/2%20(1963)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1022|Fast, Cheap & Out of Control (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Fast,+Cheap+&+Out+of+Control+(1997)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1023|Fathers' Day (1997)|09-May-1997||http://us.imdb.com/M/title-exact?Fathers%27%20Day%20%281997%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1025|Fire Down Below (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Fire+Down+Below+(1997)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1026|Lay of the Land, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Lay+of+the+Land%2C+The+(1997)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1027|Shooter, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Shooter,%20The%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1028|Grumpier Old Men (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Grumpier%20Old%20Men%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1029|Jury Duty (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Jury%20Duty%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1030|Beverly Hillbillies, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Beverly%20Hillbillies,%20The%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1032|Little Big League (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Little%20Big%20League%20(1994)|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1033|Homeward Bound II: Lost in San Francisco (1996)|08-Mar-1996||http://us.imdb.com/M/title-exact?Homeward%20Bound%20II:%20Lost%20in%20San%20Francisco%20(1996)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1034|Quest, The (1996)|26-Apr-1996||http://us.imdb.com/M/title-exact?Quest,%20The%20(1996/I)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1035|Cool Runnings (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Cool%20Runnings%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1036|Drop Dead Fred (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Drop%20Dead%20Fred%20(1991)|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0
+1037|Grease 2 (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Grease%202%20(1982)|0|0|0|0|0|1|0|0|0|0|0|0|1|0|1|0|0|0|0
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+1039|Hamlet (1996)|24-Jan-1997||http://us.imdb.com/M/title-exact?Hamlet%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1040|Two if by Sea (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Two%20if%20by%20Sea%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1041|Forget Paris (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Forget%20Paris%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1042|Just Cause (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Just%20Cause%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+1043|Rent-a-Kid (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Rent-a-Kid%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1044|Paper, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Paper,%20The%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1045|Fearless (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Fearless%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1046|Malice (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Malice%20(1993)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1047|Multiplicity (1996)|12-Jul-1996||http://us.imdb.com/M/title-exact?Multiplicity%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1048|She's the One (1996)|23-Aug-1996||http://us.imdb.com/M/title-exact?She's%20the%20One%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+1050|Ghost and Mrs. Muir, The (1947)|01-Jan-1947||http://us.imdb.com/M/title-exact?Ghost%20and%20Mrs.%20Muir,%20The%20(1947)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1051|Associate, The (1996)|19-Oct-1996||http://us.imdb.com/M/title-exact?Associate,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1052|Dracula: Dead and Loving It (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Dracula:%20Dead%20and%20Loving%20It%20(1995)|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+1053|Now and Then (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Now%20and%20Then%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1055|Simple Twist of Fate, A (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Simple%20Twist%20of%20Fate,%20A%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1057|Pallbearer, The (1996)|19-Apr-1996||http://us.imdb.com/M/title-exact?Pallbearer,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1058|War, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?War,%20The%20(1994)|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1059|Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Don't%20Be%20a%20Menace%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1060|Adventures of Pinocchio, The (1996)|26-Jul-1996||http://us.imdb.com/M/title-exact?Adventures%20of%20Pinocchio,%20The%20(1996)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1061|Evening Star, The (1996)|25-Dec-1996||http://us.imdb.com/M/title-exact?Evening%20Star,%20The%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1062|Four Days in September (1997)|23-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-119815|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1063|Little Princess, A (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Little%20Princess,%20A%20(1995)|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1064|Crossfire (1947)|01-Jan-1947||http://us.imdb.com/M/title-exact?Crossfire%20(1947)|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0|0|0
+1065|Koyaanisqatsi (1983)|01-Jan-1983||http://us.imdb.com/M/title-exact?Koyaanisqatsi%20(1983)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0
+1066|Balto (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Balto%20(1995)|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1068|Star Maker, The (Uomo delle stelle, L') (1995)|01-Mar-1996||http://us.imdb.com/M/title-exact?Uomo%20delle%20stelle,%20L'%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1070|Living in Oblivion (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Living%20in%20Oblivion%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1072|Pyromaniac's Love Story, A (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Pyromaniac's%20Love%20Story,%20A%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
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+1077|Love and a .45 (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Love%20and%20a%20.45%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
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+1084|Anne Frank Remembered (1995)|23-Feb-1996||http://us.imdb.com/M/title-exact?Anne%20Frank%20Remembered%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
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+1089|Speed 2: Cruise Control (1997)|13-Jun-1997||http://us.imdb.com/M/title-exact?Speed%202%3A%20Cruise%20Control%20%281997%29|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0
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+1098|Flirting With Disaster (1996)|22-Mar-1996||http://us.imdb.com/M/title-exact?Flirting%20With%20Disaster%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1116|Mark of Zorro, The (1940)|01-Jan-1940||http://us.imdb.com/M/title-exact?Mark%20of%20Zorro,%20The%20(1940)|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1117|Surviving Picasso (1996)|20-Sep-1996||http://us.imdb.com/M/title-exact?Surviving%20Picasso%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1118|Up in Smoke (1978)|01-Jan-1978||http://us.imdb.com/M/title-exact?Up%20in%20Smoke%20(1978)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1119|Some Kind of Wonderful (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Some%20Kind%20of%20Wonderful%20(1987)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1120|I'm Not Rappaport (1996)|13-Nov-1996||http://us.imdb.com/M/title-exact?I'm%20Not%20Rappaport%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1121|Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)|05-Apr-1996||http://us.imdb.com/M/title-exact?Parapluies%20de%20Cherbourg,%20Les%20(1964)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+1122|They Made Me a Criminal (1939)|01-Jan-1939||http://us.imdb.com/M/title-exact?They%20Made%20Me%20a%20Criminal%20(1939)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1123|Last Time I Saw Paris, The (1954)|01-Jan-1954||http://us.imdb.com/M/title-exact?Last%20Time%20I%20Saw%20Paris,%20The%20(1954)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1124|Farewell to Arms, A (1932)|01-Jan-1932||http://us.imdb.com/M/title-exact?Farewell%20to%20Arms,%20A%20(1932)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0
