From 0186ef49b3b4ca1c779c58fe21e18b86461a20b7 Mon Sep 17 00:00:00 2001
From: AnaP2020 <anarita.preto@gmail.com>
Date: Mon, 29 Jun 2026 14:34:12 +0100
Subject: [PATCH] 2st project done

---
 EDA_movies.ipynb                 | 1868 ++++++++++++++
 README.md                        |    5 +
 Web_scraping.ipynb               | 4033 ++++++++++++++++++++++++++++++
 data_movies_cleaned.csv          |  816 ++++++
 final_API.ipynb                  |    1 +
 movie_data_with_scraping.csv     |  816 ++++++
 movies_data.csv                  | 1001 ++++++++
 new_data_wrangling_cleaned.ipynb |  864 +++++++
 8 files changed, 9404 insertions(+)
 create mode 100644 EDA_movies.ipynb
 create mode 100644 README.md
 create mode 100644 Web_scraping.ipynb
 create mode 100644 data_movies_cleaned.csv
 create mode 100644 final_API.ipynb
 create mode 100644 movie_data_with_scraping.csv
 create mode 100644 movies_data.csv
 create mode 100644 new_data_wrangling_cleaned.ipynb

diff --git a/EDA_movies.ipynb b/EDA_movies.ipynb
new file mode 100644
index 0000000..00c82e7
--- /dev/null
+++ b/EDA_movies.ipynb
@@ -0,0 +1,1868 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7e3bed7d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy.stats import spearmanr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "5d783b60",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies_clean_df = pd.read_csv(\"data_movies_cleaned.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "1537eab4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.DataFrame'>\n",
+      "RangeIndex: 815 entries, 0 to 814\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   TMDb_ID        815 non-null    int64  \n",
+      " 1   IMDb_ID        815 non-null    str    \n",
+      " 2   Title          815 non-null    str    \n",
+      " 3   Year           815 non-null    int64  \n",
+      " 4   Genre          815 non-null    str    \n",
+      " 5   Primary Genre  815 non-null    str    \n",
+      " 6   TMDb Rating    815 non-null    float64\n",
+      " 7   TMDb Votes     815 non-null    int64  \n",
+      " 8   Popularity     815 non-null    float64\n",
+      " 9   Revenue        553 non-null    float64\n",
+      " 10  Budget         547 non-null    float64\n",
+      " 11  Runtime        815 non-null    int64  \n",
+      " 12  IMDb Rating    687 non-null    float64\n",
+      " 13  IMDb Votes     702 non-null    float64\n",
+      " 14  Box Office     498 non-null    float64\n",
+      "dtypes: float64(7), int64(4), str(4)\n",
+      "memory usage: 139.8 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "movies_clean_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4941cc55",
+   "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>TMDb_ID</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>TMDb Rating</th>\n",
+       "      <th>TMDb Votes</th>\n",
+       "      <th>Popularity</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Budget</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>IMDb Votes</th>\n",
+       "      <th>Box Office</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8.150000e+02</td>\n",
+       "      <td>815.000000</td>\n",
+       "      <td>815.000000</td>\n",
+       "      <td>815.000000</td>\n",
+       "      <td>815.000000</td>\n",
+       "      <td>5.530000e+02</td>\n",
+       "      <td>5.470000e+02</td>\n",
+       "      <td>815.00000</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>7.020000e+02</td>\n",
+       "      <td>4.980000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>6.877341e+05</td>\n",
+       "      <td>2018.693252</td>\n",
+       "      <td>6.631811</td>\n",
+       "      <td>5624.483436</td>\n",
+       "      <td>28.820767</td>\n",
+       "      <td>3.906051e+08</td>\n",
+       "      <td>9.584158e+07</td>\n",
+       "      <td>115.31411</td>\n",
+       "      <td>6.733624</td>\n",
+       "      <td>3.077750e+05</td>\n",
+       "      <td>1.545897e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.520892e+05</td>\n",
+       "      <td>7.768559</td>\n",
+       "      <td>1.619122</td>\n",
+       "      <td>7459.699744</td>\n",
+       "      <td>50.437862</td>\n",
+       "      <td>4.366907e+08</td>\n",
+       "      <td>8.617554e+07</td>\n",
+       "      <td>31.29309</td>\n",
+       "      <td>1.196297</td>\n",
+       "      <td>4.197203e+05</td>\n",
+       "      <td>1.597658e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.200000e+01</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.470200</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>2.100000</td>\n",
+       "      <td>9.000000e+00</td>\n",
+       "      <td>6.341000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1.229115e+05</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>6.200000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>11.342600</td>\n",
+       "      <td>5.393364e+07</td>\n",
+       "      <td>2.100000e+07</td>\n",
+       "      <td>99.00000</td>\n",
+       "      <td>6.100000</td>\n",
+       "      <td>1.309125e+04</td>\n",
+       "      <td>2.608055e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>5.946690e+05</td>\n",
+       "      <td>2022.000000</td>\n",
+       "      <td>6.998000</td>\n",
+       "      <td>1876.000000</td>\n",
+       "      <td>15.195700</td>\n",
+       "      <td>2.457246e+08</td>\n",
+       "      <td>7.850000e+07</td>\n",
+       "      <td>114.00000</td>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>1.326215e+05</td>\n",
+       "      <td>1.094505e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.228478e+06</td>\n",
+       "      <td>2025.500000</td>\n",
+       "      <td>7.560000</td>\n",
+       "      <td>9114.500000</td>\n",
+       "      <td>24.497200</td>\n",
+       "      <td>5.990460e+08</td>\n",
+       "      <td>1.500000e+08</td>\n",
+       "      <td>133.00000</td>\n",
+       "      <td>7.600000</td>\n",
+       "      <td>4.734432e+05</td>\n",
+       "      <td>2.186316e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.706197e+06</td>\n",
+       "      <td>2026.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>40044.000000</td>\n",
+       "      <td>581.755400</td>\n",
+       "      <td>2.923706e+09</td>\n",
+       "      <td>6.588000e+08</td>\n",
+       "      <td>254.00000</td>\n",
+       "      <td>9.300000</td>\n",
+       "      <td>3.161907e+06</td>\n",
+       "      <td>9.366622e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            TMDb_ID         Year  TMDb Rating    TMDb Votes  Popularity  \\\n",
+       "count  8.150000e+02   815.000000   815.000000    815.000000  815.000000   \n",
+       "mean   6.877341e+05  2018.693252     6.631811   5624.483436   28.820767   \n",
+       "std    5.520892e+05     7.768559     1.619122   7459.699744   50.437862   \n",
+       "min    1.200000e+01  2000.000000     0.000000      0.000000    6.470200   \n",
+       "25%    1.229115e+05  2013.000000     6.200000     70.000000   11.342600   \n",
+       "50%    5.946690e+05  2022.000000     6.998000   1876.000000   15.195700   \n",
+       "75%    1.228478e+06  2025.500000     7.560000   9114.500000   24.497200   \n",
+       "max    1.706197e+06  2026.000000    10.000000  40044.000000  581.755400   \n",
+       "\n",
+       "            Revenue        Budget    Runtime  IMDb Rating    IMDb Votes  \\\n",
+       "count  5.530000e+02  5.470000e+02  815.00000   687.000000  7.020000e+02   \n",
+       "mean   3.906051e+08  9.584158e+07  115.31411     6.733624  3.077750e+05   \n",
+       "std    4.366907e+08  8.617554e+07   31.29309     1.196297  4.197203e+05   \n",
+       "min    2.000000e+00  1.000000e+00    0.00000     2.100000  9.000000e+00   \n",
+       "25%    5.393364e+07  2.100000e+07   99.00000     6.100000  1.309125e+04   \n",
+       "50%    2.457246e+08  7.850000e+07  114.00000     6.900000  1.326215e+05   \n",
+       "75%    5.990460e+08  1.500000e+08  133.00000     7.600000  4.734432e+05   \n",
+       "max    2.923706e+09  6.588000e+08  254.00000     9.300000  3.161907e+06   \n",
+       "\n",
+       "         Box Office  \n",
+       "count  4.980000e+02  \n",
+       "mean   1.545897e+08  \n",
+       "std    1.597658e+08  \n",
+       "min    6.341000e+03  \n",
+       "25%    2.608055e+07  \n",
+       "50%    1.094505e+08  \n",
+       "75%    2.186316e+08  \n",
+       "max    9.366622e+08  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_clean_df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "301c9082",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Primary Genre'>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "movies_clean_df[\"Primary Genre\"].value_counts().plot.bar(figsize=(10,5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5a060d25",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "eda_df = movies_clean_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2441e389",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Distribution of IMDb Ratings\n",
+    "#Purpose\n",
+    "#Understand how ratings are distributed.\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "\n",
+    "eda_df[\"IMDb Rating\"].dropna().hist(\n",
+    "    bins=20\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"IMDb Rating\")\n",
+    "plt.ylabel(\"Number of Movies\")\n",
+    "plt.title(\"Distribution of IMDb Ratings\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7a54eb70",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#IMDb Rating vs IMDb Votes\n",
+    "#Purpose\n",
+    "#Test whether higher-rated movies receive more audience participation.\n",
+    "\n",
+    "rating_votes_df = eda_df.dropna(\n",
+    "    subset=[\"IMDb Rating\", \"IMDb Votes\"]\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.scatter(\n",
+    "    rating_votes_df[\"IMDb Rating\"],\n",
+    "    rating_votes_df[\"IMDb Votes\"],\n",
+    "    alpha=0.5\n",
+    ")\n",
+    "\n",
+    "plt.yscale(\"log\")\n",
+    "\n",
+    "plt.xlabel(\"IMDb Rating\")\n",
+    "plt.ylabel(\"IMDb Votes (log scale)\")\n",
+    "plt.title(\"IMDb Rating vs Audience Engagement\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "dc090dd9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#IMDb Rating vs Box Office\n",
+    "#Purpose\n",
+    "#Test whether higher-rated movies achieve greater commercial success.\n",
+    "rating_box_df = eda_df.dropna(\n",
+    "    subset=[\"IMDb Rating\", \"Box Office\"]\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.scatter(\n",
+    "    rating_box_df[\"IMDb Rating\"],\n",
+    "    rating_box_df[\"Box Office\"],\n",
+    "    alpha=0.5\n",
+    ")\n",
+    "\n",
+    "plt.yscale(\"log\")\n",
+    "\n",
+    "plt.xlabel(\"IMDb Rating\")\n",
+    "plt.ylabel(\"Box Office Revenue (log scale)\")\n",
+    "plt.title(\"IMDb Rating vs Commercial Success\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "deb5910b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Correlation Heatmap\n",
+    "#Purpose\n",
+    "#Identify the strongest relationships in the dataset.\n",
+    "corr_df = eda_df[\n",