+1125|Innocents, The (1961)|01-Jan-1961||http://us.imdb.com/M/title-exact?Innocents,%20The%20(1961)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1126|Old Man and the Sea, The (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Old%20Man%20and%20the%20Sea,%20The%20(1958)|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1127|Truman Show, The (1998)|01-Jan-1998||http://us.imdb.com/Title?Truman+Show,+The+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1128|Heidi Fleiss: Hollywood Madam (1995) |09-Feb-1996||http://us.imdb.com/M/title-exact?Heidi%20Fleiss:%20Hollywood%20Madam%20(1995)%20(TV)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1129|Chungking Express (1994)|16-Feb-1996||http://us.imdb.com/M/title-exact?Chongqing%20Senlin%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|1|1|0|0|0|0
+1130|Jupiter's Wife (1994)|09-Feb-1996||http://us.imdb.com/M/title-exact?Jupiter's%20Wife%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1131|Safe (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Safe%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1132|Feeling Minnesota (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?Feeling%20Minnesota%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1133|Escape to Witch Mountain (1975)|01-Jan-1975||http://us.imdb.com/M/title-exact?Escape%20to%20Witch%20Mountain%20(1975)|0|0|1|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+1134|Get on the Bus (1996)|16-Oct-1996||http://us.imdb.com/M/title-exact?Get%20on%20the%20Bus%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1135|Doors, The (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?Doors,%20The%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+1136|Ghosts of Mississippi (1996)|20-Dec-1996||http://us.imdb.com/M/title-exact?Ghosts%20of%20Mississippi%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1137|Beautiful Thing (1996)|09-Oct-1996||http://us.imdb.com/M/title-exact?Beautiful%20Thing%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1138|Best Men (1997)|01-Sep-1997||http://us.imdb.com/M/title-exact/Independence%20(1997)|0|1|0|0|0|1|1|0|1|0|0|0|0|0|0|0|0|0|0
+1139|Hackers (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Hackers%20(1995)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+1140|Road to Wellville, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Road%20to%20Wellville,%20The%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1141|War Room, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?War%20Room,%20The%20(1993)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1142|When We Were Kings (1996)|14-Feb-1997||http://us.imdb.com/M/title-exact?When%20We%20Were%20Kings%20(1996)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1143|Hard Eight (1996)|28-Feb-1997||http://us.imdb.com/Title?Hard+Eight+(1996)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+1144|Quiet Room, The (1996)|02-May-1997||http://us.imdb.com/M/title-exact?Quiet%20Room%2C%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1145|Blue Chips (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Blue%20Chips%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1146|Calendar Girl (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Calendar%20Girl%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1147|My Family (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?My%20Family%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1148|Tom & Viv (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Tom%20&%20Viv%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1149|Walkabout (1971)|20-Dec-1971||http://us.imdb.com/M/title-exact?Walkabout%20(1971)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1150|Last Dance (1996)|03-May-1996||http://us.imdb.com/M/title-exact?Last%20Dance%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1151|Original Gangstas (1996)|10-May-1996||http://us.imdb.com/M/title-exact?Original%20Gangstas%20(1996)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1152|In Love and War (1996)|24-Jan-1997||http://us.imdb.com/M/title-exact?In%20Love%20and%20War%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0
+1153|Backbeat (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Backbeat%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0
+1154|Alphaville (1965)|01-Jan-1965||http://us.imdb.com/M/title-exact?Alphaville%20(1965)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
+1155|Rendezvous in Paris (Rendez-vous de Paris, Les) (1995)|28-Jun-1996||http://us.imdb.com/M/title-exact?Rendez-vous%20de%20Paris,%20Les%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1156|Cyclo (1995)|02-Aug-1996||http://us.imdb.com/M/title-exact?Cyclo%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1157|Relic, The (1997)|17-Jan-1997||http://us.imdb.com/M/title-exact?Relic,%20The%20(1997)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+1158|Fille seule, La (A Single Girl) (1995)|30-Oct-1996||http://us.imdb.com/M/title-exact?Fille%20seule,%20La%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1159|Stalker (1979)|01-Jan-1979||http://us.imdb.com/M/title-exact?Stalker%20(1979)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0|0
+1160|Love! Valour! Compassion! (1997)|16-May-1997||http://us.imdb.com/Title?Love%21+Valour%21+Compassion%21+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1161|Palookaville (1996)|25-Oct-1996||http://us.imdb.com/M/title-exact?Palookaville%20(1996)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1162|Phat Beach (1996)|02-Aug-1996||http://us.imdb.com/M/title-exact?Phat%20Beach%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1163|Portrait of a Lady, The (1996)|27-Dec-1996||http://us.imdb.com/M/title-exact?Portrait%20of%20a%20Lady%2C%20The%20%281996%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1164|Zeus and Roxanne (1997)|10-Jan-1997||http://us.imdb.com/M/title-exact?Zeus%20and%20Roxanne%20(1997)|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1165|Big Bully (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Big%20Bully%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1166|Love & Human Remains (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Love%20&%20Human%20Remains%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1167|Sum of Us, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Sum%20of%20Us,%20The%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1168|Little Buddha (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Little%20Buddha%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1169|Fresh (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Fresh%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1170|Spanking the Monkey (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Spanking%20the%20Monkey%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1171|Wild Reeds (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Roseaux%20sauvages%2C%20Les%20%281994%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1172|Women, The (1939)|01-Jan-1939||http://us.imdb.com/M/title-exact?Women,%20The%20(1939)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1173|Bliss (1997)|06-Jun-1997||http://us.imdb.com/M/title-exact?Bliss%20(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1174|Caught (1996)|27-Sep-1996||http://us.imdb.com/M/title-exact?Caught%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1175|Hugo Pool (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Hugo+Pool+(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1176|Welcome To Sarajevo (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Welcome+To+Sarajevo+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+1177|Dunston Checks In (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Dunston%20Checks%20In%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1178|Major Payne (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Major%20Payne%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1179|Man of the House (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Man%20of%20the%20House%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1180|I Love Trouble (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?I%20Love%20Trouble%20(1994)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1181|Low Down Dirty Shame, A (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Low%20Down%20Dirty%20Shame,%20A%20(1994)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1182|Cops and Robbersons (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Cops%20and%20Robbersons%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1183|Cowboy Way, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Cowboy%20Way,%20The%20(1994)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1184|Endless Summer 2, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Endless%20Summer%202,%20The%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1185|In the Army Now (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?In%20the%20Army%20Now%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0
+1186|Inkwell, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Inkwell,%20The%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1187|Switchblade Sisters (1975)|17-May-1975||http://us.imdb.com/M/title-exact?Switchblade%20Sisters%20(1975)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1188|Young Guns II (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Young%20Guns%20II%20(1990)|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|1
+1189|Prefontaine (1997)|24-Jan-1997||http://us.imdb.com/M/title-exact?Prefontaine%20(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1190|That Old Feeling (1997)|04-Apr-1997||http://us.imdb.com/M/title-exact?That%20Old%20Feeling%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1191|Letter From Death Row, A (1998)|01-Feb-1998||http://us.imdb.com/M/title-exact?Letter+From+Death+Row%2C+A+(1998)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1192|Boys of St. Vincent, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Boys%20of%20St.%20Vincent,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1193|Before the Rain (Pred dozhdot) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Pred%20dozhdot%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1194|Once Were Warriors (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Once%20Were%20Warriors%20(1994)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1195|Strawberry and Chocolate (Fresa y chocolate) (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Fresa%20y%20chocolate%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1196|Savage Nights (Nuits fauves, Les) (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Nuits%20fauves,%20Les%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1197|Family Thing, A (1996)|23-Mar-1996||http://us.imdb.com/M/title-exact?Family%20Thing,%20A%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1198|Purple Noon (1960)|28-Jun-1960||http://us.imdb.com/M/title-exact?Plein%20soleil%20(1960)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+1199|Cemetery Man (Dellamorte Dellamore) (1994)|12-Apr-1996||http://us.imdb.com/M/title-exact?Dellamorte%20Dellamore%20(1994)|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0|0|0|0
+1200|Kim (1950)|01-Jan-1950||http://us.imdb.com/M/title-exact?Kim%20(1950)|0|0|0|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1201|Marlene Dietrich: Shadow and Light (1996) |02-Apr-1996||http://us.imdb.com/M/title-exact?Marlene%20Dietrich:%20Shadow%20and%20Light%20(1996)%20(TV)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1202|Maybe, Maybe Not (Bewegte Mann, Der) (1994)|19-Jul-1996||http://us.imdb.com/M/title-exact?Bewegte%20Mann,%20Der%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1203|Top Hat (1935)|01-Jan-1935||http://us.imdb.com/M/title-exact?Top%20Hat%20(1935)|0|0|0|0|0|1|0|0|0|0|0|0|1|0|1|0|0|0|0
+1204|To Be or Not to Be (1942)|01-Jan-1942||http://us.imdb.com/M/title-exact?To%20Be%20or%20Not%20to%20Be%20(1942)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|1|0
+1205|Secret Agent, The (1996)|08-Nov-1996||http://us.imdb.com/M/title-exact?Secret%20Agent,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1206|Amos & Andrew (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Amos%20&%20Andrew%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1207|Jade (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Jade%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1208|Kiss of Death (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Kiss%20of%20Death%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
+1209|Mixed Nuts (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Mixed%20Nuts%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1210|Virtuosity (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Virtuosity%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+1211|Blue Sky (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Blue%20Sky%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
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+1213|Guilty as Sin (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Guilty%20as%20Sin%20(1993)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|1|0|0
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+1221|When a Man Loves a Woman (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?When%20a%20Man%20Loves%20a%20Woman%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1226|Night Falls on Manhattan (1997)|16-May-1997||http://us.imdb.com/M/title-exact?Night%20Falls%20on%20Manhattan%20(1997)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
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+1235|Big Bang Theory, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?imdb-title-109266|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
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+1251|A Chef in Love (1996)|25-Apr-1997||http://us.imdb.com/M/title-exact?Mille%20et%20une%20recettes%20du%20cuisinier%20amoureux%2C%20Les%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1264|Nothing to Lose (1994)|16-Aug-1996||http://us.imdb.com/M/title-exact?Nothing%20to%20Lose%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1294|Ayn Rand: A Sense of Life (1997)|13-Feb-1998||http://us.imdb.com/Title?Ayn+Rand%3A+A+Sense+of+Life+(1997)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
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+1300|'Til There Was You (1997)|30-May-1997||http://us.imdb.com/Title?%27Til+There+Was+You+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
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+1305|National Lampoon's Senior Trip (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?National%20Lampoon's%20Senior%20Trip%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1306|Delta of Venus (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Delta%20of%20Venus%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1307|Carmen Miranda: Bananas Is My Business (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Carmen%20Miranda:%20Bananas%20Is%20My%20Business%20(1994)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1308|Babyfever (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Babyfever%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1309|Very Natural Thing, A (1974)|01-Jan-1974||http://us.imdb.com/M/title-exact?Very%20Natural%20Thing,%20A%20(1974)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1310|Walk in the Sun, A (1945)|01-Jan-1945||http://us.imdb.com/M/title-exact?Walk%20in%20the%20Sun,%20A%20(1945)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1311|Waiting to Exhale (1995)|15-Jan-1996||http://us.imdb.com/M/title-exact?Waiting%20to%20Exhale%20(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1312|Pompatus of Love, The (1996)|26-Jul-1996||http://us.imdb.com/M/title-exact?Pompatus%20of%20Love,%20The%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1313|Palmetto (1998)|20-Feb-1998||http://us.imdb.com/M/title-exact?Palmetto+(1998)|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|1|0|0