+    "    [\n",
+    "        \"IMDb Rating\",\n",
+    "        \"TMDb Rating\",\n",
+    "        \"IMDb Votes\",\n",
+    "        \"TMDb Votes\",\n",
+    "        \"Popularity\",\n",
+    "        \"Revenue\",\n",
+    "        \"Budget\",\n",
+    "        \"Runtime\",\n",
+    "        \"Box Office\"\n",
+    "    ]\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "365e8a35",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Why Spearman?\n",
+    "#Revenue and vote counts are highly skewed, so Spearman is more robust than Pearson.\n",
+    "\n",
+    "corr = corr_df.corr(\n",
+    "    method=\"spearman\"\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "\n",
+    "sns.heatmap(\n",
+    "    corr,\n",
+    "    annot=True,\n",
+    "    fmt=\".2f\",\n",
+    "    cmap=\"coolwarm\"\n",
+    ")\n",
+    "\n",
+    "plt.title(\"Spearman Correlation Matrix\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "c59c728c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Genre Comparison"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4dc56b44",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Average IMDb Rating by Genre\n",
+    "genre_rating = (\n",
+    "    eda_df.groupby(\"Primary Genre\")\n",
+    "    [\"IMDb Rating\"]\n",
+    "    .mean()\n",
+    "    .sort_values()\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "genre_rating.plot(\n",
+    "    kind=\"barh\"\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"Average IMDb Rating\")\n",
+    "plt.title(\"Average IMDb Rating by Genre\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "00618b8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Average IMDb Votes by Genre\n",
+    "genre_votes = (\n",
+    "    eda_df.groupby(\"Primary Genre\")\n",
+    "    [\"IMDb Votes\"]\n",
+    "    .mean()\n",
+    "    .sort_values()\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "genre_votes.plot(\n",
+    "    kind=\"barh\"\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"Average IMDb Votes\")\n",
+    "plt.title(\"Average Audience Engagement by Genre\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8e5f6fb5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#verage Box Office by Genre\n",
+    "genre_box = (\n",
+    "    eda_df.groupby(\"Primary Genre\")\n",
+    "    [\"Box Office\"]\n",
+    "    .mean()\n",
+    "    .sort_values()\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "genre_box.plot(\n",
+    "    kind=\"barh\"\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"Average Box Office Revenue\")\n",
+    "plt.title(\"Average Commercial Success by Genre\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "011e44f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "af5a2029",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rating vs Votes: rho=0.580, p=0.00000\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Rating vs Votes\n",
+    "rho_votes, p_votes = spearmanr(\n",
+    "    rating_votes_df[\"IMDb Rating\"],\n",
+    "    rating_votes_df[\"IMDb Votes\"]\n",
+    ")\n",
+    "\n",
+    "print(\n",
+    "    f\"Rating vs Votes: rho={rho_votes:.3f}, p={p_votes:.5f}\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "4321cba2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Movies with higher IMDb ratings tend to receive substantially more audience votes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "e9b11ed3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rating vs Box Office: rho=0.211, p=0.00000\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Rating vs Revenue\n",
+    "rho_box, p_box = spearmanr(\n",
+    "    rating_box_df[\"IMDb Rating\"],\n",
+    "    rating_box_df[\"Box Office\"]\n",
+    ")\n",
+    "\n",
+    "print(\n",
+    "    f\"Rating vs Box Office: rho={rho_box:.3f}, p={p_box:.5f}\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "e0c06fc9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Higher-rated movies earn somewhat more revenue on average, but the relationship is much weaker than for audience engagement.\n",
+    "#Audience approval alone is not a strong predictor of commercial success."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "eb8cd253",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SignificanceResult(statistic=nan, pvalue=nan)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spearmanr(eda_df[\"IMDb Rating\"], eda_df[\"Popularity\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "14aa6942",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SignificanceResult(statistic=nan, pvalue=nan)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spearmanr(eda_df[\"IMDb Rating\"], eda_df[\"TMDb Votes\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "55f30e8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "IMDb Rating    128\n",
+       "Popularity       0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Check missing values\n",
+    "eda_df[[\"IMDb Rating\", \"Popularity\"]].isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "88d0571e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "IMDb Rating    128\n",
+       "TMDb Votes       0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Check missing values\n",
+    "eda_df[[\"IMDb Rating\", \"TMDb Votes\"]].isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "e044dac4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "IMDb Rating    float64\n",
+       "Popularity     float64\n",
+       "TMDb Votes       int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_df[[\n",
+    "    \"IMDb Rating\",\n",
+    "    \"Popularity\",\n",
+    "    \"TMDb Votes\"\n",
+    "]].dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "7e98de5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "rho=0.115, p=0.00249\n"
+     ]
+    }
+   ],
+   "source": [
+    "#IMDb Rating vs Popularity\n",
+    "pop_df = eda_df.dropna(\n",
+    "    subset=[\"IMDb Rating\", \"Popularity\"]\n",
+    ")\n",
+    "\n",
+    "rho, p = spearmanr(\n",
+    "    pop_df[\"IMDb Rating\"],\n",
+    "    pop_df[\"Popularity\"]\n",
+    ")\n",
+    "\n",
+    "print(f\"rho={rho:.3f}, p={p:.5f}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "59d6c0ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "rho=0.490, p=0.00000\n"
+     ]
+    }
+   ],
+   "source": [
+    "#IMDb Rating vs TMDb Votes\n",
+    "votes_df = eda_df.dropna(\n",
+    "    subset=[\"IMDb Rating\", \"TMDb Votes\"]\n",
+    ")\n",
+    "\n",
+    "rho, p = spearmanr(\n",
+    "    votes_df[\"IMDb Rating\"],\n",
+    "    votes_df[\"TMDb Votes\"]\n",
+    ")\n",
+    "\n",
+    "print(f\"rho={rho:.3f}, p={p:.5f}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "989aabe2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlations = pd.Series({\n",
+    "    \"IMDb Votes\": 0.580,\n",
+    "    \"TMDb Votes\": 0.490,\n",
+    "    \"Box Office\": 0.211,\n",
+    "    \"Popularity\": 0.115\n",
+    "})\n",
+    "\n",
+    "plt.figure(figsize=(8,5))\n",
+    "\n",
+    "correlations.sort_values().plot(\n",
+    "    kind=\"barh\"\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"Spearman Correlation with IMDb Rating\")\n",
+    "plt.title(\"Relationship Between Ratings and Audience Impact Metrics\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "90265b86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#The analysis indicates that audience ratings are most strongly associated with engagement metrics such as vote counts. \n",
+    "# Movies with higher IMDb ratings consistently received more votes on both IMDb and TMDb. \n",
+    "# However, ratings showed only weak relationships with popularity scores and box-office revenue, \n",
+    "# suggesting that audience approval does not necessarily translate into widespread visibility or commercial success."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "c6166f19",
+   "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>IMDb Rating</th>\n",
+       "      <th>IMDb Votes</th>\n",
+       "      <th>Box Office</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Primary Genre</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Action</th>\n",
+       "      <td>6.818182</td>\n",
+       "      <td>357598.387097</td>\n",
+       "      <td>1.708863e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adventure</th>\n",
+       "      <td>6.969863</td>\n",
+       "      <td>541604.041096</td>\n",
+       "      <td>2.732932e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Animation</th>\n",
+       "      <td>7.468966</td>\n",
+       "      <td>366211.224138</td>\n",
+       "      <td>1.783148e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Comedy</th>\n",
+       "      <td>6.194737</td>\n",
+       "      <td>195410.672414</td>\n",
+       "      <td>1.285011e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Crime</th>\n",
+       "      <td>7.111765</td>\n",
+       "      <td>460383.294118</td>\n",
+       "      <td>1.283992e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Documentary</th>\n",
+       "      <td>5.150000</td>\n",
+       "      <td>812.000000</td>\n",
+       "      <td>3.015600e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Drama</th>\n",
+       "      <td>6.754717</td>\n",
+       "      <td>272089.192661</td>\n",
+       "      <td>6.084956e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Family</th>\n",
+       "      <td>6.625000</td>\n",
+       "      <td>225380.750000</td>\n",
+       "      <td>2.938075e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fantasy</th>\n",
+       "      <td>6.923810</td>\n",
+       "      <td>435477.047619</td>\n",
+       "      <td>1.953532e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>History</th>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>239755.250000</td>\n",
+       "      <td>5.282519e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horror</th>\n",
+       "      <td>6.203390</td>\n",
+       "      <td>120144.523077</td>\n",
+       "      <td>6.182376e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Music</th>\n",
+       "      <td>6.600000</td>\n",
+       "      <td>67037.666667</td>\n",
+       "      <td>3.400688e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mystery</th>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>412059.700000</td>\n",
+       "      <td>7.029350e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Romance</th>\n",
+       "      <td>5.954545</td>\n",
+       "      <td>61556.171429</td>\n",
+       "      <td>4.940422e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Science Fiction</th>\n",
+       "      <td>6.959375</td>\n",
+       "      <td>474157.718750</td>\n",
+       "      <td>2.044465e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thriller</th>\n",
+       "      <td>6.534211</td>\n",
+       "      <td>142283.384615</td>\n",
+       "      <td>3.950239e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>War</th>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>341914.250000</td>\n",