+1314|Surviving the Game (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Surviving%20the%20Game%20(1994)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1315|Inventing the Abbotts (1997)|04-Apr-1997||http://us.imdb.com/M/title-exact?Inventing%20the%20Abbotts%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1316|Horse Whisperer, The (1998)|25-Dec-1997||http://us.imdb.com/M/title-exact?imdb-title-119314|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1317|Journey of August King, The (1995)|22-Mar-1996||http://us.imdb.com/M/title-exact?Journey%20of%20August%20King,%20The%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1318|Catwalk (1995)|07-Jun-1996||http://us.imdb.com/Title?Catwalk+(1995/I)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1319|Neon Bible, The (1995)|01-Mar-1996||http://us.imdb.com/M/title-exact?Neon%20Bible,%20The%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1320|Homage (1995)|03-May-1996||http://us.imdb.com/M/title-exact?Homage%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1321|Open Season (1996)|10-May-1996||http://us.imdb.com/Title?Open+Season+(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1322|Metisse (Caf� au Lait) (1993)|01-Jan-1993||http://us.imdb.com/Title?M%E9tisse+(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1323|Wooden Man's Bride, The (Wu Kui) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Wu%20Kui%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1324|Loaded (1994)|12-Apr-1996||http://us.imdb.com/M/title-exact?Loaded%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
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+1326|Boys (1996)|10-May-1996||http://us.imdb.com/M/title-exact?Boys%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1327|Captives (1994)|16-Sep-1994||http://us.imdb.com/Title?Captives+(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1328|Of Love and Shadows (1994)|10-May-1996||http://us.imdb.com/M/title-exact?Of%20Love%20and%20Shadows%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1329|Low Life, The (1994)|10-May-1996||http://us.imdb.com/Title?Low+Life,+The+(1994/I)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1330|An Unforgettable Summer (1994)|01-Jan-1994||http://us.imdb.com/Title?Un+%E9t%E9+inoubliable+(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1331|Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Last%20Klezmer%3A%20Leopold%20Kozlowski%2C%20His%20Life%20and%20Music%2C%20The%20%281995%29|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1332|My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?En%20compagnie%20d'Antonin%20Artaud%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1333|Midnight Dancers (Sibak) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Sibak%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1334|Somebody to Love (1994)|14-Jun-1996||http://us.imdb.com/Title?Somebody+to+Love+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1335|American Buffalo (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?American%20Buffalo%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1336|Kazaam (1996)|17-Jul-1996||http://us.imdb.com/M/title-exact?Kazaam%20(1996)|0|0|0|0|1|1|0|0|0|1|0|0|0|0|0|0|0|0|0
+1337|Larger Than Life (1996)|01-Nov-1996||http://us.imdb.com/M/title-exact?Larger%20Than%20Life%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1338|Two Deaths (1995)|09-Aug-1996||http://us.imdb.com/Title?Two+Deaths+(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1339|Stefano Quantestorie (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Stefano%20Quantestorie%20%281993%29|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1340|Crude Oasis, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Crude%20Oasis,%20The%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1341|Hedd Wyn (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Hedd%20Wyn%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1342|Convent, The (Convento, O) (1995)|14-Jun-1996||http://us.imdb.com/M/title-exact?Convento,%20O%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1343|Lotto Land (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Lotto%20Land%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1344|Story of Xinghua, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Story%20of%20Xinghua,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1345|Day the Sun Turned Cold, The (Tianguo niezi) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Tianguo%20Niezi%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1346|Dingo (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Dingo%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1347|Ballad of Narayama, The (Narayama Bushiko) (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Narayama%20Bushiko%20%281958%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1348|Every Other Weekend (1990)|01-Jan-1990||http://us.imdb.com/Title?Un+week-end+sur+deux+(1990)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1349|Mille bolle blu (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Mille%20bolle%20blu%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1350|Crows and Sparrows (1949)|01-Jan-1949||http://us.imdb.com/Title?Wuya+yu+maque+(1949)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1351|Lover's Knot (1996)|12-Jul-1996||http://us.imdb.com/M/title-exact?Lover's%20Knot%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1353|1-900 (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?06%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1354|Venice/Venice (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Venice/Venice%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1355|Infinity (1996)|04-Oct-1996||http://us.imdb.com/M/title-exact?Infinity%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1356|Ed's Next Move (1996)|04-Oct-1996||http://us.imdb.com/M/title-exact?Ed%27s%20Next%20Move%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1357|For the Moment (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?For%20the%20Moment%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0
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+1359|Boys in Venice (1996)|24-Sep-1996|||0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1361|Search for One-eye Jimmy, The (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Search%20for%20One-eye%20Jimmy,%20The%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1362|American Strays (1996)|13-Sep-1996||http://us.imdb.com/M/title-exact?American%20Strays%20(1996)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1363|Leopard Son, The (1996)|27-Sep-1996||http://us.imdb.com/M/title-exact?Leopard%20Son,%20The%20(1996)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
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+1365|Johnny 100 Pesos (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Johnny%20100%20Pesos%20(1993)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1366|JLG/JLG - autoportrait de d�cembre (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?JLG/JLG%20-%20autoportrait%20de%20d%E9cembre%20%281994%29|0|0|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0
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+1368|Mina Tannenbaum (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Mina%20Tannenbaum%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1369|Forbidden Christ, The (Cristo proibito, Il) (1950)|01-Jan-1950||http://us.imdb.com/M/title-exact?Cristo%20proibito%2C%20Il%20%281950%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1370|I Can't Sleep (J'ai pas sommeil) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?J'ai%20pas%20sommeil%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
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+1374|Falling in Love Again (1980)|01-Jan-1980||http://us.imdb.com/M/title-exact?Falling%20in%20Love%20Again%20(1980)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1375|Cement Garden, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Cement%20Garden,%20The%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1376|Meet Wally Sparks (1997)|31-Jan-1997||http://us.imdb.com/M/title-exact?Meet%20Wally%20Sparks%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1379|Love and Other Catastrophes (1996)|28-Mar-1997||http://us.imdb.com/M/title-exact?Love%20and%20Other%20Catastrophes%20%281996%29|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
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+1382|Bonheur, Le (1965)|16-May-1997||http://us.imdb.com/M/title-exact?Bonheur%2C%20Le%20%281965%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1383|Second Jungle Book: Mowgli & Baloo, The (1997)|16-May-1997||http://us.imdb.com/M/title-exact?Second%20Jungle%20Book%3A%20Mowgli%20%26%20Baloo%2C%20The%20%281997%29|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1385|Roseanna's Grave (For Roseanna) (1997)|20-Jun-1997||http://us.imdb.com/M/title-exact?Roseanna%27s+Grave+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1386|Tetsuo II: Body Hammer (1992)|20-Jun-1997||http://us.imdb.com/M/title-exact?Tetsuo+II%3A+Body+Hammer+(1992)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0
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+1390|Innocent Sleep, The (1995)|27-Jun-1997||http://us.imdb.com/M/title-exact?Innocent+Sleep%2C+The+(1995)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1391|For Ever Mozart (1996)|04-Jul-1997||http://us.imdb.com/M/title-exact?For+Ever+Mozart+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1392|Locusts, The (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Locusts%2C+The+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
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+1394|Swept from the Sea (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Swept+from+the+Sea+(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1395|Hurricane Streets (1998)|01-Jan-1998||http://us.imdb.com/Title?Hurricane+Streets+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1396|Stonewall (1995)|26-Jul-1996||http://us.imdb.com/M/title-exact?Stonewall%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1397|Of Human Bondage (1934)|01-Jan-1934||http://us.imdb.com/M/title-exact?Of%20Human%20Bondage%20(1934)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1398|Anna (1996)|13-Nov-1996||http://us.imdb.com/M/title-exact?Anna%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1399|Stranger in the House (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-120222|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
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+1412|Land Before Time III: The Time of the Great Giving (1995) (V)|01-Jan-1995||http://us.imdb.com/M/title-exact?Land%20Before%20Time%20III%3A%20The%20Time%20of%20the%20Great%20Giving%20%281995%29%20%28V%29|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1435|Steal Big, Steal Little (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Steal%20Big,%20Steal%20Little%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1494|Mostro, Il (1994)|19-Apr-1996||http://us.imdb.com/M/title-exact?Mostro,%20Il%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
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+1496|Carpool (1996)|23-Aug-1996||http://us.imdb.com/M/title-exact?Carpool%20(1996)|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+1497|Line King: Al Hirschfeld, The (1996)|11-Oct-1996||http://us.imdb.com/M/title-exact?Line%20King,%20The%20(1996)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1498|Farmer & Chase (1995)|10-Jan-1997||http://us.imdb.com/M/title-exact?Farmer%20&%20Chase%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1499|Grosse Fatigue (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Grosse%20fatigue%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1500|Santa with Muscles (1996)|08-Nov-1996||http://us.imdb.com/M/title-exact?Santa%20with%20Muscles%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1501|Prisoner of the Mountains (Kavkazsky Plennik) (1996)|31-Jan-1997||http://us.imdb.com/M/title-exact?Kavkazsky%20Plennik%20(1996)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0
+1502|Naked in New York (1994)|01-Jan-1994||http://us.imdb.com/Title?Naked+in+New+York+(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1503|Gold Diggers: The Secret of Bear Mountain (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Gold%20Diggers:%20The%20Secret%20of%20Bear%20Mountain%20(1995)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1504|Bewegte Mann, Der (1994)|12-Jul-1996||http://us.imdb.com/M/title-exact?Bewegte%20Mann%2C%20Der%20%281994%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1505|Killer: A Journal of Murder (1995)|06-Sep-1996||http://us.imdb.com/M/title-exact?Killer:%20A%20Journal%20of%20Murder%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1506|Nelly & Monsieur Arnaud (1995)|12-Apr-1996||http://us.imdb.com/M/title-exact?Nelly%20%26%20Monsieur%20Arnaud%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1507|Three Lives and Only One Death (1996)|11-Oct-1996||http://us.imdb.com/M/title-exact?Trois%20vies%20et%20une%20seule%20mort%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1508|Babysitter, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Babysitter,%20The%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1509|Getting Even with Dad (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Getting%20Even%20with%20Dad%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1510|Mad Dog Time (1996)|08-Nov-1996||http://us.imdb.com/M/title-exact?Mad%20Dog%20Time%20(1996)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1511|Children of the Revolution (1996)|01-May-1997||http://us.imdb.com/M/title-exact?Children%20of%20the%20Revolution%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1512|World of Apu, The (Apur Sansar) (1959)|05-Apr-1996||http://us.imdb.com/M/title-exact?Apur%20Sansar%20(1959)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1513|Sprung (1997)|14-May-1997||http://us.imdb.com/M/title-exact?Sprung%20%281997%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1514|Dream With the Fishes (1997)|20-Jun-1997||http://us.imdb.com/M/title-exact?Dream+With+the+Fishes+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1515|Wings of Courage (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Wings%20of%20Courage%20(1995)|0|0|1|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1516|Wedding Gift, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Wedding%20Gift,%20The%20(1994)%20(TV)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1517|Race the Sun (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?Race%20the%20Sun%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1518|Losing Isaiah (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Losing%20Isaiah%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1519|New Jersey Drive (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?New%20Jersey%20Drive%20(1995)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1520|Fear, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Fear,%20The%20(1995)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+1521|Mr. Wonderful (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Mr.%20Wonderful%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1522|Trial by Jury (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Trial%20by%20Jury%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1523|Good Man in Africa, A (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Good%20Man%20in%20Africa,%20A%20(1994)|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1524|Kaspar Hauser (1993)|07-Jun-1996||http://us.imdb.com/Title?Kaspar+Hauser+(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1525|Object of My Affection, The (1998)|20-Mar-1998||http://us.imdb.com/Title?Object+of+My+Affection,+The+(1998)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1526|Witness (1985)|01-Jan-1985||http://us.imdb.com/M/title-exact?Witness+(1985)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|1|0|0