+       "      <td>8.764368e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Western</th>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>947792.000000</td>\n",
+       "      <td>1.842474e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 IMDb Rating     IMDb Votes    Box Office\n",
+       "Primary Genre                                            \n",
+       "Action              6.818182  357598.387097  1.708863e+08\n",
+       "Adventure           6.969863  541604.041096  2.732932e+08\n",
+       "Animation           7.468966  366211.224138  1.783148e+08\n",
+       "Comedy              6.194737  195410.672414  1.285011e+08\n",
+       "Crime               7.111765  460383.294118  1.283992e+08\n",
+       "Documentary         5.150000     812.000000  3.015600e+04\n",
+       "Drama               6.754717  272089.192661  6.084956e+07\n",
+       "Family              6.625000  225380.750000  2.938075e+08\n",
+       "Fantasy             6.923810  435477.047619  1.953532e+08\n",
+       "History             8.000000  239755.250000  5.282519e+07\n",
+       "Horror              6.203390  120144.523077  6.182376e+07\n",
+       "Music               6.600000   67037.666667  3.400688e+08\n",
+       "Mystery             6.900000  412059.700000  7.029350e+07\n",
+       "Romance             5.954545   61556.171429  4.940422e+07\n",
+       "Science Fiction     6.959375  474157.718750  2.044465e+08\n",
+       "Thriller            6.534211  142283.384615  3.950239e+07\n",
+       "War                 7.000000  341914.250000  8.764368e+07\n",
+       "Western             8.000000  947792.000000  1.842474e+08"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Genre-specific patterns\n",
+    "eda_df.groupby(\"Primary Genre\")[\n",
+    "    [\"IMDb Rating\",\n",
+    "     \"IMDb Votes\",\n",
+    "     \"Box Office\"]\n",
+    "].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "37c78ab4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Primary Genre\n",
+       "Action             179\n",
+       "Drama              121\n",
+       "Adventure           80\n",
+       "Horror              77\n",
+       "Comedy              74\n",
+       "Animation           65\n",
+       "Romance             48\n",
+       "Thriller            45\n",
+       "Science Fiction     38\n",
+       "Fantasy             22\n",
+       "Crime               19\n",
+       "Family              17\n",
+       "Mystery             11\n",
+       "History              7\n",
+       "Documentary          4\n",
+       "War                  4\n",
+       "Music                3\n",
+       "Western              1\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_df.groupby(\"Primary Genre\").size().sort_values(ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "fee3c4ae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBcAAAK7CAYAAACpsmeeAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAA3JpJREFUeJzs3Xd0FGXbx/HfZtMTEpJACAmBhACB0JtUKUpvNmzUCKIIiHThURSQIqiIioIVBFGs8CAdaQrSBQSkt1ACoYSE9GQz7x+82YclCSRsqH4/5+w52Zl77rlmdja7c+1dTIZhGAIAAAAAALhJDnc6AAAAAAAAcG8juQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAIE/+/vtv9ezZU2FhYXJzc5Obm5vKli2rF198UVu3br3T4d20Jk2ayGQyWR9ubm6qWrWqpkyZoszMzALd1/bt29W4cWN5e3vLZDJpypQpBVo/pGPHjtm8ng4ODvLx8dHDDz+s5cuX33S93377ba6vl8lk0qhRo2667rvVtefy2sf9eMx3s+tdg7lJT09X+fLl9fbbb1uXzZw5M9trWbRoUTVp0kQLFy686fgiIyPl6emZp7Imk0n9+vW7Ybk1a9bIZDJpzZo1Nx3XtS5cuKARI0YoIiJCHh4e8vb2Vvny5dW1a1f9/fff1nJZ5+nYsWMFtu/bKaf3r5eXl/XzzWKx3JG4rj7/7u7u8vLyUt26dfXxxx8rPT09W/ljx46pbdu28vX1lclk0oABAyTl/Hl6K66Xqx04cEDOzs7666+/bkn9wP3A8U4HAODu9+mnn6pfv34KDw/XK6+8oooVK8pkMmnv3r367rvvVLt2bR06dEhhYWF3OtSbUrp0ac2ZM0eSFBMTo+nTp2vgwIGKjo7WxIkTC2w/PXr0UGJioubOnSsfHx+FhIQUWN2w9fLLL6tTp06yWCzat2+fRo8erTZt2mjVqlVq1KhRvuv79ttvtXv3busX26tt2LBBJUqUKICo705Z5/Ja9/Mx342udw3m5pNPPlFsbKxefvnlbOtmzJih8uXLyzAMnTlzRlOnTlX79u21YMECtW/fvgAjv3skJCSobt26SkhI0NChQ1W1alUlJyfrwIED+uWXX7Rjxw5VqVJFktS2bVtt2LBBxYsXv8NR2+fq9++lS5e0YMECDRw4UCdOnNB77713W2PZt2+fWrRooYSEBA0ePFj169dXcnKyFi5cqFdeeUU//vijFi9eLHd3d+s2AwcO1KZNm/TVV18pICDA+nrk9Hnq7u6uDRs2KCIi4pbEX65cOXXu3FkDBw7U2rVrb8k+gHueAQDXsW7dOsPBwcFo3769kZqammOZH374wTh16tRtjswwkpKS7K6jcePGRsWKFW2WpaWlGaVLlzbc3d2NtLQ0u+rPyMgwUlJSDMMwDEdHR+Oll16yq76rpaWlGenp6QVW3/3g6NGjhiTjnXfesVm+du1aQ5LRrVu3m6q3bdu2RqlSpQogwntHbucSd0Z+r8H09HQjKCjIGD58uM3yGTNmGJKMLVu22CxPSkoyXFxcjGefffam4uvevbvh4eGRp7KSjL59+96w3OrVqw1JxurVq28qpmt99dVXhiRj1apVOa63WCwFsp+7wfXevw8++KBRvHjx2xpPRkaGERERYXh7exv79+/Ptn7u3LmGJOPFF1+0WV6mTBmjdevW2coX9OdpXm3dutWQZKxfv/627xu4F9AtAsB1jR8/XmazWZ9++qmcnZ1zLPPkk08qMDDQZtnWrVvVoUMH+fr6ytXVVdWrV9cPP/xgUyar2enq1av10ksvqUiRIvLz89Pjjz+u06dP25QNCQlRu3bt9Msvv6h69epydXXV6NGjJUlnzpzRiy++qBIlSsjZ2VmhoaEaPXq0MjIybuqYnZycVLNmTSUlJencuXN53kdWM9RJkyZp7NixCg0NlYuLi2bMmCGTyaSMjAxNmzbN2kQ1y+7du/XII4/Ix8dHrq6uqlatmr7++mubmLKae86ePVuDBw9WUFCQXFxcdOjQIWtz5H379qlly5by8PBQ8eLFrU2hN27cqIYNG8rDw0PlypXLVve5c+fUp08fRUREyNPTU/7+/nrooYf0xx9/2JTLOr53331XkydPVmhoqDw9PVWvXj1t3Lgx23nctGmT2rdvLz8/P7m6uiosLCzbr64HDx5Up06d5O/vLxcXF1WoUEEff/xx/l+0G6hVq5Yk6ezZszbLP/74YzVq1Ej+/v7y8PBQ5cqVNWnSJJvmuU2aNNGiRYt0/PhxmybGWa7tIpCf6zo1NVWDBw9WQECA3N3d1ahRI23btk0hISGKjIzM9XjS09Pl7++vrl27Zlt36dIlubm5adCgQZKkzMxMjR07VuHh4XJzc1PhwoVVpUoVffDBB3k+fzfSpEkTVapUSVu2bNGDDz4od3d3lS5dWm+//Xa27kV79uxRixYt5O7urqJFi6pv375atGhRtubMK1as0COPPKISJUrI1dVVZcqU0Ysvvqjz589n2/9///tfValSRS4uLipdurQ++OADjRo1yuZ1kiTDMPTJJ5+oWrVqcnNzk4+Pjzp27KgjR47keDwbNmxQ/fr15ebmppCQEM2YMUOStGjRItWoUUPu7u6qXLmyli5dmi2mvFzbWe/r7777Tq+99poCAwPl5eWlZs2aaf/+/TbxXO8azMmCBQt06tSpHK+RnLi6usrZ2VlOTk7Z4ru2mXnW/4KZM2dmq2fPnj16+OGH5eHhoaJFi6pfv35KSkrKcZ+ffvqpypUrJxcXF0VERGju3Ll5ijUvny85uXDhgiTl2hrBweF/X4uv7RaRdS5yelzbCu37779XvXr15OHhIU9PT7Vs2VLbt2/P07HdDt7e3javs3Tl/8SkSZNUvnx5ubi4yN/fX926ddPJkyetZXr37i1XV1dt27bNZruHH35YxYoVU3R0dK77nDdvnv755x8NHz5c5cqVy7b+6aefVosWLfTll1/qzJkz1vN96NAhLVmyxHqus16XnD5Pc7teC/KzqGbNmqpQoYKmT5+e67EC/2p3OrsB4O6VkZFhuLm5GfXq1cvXdqtWrTKcnZ2NBx980Pj++++NpUuXGpGRkYYkY8aMGdZyWb+glS5d2nj55ZeNZcuWGV988YXh4+NjNG3a1KbOUqVKGcWLFzdKly5tfPXVV8bq1auNzZs3G9HR0UZwcLBRqlQp49NPPzV+++0346233jJcXFyMyMjIG8aaU8sFwzCMGjVqGI6OjkZSUlKe95H1S1FQUJDRtGlT46effjKWL19ubN682diwYYMhyejYsaOxYcMGY8OGDYZhGMa+ffuMQoUKGWFhYcasWbOMRYsWGc8++6whyZg4caK17qxf8IKCgoyOHTsaCxYsMBYuXGhcuHDB6N69u+Hs7GxUqFDB+OCDD4wVK1YYzz33nCHJGDFihFGuXDnjyy+/NJYtW2a0a9fOkGRs3brVWve+ffuMl156yZg7d66xZs0aY+HChUbPnj0NBwcHm18Ms44vJCTEaNWqlTF//nxj/vz5RuXKlQ0fHx/j0qVL1rJLly41nJycjCpVqhgzZ840Vq1aZXz11VfGM888Yy2zZ88ew9vb26hcubIxa9YsY/ny5cbgwYMNBwcHY9SoUdlep7x8ZOX2a93u3bsNScbLL79ss3zgwIHGtGnTjKVLlxqrVq0y3n//faNIkSLGc889ZxNngwYNjICAAOtrl/X6GcaVX2HffPNN6/P8XNfPPvus4eDgYAwfPtxYvny5MWXKFCM4ONjw9vY2unfvft1jHThwoOHm5mbExcXZLP/kk08MScbff/9tGIZhTJgwwTCbzcabb75prFy50li6dKkxZcqUbOc4t3M5ceJEIz09Pdvjao0bNzb8/PyMsmXLGtOnTzdWrFhh9OnTx5BkfP3119Zyp0+fNvz8/IySJUsaM2fONBYvXmx07drVCAkJyfYL9bRp04wJEyYYCxYsMNauXWt8/fXXRtWqVY3w8HCbFkVLliwxHBwcjCZNmhjz5s0zfvzxR6NOnTrWOq/Wq1cvw8nJyRg8eLCxdOlS49tvvzXKly9vFCtWzDhz5ky24wkPD8/23hk9erRRuXJl47vvvjMWL15s1K1b13BxcbFpvZXXazvrfR0SEmJ07tzZWLRokfHdd98ZJUuWNMqWLWtkZGRY67veNZiTHj16GP7+/tmWZ12fGzduNNLT0420tDTjxIkTRv/+/Q0HBwdj6dKl2eK7tuVA1rVx9f/zrP9DJUuWNMaNG2csX77cGDVqlOHo6Gi0a9fOZntJRnBwsBEREWF89913xoIFC4xWrVoZkowff/zxuvvP6+dLTtatW2dIMmrXrm3MmzfPOH/+fK5ls87T0aNHDcMwjLi4OJtzv2HDBmPWrFmGk5OT0aZNG+t248aNM0wmk9GjRw9j4cKFxi+//GLUq1fP8PDwMPbs2XPd+AzDyPG9ltMjMzPzuvXk9P49f/688eWXXxqOjo7Ga6+9ZlP+hRdeMCQZ/fr1M5YuXWpMnz7dKFq0qBEcHGycO3fOMAzDSE5ONqpVq2aULl3aiI2NNQzDMN544w3DwcHBWL58+XXjyap/7969uZbJ+t/13XffWc93QECA0aBBA+s5P3PmTK6fpzldLwX9WWQYhvHSSy8ZRYoUueFrAPwbkVwAkKszZ84Ykmw+hLNkZGTk+kWnfPnyRvXq1bPdgLRr184oXry4telp1pe3Pn362JSbNGmSIcmIjo62LitVqpRhNpuzNad88cUXDU9PT+P48eM2y999911D0g2/zGUlF7KO4/Tp08bw4cMNScaTTz6Zr31kfZkLCwvLsTuFcmgK/MwzzxguLi5GVFSUzfLWrVsb7u7u1hv2rC9NjRo1ylZv9+7dDUnGzz//bF2Wnp5uFC1a1JBk/PXXX9blFy5cMMxmszFo0KBcz0nWa/vwww8bjz32mHV51vFVrlzZetNjGIaxefNm6xfCLGFhYUZYWJiRnJyc635atmxplChRItvNcb9+/QxXV1fj4sWL1mUPPfSQYTabc63r2hizvlCnpKQYO3bsMOrVq2cUL17ceqOQE4vFYqSnpxuzZs0yzGazzf6v1yQ9t+TCja7rPXv2GJKMV1991abcd999Z0i6YXLh77//NiQZn332mc3yBx54wKhZs6b1ebt27Yxq1apdt66cZJ3L3B5//PGHtWxW8mfTpk02dURERBgtW7a0Ph86dKhhMpmyvS9btmx53ebvmZmZRnp6unH8+HFDkvHf//7Xuq527dpGcHCwTbety5cvG35+fjbJhawbkvfee8+m7hMnThhubm7GsGHDsh3P1Um4rPeOm5ubTSJhx44dhiTjww8/tDmevFzbWe/rq29ODeNKVzNJNgmE/HaLqFChgtGqVatsy7Ouz2sfLi4uxieffGJTNr/JBUnGBx98YFN23LhxhiRj3bp11mWSDDc3N5uETkZGhlG+fHmjTJky191/Xj9fcjNmzBjD2dnZetyhoaFG7969jZ07d+Z4nnL7n3H27FmjdOnSRsWKFa032lFRUYajo2O2JObly5eNgIAA46mnnrpubDd6z139uFFXkevVFRkZafM/fO/evTn+z9q0aZMhyfjPf/5jXXbw4EHDy8vLePTRR43ffvvNcHBwMF5//fXrxmIYhjV5lNVNMCdLlizJllgvVaqU0bZt22xlc/o8zel6KejPIsMwjM8///yGiRLg34puEQBuSs2aNeXk5GR9ZA0MdejQIe3bt0+dO3eWJGVkZFgfbdq0UXR0tE1zX0nq0KGDzfOsAbWOHz+ebfm1zSkXLlyopk2bKjAw0GZfrVu3lqQ8Dbq0Z88e63EEBgbqvffeU+fOnfX555/f1D46dOiQrclpblatWqWHH35YwcHBNssjIyOVlJSkDRs22Cx/4okncqzHZDKpTZs21ueOjo4qU6aMihcvrurVq1uX+/r6yt/fP9u5nT59umrUqCFXV1c5OjrKyclJK1eu1N69e7Ptq23btjKbzdbn175eBw4c0OHDh9WzZ0+5urrmGG9KSopWrlypxx57TO7u7tmuk5SUFJuuFitXrsxXN5dXX31VTk5O1m4mu3fv1q+//pqt+fL27dvVoUMH+fn5yWw2y8nJSd26dZPFYtGBAwfyvL+c3Oi6zrpunnrqKZtyHTt2lKPjjcdbrly5smrWrGltqi9Je/fu1ebNm9WjRw/rsgceeEA7d+5Unz59tGzZMsXHx+frOF555RVt2bIl26NatWo25QICAvTAAw/YLKtSpYrNtbZ27VpVqlQp24Brzz77bLb9xsTEqHfv3goODrZek6VKlbIepyQlJiZq69atevTRR226bXl6emYblHDhwoUymUzq0qWLzfUWEBCgqlWrZmtKXbx4cdWsWdP6POu9U61aNZtuYBUqVJD0v9c1v9e2lPf/gflx+vRp+fv757p+1qxZ1tdyyZIl6t69u/r27aupU6fe9D4lWf/3Z8kaTHD16tU2y7Oa0mcxm816+umndejQIZum+Fe7mc+Xa40cOVJRUVH66quv9OKLL8rT01PTp09XzZo19d133+XpGBMTE9W2bVulpKRoyZIlKly4sCRp2bJlysjIULdu3Wxic3V1VePGjW84i0FgYGCO77WcHldfm9dz9ft39erVGj9+vH744Qeb91zWa3NtV6wHHnhAFSpU0MqVK63LypQpo88//1zz589Xu3bt9OCDDxbYzDGGYUjSDbv85NWt+CySZH1fnTp1qkDiBO4nzBYBIFdFihSRm5tbjl9wv/32WyUlJSk6Otrmi3FWn/YhQ4ZoyJAhOdZ7bZ9pPz8/m+cuLi6SpOTkZJvlOfWTPXv2rH799ddcb+Zz6p99rbCwMM2dO1cmk0murq4KDQ21Ga06v/vIz+jiFy5cyLF81s1LVh/hG9Xt7u6e7cuTs7OzfH19s5V1dnZWSkqK9fnkyZM1ePBg9e7dW2+99ZaKFCkis9mskSNH5phcuNHrlTVOxfVmE7hw4YIyMjL00Ucf6aOPPsqxTF5eu9y88sor6tKli1JTU7Vx40a9/vrreuSRR7Rz505r/FFRUXrwwQcVHh6uDz74QCEhIXJ1ddXmzZvVt2/fbNdfft3oPGW9tlffYElXEkPXbpubHj16qG/fvtq3b5/Kly+vGTNmyMXFxebGYcSIEfLw8NA333yj6dOny2w2q1GjRpo4caJ1LIrrKVGiRJ7K5RSzi4uLzXm8cOGCQkNDs5W79hxkZmaqRYsWOn36tEaOHKnKlSvLw8NDmZmZqlu3rrXO2NhYGYaRbfuc6jx79myuZaUrs8ZcLbf3zrXLs5IaWe+pm7m28/o/MD+Sk5NzvaGSriRFrn5dW7VqpePHj2vYsGHq0qWL9YY5P3K6dgMCAiRl/1+WtTy3sjn9/7iZz5ecFCtWTM8995yee+45SdLvv/+u1q1b65VXXskx0XW1jIwMdezYUQcOHNDvv/9ukxjOiq927do5bnv1mA45cXZ2zpa0y83VCd7rufb9mzX98ogRI7Rs2TK1bNnyumNRBAYGZvsO0LZtWxUrVkxnz57VoEGD8hRLyZIlJUlHjx5V+fLlcyyTNb7Ftcn2m3WrPouy3lf2fkYA9yOSCwByZTab9dBDD2n58uWKjo62+eKR9cvjtXOAFylSRNKVG5rHH388x3rDw8NvKp6cfs0oUqSIqlSponHjxuW4zbUDTebE1dX1ujdP+d1Hfn518fPzy3EQrKyB/7LO583UnVfffPONmjRpomnTptksv3z58k3VV7RoUUnK9ddHSfLx8ZHZbFbXrl3Vt2/fHMvkdBOaV1d/oW7QoIECAgLUpUsXvfnmm9ZfZufPn6/ExET98ssv1l/EJWnHjh03vd/8yLoJO3v2rIKCgqzLMzIyst2I5ebZZ5/VoEGDNHPmTI0bN06zZ8/Wo48+Kh8fH2sZR0dHDRo0SIMGDdKlS5f022+/6T//+Y9atmypEydO2CTSbjU/P79sg2pKVwZMvdru3bu1c+dOzZw5U927d7cuP3TokE05Hx8fmUymPNVZpEgRmUwm/fHHH9ab96vltOxm3OprO6+KFCmiixcv5mubKlWqaNmyZTpw4IAeeOAB601UamqqTbncbuCzrt2rEwxZr8O1SYdrX5/rlc1yqz5fGjVqpBYtWmj+/PmKiYm5bouPF154QStXrtTixYtVtWrVHOP76aefbP6n5NWxY8fyfG2sXr1aTZo0yfc+pP+1jNm5c6datmxpPd/R0dHZbsRPnz6d7XOod+/eunz5sipWrKj+/fvrwQcftPmfk5PmzZvrs88+0/z58zV8+PAcy8yfP1+Ojo43fVzXulWfRVnvq2vPCwCSCwBuYMSIEVqyZIl69+6tn3766YbN/cPDw1W2bFnt3LlT48ePv+XxtWvXTosXL1ZYWNgNv9zcjft4+OGHNW/ePJ0+fdomSTFr1iy5u7urbt26Bbq/nJhMpmw3Vn///bc2bNhwU78glStXTmFhYfrqq680aNCgHG/a3N3d1bRpU23fvl1VqlTJdSaSgtK5c2d98cUX+vzzzzV06FCVKlXKmqi5Oj7DMKzdYa527S/wBaFRo0aSrowsX6NGDevyn376Kc9dQHx8fPToo49q1qxZqlevns6cOWPTJeJahQsXVseOHXXq1CkNGDBAx44du2VzwuekcePGevfdd/XPP//Y7PfaWQJyem2kK7MLXM3Dw0O1atXS/Pnz9e6771qvo4SEBC1cuNCmbLt27fT222/r1KlT2bqiFKRbdW3n9xosX768Dh8+nK99ZCXWsm7KsroR/f3332rZsqW13IIFC3KtY86cOerfv7/1+bfffitJ2W4YV65cqbNnz1pbklgsFn3//fcKCwvL9Zdmez9fzp49q6JFi2ZrQWCxWHTw4EG5u7tft8XG66+/rhkzZujrr79Ws2bNsq1v2bKlHB0ddfjw4Vy7sF1PVreIvLjZJL30v9c5K4ny0EMPSbqSaL661cWWLVu0d+9evfbaa9ZlX3zxhb755ht99dVXaty4sWrUqKHnnntO8+fPv+4+H3vsMUVEROjtt9/W448/nq2L4/fff6/ly5erd+/eObZquRm36rPoyJEjcnBwsOs1AO5XJBcAXFeDBg308ccf6+WXX1aNGjX0wgsvqGLFinJwcFB0dLR+/vlnSZKXl5d1m08//VStW7dWy5YtFRkZqaCgIF28eFF79+7VX3/9pR9//LHA4hszZoxWrFih+vXrq3///goPD1dKSoqOHTumxYsXa/r06ddtEnmn9/Hmm29ax3R444035Ovrqzlz5mjRokWaNGmSvL297Yo9L9q1a6e33npLb775pho3bqz9+/drzJgxCg0NvenpPD/++GO1b99edevW1cCBA1WyZElFRUVp2bJlmjNnjiTpgw8+UMOGDfXggw/qpZdeUkhIiC5fvqxDhw7p119/1apVq6z1Pfzww1q7du1NxyNJEydOVJ06dfTWW2/piy++UPPmzeXs7Kxnn31Ww4YNU0pKiqZNm6bY2Nhs21auXFm//PKLpk2bppo1a8rBwSFPXQWup2LFinr22Wf13nvvWVsJ7dmzR++99568vb1v2IQ6S48ePfT999+rX79+KlGiRLabnvbt26tSpUqqVauWihYtquPHj2vKlCkqVaqUypYte8P6o6KicpxqtGjRogoLC8vbwf6/AQMG6KuvvlLr1q01ZswYFStWTN9++6327dsn6X/NxsuXL6+wsDANHz5chmHI19dXv/76q1asWJGtzjFjxqht27Zq2bKlXnnlFVksFr3zzjvy9PS0+eW+QYMGeuGFF/Tcc89p69atatSokTw8PBQdHa1169apcuXKeumll/J1PLnJz7WdV/m9Bps0aaIxY8YoKSkpx9Ypu3fvtr6fLly4oF9++UUrVqzQY489Zv2lNiAgQM2aNdOECRPk4+OjUqVKaeXKlfrll19y3Kezs7Pee+89JSQkqHbt2vrzzz81duxYtW7dWg0bNrQpW6RIET300EMaOXKkPDw89Mknn2jfvn03nI7Sns+X2bNn69NPP1WnTp1Uu3ZteXt76+TJk/riiy+0Z88evfHGG7neXP74448aN26cOnbsqHLlytm8J1xcXFS9enWFhIRozJgxeu2113TkyBG1atVKPj4+Onv2rDZv3iwPDw/rFMq5nT97/69c6+r3b2JiojZs2KAJEyaoVKlS1tYf4eHheuGFF/TRRx/JwcFBrVu31rFjxzRy5EgFBwdr4MCBkqRdu3apf//+6t69u7VLyZdffqmOHTtqypQp2aZ3vJrZbNbPP/+s5s2bq169eho8eLDq1aun1NRU/frrr/rss8/UuHFj6/hNBaWgP4ukK9M7V6tW7Zb9oAHc0+7ocJIA7hk7duwwnnvuOSM0NNRwcXExXF1djTJlyhjdunUzVq5cma38zp07jaeeesrw9/c3nJycjICAAOOhhx4ypk+fbi2TNRr3li1bbLbNacTn3EaMNgzDOHfunNG/f38jNDTUcHJyMnx9fY2aNWsar732mpGQkHDd48ptKsqb2Udu0yBmUQ6jWxuGYezatcto37694e3tbTg7OxtVq1bNNqVa1jm5epq2LN27dzc8PDzyfGzXnsvU1FRjyJAhRlBQkOHq6mrUqFHDmD9/vtG9e3eb0emvd3y6ZsYEw7gyOn/r1q0Nb29vw8XFxQgLCzMGDhxoU+bo0aNGjx49jKCgIMPJyckoWrSoUb9+fWPs2LHZjiUvH1k3eg2efPJJw9HR0Th06JBhGIbx66+/GlWrVjVcXV2NoKAgY+jQodYRy6++/i5evGh07NjRKFy4sGEymWxiufbY83Ndp6SkGIMGDTL8/f0NV1dXo27dusaGDRsMb2/vbOcqNxaLxQgODjYkZZtezjAM47333jPq169vFClSxDpVYM+ePY1jx45dt94bjVzfuXNna9ncrrVrryHDuDItaLNmzQxXV1fD19fX6Nmzp/H1118bkmxG7P/nn3+M5s2bG4UKFTJ8fHyMJ5980oiKisrxWps3b55RuXJl6/G9/fbbRv/+/Q0fH59sMX311VdGnTp1DA8PD8PNzc0ICwszunXrZjMzRF7fO1lyem/n5drO7X2d02wM17sGc3Lo0CHDZDIZP/zwg83ynGaL8Pb2NqpVq2ZMnjw522j+0dHRRseOHQ1fX1/D29vb6NKli7F169YcZ4vw8PAw/v77b6NJkyaGm5ub4evra7z00kvZ/g9nna9PPvnECAsLM5ycnIzy5csbc+bMsSmX22wVefl8yck///xjDB482KhVq5ZRtGhRw9HR0fDx8TEaN25szJ49O8fzlDVbxJtvvpnre+Haa3z+/PlG06ZNDS8vL8PFxcUoVaqU0bFjR+O33367bnwFKaf3r6urq1GuXDljwIABNrMxGcaV/yMTJ040ypUrZzg5ORlFihQxunTpYpw4ccIwDMNISEgwypcvb0RERBiJiYk22/bt29dwcnLKNltMTs6fP28MHz7cKF++vOHq6mp4enoaDzzwgDF16tQcZ1myd7YIwyjYz6LLly8b7u7u2WadAXCFyTD+f2hWAABwx/35559q0KCB5syZYx1p/373wgsv6LvvvtOFCxcKpBtBenq6qlWrpqCgIC1fvrwAIrw3tW/fXhkZGVqyZMmdDgW4L3z55Zd65ZVXdOLECVouADmgWwQAAHfIihUrtGHDBtWsWVNubm7auXOn3n77bZUtWzbXAevudWPGjFFgYKBKly5tHRvhiy++0Ouvv37TiYWePXuqefPmKl68uM6cOaPp06dr7969+uCDDwo4+nvLhAkTVL16dW3ZsiXXGQwA5E1GRoYmTpyoESNGkFgAckFyAQCAO8TLy0vLly/XlClTdPnyZRUpUkStW7fWhAkTrjuN4L3MyclJ77zzjk6ePKmMjAyVLVtWkydP1iuvvHLTdV6+fFlDhgzRuXPn5OTkpBo1amjx4sU5Drr3b1KpUiXNmDEjx5kZAOTPiRMn1KVLFw0ePPhOhwLctegWAQAAAAAA7JK3oagBAAAAAAByQXIBAAAAAADYheQCAAAAAACwCwM63maZmZk6ffq0ChUqJJPJdKfDAQAAAADc5wzD0OXLlxUYGCgHh1vTxoDkwm12+vRpBQcH3+kwAAAAAAD/MidOnFCJEiVuSd0kF26zQoUKSbryonp5ed3haAAAAAAA97v4+HgFBwdb70dvBZILt1lWVwgvLy+SCwAAAACA2+ZWds1nQEcAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7OJ4pwMAAAAAAOBekZph0cGzCbqckqGMzEy5O5tV3NtNgYXd7nRodxQtFwAAAAAAuIGz8Sn6fkuUes/epiE/7tTI+bv05n/3qMvgsSoZ4KdR//1bm45cUIYlUwkJCXJyctKDDz5oU8cff/whk8mkAwcO3HQca9askclk0qVLl+w8ooJFywUAAAAAAHKRlpGpmX8e1eJdZxSfki4Xs4P8PJzlZHaQg0nyql5X+35+XwtXrtOfRyqqdBFPVXc4poCAAG3ZskVJSUlyd3eXdCUxEBgYqHLlyt3ho5IMw5DFYpGjY8GkBWi5AAAAAABADlLSLXpn2T59v+WEZBgq5euuwMJucnUyy+xgkslkkl9QqNwLF5Wi/1FRTxcdPHtZ78+ap7pNWyosLEx//vmntb41a9aoadOmSktL07BhwxQUFCQPDw/VqVNHa9assZY7fvy42rdvLx8fH3l4eKhixYpavHixjh07pqZNm0qSfHx8ZDKZFBkZKelKsmDSpEkqXbq03NzcVLVqVf300082x+Pt7a1ly5apVq1acnFx0R9//KEmTZqof//+GjZsmHx9fRUQEKBRo0bl+1yRXAAAAAAA4BqWTENTVx3Syr0xKurpIj9PFzmYTDmWDShfQ2f2bpWrk1kl/dwVvXebTrmGqkrtelq9erUkKS0tTRs2bFDTpk313HPPaf369Zo7d67+/vtvPfnkk2rVqpUOHjwoSerbt69SU1P1+++/a9euXZo4caI8PT0VHBysn3/+WZK0f/9+RUdH64MPPpAkvf7665oxY4amTZumPXv2aODAgerSpYvWrl1rE+uwYcM0YcIE7d27V1WqVJEkff311/Lw8NCmTZs0adIkjRkzRitWrMjX+aJbBAAAAAAA1/j94Dkt/+eMing6y8Pl+rfOxcvX1Kbv3lemJUOWtFRdPn1Q5sAIXTjvoOOrF0qSNm7cqOTkZDVp0kS9evXSyZMnFRgYKEkaMmSIli5dqhkzZmj8+PGKiorSE088ocqVK0uSSpcubd2Xr6+vJMnf31+FCxeWJCUmJmry5MlatWqV6tWrZ91m3bp1+vTTTzV9+nTr9mPGjFHz5s1t4q9SpYrefPNNSVLZsmU1depUrVy5Mlu56yG5AAAAAADAVQzD0NLdZ5SZKRVydbph+eLlayojNVnnj/6j1MTL8i5WUsGBxXXaJG3Z+qYSExO1Zs0alSxZUn/99ZcMw8g27kJqaqr8/PwkSf3799dLL72k5cuXq1mzZnriiSesrQxy8s8//yglJSVbMiAtLU3Vq1e3WVarVq1s219bd/HixRUTE3PD474ayQUAAAAAAK5yMCZBe07FydfjxokFSfIqFiwPH39F79um1MTLCgivITdnsxw8fVTYP0jr16/X6tWr9dBDDykzM1Nms1nbtm2T2Wy2qcfT01OS9Pzzz6tly5ZatGiRli9frgkTJui9997Tyy+/nOP+MzMzJUmLFi1SUFCQzToXFxeb5x4eHtm2d3KyPU6TyWStM69ILgAAAAAAcJW1+2OUlGaRfyGXGxf+fwEVaip6319KS4xXpdZdJEmF3ZzkUaqyflmwSBs3btRzzz2n6tWry2KxKCYmJttUlVcLDg5W79691bt3b40YMUKff/65Xn75ZTk7O0uSLBaLtWxERIRcXFwUFRWlxo0bZ6srPj4+z8dxs0guAAAAAABwleMXk+X4/7NB5FXx8rW04ZtJyrRkqHh4DUmSp4ujCoVW0Tdff6iUlBQ1bdpUwcHB6ty5s7p166b33ntP1atX1/nz57Vq1SpVrlxZbdq00YABA9S6dWuVK1dOsbGxWrVqlSpUqCBJKlWqlEwmkxYuXKg2bdrIzc1NhQoV0pAhQzRw4EBlZmaqYcOGio+P159//ilPT0899thjt+Q8XY3ZIgAAAAAAuEpiaobMDnlPLEhS8Qo1ZUlLlZd/sNy8r4ydYDaZ5BVaVYkJlxUWFqbg4GBJ0owZM9StWzcNHjxY4eHh6tChgzZt2mRdb7FY1LdvX1WoUEGtWrVSeHi4PvnkE0lSUFCQRo8ereHDh6tYsWLq16+fJOmtt97SG2+8oQkTJqhChQpq2bKlfv31V4WGhhbUabkuk2EYxm3ZEyRdaY7i7e2tuLg4eXl53elwAAAAAADXGPbTTu08EacSPm521ZNhydTpuBS9/URl1SzlW0DR5d/tuA+l5QIAAAAAAFfx9XBWej4HNMxJmiVTjmYHebrkbWDIexnJBQAAAAAArlI7xFcOJpPSLfYlGC4mpquEj5vCimafoeF+Q3IBAAAAAICr1AvzU4CXqy4kpt10HZZMQ+mZmWpdKUCO5vv/1vv+P0IAAAAAAPLB3dlRLSoWU3KaRZbMmxum8GJimnzcnNUk3L+Ao7s7kVwAAAAAAOAarSoGKNjXXSdik5SZz3kQLqdkKCk9Q49UC5Svh/MtivDuQnIBAAAAAIBr+Hu5anjr8iri6aKoi0l5bsEQl5yuC4mpahkRoE51St7iKO8eJBcAAAAAAMhBheJeGtWhooJ93BV1MUnRcSlKy8g+yKNhGIpLTtexC4lKSM3Qo9WD9Eqzcv+KsRayON7pAAAAAAAAuFtVKO6lSR2raMXes1q2+4xOx6UoM9OQo9kkB5NJlkxDGZmGPF0c1bBMEbWoGKD6YX4ymUx3OvTbymQY+ew8ArvEx8fL29tbcXFx8vLyutPhAAAAAADyKCXdoo1HLmjrsVhdSkpXqsUiL1dHlfT1UKNyRRVa5O6ccvJ23IfScgEAAAAAgDxwdTKrSbj/v2YGiPz493QAAQAAAAAAtwTJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2OWOJhcyMjL0+uuvKzQ0VG5ubipdurTGjBmjzMxMaxnDMDRq1CgFBgbKzc1NTZo00Z49e2zqSU1N1csvv6wiRYrIw8NDHTp00MmTJ23KxMbGqmvXrvL29pa3t7e6du2qS5cu2ZSJiopS+/bt5eHhoSJFiqh///5KS0uzKbNr1y41btxYbm5uCgoK0pgxY2QYRsGeGAAAAAAA7iF3NLkwceJETZ8+XVOnTtXevXs1adIkvfPOO/roo4+sZSZNmqTJkydr6tSp2rJliwICAtS8eXNdvnzZWmbAgAGaN2+e5s6dq3Xr1ikhIUHt2rWTxWKxlunUqZN27NihpUuXaunSpdqxY4e6du1qXW+xWNS2bVslJiZq3bp1mjt3rn7++WcNHjzYWiY+Pl7NmzdXYGCgtmzZoo8++kjvvvuuJk+efIvPFAAAAAAAdy+TcQd/dm/Xrp2KFSumL7/80rrsiSeekLu7u2bPni3DMBQYGKgBAwbo1VdflXSllUKxYsU0ceJEvfjii4qLi1PRokU1e/ZsPf3005Kk06dPKzg4WIsXL1bLli21d+9eRUREaOPGjapTp44kaePGjapXr5727dun8PBwLVmyRO3atdOJEycUGBgoSZo7d64iIyMVExMjLy8vTZs2TSNGjNDZs2fl4uIiSXr77bf10Ucf6eTJkzKZTDc85vj4eHl7eysuLk5eXl4Fej4BAAAAALjW7bgPvaMtFxo2bKiVK1fqwIEDkqSdO3dq3bp1atOmjSTp6NGjOnPmjFq0aGHdxsXFRY0bN9aff/4pSdq2bZvS09NtygQGBqpSpUrWMhs2bJC3t7c1sSBJdevWlbe3t02ZSpUqWRMLktSyZUulpqZq27Zt1jKNGze2Jhayypw+fVrHjh3L8RhTU1MVHx9v8wAAAAAA4H7ieCd3/uqrryouLk7ly5eX2WyWxWLRuHHj9Oyzz0qSzpw5I0kqVqyYzXbFihXT8ePHrWWcnZ3l4+OTrUzW9mfOnJG/v3+2/fv7+9uUuXY/Pj4+cnZ2tikTEhKSbT9Z60JDQ7PtY8KECRo9evSNTwYAAAAAAPeoO9py4fvvv9c333yjb7/9Vn/99Ze+/vprvfvuu/r6669tyl3b3cAwjBt2Qbi2TE7lC6JMVq+S3OIZMWKE4uLirI8TJ05cN24AAAAAAO41d7TlwtChQzV8+HA988wzkqTKlSvr+PHjmjBhgrp3766AgABJV1oFFC9e3LpdTEyMtcVAQECA0tLSFBsba9N6ISYmRvXr17eWOXv2bLb9nzt3zqaeTZs22ayPjY1Venq6TZmsVgxX70fK3roii4uLi003CgAAAAAA7jd3tOVCUlKSHBxsQzCbzdapKENDQxUQEKAVK1ZY16elpWnt2rXWxEHNmjXl5ORkUyY6Olq7d++2lqlXr57i4uK0efNma5lNmzYpLi7Opszu3bsVHR1tLbN8+XK5uLioZs2a1jK///67zfSUy5cvV2BgYLbuEgAAAAAA/Fvc0eRC+/btNW7cOC1atEjHjh3TvHnzNHnyZD322GOSrnQ1GDBggMaPH6958+Zp9+7dioyMlLu7uzp16iRJ8vb2Vs+ePTV48GCtXLlS27dvV5cuXVS5cmU1a9ZMklShQgW1atVKvXr10saNG7Vx40b16tVL7dq1U3h4uCSpRYsWioiIUNeuXbV9+3atXLlSQ4YMUa9evayjaXbq1EkuLi6KjIzU7t27NW/ePI0fP16DBg3K00wRAAAAAADcj+7oVJSXL1/WyJEjNW/ePMXExCgwMFDPPvus3njjDTk7O0u6MqbB6NGj9emnnyo2NlZ16tTRxx9/rEqVKlnrSUlJ0dChQ/Xtt98qOTlZDz/8sD755BMFBwdby1y8eFH9+/fXggULJEkdOnTQ1KlTVbhwYWuZqKgo9enTR6tWrZKbm5s6deqkd99916Zbw65du9S3b19t3rxZPj4+6t27t9544408JxeYihIAAAAAcDvdjvvQO5pc+DciuQAAAAAAuJ1ux33oHe0WAQAAAAAA7n0kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2IbkAAAAAAADsQnIBAAAAAADYheQCAAAAAACwC8kFAAAAAABgF5ILAAAAAADALiQXAAAAAACAXUguAAAAAAAAu5BcAAAAAAAAdiG5AAAAAAAA7EJyAQAAAAAA2IXkAgAAAAAAsAvJBQAAAAAAYBeSCwAAAAAAwC4kFwAAAAAAgF1ILgAAAAAAALuQXAAAAAAAAHYhuQAAAAAAAOxCcgEAAAAAANiF5AIAAAAAALALyQUAAAAAAGAXkgsAAAAAAMAuJBcAAAAAAIBdSC4AAAAAAAC7kFwAAAAAAAB2uePJhVOnTqlLly7y8/OTu7u7qlWrpm3btlnXG4ahUaNGKTAwUG5ubmrSpIn27NljU0dqaqpefvllFSlSRB4eHurQoYNOnjxpUyY2NlZdu3aVt7e3vL291bVrV126dMmmTFRUlNq3by8PDw8VKVJE/fv3V1pamk2ZXbt2qXHjxnJzc1NQUJDGjBkjwzAK9qQAAAAAAHAPuaPJhdjYWDVo0EBOTk5asmSJ/vnnH7333nsqXLiwtcykSZM0efJkTZ06VVu2bFFAQICaN2+uy5cvW8sMGDBA8+bN09y5c7Vu3TolJCSoXbt2slgs1jKdOnXSjh07tHTpUi1dulQ7duxQ165drestFovatm2rxMRErVu3TnPnztXPP/+swYMHW8vEx8erefPmCgwM1JYtW/TRRx/p3Xff1eTJk2/tiQIAAAAA4C5mMu7gz+7Dhw/X+vXr9ccff+S43jAMBQYGasCAAXr11VclXWmlUKxYMU2cOFEvvvii4uLiVLRoUc2ePVtPP/20JOn06dMKDg7W4sWL1bJlS+3du1cRERHauHGj6tSpI0nauHGj6tWrp3379ik8PFxLlixRu3btdOLECQUGBkqS5s6dq8jISMXExMjLy0vTpk3TiBEjdPbsWbm4uEiS3n77bX300Uc6efKkTCZTtmNITU1Vamqq9Xl8fLyCg4MVFxcnLy+vgjuZAAAAAADkID4+Xt7e3rf0PvSOtlxYsGCBatWqpSeffFL+/v6qXr26Pv/8c+v6o0eP6syZM2rRooV1mYuLixo3bqw///xTkrRt2zalp6fblAkMDFSlSpWsZTZs2CBvb29rYkGS6tatK29vb5sylSpVsiYWJKlly5ZKTU21dtPYsGGDGjdubE0sZJU5ffq0jh07luMxTpgwwdoVw9vbW8HBwTd7ugAAAAAAuCvd0eTCkSNHNG3aNJUtW1bLli1T79691b9/f82aNUuSdObMGUlSsWLFbLYrVqyYdd2ZM2fk7OwsHx+f65bx9/fPtn9/f3+bMtfux8fHR87Oztctk/U8q8y1RowYobi4OOvjxIkTNzgrAAAAAADcWxzv5M4zMzNVq1YtjR8/XpJUvXp17dmzR9OmTVO3bt2s5a7tbmAYRo5dEK5XJqfyBVEmq1dJbvG4uLjYtHQAAAAAAOB+c0dbLhQvXlwRERE2yypUqKCoqChJUkBAgKTsrQJiYmKsLQYCAgKUlpam2NjY65Y5e/Zstv2fO3fOpsy1+4mNjVV6evp1y8TExEjK3roCAAAAAIB/izuaXGjQoIH2799vs+zAgQMqVaqUJCk0NFQBAQFasWKFdX1aWprWrl2r+vXrS5Jq1qwpJycnmzLR0dHavXu3tUy9evUUFxenzZs3W8ts2rRJcXFxNmV2796t6Ohoa5nly5fLxcVFNWvWtJb5/fffbaanXL58uQIDAxUSElIQpwQAAAAAgHvOHU0uDBw4UBs3btT48eN16NAhffvtt/rss8/Ut29fSVe6GgwYMEDjx4/XvHnztHv3bkVGRsrd3V2dOnWSJHl7e6tnz54aPHiwVq5cqe3bt6tLly6qXLmymjVrJulKa4hWrVqpV69e2rhxozZu3KhevXqpXbt2Cg8PlyS1aNFCERER6tq1q7Zv366VK1dqyJAh6tWrl3U0zU6dOsnFxUWRkZHavXu35s2bp/Hjx2vQoEE37KYBAAAAAMD96o5ORSlJCxcu1IgRI3Tw4EGFhoZq0KBB6tWrl3W9YRgaPXq0Pv30U8XGxqpOnTr6+OOPValSJWuZlJQUDR06VN9++62Sk5P18MMP65NPPrGZmeHixYvq37+/FixYIEnq0KGDpk6dqsKFC1vLREVFqU+fPlq1apXc3NzUqVMnvfvuuzZjJuzatUt9+/bV5s2b5ePjo969e+uNN97Ic3LhdkwBAgAAAABAlttxH5rv5MLSpUvl6emphg0bSpI+/vhjff7554qIiNDHH