+1527|Senseless (1998)|09-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-120820|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1528|Nowhere (1997)|09-May-1997||http://us.imdb.com/M/title-exact?Nowhere%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1529|Underground (1995)|29-Mar-1996||http://us.imdb.com/M/title-exact?Underground%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0
+1530|Jefferson in Paris (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Jefferson%20in%20Paris%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1531|Far From Home: The Adventures of Yellow Dog (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Far%20From%20Home:%20The%20Adventures%20of%20Yellow%20Dog%20(1995)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1532|Foreign Student (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Foreign%20Student%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1533|I Don't Want to Talk About It (De eso no se habla) (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?De%20Eso%20No%20Se%20Habla%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1534|Twin Town (1997)|30-May-1997||http://us.imdb.com/M/title-exact?Twin%20Town%20%281997%29|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0|0|0
+1535|Enfer, L' (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Enfer,%20L'%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1536|Aiqing wansui (1994)|22-Jul-1996||http://us.imdb.com/M/title-exact?Aiqing%20Wansui%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1537|Cosi (1996)|11-Apr-1997||http://us.imdb.com/M/title-exact?Cosi%20(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1538|All Over Me (1997)|25-Apr-1997||http://us.imdb.com/M/title-exact?All%20Over%20Me%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1539|Being Human (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Being%20Human%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1540|Amazing Panda Adventure, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Amazing%20Panda%20Adventure,%20The%20(1995)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1541|Beans of Egypt, Maine, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Beans%20of%20Egypt,%20Maine,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1542|Scarlet Letter, The (1926)|01-Jan-1926||http://us.imdb.com/M/title-exact?Scarlet%20Letter,%20The%20(1926)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1543|Johns (1996)|18-Oct-1996||http://us.imdb.com/M/title-exact?Johns%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1544|It Takes Two (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?It%20Takes%20Two%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1545|Frankie Starlight (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Frankie%20Starlight%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1546|Shadows (Cienie) (1988)|01-Jan-1988||http://us.imdb.com/M/title-exact?Cienie%20(1988)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1547|Show, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Show,%20The%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1548|The Courtyard (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Courtyard,%20The%20(1995)%20(TV)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1549|Dream Man (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Dream%20Man%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1550|Destiny Turns on the Radio (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Destiny%20Turns%20on%20the%20Radio%20(1995)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1551|Glass Shield, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Glass%20Shield,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1552|Hunted, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Hunted,%20The%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1553|Underneath, The (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Underneath,%20The%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0
+1554|Safe Passage (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Safe%20Passage%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1555|Secret Adventures of Tom Thumb, The (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Secret%20Adventures%20of%20Tom%20Thumb,%20The%20(1993)|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0
+1556|Condition Red (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Condition%20Red%20(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1557|Yankee Zulu (1994)|16-Feb-1996||http://us.imdb.com/M/title-exact?Yankee%20Zulu%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1558|Aparajito (1956)|29-Mar-1996||http://us.imdb.com/M/title-exact?Aparajito%20(1956)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1559|Hostile Intentions (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Hostile%20Intentions%20(1994)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1560|Clean Slate (Coup de Torchon) (1981)|01-Jan-1981||http://us.imdb.com/M/title-exact?Coup%20de%20torchon%20(1981)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1561|Tigrero: A Film That Was Never Made (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Tigrero:%20A%20Film%20That%20Was%20Never%20Made%20(1994)|0|0|0|0|0|0|0|1|1|0|0|0|0|0|0|0|0|0|0
+1562|Eye of Vichy, The (Oeil de Vichy, L') (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Oeil%20de%20Vichy,%20L'%20(1993)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1563|Promise, The (Versprechen, Das) (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Versprechen,%20Das%20(1994)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1564|To Cross the Rubicon (1991)|01-Jan-1991||http://us.imdb.com/M/title-exact?To%20Cross%20the%20Rubicon%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1565|Daens (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Daens%20(1992)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1566|Man from Down Under, The (1943)|01-Jan-1943||http://us.imdb.com/Title?Man+from+Down+Under,+The+(1943)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1567|Careful (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Careful%20(1992)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1568|Vermont Is For Lovers (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Vermont%20Is%20For%20Lovers%20(1992)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1569|Vie est belle, La (Life is Rosey) (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Vie%20est%20belle,%20La%20(1987)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1570|Quartier Mozart (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Quartier%20Mozart%20(1992)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1571|Touki Bouki (Journey of the Hyena) (1973)|01-Jan-1973||http://us.imdb.com/M/title-exact?Touki%20Bouki%20(1973)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1572|Wend Kuuni (God's Gift) (1982)|01-Jan-1982||http://us.imdb.com/M/title-exact?Wend%20Kuuni%20(1982)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1573|Spirits of the Dead (Tre passi nel delirio) (1968)|01-Jan-1968||http://us.imdb.com/M/title-exact?Tre%20passi%20nel%20delirio%20(1968)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0
+1574|Pharaoh's Army (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Pharaoh's%20Army%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0