3+cbdYG2CK5AAAAAAC4nW7HfWi+u0UMHTpU8fHxkq78ij948GC1adNGR44c0aBBgwo8QAAAAAAAcHfL91SUR48etc7w8PPPP6tdu3YaP368/vrrL7Vp06bAAwQAAAAAAHe3fLdccHZ2VlJSkiTpt99+U4sWLSRJvr6+1hYNAAAAAADg3yPfLRcaNmyoQYMGqUGDBtq8ebO+//57SVemkCxRokSBBwgAAAAAAO5u+W65MHXqVDk6Ouqnn37StGnTFBQUJElasmSJWrVqVeABAgAAAACAu9sdn4ry34bZIgAAAAAAt9NdOVuEJB0+fFivv/66nn32WcXExEi6MkXlnj17CjQ4AAAAAABw98t3cmHt2rWqXLmyNm3apF9++UUJCQmSpL///ltvvvlmgQcIAAAAAADubvlOLgwfPlxjx47VihUr5OzsbF3etGlTbdiwoUCDAwAAAAAAd798Jxd27dqlxx57LNvyokWL6sKFCwUSFAAAAAAAuHfkO7lQuHBhRUdHZ1u+fft268wRAAAAAADg3yPfyYVOnTrp1Vdf1ZkzZ2QymZSZman169dryJAh6tat262IEQAAAAAA3MXynVwYN26cSpYsqaCgICUkJCgiIkKNGjVS/fr19frrr9+KGAEAAAAAwF3MZBiGcTMbHjlyRH/99ZcyMzNVvXp1lS1btqBjuy/djvlFAQAAAADIcjvuQ/PdcmHMmDFKSkpS6dKl1bFjRz311FMqW7askpOTNWbMmFsRIwAAAO4jqRkWHTufqH1n4nUo5rLiktPvdEgAADvlu+WC2WxWdHS0/P39bZZfuHBB/v7+slgsBRrg/YaWCwAA4N/oUlKafj94XusPndfhcwlKTrMoM9OQTCa5OjqomLerapfyUZPy/ipdxEMmk+lOhwwA943bcR/qmN8NDMPI8Z/9zp075evrWyBBAQAA4P6QmmHRvL9O6ee/TuliYqocTCZ5OJvl5eoos8mkTEmp6RYdP5+o/Wcua/6OU6oT6qfnHyytAG/XOx0+ACCP8pxc8PHxkclkkslkUrly5WwSDBaLRQkJCerdu/ctCRIAAAD3nhMXkzR5xQH9ffKS3JzMCvZxl9kh+49Ubk5mFXa/8iNWfEqGVu6L0T/R8XqxcZgalyuaY92jRo3S/PnztWPHjlt8FACAvMhzcmHKlCkyDEM9evTQ6NGj5e3tbV3n7OyskJAQ1atX75YECQAAgHtL1IUkjfp1j46eT1Sgt6tcncw33Cbm0C4tnvCCild8QE493ta7y/YrJd2ilhUDbkPEN3bs2DGFhoZq+/btqlat2p0OBwDuKnlOLnTv3l2SFBoaqvr168vJyemWBQUAAIB7V0JqhsYv2auj5xNVyjfn1go5OfjHAlVo9pQO/P5fNbDEKcGhsD5ZfUj+hVxUvaTPLY769kpLS5Ozs/OdDgMACky+Z4to3LixHBwc9PPPP2vs2LEaN26c5s2bx0COAAAAkCR9s/G4Dpy5rGAftzwnFtJTk3V0y0pVaPqEgqs21KH1ixTg5aqE1Ax9uvaIRo8dr2LFiqlQoULq2bOnUlJSrNsuW7ZMrq6uunTpkk2d/fv3V+PGja3P//zzTzVq1Ehubm4KDg5W//79lZiYaF0fEhKi8ePHq0ePHipUqJBKliypzz77zLo+NDRUklS9enWZTCY1adJEktSkSRMNGDDAZt+PPvqoIiMjbeoeO3asIiMj5e3trV69euUpJgC4V+Q7uXDo0CFVqFBB3bp10y+//KKffvpJXbp0UcWKFXX48OFbESMAAADuEYdiLmvR39HydnOSkznvXzWPbloh74CS8i5eSmH1Wungul8lSUGF3bRu+QKNHTNa48aN09atW1W8eHF98skn1m2bNWumwoUL6+eff7Yus1gs+uGHH9S5c2dJ0q5du9SyZUs9/vjj+vvvv/X9999r3bp16tevn00c7733nmrVqqXt27erT58+eumll7Rv3z5J0ubNmyVJv/32m6Kjo/XLL7/k69y88847qlSpkrZt26aRI0fmOSYAuBfkO7nQv39/hYWF6cSJE/rrr7+0fft2RUVFKTQ0VP37978VMQIAAOAesXJvjBJSM+Tjnr8utAf+WKCweq0lSSUq11NGSrJO/7NFTmYHnVr3s0o3aKeukc8pPDxcY8eOVUREhHVbs9msp59+Wt9+++3/4li5UrGxsXryySclXbmx79SpkwYMGKCyZcuqfv36+vDDDzVr1iybVhBt2rRRnz59VKZMGb366qsqUqSI1qxZI0kqWvTK4JJ+fn4KCAjI90xpDz30kIYMGaIyZcqoTJkyeY4JAO4F+U4urF27VpMmTbL5Z+rn56e3335ba9euLdDgAAAAcO9ISbdo9f4Yebo45jh1eW7ioo/r3NE9Kl2nuSTJweyo0Aea6+AfCyRJSTFRcioerh1Rl6zbXDuQeOfOnbVmzRqdPn1akjRnzhy1adNGPj5XxmrYtm2bZs6cKU9PT+ujZcuWyszM1NGjR631VKlSxfq3yWRSQECAYmJi8nciclGrVi2b53mNCQDuBXke0DGLi4uLLl++nG15QkICg9IAAAD8i524mKT45AwVdstvq4X/yrBYNHdQu/8tNAw5mB2VmhgvSco0DB09n6g6pf1yrOOBBx5QWFiY5s6dq5deeknz5s3TjBkzrOszMzP14osv5tjStmTJkta/rx203GQyKTMz87rxOzg4yDAMm2Xp6enZynl4eNg8z2tMAHAvyHdyoV27dnrhhRf05Zdf6oEHHpAkbdq0Sb1791aHDh0KPEAAAADcG45fSFJqhkUuTi553ibTkqFD6xfrgWdeUVDFujbrVn78qg5vWKrCxUMUf/wfHT6XYF23cePGbHV16tRJc+bMUYkSJeTg4KC2bdta19WoUUN79uxRmTJlbuLIrsj6Ie3agcyLFi2q6Oho63OLxaLdu3eradOm162vIGICgLtFvrtFfPjhhwoLC1O9evXk6uoqV1dXNWjQQGXKlNEHH3xwK2IEAADAPSAxLUOS5JCPLhEndq5TatJllXvwEfmUCLN5hNR6SAf+WKCI5s8oestS/bHwRx04cEBvvvmm9uzZk62uzp0766+//tK4cePUsWNHubq6Wte9+uqr2rBhg/r27asdO3bo4MGDWrBggV5++eU8x+rv7y83NzctXbpUZ8+eVVxcnKQrYyksWrRIixYt0r59+9SnT59sM1fkpCBiAoC7RZ6TC48++qgWLlwoLy8v/fe//9WBAwf0008/6ccff9T+/fs1b948eXt738pYAQAAcJczKe+JBUk68PsCBUY8IGd3z2zrQmo+pItRB+RVLFilW3TT73M+UM2aNXX8+HG99NJL2cqXLVtWtWvX1t9//22dJSJLlSpVtHbtWh08eFAPPvigqlevrpEjR6p48eJ5jtXR0VEffvihPv30UwUGBuqRRx6RJPXo0UPdu3dXt27d1LhxY4WGht6w1UJBxQQAdwuTcW0HsVy0bNlSK1eulL+/vyIjI9WjRw+acN2E+Ph4eXt7Ky4uTl5eXnc6HAAAgAKzZn+M3lr4j0r6uuer9UJeHLuQqJYVAzSsVfkCrRcA/g1ux31onlsuLFu2TMeOHdNLL72kH374QeHh4WrUqJFmzZql5OTkWxIcAAAA7h2l/Dzk6mRWcprlxoVvQumi2Vs3AADuDvkac6FEiRIaOXKkDh06pN9++02lSpVSnz59FBAQoBdffFGbNm26VXECAADgLlfCx01+Hs6KT8k+U4I9ktMscjI7qIw/yQUAuFvle0DHLE2bNtXs2bMVHR2tSZMm6aefflKDBg0KMjYAAADcQ5zMDmpeMUAp6ZnKzFvP2zw5n5iq0kU8VDmI8b0A4G5108kFSTpy5IjeeecdjRs3TnFxcWrWrFlBxQUAAIB70MPl/VXY3VnnLqcWSH0p6RZlGobaVCkus0PBjuMAACg4+U4uJCcna9asWWratKnKli2r2bNn6/nnn9fRo0e1dOnSWxEjAAAA7hGBhd30TO1gJadblJxu39gLmYah6LgUVS/poxYRAQUUIQDgVnDMa8E///xTM2bM0A8//KC0tDQ9+uijWrZsGa0VAAAAYOPR6kHaFhWrzUcvKKiwu1wc899YNtMwdCI2WUULueilxmFyvok6AAC3T56nonRwcFDVqlXVs2dPde7cWT4+Prc6tvsSU1ECAIB/g9jENI1Z+I92nrikIp7OKuTqlOdt0zIydfpSsvwKuWh46/KqUZLvnQBgj9txH5rnlgtbt25VjRo1bkkQAAAAuL/4eDhrVPuKmv77Ya3eF6NLyekq4ukiNydzrttkWDJ1MSldiWkZKl/cS/2allFEID/GAMC9IM8tF1AwaLkAAAD+TQzD0NoD5zR38wkdPZ+odEumXBwd5OpkltnBJMMwlJKRqeR0i0ySini6qHWlAD1VO1juznn+HQwAcB13VcsFAAAAIL9MJpOahPurYZki2n7ikrYcvai90fE6dSlFGZmGTJKKFnJR+YBCqlKisBqWLSKvfHShAADcHUguAAAA4JZzNDuodoivaof4SroyxWRqRqbMDiZ5OJtlMjHNJADcy0guAAAA4LZzdTLL9TrjLwAA7i03nVyIiYnR/v37ZTKZVK5cOfn7+xdkXAAAAAAA4B6R7wmD4+Pj1bVrVwUFBalx48Zq1KiRgoKC1KVLF8XFxd2KGAEAAAAAwF0s38mF559/Xps2bdLChQt16dIlxcXFaeHChdq6dat69ep1K2IEAAAAAAB3sXxPRenh4aFly5apYcOGNsv/+OMPtWrVSomJiQUa4P2GqSgBAAAAALfT7bgPzXfLBT8/P3l7e2db7u3tLR8fnwIJCgAAAAAA3DvynVx4/fXXNWjQIEVHR1uXnTlzRkOHDtXIkSMLNDgAAAAAAHD3y9NsEdWrV7eZe/jgwYMqVaqUSpYsKUmKioqSi4uLzp07pxdffPHWRAoAAAAAAO5KeUouPProo7c4DAAAAAAAcK/K94COsA8DOgIAAAAAbqfbcR+ap5YLVzMMQ9u2bdOxY8dkMpkUGhqardsEAAAAAAD498hXcmH16tXq2bOnjh8/rqwGD1kJhq+++kqNGjW6JUECAAAAAIC7V55nizh06JDatWunkJAQ/fLLL9q7d6/++ecf/fjjjypRooTatGmjI0eO3MpYAQAAAADAXSjPYy7069dPe/fu1cqVK7OtMwxDzZo1U0REhD766KMCD/J+wpgLAAAAAIDb6Xbch+a55cKaNWs0YMCAHNeZTCYNGDBAq1evLqi4AAAAAADAPSLPyYWoqChVrlw51/WVKlXS8ePHCyQoAAAAAABw78jzgI4JCQlyd3fPdb27u7uSkpIKJCgAAADcH1LSLforKlaHzyXq6LkEJaVZ5OJkVoifu0oX9VStUj7ycMn3BGaaOXOmBgwYoEuXLhV80LdJkyZNVK1aNU2ZMuWO1gEABSHPYy44ODho1apV8vX1zXH9+fPn1bx5c1kslgIN8H7DmAsAAODfIDXDol93RuvXnad1+lKyMg1DJplkdpAyDSkl/qKOLJuhS/s3Ky0hVr6+PqpWtapGjRqlevXq3bD+5ORkXb58Wf7+/rfhaG5eZGSkvv7662zLDx48KF9fXzk5OalQoUI3rGfNmjVq2rSpYmNjVbhwYevyixcv5rkOAP9et+M+NF9p4ocfflg55SJMJpMMw5DJZCqwwAAAAHBvirqQpCkrD2jniUtycXRQgJernB1te+Mumv6KLJYMVe48Qg5exVTcOVUlU4/o4sWLedqHm5ub3NzcbkX4Ba5Vq1aaMWOGzbKiRYvKbDbbXXduP/wBwO2W5zEXjh49qiNHjujo0aPZHlnLmYoSAADg3+3o+USN/O9ubY+6pAAvVxX3dsuWWEhNuqyzB3eq9pMvq2LN+goLDVWsRymdLtVKJas2tJa7dOmSXnjhBRUrVkyurq6qVKmSFi5cKOlKt4irf8GXpF9//VU1a9aUq6urSpcurdGjRysjI8O63mQy6YsvvtBjjz0md3d3lS1bVgsWLLCpY8+ePWrbtq28vLxUqFAhPfjggzp8+LB1/YwZM1ShQgW5urqqfPny+uSTT254TlxcXBQQEGDzMJvNatKkic2A6ampqRo2bJiCg4Pl4uKismXL6ssvv9SxY8fUtGlTSZKPj49MJpMiIyMlKVsdsbGx6tatm3x8fOTu7q7WrVvr4MGD1vVZ523ZsmWqUKGCPD091apVK0VHR9/wOADgevLccqFUqVK3Mg4AAADc4xJSMzRxyT6duJikUr7uMjvk3KrVycVNjq7uitq+Rv5hleTs5KxSfu6KupikScv2afJT1eTn4aTWrVvr8uXL+uabbxQWFqZ//vkn11/7ly1bpi5duujDDz+0JgReeOEFSdKbb75pLTd69GhNmjRJ77zzjj766CN17txZx48fl6+vr06dOqVGjRqpSZMmWrVqlby8vLR+/XprguLzzz/Xm2++qalTp6p69eravn27evXqJQ8PD3Xv3t3u89etWzdt2LBBH374oapWraqjR4/q/PnzCg4O1s8//6wnnnhC+/fvl5eXV66tNiIjI3Xw4EEtWLBAXl5eevXVV9WmTRv9888/cnJykiQlJSXp3Xff1ezZs+Xg4KAuXbpoyJAhmjNnjt3HAODfK8/JhaioqDyVK1my5E0HAwAAgHvXt5uOa//Zywr2ccs1sSBJDmZHNer5htbNHK99q+fJr1S4AsJrqFTtZjppBOmLP46ohjlKmzdv1t69e1WuXDlJUunSpXOtc9y4cRo+fLj1Jr906dJ66623NGzYMJvkQmRkpJ599llJ0vjx4/XRRx9p8+bNatWqlT7++GN5e3tr7ty51hvxrH1L0ltvvaX33ntPjz/+uCQpNDRU//zzjz799NPrJhcWLlwoT09P6/PWrVvrxx9/tClz4MAB/fDDD1qxYoWaNWuW7Xizuj/4+/tna7GRJSupsH79etWvX1+SNGfOHAUHB2v+/Pl68sknJUnp6emaPn26wsLCJEn9+vXTmDFjco0fAPIiz8mF0NBQ699Z4y5cPcZC1pgLDOgIAADw7xMTn6Ilu87I29VRTuYb97wNqfWQSlRtoLMHdijm0C6d2rVBu5bMVs3Or2q9cyvFntusEiVK2NzcX8+2bdu0ZcsWjRs3zrrMYrEoJSVFSUlJ1lnPqlSpYl3v4eGhQoUKKSYmRpK0Y8cOPfjgg9bEwtXOnTunEydOqGfPnurVq5d1eUZGhry9va8bW9OmTTVt2jSb/V5rx44dMpvNaty4cZ6ONyd79+6Vo6Oj6tSpY13m5+en8PBw7d2717rM3d3dmliQpOLFi1vPAQDcrDwnF0wmk0qUKKHIyEi1b99ejo75nzIIAAAA96c1B84pLjldpfxyn7r8Wo5OLgqqWEdBFeuo+iPPa91XY7V38VfyrNJcUfEZN67gKpmZmRo9erS1VcHVXF1drX9fmzgwmUzKzMyUpOsOEJlV5vPPP7e5eZd0w4EZPTw8VKZMmeuWKYjBKXObBO7agddzOgd5nEAOAHKV5wzByZMn9fXXX2vmzJmaPn26unTpop49e6pChQq3Mj4AAADcA3adjJPZwSQHO2YPKxwUquPb18rNyUFJnkE6efKkDhw4kKfWCzVq1ND+/ftveBN/PVWqVNHXX3+t9PT0bDfgxYoVU1BQkI4cOaLOnTvf9D5yU7lyZWVmZmrt2rXWbhFXc3Z2lqTrthKOiIhQRkaGNm3aZO0WceHCBR04cIDv7ABuuTzPFhEQEKBXX31Ve/fu1U8//aTY2FjVqVNHdevW1eeff27N5gIAAODfxZJp6GDMZbk55W1qxZSES1oy8SUd+nOJLp44qMvnTunolt+0a/FslazeSG5OjjIHVlT9hg/qiSee0IoVK3T06FEtWbJES5cuzbHON954Q7NmzdKoUaO0Z88e7d27V99//71ef/31PB9Hv379FB8fr2eeeUZbt27VwYMHNXv2bO3fv1+SNGrUKE2YMEEffPCBDhw4oF27dmnGjBmaPHnyDetes2aNTCaTLl26lOP6kJAQde/eXT169ND8+fN19OhRrVmzRj/88IOkK4Orm0wmLVy4UOfOnVNCQkK2OsqWLatHHnlEvXr10rp167Rz50516dJFQUFBeuSRR/J8HgDgZuQ5uXC1hg0b6ssvv9TBgwfl7u6u3r175/qPEgAAAPe31AyLUjMy5WTOW6sFJxd3FS1dSXuWf6fFE17UvNef1V+/fKpyjR9VvS5D5WQ2KT0zU9NnzlHt2rX17LPPKiIiQsOGDcv1l/uWLVtq4cKFWrFihWrXrq26detq8uTJ+ZrxzM/PT6tWrVJCQoIaN26s6jVqasL7U/XrrrP6dlOUStRtpw8+nq4vvvhCFSpUULVq1dSzZ0+NHz9e7du318qVK3Otu379+oqOjr7u+AzTpk1Tx44d1adPH5UvX169evVSYmKiJCkoKEijR4/W8OHDVaxYMfXr1y/HOmbMmKGaNWuqXbt2qlevngzD0OLFi3McRwIACpLJuIkOVn/++ae++uor/fjjjwoPD1ePHj30wgsvyMHhpnIV/yrx8fHy9vZWXFycvLy87nQ4AAAAdktJt6jT5xslST7uznbXl5CaoaQ0iz7vVksB3q433qAApWVkavX+GC3dfUb7z1xWaoZFkknSla/MLikX9Of7feVfxEfjx76lKlWqKD09XcuWLdNnn32mffv2Zaszp24WAHA73Y770DxnA6KjozVx4kSVL19ejz32mLy8vPTnn39q8+bN6t27N4kFAACAfykXRwf5ejgrNb1gusmmplvk6nSlztspITVDby/Zp3eX7dfuU3HycnVUKV93hfi5K8TPQ8E+7tr27btKzrAo4qWpKla1scqVK6eKFStq0KBB2rjxSoLFZDJp+vTpeuSRR+Th4aGxY8dm6xYxc+ZMFS5cWAsXLlR4eLjc3d3VsWNHJSYm6uuvv1ZISIh8fHz08ssv27TWSEtL07BhwxQUFCQPDw/VqVNHa9asua3nCQBykucBHUuVKqXAwEB1795dHTp0kJOTkywWi/7++2+bcldP7wMAAID7n8lkUoXiXjpyLrFA6ktMs6hmcS85O96+H69S0i16Z+k+/XHwvIp5ucjdOfvX5IykeMXs3aSaj/dWcqaj3l2+X05mB9Ut7SdJKly4sLXsm2++qQkTJuj999+X2WzW0aNHs9WXlJSkDz/8UHPnztXly5f1+OOP6/HHH1fhwoW1ePFiHTlyRE888YQaNmyop59+WpL03HPP6dixY5o7d64CAwM1b948tWrVSrt27VLZsmVvzckBgDzIc3IhIyNDUVFReuuttzR27FhJ2ae7MZlM1x3BFgAAAPenB0J9tXT3GaVmWOTimLeBHXNiyTSUaRiqX6ZIAUZ3Ywt2nNb6Q7knFiQpPuakZBjyLh6ioMJuOhGbrA9XHlT5gEIqfE13kE6dOqlHjx7W5zklF9LT0zVt2jSFhYVJkjp27KjZs2fr7Nmz8vT0VEREhJo2barVq1fr6aef1uHDh/Xdd9/p5MmTCgwMlCQNGTJES5cu1YwZMzR+/PiCOh0AkG95Ti7k9A8RAAAAkK4kF4J93XUyNknBPu43XU/M5RQVLeSiRmVvX3IhJd2ixbuj5ezokGtiQfrfD2smk0kmk+n/EwxJ+v3geXWoGmhTtlatWjfcr7u7uzWxIF2Z7jIkJESenp42y2JiYiRJf/31lwzDyDY1Z2pqqvz8/G58oABwC+WrWwQAAACQExdHs55rEKLxi/YqLjld3m75H8AwMTVD6RZDneqUytYS4FbacuyiTsUmq5jX9QeP9C4WLJlMunT6mErVkMwOJjk6mLR09xm1rVxcZof/zZbh4eFxw/1eO8ijyWTKcVnWlO+ZmZkym83atm2bzGbb1iFXJyQA4E7Ic3Lh2rEVcsOYCwAAAP9ODcsUUctKAfp152k5mEwq5Jrnr5pKTrMo5nKqGpUrqjaVAm5hlNltOxYrS6YhlxuM8eDi6a2gSnW1d9VPimj+tJxc3OTj7qzjFxJ17EKi/JwybMZdKGjVq1eXxWJRTEyMHnzwwVu2HwC4GXn+j1+tWjWZTKZs4yxcjTEXAAAA/r1MJpNeahKmtIxMrfjnrBJTM+Tv5SIHkynXbQzD0PmENCWmZahBmSIa0jJcjubbOwtZbFKaTauD66nfdZgWjntev46JVI3HXlShwNKKjU/WZ5/8qQVzZ2rv3r23LM5y5cqpc+fO6tatm9577z1Vr15d58+f16pVq1S5cmW1adPmlu0bAG6EMRcAAABQYFwczRrUvJzCAwrpm43HdfxCktyczCrk6ig3Z7McTCZlGoZS0i1KSMlQQppF3m5O6tEwVE/UKCFXp5sfDPJmOeQxsSBJhYoG6ZFRs7Xz1xnaPPcDJcWdl5OHt1weqK1p06bdwiivmDFjhsaOHavBgwfr1KlT8vPzU7169UgsALjjTMb1miKgwMXHx8vb21txcXHy8vK60+EAAADcMqcvJeu3vWe14p+zupiYppR0iwxJJkmu/59weLi8v5pFBCi0yI3HKLhVPlp5UPO2n7qpGBJSM5SYmqGPOtW4o8cAANdzO+5D894RDgAAAMiHwMJu6lYvRM8+UFKnYpN1MjZZKekWOTs6KMjHTSV83OyatrKgPBDqq1//Pq2UdEu+W05cTExTpSBvhfjd/AwZAHA/ILkAAACAW8rJ7KCQIh4KuUt/2a9Rykel/Dx04mKSggq75Xm7DEumMg1DLSsGyHSdcSUA4N+A5AIAAADyLSXdog1HLujIuUQlpmZIkjxcHFW6iIfqhfndkbETbpaT2UHtqhTX1FWHdDklI0+zXBiGoZOXklXCx10Nyxa5DVECwN2N5AIAAADy7NSlZK3aF6Ple84oOi5FmYYh/f8IXnu/f1tnti7Lts3BgwdVpkwZu/YbGRmpS5cuaf78+XbVk5u2lYtr/5nLWrrnjAwZ8nJ1yrVsZqahE7HJ8vFw1tCW4fJ04Ss1ANzUf8KMjAytWbNGhw8fVqdOnVSoUCGdPn1aXl5e8vT0LOgYAQAAcBdYufesPllzWLGJaXJ1Mqu4l6ucHf83beQJF0cFVqqr8k+9qpT0TBV2d1Jk/RCFhobewajzxtHsoP4Pl5WT2UHL9pzRxcQ0FXZzkpebk3UqzbSMTF1ITFVKeqaKF3bV0JblVSnI+w5HDgB3h3xPInz8+HFVrlxZjzzyiPr27atz585JkiZNmqQhQ4YUeIAAAAC48xbsPK3JKw4oKTVDpfzcVdzbNrGQxdHJWSHBQSoXWkKZrt6aueOSeg0bo8qVK8vDw0PBwcHq06ePEhISrNvMnDlThQsX1rJly1ShQgV5enqqVatWio6OliSNGjVKX3/9tf773//KZDLJZDJpzZo1kqRXX31V5cqVk7u7u0qXLq2RI0cqPT3dWvfOnTvVtGlTFSpUSF5eXqpZs6a2bt2qxMREeXl56aeffrKWdXUyq3TSPq39T2vVC/ZQeqah4xeTdPxCko5dSNSZ+BT5e7mqV6PSev+paqoWXPjWnGwAuAflu+XCK6+8olq1amnnzp3y8/OzLn/sscf0/PPPF2hwAAAAuPPWHTyvz38/LJOuzACRFw4mkwILu+lsfIo2Hb2oF4aNUYeG1XT06FH16dNHw4YN0yeffGItn5SUpHfffVezZ8+Wg4ODunTpoiFDhmjOnDkaMmSI9u7dq/j4eM2YMUOS5OvrK0kqVKiQZs6cqcDAQO3atUu9evVSoUKFNGzYMElS586dVb16dU2bNk1ms1k7duyQk5OTPDw89Mwzz2jGjBnq2LGjNY6vv56pp57sqLFP1daJi0nad+ayktIy5GR2kK+Hs6oFF76nxpMAgNsl38mFdevWaf369XJ2drZZXqpUKZ06darAAgMAAMCdl5Ju0Zfrjig1I1Ml8pBYOLFzvWb1bmx9XqJyPZXt9Ia2p7vpxRIlFRoaqrfeeksvvfSSTXIhPT1d06dPV1hYmCSpX79+GjNmjCTJ09NTbm5uSk1NVUBAgM3+Xn/9devfISEhGjx4sL7//ntrciEqKkpDhw5V+fLlJUlly5a1ln/++edVv359nT59WoGBgTp//rwWLlyoFStWSJKCfd0V7MsUkwCQF/lOLmRmZspisWRbfvLkSRUqVKhAggIAAMDdYfPRizoZm6wAL9c8TbdYvHxN1e/2qvW5o4ubzp/co1+nfaVFI04pJSlBGRkZSklJUWJiojw8rkxP6e7ubk0sSFLx4sUVExNzw/399NNPmjJlig4dOqSEhCt1e3l5WdcPGjRIzz//vGbPnq1mzZrpySeftO7ngQceUMWKFTVr1iwNHz5cs2fPVsmSJdWoUaM8nx8AwBX5HnOhefPmmjJlivW5yWRSQkKC3nzzTbVp06YgYwMAAMAdZBiGlu05o0zDyHF8hZw4urjKq1iw9ZGZka7VHw6SR0Co2gx8R1u3btXHH38sSTZjIzg52c7OYDKZZBjGdfe1ceNGPfPMM2rdurUWLlyo7du367XXXlNaWpq1zKhRo7Rnzx61bdtWq1atUkREhObNm2dd//zzz1u7WsyYMUPPPfdcnpIoAABb+U4uvP/++1q7dq0iIiKUkpKiTp06KSQkRKdOndLEiRNvRYwAAAC4A05cTNbfJ+Pk6+5848K5OH9srzIzM/TAM6/ookcpuRYpodOnT+e7Hmdn52ytZ9evX69SpUrptddeU61atVS2bFkdP34827blypXTwIEDtXz5cj3++OPWZIIkdenSRVFRUfrwww+1Z88ede/ePf8HCQDIf7eIwMBA7dixQ999953++usvZWZmqmfPnurcubPc3PI2wA8AAADufucSUpSSbpGvu9ONC+eikH8JGRaLov74RU6la+vrWbv12fTp+a4nJCREy5Yt0/79++Xn5ydvb2+VKVNGUVFRmjt3rmrXrq1FixbZtEpITk7W0KFD1bFjR4WGhurkyZPasmWLnnjiCWsZHx8fPf744xo6dKhatGihEiVK3PSxAsC/Wb6TC5Lk5uamHj16qEePHgUdDwAAAO4SSWkWWTINmR1uvpuAX8lyeuCZAdq1ZLZSkz5RRt36mjBhgrp165avenr16qU1a9aoVq1aSkhI0OrVq/XII49o4MCB6tevn1JTU9W2bVuNHDlSo0aNkiSZzWZduHBB3bp109mzZ1WkSBE9/vjjGj16tE3dPXv21Lfffst3WwCwg8m4UWe2ayxYsCDnikwmubq6qkyZMgoNDS2Q4O5H8fHx8vb2VlxcnM1gQwAAAHebjUcu6PV5u1TCx92uBIMkWTINnYxN0tjHKqtuab8bb3AbzZkzR6+88opOnz6dbUY0ALgf3I770Hy3XHj00UdzHGAna5nJZFLDhg01f/58+fj4FFigAAAAuL0KuTrKyeygdEumzA5mu+pKt2TK0ewgT5ebajh7SyQlJeno0aOaMGGCXnzxRRILAGCHfA/ouGLFCtWuXVsrVqxQXFyc4uLitGLFCj3wwANauHChfv/9d124cEFDhgy5FfECAADgNinrX0iBhd10MTHtxoVv4GJimgILu6lcsbtn6vJJkyapWrVqKlasmEaMGHGnwwGAe1q+u0VUqlRJn332merXr2+zfP369XrhhRe0Z88e/fbbb+rRo4eioqIKNNj7Ad0iAADAveSHLSc0fe1hlfJzl8NNTtGYaRg6fiFJvRuH6anawQUcIQDgRm7HfWi+Wy4cPnw4x2C8vLx05MgRSVLZsmV1/vx5+6MDAADAHdUkvKi83ZwU+/+tF37/YrS+eu4Brf96Qrayf86aqK+ee0C/f2E7YGJsUpq83ZzUJLxonvc7c+ZMFS5c2K7YAQC3T76TCzVr1tTQoUN17tw567Jz585p2LBhql27tiTp4MGDTOMDAABwH/D3clWLisV0OTVDSWkZkiQP32I6ummFMtJSrOUy0lN1ZNNyefgF2GyflJah+JQMtahYTP5errc1dkmyWCzKzMy87fsFgH+bfCcXvvzySx09elQlSpRQmTJlVLZsWZUoUULHjh3TF198IUlKSEjQyJEjCzxYAAAA3H49GoaqYdkiOhOfqgyLIb9S4fLwC9DxbWusZY5vXS0P32LyK1lOknRw/SJ906+ZTl+8rAfLFlGPhldmE3viiSes01Du3LlTTZs2VaFCheTl5aWaNWtq69atWrNmjZ577jnFxcXJZDLJZDJZp5dMS0vTsGHDFBQUJA8PD9WpU0dr1vwvjqwWDwsXLlRERIRcXFz0xx9/yMnJSWfOnLE5rsGDB6tRo0a37sQBwL9IvofrDQ8P1969e7Vs2TIdOHBAhmGofPnyat68uRwcruQqHn300YKOEwAAALdZYmqG1h86r9/2ntXxC0lKy7AoLjlNpvQMhdRrowPrflVYvVaSpAPrflW5B9sret82WTINuZRtoEzLuwqM26OhLR+Si6NZ58+f18KFC7V06VJJUufOnVW9enVNmzZNZrNZO3bskJOTk+rXr68pU6bojTfe0P79+yVJnp6ekqTnnntOx44d09y5cxUYGKh58+apVatW2rVrl8qWLSvpyiwQEyZM0BdffCE/Pz+VKFFCpUuX1uzZszV06FBJUkZGhr755hu9/fbbt/u0AsB96abmAjKZTGrVqpVatWpV0PEAAADgLrA3Ol7vLNunqItJkkxydzLLx91ZDg4mpWUYSipVX2fmTVPU8WMyOzjo7MGdqtL1DR3+e7OcHC0qVcxHD7d7XLE7lsvTZaAkac6cOSpRooSaNGkiSYqKitLQoUNVvnx5SbImByTJ29tbJpNJAQH/62Zx+PBhfffddzp58qQCAwMlSUOGDNHSpUs1Y8YMjR8/XpKUnp6uTz75RFWrVrVu27NnT82YMcOaXFi0aJGSkpL01FNP3bJzCAD/JjeVXEhMTNTatWsVFRWltDTbqYn69+9fIIEBAADgzjh8LkFvLfxHZ+NSFOTjJifz/3rS+rg7KznTUT6+ReRbvq5Obl4qyVBAxfry9vFTEU8XlQ7y0bQuNbS7ykDVrl1bp06dUlBQkGbMmKHIyEiZ/n/WiUGDBun555/X7Nmz1axZMz355JMKCwvLNa6//vpLhmGoXLlyNstTU1Pl5+dnfe7s7KwqVarYlImMjNTrr7+ujRs3qm7duvrqq6/01FNPycPDowDOGAAg38mF7du3q02bNkpKSlJiYqJ8fX11/vx5ubu7y9/fn+QCAADAPW72huOKjktRSC7TT5odTCrn76nEB1rr9OJP5OnqqI8/+FCPtK+rx5YUUuFCLnIyO6h69eqqWrWqZs2apZYtW2rXrl369ddfrfWMGjVKnTp10qJFi7RkyRK9+eabmjt3rh577LEc48rMzJTZbNa2bdtkNptt1mV1m5AkNzc3awIji7+/v9q3b68ZM2aodOnSWrx4sc1YDQAA++Q7uTBw4EC1b99e06ZNU+HChbVx40Y5OTmpS5cueuWVV25FjAAAALhNjp1P1F/HY+Xn4ZxjYiGLo9lBparU18GfJ8vZ5Kz2bdtku6GXpOeff17vv/++Tp06pWbNmik4ONhmfbly5VSuXDkNHDhQzz77rGbMmKHHHntMzs7OslgsNmWrV68ui8WimJgYPfjgg/k+tueff17PPPOMSpQoobCwMDVo0CDfdQAAcpbv2SJ27NihwYMHy2w2y2w2KzU1VcHBwZo0aZL+85//3IoYAQAAcJvsOHFJiWkZ8nK98W9QfoXc9MDQmfpq0R/ZWhJk6dy5s06dOqXPP/9cPXr0sC5PTk5Wv379tGbNGh0/flzr16/Xli1bVKFCBUlSSEiIEhIStHLlSp0/f15JSUkqV66cOnfurG7duumXX37R0aNHtWXLFk2cOFGLFy++YbwtW7aUt7e3xo4dq+eeey6PZwQAkBf5Ti44OTlZs9LFihVTVFSUpCuD7mT9DQAAgHtTcrpFJinHVgjXMjuY5OjqIQdn91zLeHl56YknnpCnp6fNjGJms1kXLlxQt27dVK5cOT311FNq3bq1Ro8eLUmqX7++evfuraefflpFixbVpEmTJEkzZsxQt27dNHjwYIWHh6tDhw7atGlTthYROXFwcFBkZKQsFot1OkwAQMEwGYZh5GeDFi1aKDIyUp06dVLv3r21fft29e/fX7Nnz1ZsbKw2bdp0q2K9L8THx8vb21txcXHy8vK60+EAAADYmLf9pKauOqRSvu43TDBYMg2diE3SqA4V9WDZormWa968uSpUqKAPP/ywoMPNt169euns2bNasGDBnQ4FAG6b23Efmu+WC+PHj1fx4sUlSW+99Zb8/Pz00ksvKSYmRp999lmBBwgAAIDbp3JQYbk5m3U5NeOGZWOT0lTYzVkVA71zXH/x4kXNnTtXq1atUt++fQs61HyJi4vTb7/9pjlz5ujll1++o7EAwP0oXwM6GoahokWLqmLFipKkokWL5ql/GwAAAO4NYUU9VLVEYf15+II8XRxzHdTRkmkoLiVdj1cvIV8P5xzL1KhRQ7GxsZo4caLCw8NvZdg39Mgjj2jz5s168cUX1bx58zsaCwDcj/LVcsEwDJUtW1YnT54s8EAmTJggk8mkAQMG2Oxv1KhRCgwMlJubm5o0aaI9e/bYbJeamqqXX35ZRYoUkYeHhzp06JAtvtjYWHXt2lXe3t7y9vZW165ddenSJZsyUVFRat++vTw8PFSkSBH1799faWlpNmV27dqlxo0by83NTUFBQRozZozy2asEAADgrmYymdS1Xin5F3LRiYvJsmRm/66TbslU1MUkhfh5qGPNErnWdezYMcXFxWnIkCG3MuQ8WbNmjZKSkvT+++/f6VAA4L6Ur+SCg4ODypYtqwsXLhRoEFu2bNFnn32mKlWq2CyfNGmSJk+erKlTp2rLli0KCAhQ8+bNdfnyZWuZAQMGaN68eZo7d67WrVunhIQEtWvXzmbqok6dOmnHjh1aunSpli5dqh07dqhr167W9RaLRW3btlViYqLWrVunuXPn6ueff9bgwYOtZeLj49W8eXMFBgZqy5Yt+uijj/Tuu+9q8uTJBXouAAAA7rTyAV4a0aaCArxddSI2SSdik3QxMU0XEtN0/GKSTl9KVlhRT41sF6HAwm53OlwAwF0g3wM6Llq0SG+//bamTZumSpUq2R1AQkKCatSooU8++URjx45VtWrVNGXKFBmGocDAQA0YMECvvvqqpCutFIoVK6aJEyfqxRdfVFxcnIoWLarZs2fr6aefliSdPn1awcHBWrx4sVq2bKm9e/cqIiJCGzduVJ06dSRJGzduVL169bRv3z6Fh4dryZIlateunU6cOKHAwEBJ0ty5cxUZGamYmBh5eXlp2rRpGjFihM6ePSsXFxdJ0ttvv62PPvpIJ0+ezNOIyhIDOgIAgHvHpaQ0/X7wvJbtPqMz8SkySSrl566WFQPUoEwRebjkq4ctAOAOuSsHdOzSpYs2b96sqlWrys3NTb6+vjaP/Orbt6/atm2rZs2a2Sw/evSozpw5oxYtWliXubi4qHHjxvrzzz8lSdu2bVN6erpNmcDAQFWqVMlaZsOGDfL29rYmFiSpbt268vb2tilTqVIla2JBujIPcmpqqrZt22Yt07hxY2tiIavM6dOndezYsVyPLzU1VfHx8TYPAACAe0Fhd2d1qBqojzvX0Pcv1NX3L9bTe09VU4uKASQWAAA28v2pMGXKlALb+dy5c/XXX39py5Yt2dadOXNGklSsWDGb5cWKFdPx48etZZydneXj45OtTNb2Z86ckb+/f7b6/f39bcpcux8fHx85OzvblAkJCcm2n6x1oaGhOR7jhAkTrPM1AwAA3Ksczfn+TQoA8C+S7+RC9+7dC2THJ06c0CuvvKLly5fL1dU113LXdjcwDOOGXRCuLZNT+YIok9Wj5HrxjBgxQoMGDbI+j4+PV3Bw8HXjBwAAAADgXnJTKejDhw/r9ddf17PPPquYmBhJ0tKlS7PN5HA927ZtU0xMjGrWrClHR0c5Ojpq7dq1+vDDD+Xo6GjTKuBqMTEx1nUBAQFKS0tTbGzsdcucPXs22/7PnTtnU+ba/cTGxio9Pf26ZbKO/dpWD1dzcXGRl5eXzQMAAAAAgPtJvpMLa9euVeXKlbVp0yb98ssvSkhIkCT9/fffevPNN/Ncz8MPP6xdu3Zpx44d1ketWrXUuXNn7dixQ6VLl1ZAQIBWrFhh3SYtLU1r165V/fr1JUk1a9aUk5OTTZno6Gjt3r3bWqZevXqKi4vT5s2brWU2bdqkuLg4mzK7d+9WdHS0tczy5cvl4uKimjVrWsv8/vvvNtNTLl++XIGBgdm6SwAAAAAA8G+S7+TC8OHDNXbsWK1YsULOzs7W5U2bNtWGDRvyXE+hQoVUqVIlm4eHh4f8/PxUqVIlmUwmDRgwQOPHj9e8efO0e/duRUZGyt3dXZ06dZIkeXt7q2fPnho8eLBWrlyp7du3q0uXLqpcubJ1gMgKFSqoVatW6tWrlzZu3KiNGzeqV69eateuncLDwyVJLVq0UEREhLp27art27dr5cqVGjJkiHr16mVtadCpUye5uLgoMjJSu3fv1rx58zR+/HgNGjQozzNFAAAAAABwP8r3mAu7du3St99+m2150aJFdeHChQIJKsuwYcOUnJysPn36KDY2VnXq1NHy5ctVqFAha5n3339fjo6Oeuqpp5ScnKyHH35YM2fOlNlstpaZM2eO+vfvb51VokOHDpo6dap1vdls1qJFi9SnTx81aNBAbm5u6tSpk959911rGW9vb61YsUJ9+/ZVrVq15OPjo0GDBtmMpwAAAAAAwL+RycgalTCPSpQooR9++EH169dXoUKFtHPnTpUuXVrz5s3TkCFDdPjw4VsV633hdswvCgAAAABAlttxH5rvbhGdOnXSq6++qjNnzshkMikzM1Pr16/XkCFD1K1bt1sRIwAAAAAAuIvlO7kwbtw4lSxZUkFBQUpISFBERIQaNWqk+vXr6/XXX78VMQIAAAAAgLtYvrtFZDl8+LC2b9+uzMxMVa9eXWXLli3o2O5LdIsAAAAACs6lpDSdiU9RcppFjg4O8nJzVElfd7sGXR81apTmz5+vHTt2FFyg+WAymTRv3jw9+uijd2T/uP/cjvvQfCcX1q5dq8aNG9+SYP4NSC4AAAAA9jEMQ3tOx2vl3rP6/cB5JaVlyGIYMskkJ7NJYf6eKpVxQkO7P6bmzZtr6dKl+ao/ISFBqamp8vPzu0VHcEVuSYwzZ87Ix8dHLi4ut3T/+Pe4Hfeh+Z4tonnz5goICFCnTp3UpUsXVapU6VbEBQAAAADZRF1I0gcrD2hv9GUlp1vk7eooXw9nOTqYlGlIaZZM/XM6Xj9+/6nKNOmotb8v1PHjx1WqVKk878PT01Oenp638CiuLyAg4I7tG7hZ+R5z4fTp0xo2bJj++OMPValSRVWqVNGkSZN08uTJWxEfAAAAAEiS9kbH67X5u7Q96pK8XB0V6ucuP08XuTqZ5Wh2kLOjgzxdHFXcw6Tzf69RsTrt5R1eRy+Pfl+ZmVcabK9Zs0Ymk0krV65UrVq15O7urvr162v//v3W/YwaNUrVqlWzPo+MjNSjjz6q8ePHq1ixYipcuLBGjx6tjIwMDR06VL6+vipRooS++uorm3hfffVVlStXTu7u7ipdurRGjhyp9PR0SdLMmTM1evRo7dy5UyaTSSaTSTNnzpR0pVvE/PnzrfXs2rVLDz30kNzc3OTn56cXXnhBCQkJ2eJ79913Vbx4cfn5+alv377WfQG3Q76TC0WKFFG/fv20fv16HT58WE8//bRmzZqlkJAQPfTQQ7ciRgAAAAD/cicuJmnCkr06HZuskr7u8nBxzHVchaObVsg7oJTKlgtXaN1WWvHf7/Xd5ihd3SP8tdde03vvvaetW7fK0dFRPXr0uO7+V61apdOnT+v333/X5MmTNWrUKLVr104+Pj7atGmTevfurd69e+vEiRPWbQoVKqSZM2fqn3/+0QcffKDPP/9c77//viTp6aef1uDBg1WxYkVFR0crOjpaTz/9dLb9JiUlqVWrVvLx8dGWLVv0448/6rffflO/fv1syq1evVqHDx/W6tWr9fXXX2vmzJnWZAVwO+Q7uXC10NBQDR8+XG+//bYqV66stWvXFlRcAAAAyIcMS6ZucpzuG5o5c6YKFy58S+oG8sIwDE1be1gnLiYr2NddZofrD9Z44I8FCqvXWpJUvtaDykxL1kffzNO+M5etZcaNG6fGjRsrIiJCw4cP159//qmUlJRc6/T19dWHH36o8PBw9ejRQ+Hh4UpKStJ//vMflS1bViNGjJCzs7PWr19v3eb1119X/fr1FRISovbt22vw4MH64YcfJElubm7y9PSUo6OjAgICFBAQIDc3t2z7nTNnjpKTkzVr1ixVqlRJDz30kKZOnarZs2fr7Nmz1nI+Pj6aOnWqypcvr3bt2qlt27ZauXJl3k4wUABuOrmwfv169enTR8WLF1enTp1UsWJFLVy4sCBjAwAAQC5S0i1avT9G/5m3S50+36inP7vyeOmbbfphywktWrFaZrNZrVq1yle9ISEhmjJlis2yp59+WgcOHCjA6IH8OXwuQX+fuKQins43TCzERR/XuaN7VLpOc0mSg9lRpR9orqPrf9WqfTHWclWqVLH+Xbx4cUlSTEyMclOxYkU5OPzv9qlYsWKqXLmy9bnZbJafn59NHT/99JMaNmyogIAAeXp6auTIkYqKisrjUV+xd+9eVa1aVR4eHtZlDRo0UGZmpk1XjooVK8psNtsc0/WOByho+R7Q8T//+Y++++47nT59Ws2aNdOUKVP06KOPyt3d/VbEBwAAgKukpFv0y1+ntGR3tKLjUiRDcnc2y+xgUoYlU0fPJ2r/2cM68vNk1e/QRX+s+FlRUVEqWbLkTe/Tzc0tx19Ugdtl1b4YJaVZ5F/oxrMnHPjjvzIsFs0d1O5/Cw1DJrOjlv11SKUqXrkBd3Jysq7O6l6RmZmZa71Xl8/aJqdlWXVs3LhRzzzzjEaPHq2WLVvq/9q77/imyvZ/4J+TpEmTjrR0t5SWAl1sKFuBsmQJiLJXWT4IspePiCDKUEERfBAFaRFUQAVEpqzKhlIps5RZymgpdO+s8/uDL/kRWkpLOuHzfr3ysjnnvu9zJT0emiv3fR21Wo0NGzZgyZIlz30NTxJF8ZnLP57cXlgsRGWh2DMXwsPDMW3aNNy9exc7duzAwIEDjYmF8roPLBEREdGrID1XiwU7o/HjkRtIytTAzdYSXg4qONkoUMVKDkdrBTzslHC3EnD3zAFoaraDU2ALfLF8pck427ZtQ1BQECwtLeHo6IjevXsDANq2bYtbt25h8uTJxgJzQMHLIr777jvUqFEDcrkcfn5+WLduncl+QRCwevVqvPXWW1CpVKhVqxa2bdtWem8OvbSyNTrsj04stMbCYwa9DteO7kTT/hPR65P1//8x72dYO7gi5sgunL+bViZxHz16FF5eXpg1axaCgoJQq1Yt3Lp1y6SNXC6HXq8vdJzAwEBERUUhKyvLZGyJRAJfX99SiZ3oRRQ7uXDs2DGMGzcOjo6OAIC0tDSsWLECjRo1QuPGjUs8QCIiIiJ6NGPhy90xOHz1IZxtFHBTW0IuK/hPuVun9sHO1QsBAQFQ122HsNAwXE98tNZ8x44d6N27N7p164YzZ84YK+YDwObNm1G1alXMmzfPWGCuIFu2bMHEiRMxdepUXLhwAf/5z38wfPhwHDx40KTdJ598gr59++LcuXPo2rUrBg0ahOTk5BJ8V+hVkJylQVaeDlZy6XPb3j57BHnZGfB9vSfsq9YweXg3aYd7p3YiNbts7qBQs2ZNxMXFYcOGDbh+/TqWLVuGLVu2mLTx9vbGzZs3ERUVhYcPHyIvLy/fOIMGDYKlpSWGDRuGCxcu4ODBgxg/fjyGDBkCFxeXMnktREXxwjUXDhw4gMGDB8PNzQ3Lly9H165dcfr06ZKMjYiIiIj+z8aIOBy9/hButpZQyQtf2fq4mJ1UIqBBizbQ5GZj0lfroNEZMH/+fONU7YCAANSvXx8ffvghgEcF66RSKWxsbIwF5gqyePFihISEYOzYsfD19cWUKVPQu3dvLF682KRdSEgIBgwYgJo1a2LBggXIysrCqVOnSuYNoVdGrlYPvYjn1loAgCuHtsE9sCnkKut8+7wbt0PmvWu4Gn2+NMLMp2fPnpg8eTLef/99NGjQAMeOHcPs