+1575|I, Worst of All (Yo, la peor de todas) (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?Yo,%20la%20Peor%20de%20Todas%20(1990)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1576|Hungarian Fairy Tale, A (1987)|01-Jan-1987||http://us.imdb.com/M/title-exact?Hol%20volt,%20hol%20nem%20volt%20(1987)|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+1577|Death in the Garden (Mort en ce jardin, La) (1956)|01-Jan-1956||http://us.imdb.com/Title?Mort+en+ce+jardin,+La+(1956)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1578|Collectionneuse, La (1967)|01-Jan-1967||http://us.imdb.com/M/title-exact?Collectionneuse,%20La%20(1967)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1579|Baton Rouge (1988)|01-Jan-1988||http://us.imdb.com/Title?B%E2ton+rouge+(1988)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1580|Liebelei (1933)|01-Jan-1933||http://us.imdb.com/M/title-exact?Liebelei%20(1933)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1581|Woman in Question, The (1950)|01-Jan-1950||http://us.imdb.com/M/title-exact?Woman%20in%20Question,%20The%20(1950)|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0
+1582|T-Men (1947)|01-Jan-1947||http://us.imdb.com/M/title-exact?T-Men%20(1947)|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0
+1583|Invitation, The (Zaproszenie) (1986)|01-Jan-1986||http://us.imdb.com/M/title-exact?Zaproszenie%20(1986)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1584|Symphonie pastorale, La (1946)|01-Jan-1946||http://us.imdb.com/M/title-exact?Symphonie%20pastorale,%20La%20(1946)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1585|American Dream (1990)|01-Jan-1990||http://us.imdb.com/M/title-exact?American%20Dream%20(1990)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1586|Lashou shentan (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Lashou%20Shentan%20(1992)|0|1|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1587|Terror in a Texas Town (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Terror%20in%20a%20Texas%20Town%20(1958)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1
+1588|Salut cousin! (1996)|21-Feb-1997||http://us.imdb.com/M/title-exact?Salut%20cousin!%20(1996)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1589|Schizopolis (1996)|23-May-1997||http://us.imdb.com/Title?Schizopolis+(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1590|To Have, or Not (1995)|06-Jun-1997||http://us.imdb.com/M/title-exact?En%20avoir%20%28ou%20pas%29%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1591|Duoluo tianshi (1995)|21-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-112913|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1592|Magic Hour, The (1998)|30-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-119594|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1593|Death in Brunswick (1991)|16-Aug-1996||http://us.imdb.com/M/title-exact?Death%20in%20Brunswick%20(1991)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1594|Everest (1998)|10-Mar-1998||http://us.imdb.com/Title?Everest+(1998)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1595|Shopping (1994)|09-Feb-1996||http://us.imdb.com/M/title-exact?Shopping%20(1994)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1596|Nemesis 2: Nebula (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Nemesis%202:%20Nebula%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|1|1|0|0
+1597|Romper Stomper (1992)|01-Jan-1992||http://us.imdb.com/M/title-exact?Romper%20Stomper%20(1992)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1598|City of Industry (1997)|14-Mar-1997||http://us.imdb.com/M/title-exact?City%20of%20Industry%20(1997)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|1|0|0
+1599|Someone Else's America (1995)|10-May-1996||http://us.imdb.com/M/title-exact?Someone%20Else's%20America%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1600|Guantanamera (1994)|16-May-1997||http://us.imdb.com/M/title-exact?Guantanamera%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1601|Office Killer (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?imdb-title-119819|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1602|Price Above Rubies, A (1998)|20-Mar-1998||http://us.imdb.com/Title?Price+Above+Rubies,+A+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1603|Angela (1995)|16-Feb-1996||http://us.imdb.com/M/title-exact?Angela%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1604|He Walked by Night (1948)|01-Jan-1948||http://us.imdb.com/M/title-exact?He%20Walked%20by%20Night%20(1948)|0|0|0|0|0|0|1|0|0|0|1|0|0|0|0|0|1|0|0
+1605|Love Serenade (1996)|11-Jul-1997||http://us.imdb.com/M/title-exact?Love+Serenade+(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1606|Deceiver (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Liar+(1997)|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1607|Hurricane Streets (1998)|01-Jan-1998||http://us.imdb.com/Title?Hurricane+Streets+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1608|Buddy (1997)|06-Jun-1997||http://us.imdb.com/M/title-exact?Buddy%20%281997%29|0|0|1|0|1|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1609|B*A*P*S (1997)|28-Mar-1997||http://us.imdb.com/M/title-exact?B%2EA%2EP%2ES%2E%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1610|Truth or Consequences, N.M. (1997)|02-May-1997||http://us.imdb.com/Title?Truth+or+Consequences,+N.M.+(1997)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0|0|0
+1611|Intimate Relations (1996)|09-May-1997||http://us.imdb.com/M/title-exact?Intimate%20Relations%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1612|Leading Man, The (1996)|16-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-116845|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1613|Tokyo Fist (1995)|11-Feb-1998||http://us.imdb.com/M/title-exact?Tokyo+Fist+(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1614|Reluctant Debutante, The (1958)|01-Jan-1958||http://us.imdb.com/M/title-exact?Reluctant%20Debutante,%20The%20(1958)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1615|Warriors of Virtue (1997)|02-May-1997||http://us.imdb.com/M/title-exact?Warriors%20of%20Virtue%20%281997%29|0|1|1|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0
+1616|Desert Winds (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Desert%20Winds%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1617|Hugo Pool (1997)|01-Jan-1997||http://us.imdb.com/M/title-exact?Hugo+Pool+(1997)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1618|King of New York (1990)|01-Jan-1990||http://us.imdb.com/Title?King+of+New+York+(1990)|0|1|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0
+1619|All Things Fair (1996)|08-Mar-1996||http://us.imdb.com/Title?Lust+och+f%E4gring+stor+(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1620|Sixth Man, The (1997)|28-Mar-1997||http://us.imdb.com/M/title-exact?Sixth%20Man%2C%20The%20(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1621|Butterfly Kiss (1995)|26-Apr-1996||http://us.imdb.com/M/title-exact?Butterfly%20Kiss%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1622|Paris, France (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Paris,%20France%20(1993)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1623|C�r�monie, La (1995)|20-Dec-1996||http://us.imdb.com/M/title-exact?C%E9r%E9monie%2C%20La%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1624|Hush (1998)|10-Mar-1998||http://us.imdb.com/Title?Hush+(1998)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1625|Nightwatch (1997)|22-Apr-1997||http://us.imdb.com/M/title-exact?Nightwatch%20(1997)|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0|1|0|0
+1626|Nobody Loves Me (Keiner liebt mich) (1994)|09-Feb-1996||http://us.imdb.com/M/title-exact?Keiner%20liebt%20mich%20(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1627|Wife, The (1995)|26-Jul-1996||http://us.imdb.com/Title?Wife,+The+(1995)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1628|Lamerica (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Lamerica%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1629|Nico Icon (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Nico%20Icon%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1630|Silence of the Palace, The (Saimt el Qusur) (1994)|02-Feb-1996||http://us.imdb.com/M/title-exact?Saimt%20el%20Qusur%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1631|Slingshot, The (1993)|01-Jan-1993||http://us.imdb.com/Title?K%E5disbellan+(1993)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1632|Land and Freedom (Tierra y libertad) (1995)|29-Mar-1996||http://us.imdb.com/M/title-exact?Tierra%20y%20libertad%20(1995)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0
+1633|� k�ldum klaka (Cold Fever) (1994)|08-Mar-1996||http://us.imdb.com/Title?%C1+k%F6ldum+klaka+(1994)|0|0|0|0|0|1|0|0|1|0|0|0|0|0|0|0|0|0|0
+1634|Etz Hadomim Tafus (Under the Domin Tree) (1994)|19-Apr-1996||http://us.imdb.com/M/title-exact?Etz%20Hadomim%20Tafus%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1635|Two Friends (1986) |26-Apr-1986||http://us.imdb.com/M/title-exact?Two%20Friends%20(1986)%20(TV)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1636|Brothers in Trouble (1995)|26-Apr-1996||http://us.imdb.com/M/title-exact?Brothers%20in%20Trouble%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1637|Girls Town (1996)|23-Aug-1996||http://us.imdb.com/M/title-exact?Girls%20Town%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1638|Normal Life (1996)|25-Oct-1996||http://us.imdb.com/M/title-exact?Normal%20Life%20(1996)|0|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0
+1639|Bitter Sugar (Azucar Amargo) (1996)|22-Nov-1996||http://us.imdb.com/M/title-exact?Bitter%20Sugar%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1640|Eighth Day, The (1996)|01-Nov-1996||http://us.imdb.com/Title?Huiti%E8me+jour,+Le+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1641|Dadetown (1995)|18-Sep-1996||http://us.imdb.com/M/title-exact?Dadetown%20(1995)|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0
+1642|Some Mother's Son (1996)|27-Dec-1996||http://us.imdb.com/M/title-exact?Some%20Mother's%20Son%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1643|Angel Baby (1995)|10-Jan-1997||http://us.imdb.com/Title?Angel+Baby+(1995/I)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1644|Sudden Manhattan (1996)|13-Jun-1997||http://us.imdb.com/M/title-exact?Sudden%20Manhattan%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1645|Butcher Boy, The (1998)|01-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-118804|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1646|Men With Guns (1997)|06-Mar-1998||http://us.imdb.com/Title?Men+with+Guns+(1997/I)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1647|Hana-bi (1997)|20-Mar-1998||http://us.imdb.com/Title?Hana-bi+(1997)|0|0|0|0|0|1|1|0|1|0|0|0|0|0|0|0|0|0|0
+1648|Niagara, Niagara (1997)|20-Mar-1998||http://us.imdb.com/Title?Niagara,+Niagara+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1649|Big One, The (1997)|27-Mar-1998||http://us.imdb.com/Title?Big+One,+The+(1997)|0|0|0|0|0|1|0|1|0|0|0|0|0|0|0|0|0|0|0
+1650|Butcher Boy, The (1998)|01-Jan-1998||http://us.imdb.com/M/title-exact?imdb-title-118804|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1651|Spanish Prisoner, The (1997)|27-Mar-1998||http://us.imdb.com/Title?Spanish+Prisoner,+The+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|1|0|0
+1652|Temptress Moon (Feng Yue) (1996)|13-Jun-1997||http://us.imdb.com/M/title-exact?Feng%20Yue%20%281996%29|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0|0|0
+1653|Entertaining Angels: The Dorothy Day Story (1996)|27-Sep-1996||http://us.imdb.com/M/title-exact?Entertaining%20Angels:%20The%20Dorothy%20Day%20Story%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1654|Chairman of the Board (1998)|01-Jan-1998||http://us.imdb.com/Title?Chairman+of+the+Board+(1998)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1655|Favor, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?Favor,%20The%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1656|Little City (1998)|20-Feb-1998||http://us.imdb.com/M/title-exact?Little+City+(1998)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0|0|0|0
+1657|Target (1995)|28-Feb-1996||http://us.imdb.com/M/title-exact?Target%20(1995)|0|1|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1658|Substance of Fire, The (1996)|06-Dec-1996||http://us.imdb.com/M/title-exact?Substance%20of%20Fire,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1659|Getting Away With Murder (1996)|12-Apr-1996||http://us.imdb.com/Title?Getting+Away+With+Murder+(1996)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1660|Small Faces (1995)|09-Aug-1996||http://us.imdb.com/M/title-exact?Small%20Faces%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1661|New Age, The (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?New%20Age,%20The%20(1994)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1662|Rough Magic (1995)|30-May-1997||http://us.imdb.com/M/title-exact?Rough%20Magic%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1663|Nothing Personal (1995)|30-Apr-1997||http://us.imdb.com/M/title-exact?Nothing%20Personal%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|1|0
+1664|8 Heads in a Duffel Bag (1997)|18-Apr-1997||http://us.imdb.com/Title?8+Heads+in+a+Duffel+Bag+(1997)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1665|Brother's Kiss, A (1997)|25-Apr-1997||http://us.imdb.com/M/title-exact?Brother%27s%20Kiss%2C%20A%20%281997%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1666|Ripe (1996)|02-May-1997||http://us.imdb.com/M/title-exact?Ripe%20%281996%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1667|Next Step, The (1995)|13-Jun-1997||http://us.imdb.com/M/title-exact?Next%20Step%2C%20The%20%281995%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1668|Wedding Bell Blues (1996)|13-Jun-1997||http://us.imdb.com/M/title-exact?Wedding%20Bell%20Blues%20%281996%29|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1669|MURDER and murder (1996)|20-Jun-1997||http://us.imdb.com/M/title-exact?MURDER+and+murder+(1996)|0|0|0|0|0|0|1|0|1|0|0|0|0|1|0|0|0|0|0
+1670|Tainted (1998)|01-Feb-1998||http://us.imdb.com/M/title-exact?Tainted+(1998)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|1|0|0
+1671|Further Gesture, A (1996)|20-Feb-1998||http://us.imdb.com/M/title-exact?Further+Gesture%2C+A+(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1672|Kika (1993)|01-Jan-1993||http://us.imdb.com/M/title-exact?Kika%20(1993)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1673|Mirage (1995)|01-Jan-1995||http://us.imdb.com/M/title-exact?Mirage%20(1995)|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|0
+1674|Mamma Roma (1962)|01-Jan-1962||http://us.imdb.com/M/title-exact?Mamma%20Roma%20(1962)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1675|Sunchaser, The (1996)|25-Oct-1996||http://us.imdb.com/M/title-exact?Sunchaser,%20The%20(1996)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1676|War at Home, The (1996)|01-Jan-1996||http://us.imdb.com/M/title-exact?War%20at%20Home%2C%20The%20%281996%29|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1677|Sweet Nothing (1995)|20-Sep-1996||http://us.imdb.com/M/title-exact?Sweet%20Nothing%20(1995)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1678|Mat' i syn (1997)|06-Feb-1998||http://us.imdb.com/M/title-exact?Mat%27+i+syn+(1997)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0
+1679|B. Monkey (1998)|06-Feb-1998||http://us.imdb.com/M/title-exact?B%2E+Monkey+(1998)|0|0|0|0|0|0|0|0|0|0|0|0|0|0|1|0|1|0|0
+1680|Sliding Doors (1998)|01-Jan-1998||http://us.imdb.com/Title?Sliding+Doors+(1998)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|1|0|0|0|0
+1681|You So Crazy (1994)|01-Jan-1994||http://us.imdb.com/M/title-exact?You%20So%20Crazy%20(1994)|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0|0|0|0
+1682|Scream of Stone (Schrei aus Stein) (1991)|08-Mar-1996||http://us.imdb.com/M/title-exact?Schrei%20aus%20Stein%20(1991)|0|0|0|0|0|0|0|0|1|0|0|0|0|0|0|0|0|0|0