2bNN2rz99tvo3LkzgoOD4eTkhF9//TXfOCqVCnv27EFycjKaNGmCd955B+3bt8e3335bJq+DqKgEsRhlhe/cuYOwsDCsWbMGWVlZ6Nu3L1auXImzZ88iMDCwNON8aaSnp0OtViMtLQ22trblHQ4RERFVApl5OoxeexoZuVq42FoW2jYt/hY2z+6P/ku2Q6l2AAAcWfs50tNS8cdvG9ChbjX873//w/Dhwwvs7+3tjUmTJmHSpEnGbWFhYZg0aRJSU1MBPEpCfP311xg2bJixzTfffINvvvkGN27cAPBoWcSmTZvQp08fYxu1Wo3ly5dj6NChL/I20CsqLikb7/0cCVtL2XMTa88Tm5SFAU2rYdTrPiUUHVHlUBafQ4v8f2fXrl1x5MgRdO/eHcuXL0fnzp0hlUqxcuXK53cmIiIiohd25OpDJGbkoqrd84sqPruYnRR/nrxSYoUZn177XlDRORaYo5Jgq5RBLpUgT2eASv7i4zz+TtXW0uI5LYnoRRQ5ufD3339jwoQJeO+991CrVq3SjImIiIiInvD3xQRIBAEyaeErWp8sZudRu7nJvr3LZ2Dnlt/gG1AH+/fvf+bMhaIUmAsICMCRI0dMZiAcO3YMAQEBRXxFREVnp5KjsZc9DsYkwt6M7EJ6rg4quQxNq1cpweiI6LEi11w4fPgwMjIyEBQUhGbNmuHbb7/FgwcPSjM2IiIioleeVm/AreRsWCue/51QYcXsfJq0R+yx7Rj03hT8+uuvmDNnDqKjo3H+/Hl88cUXxjG8vb1x6NAh3L17Fw8fPizwONOnT0dYWBhWrlyJq1ev4quvvsLmzZsxbdq0EnvdRE/qGOgCmURArrbwxFdhUrI1aFTNDt6OViUYGRE9VuTkQosWLbBq1SrEx8fjP//5DzZs2AAPDw8YDAbs3bsXGRkZpRknERER0SspR6uH3iCaX8wu6FExO5mlCr/99hu2bduGBg0aoF27djh58qSx3bx58xAbG4saNWrAycmpwOP06tUL33zzDb788kvUrl0b33//PUJDQ9G2bdsXfp1EhWnsZQ9vRyvcz8hFMUrGGWVrdJBKBHSqXXCRUiIyX7EKOj4tJiYGP/74I9atW4fU1FR07NiR9y9+DhZ0JCIiouLI1ugwaPVJSPBoeviLEkURsUnZmNujNlr7Fpw0qKhWrlyJ6dOnIyUlBTLZoxkcmZmZsLe3R/PmzXH48GFj28OHD6N169aIiYmBr69veYVMpeDY9YdYuPMyDKII1+cUNn1Snk6Pe6m5aO3rhFndAmDxnOVFRC+jsvgcatb/WX5+fvjiiy9w586dAm+bQkRERETmUVpIobSQIk9nXiFEjd4AC6kENpbmVdsvK6IoIjlLgzsp2ajftBUyMzNNbnt++PBhuLq6IiIiAtnZ2cbt4eHhcHd3L3ZiQRRF6HS6EoufSl7LGo54t7UPBAB3U3NgKMJ3pJl5OtxLzUXDanaY0smXiQWiUlQi/3dJpVL06tWLsxaIiIiISpggCGjj64Rsjf6FpoM/lpylgZudJQLdK/bMyVytHuExifjv5vMYHnYKY9ZFYuGxNFjZO2HFr9uQmq0B8CiJ0LNnT9SoUQPHjh0z9g8PD0dwcDDWr1+PoKAg2NjYwNXVFQMHDkRiYqJJO0EQsGfPHgQFBUGhUJjMgKCK6c367pjayQ/WChluJWXjXmpOvsSbQRSRkq3BzaQspOVo0dbPGXN71OZdIohKWeVIXRMRERG9wtoHOOOvs/eQkad7oQ9IBlFErtaAzrVdoZBJSyHCknE/PReLdl3G+btpgChCrZRDqRCgF0XYVK+PHbv3QqjfCzM6++HgwYOYMWMGDAYDDh48iA4dOkCj0eD48eNYvnw5NBoNPv30U/j5+SExMRGTJ09GSEgIdu7caXLMGTNmYPHixfDx8YGdnV35vHAqlmB/ZwS42SI8JhG7LybgbmoORAMgAhAEEaIIWFvK0DHABZ1qu6B+Vbvn3mmFiMzH5AIRERFRBVfDyRp1q6px4kYybBQyCMLzizs+KSlTA1ulBdr6OZdShOZLydJg3l+XcCk+HR5qSygsTJMgNeo1xclfv0bcwwzM+f00zpw5g9atW0Ov12PZsmUAgBMnTiAnJwfBwcHw8fEx9vXx8cGyZcvQtGlTZGZmwtr6/xe8nDdvHjp27Fg2L5JKjKvaEv2bVsNbjTwQGZuCe2m5yNboIJdKYG0pQ2Mve7ipleUdJtErhckFIiIiogpOEAQMae6Na4mZuJOag6p2yiInGNJztMjR6hHS0huu6qIXwStrv0XexqX4dHjaKwtcF+/m3xi6vByo0mJxNeYB1K7V4OTkhDZt2mDIkCHIyspCeHg4qlWrBh8fH5w5cwZz585FVFQUkpOTYTA8mjofFxeHwMBA47hBQUFl9hqp5ClkUrSs6VjeYRARSqjmAhERERGVrkB3W0zu4AtrhQy3U3Kg0xde4FEURTzMzENKjhZv1ndH/6bVyijS4kvP1WJ/dCJsFLJnFtyzdfGElb0z7sdEIu/2eVh51UN0fAZcXV1RvXp1HD16FAcPHkS7du2QlZWFTp06wdraGuvXr0dERAS2bNkCANBoNCbjWllZlfrrIyJ6FTC5QERERFRJtKzpiNndA+Fqa4k7qTmIS85GVp7OpNCjVm9AQnoubiY9uoPCsBZeGBdcE1JJ8ZZSlKUT15OQlKmBvarwehKuAY0Rf/lfJF09A5vq9XD46gMAQJs2bbBnzx6cOHECwcHBuHz5Mh4+fIhFixbh9ddfh7+/v0kxRyIiKnlcFkFERERUiTSsZo//DW6Eo1cfYueFeFxLzERiZh4epw4kggBnGwX6NfFEW19nVHNQlWu8RZGUpQEgPrfonpt/EI6v/wIGvQ4BNRsgIT0XwKPkwnvvvYfc3FwEBwfD0tIScrkcy5cvx5gxY3DhwgV8+umnZfBKiIheXUwuEBEREVUytpYW6FLXDW/UdsWl+HQkpOUiW6uHXCqBrVKGBp52UMkr1595RbnJpltAY+g1eVC7eUNhU8W4vU2bNsjIyECNGjXg6ekJAAgLC8OHH36IZcuWoVGjRli8eDF69OhRStETEZEgmnPDZCq29PR0qNVqpKWlwda2Yt9nmoiIiKgs/H0xAZ/vvoyq9krIJM9ftSuKImKTstG3iSfGtKlRBhESEVVuZfE5lDUXiIiIiKhcNavuAAdrBVKytEVqn6XRw9JCitdr8S4BREQVBZMLRERERFSu1CoLtPNzRkaeDtrn3AXDIIp4kJEHP1cbBLpxFigRUUXB5AIRERERlbs+QVUR4GqD2yk5yNMVnGDQG0TEJWfDyUaBMW1qQBAq7h0wiIheNUwuEBEREVG5c7BWYPabgajroUZCei5uJWcjLUeLbI0OGbk63EnJRlxKNjzslPioWyD8XG3KO2QiInpC5SojTEREREQvLTe1Ep+/XQ/Hrj/E7osJuJKQgRytCIkgwNvRCl3quKG1rxOqWMnLO1QiInoKkwtEREREVGEo5VK0D3BBO39nPMzUIEejh1wmgaO1HDIpJ90SEVVUTC4QERERUYUjCAKcbBTlHQYRERUR079EREREREREZBYmF4iIiIiIiIjILEwuEBEREREREZFZmFwgIiIiIiIiIrMwuUBEREREREREZmFygYiIiIiIiIjMwuQCEREREREREZmFyQUiIiIiIiIiMguTC0RERERERERkFiYXiIiIiIiIiMgsTC4QERERERERkVmYXCAiIiIiIiIiszC5QERERERERERmYXKBiIiIiIiIiMzC5AIRERERERERmYXJBSIiIiIiIiIyC5MLRERERERERGQWJheIiIiIiIiIyCxMLhARERERERGRWZhcICIiIiIiIiKzMLlARERERERERGZhcoGIiIiIiIiIzMLkAhERERERERGZhckFIiIionIWEhICQRAgCAIsLCzg4uKCjh07Ys2aNTAYDOUdHhER0XMxuUBERERUAXTu3Bnx8fGIjY3Frl27EBwcjIkTJ6J79+7Q6XQF9tFqtWUcJRERUcGYXCAiIiKqABQKBVxdXeHh4YFGjRrhww8/xJ9//oldu3YhLCwMACAIAlauXImePXvCysoKn332GfR6PUaOHInq1atDqVTCz88P33zzjcnYISEh6NWrFxYsWAAXFxfY2dnhk08+gU6nw/Tp01GlShVUrVoVa9asMek3c+ZM+Pr6QqVSwcfHB7Nnz2ZCg4iICiQr7wCIiIiIXiWiKOLivXQcuvIA99JyIZMIuPkwCyro87Vt164d6tevj82bN2PUqFEAgDlz5mDhwoX4+uuvIZVKYTAYULVqVWzatAmOjo44duwY3n33Xbi5uaFv377GsQ4cOICqVavi0KFDOHr0KEaOHInjx4+jdevWOHnyJDZu3IgxY8agY8eO8PT0BADY2NggLCwM7u7uOH/+PEaPHg0bGxvMmDGjbN4sIiKqNARRFMXyDuJVkp6eDrVajbS0NNja2pZ3OERERFSGkrM0WPJ3DM7EpSJXq4dMIkAEcOGXhYA2G1+s/AkDm3lBKhGMffr3749z587h0qVLEAQBkyZNwtdff13occaNG4f79+/j999/B/Bo5kJ4eDhu3LgBieTRxFV/f384Ozvj0KFDAAC9Xg+1Wo3Vq1ejf//+BY775ZdfYuPGjTh9+nQJvBtERFRWyuJzKGcuEBEREZWBjFwtPt1+CVG3U+Fso4CrrQKC8CiJcNNShkyNiJ+O34JWb8DwVtWN+0RRNP4MAEFBQfnGXrlyJVavXo1bt24hJycHGo0GDRo0MGlTu3ZtY2IBAFxcXFCnTh3jc6lUCgcHByQmJhq3/f7771i6dCmuXbuGzMxM6HQ6fjlCREQFYs0FIiIiojKw60ICzt1JhYedEtYKmUnCQACgkElgpZBhy5l7uP4gy7gvOjoa1atXNz63srIyGXfTpk2YPHkyRowYgb///htRUVEYPnw4NBqNSTsLCwuT54/vTPH0tsd3pzhx4gT69++PLl26YPv27Thz5gxmzZqVb1wiIiKAMxeIiIiISp1GZ8DuCwmQSyVQyJ793U4VlQVuJmXj4OX7qOlsjQMHDuD8+fOYPHnyM/scPnwYLVu2xNixY43brl+/bnbMR48ehZeXF2bNmmXcduvWLbPHJSKilxOTC0RERESl7HZKNhLSc2GnsnhmG71Oi5z0JAhZ2dj9z108OLIRCxcuRPfu3TF06NBn9qtZsyZ++ukn7NmzB9WrV8e6desQERFhMtvhRdSsWRNxcXHYsGEDmjRpgh07dmDLli1mjUlERC8vJheIiIiISplGZ4DBIJoUanza3fPHsWFSVwgSKRRWtkhv1hjLli3DsGHDTGolPG3MmDGIiopCv379IAgCBgwYgLFjx2LXrl1mxdyzZ09MnjwZ77//PvLy8tCtWzfMnj0bc+fONWtcIiJ6OfFuEWWMd4sgIiJ69cSn5eA/6yIhl0qgVj579gIAxCVno4GnHb7sU7+MoiMiopddWXwOZUFHIiIiolLmplaigacdUrILL4ao0xtgEEUE+zuXUWREREQlg8kFIiIiojLQta4bFDIpkjLzCtxvEEXcSc2Bh50Sr9VyLOPoiIiIzMPkAhEREVEZaFa9CgY1q4Y8nQFxydnIytNBFEUYRBEp2RrEJmXByUaB6W/4w9ay8KUTREREFQ0LOhIRERGVAUEQMLBZNbjbKbH1zF1cTcxEYkYeBAGwtpShU6Ar+gR5oqazdXmHSkREVGxMLhARERGVEUEQEOzvjLZ+TrickIEHGXmQSgT4OFnBTa0s7/CIiIheGJMLRERERGVMEAQEuNkiwK28IyEiIioZrLlARERERERERGZhcoGIiIiIiIiolIWFhcHOzq68wyg1TC4QERERERERmSEkJAS9evXKtz08PByCICA1NRX9+vXDlStXijReZUxEsOYCERERERERUSlTKpVQKsu2eK9er4cgCGVyLM5cICIiIiIiIiplT89GOHv2LIKDg2FjYwNbW1s0btwYp0+fRnh4OIYPH460tDQIggBBEDB37lwAQEpKCoYOHQp7e3uoVCp06dIFV69ezXeM7du3IzAwEAqFAocPH4aDg0O+eKZOnYrWrVuX2OtjcoGIiIiIiIioGHK1ely8l4ao26m4nZz9QmMMGjQIVatWRUREBCIjI/HBBx/AwsICLVu2xNKlS2Fra4v4+HjEx8dj2rRpAB4tvzh9+jS2bduG48ePQxRFdO3aFVqt1jhudnY2Fi5ciNWrV+PixYsICgqCt7e3ybF1Oh3Wr1+P4cOHv/B78DQuiyAiIiIiIiIqgsw8HbacuYu/LybgQUYeDKIIhUyKuLgUXDy0A9bW1ibt9Xr9M8eKi4vD9OnT4e/vDwCoVauWcZ9arYYgCHB1dTVuu3r1KrZt24ajR4+iZcuWAICff/4Znp6e2Lp1K/r06QMA0Gq1WLFiBerXr2/sO2TIEMyZM8f4fMeOHcjOzkbfvn3NeDdMMblAREREL530XC2u3s/EraQsPMjIg84gQiGTwMNOCS8HK9R0toZcxgmcRERUdBm5Wszbfgn/3kqBpUwKBys5pBIBORo9EtPzYF+zIRZ/vRytajka+5w8eRKDBw8ucLwpU6Zg1KhRWLduHTp06IA+ffqgRo0azzx+dHQ0ZDIZmjVrZtzm4OAAPz8/REdHG7fJ5XLUq1fPpO+gQYMwZ84cREREoH379lizZg369u0LKyurF3078mFygYiIiF4a1xIz8PfF+zgYk4i0HC30BhHi/+0TAIgAFFIJ3OyU6FzbFe0DnOFgrSjHiImIqLJYeywWkbEpcFNbwtJCatxuoZTA2lKG9DxLbLtpQHBTd1RzUAEA7ty588zx5s6di4EDB2LHjh3YtWsX5syZgw0bNuCtt94qsL0ois/c/mTRRqVSma+Io5OTEwBg/fr1qFu3Lnbu3Inw8PAive6iYnKBiIiIKr0cjR4bI+Kw5cxdpOfqYKOQwdXWEhZS09kJoigiV2tAfGoOVh66jr/O3cOIVtXR1s+pzKppExFR5ZOcpcHByw9gYykzSSw8ydJCguRsDQ5cvo+QVtWLNK6vry98fX0xefJkDBgwAKGhoXjrrbcgl8vzLakIDAyETqfDyZMnjcsikpKScOXKFQQEBBTpeJs3b4aPjw9q1KiBVq1aFalPUXE+IBEREVVqiRm5+O/mc/jp+C0IAKo7qOBko8iXWAAAQRCglEvhbqdENXsVEtNzsWj3ZSzbfxUanaHEY/P29sbSpUtNjr9169YSPw4REZWus7dTkZqjgb1KXmg7pYUEh64+fO54OTk5eP/99xEeHo5bt27h6NGjiIiIMCYJvL29kZmZif379+Phw4fIzs5GrVq10LNnT4wePRpHjhzB2bNnMXjwYHh4eKBnz55Feh22trb47LPPSrSQ42OcuUBERESV1sPMPMz76xIu3kuHh50lFLKCv0167NDqT3Dt6I5829M/WA+9KGJCu1qQFZCUeFERERElup6ViIjKR7bm0SwCqaTwWW4WUgmy8nTPHU8qlSIpKQlDhw7F/fv34ejoiN69e+OTTz4BALRs2RJjxoxBv379kJSUhDlz5mDu3LkIDQ3FxIkT0b17d2g0GrRu3Ro7d+6EhYVFkV7HwIEDsWTJEgwdOrRI7YtDEJ+1cINKRXp6OtRqNdLS0mBra1ve4RAREVVaBoOIedsv4Z8rifC0VxU4U+Fph1Z/gpz0ZLw+crbJdp2FNVJzDRgXXBO9GnqUVsgQBAFbtmxBr169Su0YRERU8g5ffYBPtl2Cu13+JXdPupuaA29HK6wc3LgMo3u+x59Dhw4dipSUFGzbtq3Ej8FlEURERFQp/X0pAceuP4SLTeF/6D1NKrOASu1o8og7/AdOLB6Od5rXhLtHVYwdOxaZmZnGPmFhYbCzs8P27dvh5+cHlUqFd955B1lZWVi7di28vb1hb2+P8ePHm6yRfXpZxJPatWuH999/32RbUlISFAoFDhw4ULw3g4iISlXDavZwslEgOUvzzDZ6gwiNzoB2/s5lGFnRpKWlAQB+++03jB8/vlSOweQCERERVTq5Wj1+ORUHiSDASmH+Kk9BkKDV4GkImvojekyYjwMHDmDGjBkmbbKzs7Fs2TJs2LABu3fvRnh4OHr37o2dO3di586dWLduHX744Qf8/vvvRTrmqFGj8MsvvyAvL8+47eeff4a7uzuCg4PNfk1ERFRyrBUydK3rihytHhm5+Zc9GEQRd1Jy4Ka2RLBfxUsuDBw4EAAwfPhwdOzYsVSOwZoLREREVOkcv5GEe6m5cLO1LHbf22eP4qcxbYzPq9ZtgXbjFgEALLM0SBSAaR/OxgdTJmLFihXGdlqtFt99953xHuTvvPMO1q1bh/v378Pa2hqBgYEIDg7GwYMH0a9fv+fG8fbbb2P8+PH4888/0bdvXwBAaGgoQkJCeOcKIqIKqF+TariXlov90feRnK2BndICUkFAtlaPzDwdXG0tMb2zP5xsKt4tjnfs2AG1Wo2FCxeW2jGYXCAiIqJK5+jVhxBFEXJZ8Sdhuvk3RsuhM43PZQol4qNP4+z2MKTeu4m8nEzsgAhNXi6ysrKMBRlVKpUxsQAALi4u8Pb2hrW1tcm2xMTEIsWhUCgwePBgrFmzBn379kVUVBTOnj3Lu0kQEVVQcpkEUzv6IsjLHrsvJuDK/QzkGQArhRQ96ruhcx03eFZRlXeY5YbJBSIiIqpUDAYR0QnpUMlf7M8YmcISti6exueZD+Px99eT4R/8Fhr1/g8eai1QXXcHvy75EFqt1tju6UrcgiAUuM1gKPotLUeNGoUGDRrgzp07WLNmDdq3bw8vL68Xel1ERFT6ZFIJ2ge4oJ2/M1KytdDoDLBTWcDSovC7Fb0KmFwgIiKiSuV+Ri7Sc3RQltAfcg9jo2Ew6NC03yQIEgl0qTm4cfR4iYz9PHXr1kVQUBBWrVqFX375BcuXLy+T4xIRkXkEQUAVK3l5h1GhsKAjERERVSpZeTroDCIspCVTl8DGuSpEvR6X9m1CeuJdJET+jfP7i1aUsSSMGjUKixYtgl6vx1tvvVVmxyUiIipJTC4QERFRJSOgJMsdOlTzRdP+k3Bu10/YMrs/7p7ei4a9x5bgEQo3YMAAyGQyDBw4EJaWxS9QSUREVBEIoiiK5R3EqyQ9PR1qtRppaWmwtbUt73CIiIgqncSMXIxeexpymQS2lhbP71BMd1NzEOBqg6/7NyzxsQty+/ZteHt7IyIiAo0aNSqTYxIR0aulLD6HcuYCERERVSpO1grYW8mRo9GXyvgavQF+bqX/BYBWq0VcXBxmzpyJ5s2bM7FARESVGpMLREREVKkIgoA67mpka0s+uaDTGyCBAB9HqxIf+2lHjx6Fl5cXIiMjsXLlylI/HhERUWni3SKIiIio0mnt64S9l+4jV6sv0dt/JWdr4WAtR/MaDiU25rO0bdsWXJ1KREQvC85cICIiokqnUTU7VHe0wv2MvBIbU28QkZmnQzt/51Kp5UBERPQyY3KBiIiIKh2ZVIKQVt6QSyVIzdaWyJjxaTmoaq/E242rlsh4RERErxImF4iIiCqwuXPnokGDBuUdRoXUrHoVdK7tgpRsjdnFHZMy8yCRSDDytepwtFaUUIRERESvDiYXiIjolZOQkIDx48fDx8cHCoUCnp6eePPNN7F///7yDo2KQRAEjGrtg5Y1HZCQnovMPF2xxxBFEYkZecjR6jG4WTW08XUqhUiJiIhefizoSEREL624pGwcjElE1O1UZObpIJdKoMxLwtoPh8LJoQq++OIL1KtXD1qtFnv27MG4ceNw+fLl8g6bikEll+HDrgH4eu8V/HPlAdJytHC1tYRUIjy3b55Wj/j0XFgrZBj1ug/eaVwVgvD8fkRERJQfZy4QEdFL51ZSFj756yLe//VfrD0Wi+j4dNxLzcHNh5kI+3I2MnJ1CJrwHSx9W6JWrVqoXbs2pkyZghMnTgAA4uLi0LNnT1hbW8PW1hZ9+/bF/fv3jeM/XqqwZs0aVKtWDdbW1njvvfeg1+vxxRdfwNXVFc7Ozpg/f75JXGlpaXj33Xfh7OwMW1tbtGvXDmfPnjVps2jRIri4uMDGxgYjR45Ebm6ucd+hQ4dgYWGBhIQEkz5Tp05F69atS/ptrDRUchn+2yUAUzv5oYqVHHEp2biTko2MXC10BoOxnSiK0OgMSM3WIDYpC/cz8hDobouFveuhT5AnEwtERERmKNfkwsKFC9GkSRPY2NjA2dkZvXr1QkxMjEkbURQxd+5cuLu7Q6lUom3btrh48aJJm7y8PIwfPx6Ojo6wsrJCjx49cOfOHZM2KSkpGDJkCNRqNdRqNYYMGYLU1FSTNnFxcXjzzTdhZWUFR0dHTJgwARqNxqTN+fPn0aZNGyiVSnh4eGDevHm8jRQRUQVy8V4aZm29gPCYB7CQSODtoIKHnRKutpaoItUgKeYU/Nu9g8QcYNn+q1j5zw0YDI+u43Z2dhBFEb169UJycjL++ecf7N27F9evX0e/fv1MjnP9+nXs2rULu3fvxq+//oo1a9agW7duuHPnDv755x98/vnn+Oijj4wJC1EU0a1bNyQkJGDnzp2IjIxEo0aN0L59eyQnJwMANm3ahDlz5mD+/Pk4ffo03NzcsGLFCuMxW7duDR8fH6xbt864TafTYf369Rg+fHhpv7UVmkQi4I3arvjfwEaY0K4WqjtaI0drwN3UHMQmZeFWcjZuJWcjMSMXehFo7uOAj98MxOI+9RHoblve4RMREVV65bos4p9//sG4cePQpEkT6HQ6zJo1C506dcKlS5dgZWUFAPjiiy/w1VdfISwsDL6+vvjss8/QsWNHxMTEwMbGBgAwadIk/PXXX9iwYQMcHBwwdepUdO/eHZGRkZBKH937euDAgbhz5w52794NAHj33XcxZMgQ/PXXXwAAvV6Pbt26wcnJCUeOHEFSUhKGDRsGURSxfPlyAEB6ejo6duyI4OBgRERE4MqVKwgJCYGVlRWmTp1a1m8fERE9JS4pG4t2XUZ8ag68qqjyTY1PT7wDiCIcPKrDw06J1GwNNv97B7aWMgxq7gUA2LdvH86dO4ebN2/C09MTALBu3TrUrl0bERERaNKkCQDAYDBgzZo1sLGxQWBgIIKDgxETE4OdO3dCIpHAz88Pn3/+OcLDw9G8eXMcPHgQ58+fR2JiIhSKRwUDFy9ejK1bt+L333/Hu+++i6VLl2LEiBEYNWoUAOCzzz7Dvn37TGYvjBw5EqGhoZg+fToAYMeOHcjOzkbfvn1L982tJOyt5OjV0AM96rsjIT0XsUlZeJipgd5ggFwqhbudJbwdrGBvJS/vUImIiF4q5ZpcePxB/7HQ0FA4OzsjMjISrVu3hiiKWLp0KWbNmoXevXsDANauXQsXFxf88ssv+M9//oO0tDT8+OOPWLduHTp06AAAWL9+PTw9PbFv3z688cYbiI6Oxu7du3HixAk0a9YMALBq1Sq0aNECMTEx8PPzw99//41Lly7h9u3bcHd3BwAsWbIEISEhmD9/PmxtbfHzzz8jNzcXYWFhUCgUqFOnDq5cuYKvvvoKU6ZM4XRKIqJy9mtEHG6nZMO7ilWBa+4fzzR7fL22U8mh1YvYFHkbbfycUNVehejoaHh6ehoTCwAQGBgIOzs7REdHG5ML3t7exiQ3ALi4uEAqlUIikZhsS0xMBABERkYiMzMTDg4OJjHl5OTg+vXrAIDo6GiMGTPGZH+LFi1w8OBB4/OQkBDjjIjmzZtjzZo16Nu3rzEpT49IJALc7ZRwt1OWdyhERESvhApVcyEtLQ0AUKVKFQDAzZs3kZCQgE6dOhnbKBQKtGnTBseOHQPw6I81rVZr0sbd3R116tQxtjl+/DjUarUxsQAAzZs3h1qtNmlTp04dY2IBAN544w3k5eUhMjLS2KZNmzbGb5wet7l37x5iY2MLfE15eXlIT083eRARUclLSMvF8etJsFfKn1nMT+3iCQgCUu/FGrc5WMuRkaPDwZgHAB4lIApKFj+93cLCwmS/IAgFbjP835p/g8EANzc3REVFmTxiYmKMsxCKwtnZGW+++SZCQ0ORmJiInTt3YsSIEUXuT0RERFQaKkxyQRRFTJkyBa+99hrq1KkDAMaCVS4uLiZtXVxcjPsSEhIgl8thb29faBtnZ+d8x3R2djZp8/Rx7O3tIZfLC23z+PnTxbUeW7hwobHOg1qtNvkmjIiISk54TCLScrSwU1k8s43CWg2POs0RfeB3aPNyAAASQYDSQoq/LyYg4UESAgMDERcXh9u3bxv7Xbp0CWlpaQgICHjh+Bo1aoSEhATIZDLUrFnT5OHo6AgACAgIMNZoeOzp5wAwatQobNiwAd9//z1q1KiBVq1avXBcRERERCWhwiQX3n//fZw7dw6//vprvn1Pf4P0rG+VCmtTlG+hXqTN01Nsn/bf//4XaWlpxseTf6wSEVHJuZyQAZlEgOQ5/z60HDIDokGPv+aFIPb0AaQlxAGpdxG54xe81qolOnTogHr16mHQoEH4999/cerUKQwdOhRt2rRBUFDQC8fXoUMHtGjRAr169cKePXsQGxuLY8eO4aOPPsLp06cBABMnTsSaNWuwZs0aXLlyBXPmzMlXxBh4NGtOrVbjs88+e+ULORIREVHFUCGSC+PHj8e2bdtw8OBBVK1a1bjd1dUVQP5ZAYmJicYZA66urtBoNEhJSSm0zZO3EHvswYMHJm2ePk5KSgq0Wm2hbR6vpX16RsNjCoUCtra2Jg8iIip5Gbm6Zy6HeJKNkwd6zl0HN/8gnNrwDbbMHoDwpRPw8GokZs1fAkEQsHXrVtjb26N169bo0KEDfHx8sHHjRrPiEwQBO3fuROvWrTFixAj4+vqif//+iI2NNf4b0q9fP3z88ceYOXMmGjdujFu3buG9997LN5ZEIkFISAj0ej2GDh1qVlxEREREJUEQy/E+iqIoYvz48diyZQvCw8NRq1atfPvd3d0xefJkzJgxAwCg0Wjg7OyMzz//3FjQ0cnJCevXrzdWyo6Pj0fVqlWxc+dOY0HHwMBAnDx5Ek2bNgUAnDx5Es2bN8fly5fh5+eHXbt2oXv37rhz5w7c3NwAABs3bsSwYcOQmJgIW1tbfPfdd/jwww9x//59yOWPqkx//vnnWLZsGe7cuVOkgo7p6elQq9VIS0tjooGIqAR9tOUCTt1MgmcVVbH75mr1SM7WYFn/hqjlYvP8DhXA6NGjcf/+fWzbtq28QyEiIqIKriw+h5brzIVx48Zh/fr1+OWXX2BjY4OEhAQkJCQgJ+fROlhBEDBp0iQsWLAAW7ZswYULFxASEgKVSoWBAwcCANRqNUaOHImpU6di//79OHPmDAYPHoy6desa7x4REBCAzp07Y/To0Thx4gROnDiB0aNHo3v37vDz8wMAdOrUCYGBgRgyZAjOnDmD/fv3Y9q0aRg9erTxzR84cCAUCgVCQkJw4cIFbNmyBQsWLOCdIoiIKoCq9kpoDSJeJGeepdFBaSGFo7Xi+Y3LWVpaGvbt24eff/4Z48ePL+9wiIiIiACU860ov/vuOwBA27ZtTbaHhoYiJCQEADBjxgzk5ORg7NixSElJQbNmzfD333+b3P7r66+/hkwmQ9++fZGTk4P27dsjLCwMUqnU2Obnn3/GhAkTjHeV6NGjB7799lvjfqlUih07dmDs2LFo1aoVlEolBg4ciMWLFxvbqNVq7N27F+PGjUNQUBDs7e0xZcoUTJkypaTfGiIiKqbWvk7Ydu4esjR6WCuK/s+bKIpIy9HhzfpusLeSl2KEJaNnz544deoU/vOf/6Bjx47lHQ4RERERgHJeFvEq4rIIIqLSIYoipv12FlG3U+FVRVXkGWWZeTqk52rx+dv1UK+qXekGSURERFQOXvplEURERCVFEAT0CfKEUi5FYkZekfrk6QxIzMhDU+8qqOOuLuUIiYiIiF5eTC4QEdFLo7mPA0a95gMRwN3UHOgMhgLbiaKIjFwt7qZmo4GnHaZ08oOkCHeaICIiIqKClWvNBSIiopLWq6EHVHIp1hy9iTspOZBKBKiVFpBJBBhEIEejR0aeDiq5FMF+zpjU0Re2lhblHTYRERFRpcbkAhERvXQ61XZFMx8HHLn6ELsvxONWcjayDSIEAVDJZehc1xXt/V3g62LNu/0QERERlQAmF4iI6KWkVlqgWz03dKnjiodZecjR6GEhlcBOZQGVnP/8EREREZUk/nVFREQvNYlEgLONZXmHQURERPRSY0FHIiIiIiIiIjILkwtEREREREREZBYmF4iIiIiIiIjILEwuEBEREREREZFZmFwgIiIiIiIiIrMwuUBEREREREREZmFygYiIiIiIiIjMwuQCEREREREREZmFyQUiIiIiIiIiMguTC0RERERERERkFiYXiIiIiIiIiMgsTC4QERFRhRUbGwtBEBAVFVXsviEhIejVq5fxedu2bTFp0iTjc29vbyxdutTsGImIiIjJBSIiIiongiAU+ggJCTFr/G+++QZhYWElEisREREVTlbeARAREdGrKT4+3vjzxo0b8fHHHyMmJsa4TalUIiUlpdjj6vV6CIIAtVpdInE+i1arhYWFRakeg4iIqLLgzAUiIiIqF66ursaHWq2GIAj5tj1248YNBAcHQ6VSoX79+jh+/LhxX1hYGOzs7LB9+3YEBgZCoVDg1q1b+ZZFPE9aWhreffddODs7w9bWFu3atcPZs2eN++fOnYsGDRpgzZo18PHxgUKhgCiKJfJeEBERVXZMLhAREVGFN2vWLEybNg1RUVHw9fXFgAEDoNPpjPuzs7OxcOFCrF69GhcvXoSzs3OxxhdFEd26dUNCQgJ27tyJyMhINGrUCO3bt0dycrKx3bVr17Bp0yb88ccfL1QHgoiI6GXFZRFERERUZh5m5mHfpfvYH52I9FwtnG0V6BDgglytvtB+06ZNQ7du3QAAn3zyCWrXro1r167B398fwKMlCitWrED9+vVfKK6DBw/i/PnzSExMhEKhAAAsXrwYW7duxe+//453330XAKDRaLBu3To4OTm90HGIiIheVkwuEBERUZm4+TAL8/66iFtJ2VDIJJDLJIhJyMCle+mQXL2DwhYY1KtXz/izm5sbACAxMdGYXJDL5SZtiisyMhKZmZlwcHAw2Z6Tk4Pr168bn3t5eTGxQEREVAAmF4iIiKjU6fQGLN4Tg9ikbHhVUUEqEYz7NDoDIlKyodEZntn/ycKJgvCor8Hw/9srlUrj9hdhMBjg5uaG8PDwfPvs7OyMP1tZWb3wMYiIiF5mTC4QERFRqYu8lYJriRlwV1uaJBYAQC6TwFohg84g4lZSFrwcyv4DfKNGjZCQkACZTAZvb+8yPz4REVFlx4KOREREVOpi7mdAZxBhaSEtcL/SQgqIIqLjM8o4skc6dOiAFi1aoFevXtizZw9iY2Nx7NgxfPTRRzh9+nS5xERERFSZMLlAREREpc5gKNotG8vr1o6CIGDnzp1o3bo1RowYAV9fX/Tv3x+xsbFwcXEpl5iIiIgqE0HkDZrLVHp6OtRqNdLS0mBra1ve4RAREZWJQ1ce4NPtl+Bqawm5LP93Gxm5OmRpdPiqbwP4udqUQ4REREQvr7L4HMqZC0RERFTqmlavAs8qKtxLy4Hhqe819AYRDzPzUMddDV8X63KKkIiIiMzB5AIRERGVOksLKSZ1qAVHawVik7LxICMP6Tla3E/Pxa3kLHg7WuH9djXNuuMDERERlR8mF4iI6JUVEhKCXr165dseHh4OQRCQmppa5jG9zOpVtcOit+vhrYYeUFhIoDEYYKu0wJDmXljUuy48q6jKO0QiIiJ6QbwVJRERUQnTaDSQy+Um2/R6PQRBgERSvLz+i/arqKo7WmFC+1p4t7UPsjV6WCtkBdZgICIiosqF/5oTERE9xx9//IHatWtDoVDA29sbS5YsMdnv7e2Nzz77DCEhIVCr1Rg9ejTCwsJgZ2eH7du3IzAwEAqFArdu3UJKSgqGDh0Ke3t7qFQqdOnSBVevXjWO9ax+LxtLCymqWMmZWCAiInpJcOYCERG99ERRxMV76dgffR+nb6VAozPA0VqOW0lZUMJQaN/IyEj07dsXc+fORb9+/XDs2DGMHTsWDg4OCAkJMbb78ssvMXv2bHz00UcAgCNHjiA7OxsLFy7E6tWr4eDgAGdnZwwcOBBXr17Ftm3bYGtri5kzZ6Jr1664dOkSLCwsAKDAfkREREQVGZMLRET0UtPoDFgZfg27L91HrkYPlVwKqUTAtcRMXI7PwP0z+6CysobkiTqCer3e+PNXX32F9u3bY/bs2QAAX19fXLp0CV9++aVJcqFdu3aYNm2a8fmRI0eg1WqxYsUK1K9fHwCMSYWjR4+iZcuWAICff/4Znp6e2Lp1K/r06QMA+foRERERVXSci0hERC+1VYev48+z96CykMLbQQUXW0s4WitQ1V4FK4UM9jUaoM3MNfj978OIiopCVFQUVq9ebewfHR2NVq1amYzZqlUrXL161SQJERQUlO/Ycrkc9erVMxlLJpOhWbNmxm0ODg7w8/NDdHT0M/sRERERVXScuUBERC+tmw+zsPvCfagtLaBWWuTbLwiAtbUVclXOOPFQjs4tawIA7ty5Y2wjimK+2yOKophvLCsrq3zblEqlSd+C+hV0jKf7EREREVV0nLlAREQvrYOXE5GZp4OdKn9i4UkOVnL8eysFcUnZ+fYFBgbiyJEjJtuOHTsGX19fSKXSYsUTGBgInU6HkydPGrclJSXhypUrCAgIKNZYRERERBUJkwtERPTSio5Ph1wqee4sAFtLGTLzdLjxMDPfvqlTp2L//v349NNPceXKFaxduxbffvutSX2FoqpVqxZ69uyJ0aNH48iRIzh79iwGDx4MDw8P9OzZs9jjEREREVUUTC4QEdFLS2cQTQo1Po/ekH/ZQqNGjbBp0yZs2LABderUwccff4x58+aZFHMsjtDQUDRu3Bjdu3dHixYtIIoidu7cabxTBBEREVFlJIjPWgBKpSI9PR1qtRppaWmwtbUt73CIiF5qi/fEYOeFeFR3yF8P4Uk5Gj2SszX4/O16qO9pVzbBEREREZWRsvgcypkLRET00mrr5wQLiQQ5Gn2h7R5m5sHHyRp1PNRlFBkRERHRy4XJBSIiemk18LRDbQ9bxKfnQqs3FNgmOUsDQQB61HeHtDhrKIiIiIjIiMkFIiJ6acmkEsx4wx8Brja4k5KDhLRc5Gr10OoNyMjV4lZSNnK0evRrUg1v1HYp73CJiIiIKi1ZeQdARERUmlzVlpj/Vl1sPx+Pvy8m4GFGHvSiCIVMgsbe9uhW1w2v13J87h0liIiIiOjZWNCxjLGgIxFR+cnR6BGblAWNzgB7lRyeVZRMKhAREdFLryw+h3LmAhERvTKUcikC3JjYJSIiIipprLlARERERERERGZhcoGIiIiIiIiIzMLkAhERERERERGZhckFIiIiIiIiIjILkwtEREREREREZBYmF4iIiIiIiIjILEwuEBEREREREZFZmFwgIiIiIiIiIrMwuUBEREREREREZmFygYiIiIiIiIjMIivvAIiIiIiK605KNqJup+LmgyxcScxAZq4OAGCntICvqw2qO1qhkZc9nG0syzlSIiKiVwOTC0RERFRpRN1OxY5z93DqZjIy8nQQAMilEkglAgAgPi0X5+6mAQDUSgu0rOGIN+u7w8/VphyjJiIievkxuUBEREQVXnquFuuP38LO8/HI1uphr7SAVxUVJIJQYHuDQURqjhY7zsfj8NUHeKdxVfQJ8oSlhbSMIyciIno1sOYCERERVWj3UnPwwe/n8HvkHchlEnhXUcFOJX9mYgEAJBIBVazkqO6ggigCYcdi8fGfF5CcpSmxuLy9vbF06dISG4+IiKgyY3KBiIiIKqyEtFzM2XYR0QkZqGqvhL1KDqGQpMKh1Z9gzfCmOLp2IQBAEAQ42SjgamuJn7/6GA7WCgwcPLREYouIiMC7775bImMRERFVdkwuEBERUYWk0RmwZG8MriVmopq9EhbSov3ZYlXFBTdP7oVOk2vcJoMOD88ehMLOBZcTMiCKotnxOTk5QaVSmT0OERHRy4DJBSIiIqqQtp29h39vpcBdbQlZERMLAODg5QcrB1fcigw3brt1+iCsqrjAwcsX99NzER7zoMBlDQ0aNMDcuXONz+fOnYtq1apBoVDA3d0dEyZMMO57un9qaireffdduLi4wNLSEnXq1MH27duL+7KJiIgqJSYXiIheQiEhIRAEAYIgQCaToVq1anjvvfeQkpJS3qERFcmDjDxsOBUHpYX0hYow1nqtO64c+cv4/MqRv+D7+puQSQQAIsKOxeJ5cxd+//13fP311/j+++9x9epVbN26FXXr1i2wrcFgQJcuXXDs2DGsX78ely5dwqJFiyCVsoAkERG9Gni3CCKil1Tnzp0RGhoKnU6HS5cuYcSIEUhNTcWvv/5a3qERPdc/Vx4gOUsDryovtuygZsuuiPx9BTIe3oMAAYlXzyF4zHzEX46EpYUUd1NzkKfVFzpGXFwcXF1d0aFDB1hYWKBatWpo2rRpgW337duHU6dOITo6Gr6+vgAAHx+fF4qdiIioMuLMBSKil5RCoYCrqyuqVq2KTp06oV+/fvj7778BPPqWdd68eahatSoUCgUaNGiA3bt3G/vGxsZCEARs2rQJr7/+OpRKJZo0aYIrV64gIiICQUFBsLa2RufOnfHgwQNjv4iICHTs2BGOjo5Qq9Vo06YN/v33X5O4BEHA6tWr8dZbb0GlUqFWrVrYtm2bSZuLFy+iW7dusLW1hY2NDV5//XVcv37duD80NBQBAQGwtLSEv78/VqxYURpvIZUTvUHE7gsJkMskkEieXbyxMJY2dqhavxWuHdmBK0f+gmf9VrC0sQMA410mcrSGQsfo06cPcnJy4OPjg9GjR2PLli3Q6XQFto2KikLVqlWNiQUiIqJXDZMLRESvgBs3bmD37t2wsLAAAHzzzTdYsmQJFi9ejHPnzuGNN95Ajx49cPXqVZN+c+bMwUcffYR///0XMpkMAwYMwIwZM/DNN9/g8OHDuH79Oj7++GNj+4yMDAwbNgyHDx/GiRMnUKtWLXTt2hUZGRkm437yySfo27cvzp07h65du2LQoEFITk4GANy9exetW7eGpaUlDhw4gMjISIwYMcL4oW7VqlWYNWsW5s+fj+joaCxYsACzZ8/G2rVrS/MtpDIUn5aD++k5UCstzBrH9/U3cfXodlw7ugO1XnvTZJ+NQgadQUSe1jRZoNVqjT97enoiJiYG//vf/6BUKjF27Fi0bt3apM1jSqXSrFiJiIgqOy6LICKq5LR6A07HpuDUzWSk52pgp5LjYWYedm/fDmtra+j1euTmPqqa/9VXXwEAFi9ejJkzZ6J///4AgM8//xwHDx7E0qVL8b///c849rRp0/DGG28AACZOnIgBAwZg//79aNWqFQBg5MiRCAsLM7Zv166dSWzff/897O3t8c8//6B79+7G7SEhIRgwYAAAYMGCBVi+fDlOnTqFzp0743//+x/UajU2bNhgTIY8+W3wp59+iiVLlqB3794AgOrVq+PSpUv4/vvvMWzYMPPfUCp3t5Kyka3Rw8FKYdY4HnVbwPB/SSmPus1N9qnkUlhY2SHm5m3jtvT0dNy8edOknVKpRI8ePdCjRw+MGzcO/v7+OH/+PBo1amTSrl69erhz5w6uXLnC2QtERPRKYnKBiKgSu52cjS92X0bM/QzoDCKkggCdQcSVuFR4BAZh49ofoZLqsXr1aly5cgXjx49Heno67t27Z0wQPNaqVSucPXvWZFu9evWMP7u4uACASUE7FxcXJCYmGp8nJibi448/xoEDB3D//n3o9XpkZ2cjLi7umeNaWVnBxsbGOE5UVBRef/11Y2LhSQ8ePMDt27cxcuRIjB492rhdp9NBrVYX+X2jii0hLRcCAOkLLol4TCKRoveCjcafn6SQSaCu0RB//r4Bhwe8A3t7e8yePdukAGNYWBj0ej2aNWsGlUqFdevWQalUwsvLK9+x2rRpg9atW+Ptt9/GV199hZo1a+Ly5csQBAGdO3c263UQERFVBkwuEBFVUslZGny6/RKuJmbCXW1pUlH/lkyCdIMMP0fnYUHvuli2bBmCg4PxySefYPr06QAe1T54kiiK+bY9+QH/8b6ntxkM/3/dekhICB48eIClS5fCy8sLCoUCLVq0gEajeea4T49T2PTyx21WrVqFZs2amexjVf6Xh1ZvAMzLKxjJldYFbhcEAd7tBwLyTHTv3h1qtRqffvqpycwFOzs7LFq0CFOmTIFer0fdunXx119/wcHBocAx//jjD0ybNg0DBgxAVlYWatasiUWLFpXMCyEiIqrgmFwgIqqk9l26j2sPMlHNXgmZ1LSEjlQiQGkhxaX4dITHPMCb9d0xZ84cdOnSBe+99x7c3d1x5MgRtG7d2tjn2LFjz6yEX1SHDx/GihUr0LVrVwDA7du38fDhw2KNUa9ePaxduxZarTZfEsLFxQUeHh64ceMGBg0aZFasVHHJpBJAfLHsQutRcwrd32HCYgCPkmlShRVmL12FYH9n4/4nl9b06tULvXr1euZYsbGxJs+rVKmCNWvWFD9oIiKilwCTC0RElZDeIGL3xQQopJJ8iYXHJMKjJMPuiwl4s7472rZti9q1a2PBggWYPn065syZgxo1aqBBgwYIDQ1FVFQUfv75Z7PiqlmzJtatW4egoCCkp6dj+vTpxS509/7772P58uXo378//vvf/0KtVuPEiRNo2rQp/Pz8MHfuXEyYMAG2trbo0qUL8vLycPr0aaSkpGDKlClmxU8Vg5ONAiJEGAziC98t4nk0egPkMgkcrc2r60BERESPMLlARFQJZWl0SM7SwEpR+GXcSi5DQloutHoDLKQSTJkyBcOHD8eVK1eQnp6OqVOnIjExEYGBgdi2bRtq1aplVlxr1qzBu+++i4YNG6JatWpYsGABpk2bVqwxHBwccODAAUyfPh1t2rSBVCpFgwYNjDUiRo0aBZVKhS+//BIzZsyAlZUV6tati0mTJpkVO1Uc3g4qKC2kyNHqn3uOv6hsjR5KCym8HFWlMj4REdGrRhBFUSzvIF4l6enpUKvVSEtLg62tbXmHQ0SVVLZGh8GrT0IUgSpW8me2e5iZB7lMgk3/aZGvngJRRaXTGzBibQQeZmjgprYslWPEJWejjocaX/drUCrjExERVSRl8Tm04Lm0RERUoankMtR2VyMjV1dou4w8HRp72TOxQJWKTCpBp0BX5Gr1MJTCdyA6vQEGUUTHQJcSH5uIiOhVxeQCEVEl9UZtV8ikAtJytAXuT87SwNJCio6BrmUcGZH5gv2dYau0QHKW5vmNi+lBZh6cbBR4rZZjiY9NRET0qmJygYiokmpZwwHd6rkhLUeLu6k5xm95czR63EnJRpZGh3caeaBRNbvyDpWo2DzslOhR3x0ZeTpodIbndyiibI0OGr2Igc28YGtp8fwOREREVCQs6EhEVElJJALGtq0JT3sV/jp7D3dTc4yFG70crNCroQe61HHlkgiqtPo39URkXAqi76XDq4rK7DtH6PQGJKTnomUNR3Stwxk9REREJYkFHcsYCzoSUWnQ6AyIjk9HlkYHG4UFAtxsnnmLSqLK5PqDTMzddhH3UnPgaa+C9AUTDFq9AbdTclDT2Rqf9qwD11IqFElERFQRlcXnUM5cICJ6CchlEtT3tCvvMIhKXA0na8zuHojPdkTjVnI2nG0UsC7m7SnTcrRIysqDv6stZnULYGKBiIioFPBrLSIiIqrQfF1s8OU79RDs54zUbC3ikrORladDYZMvRVFERq4WsUlZyNLo0aO+Bxb2rouq9qoyjJyIiOjVwZkLREREVOG52Frio24BCL+SiD/P3MOVxAwkZuRBKhGgtJBCJn20XEKnF5GteVTcVCmXIsi7Ct5q6IFm1auw/ggREVEpYnKBiIiIKgWJREA7fxcE+znj/N00RN1OxZX7GbiWmGm8o4S1pQyNvexR08UaTbyroJazNZMKREREZYDJBSIiIqpUBEFAvap2qFfVDgBgMIjQ6A0QBEAulTCZQEREVA6YXCAiIqJKTSIRYCmRlncYRERErzQWdCQiIiIiIiIiszC5QERERERERERmYXKBiIiIiIiIiMzC5AIRERERERERmYXJBSIiIiIiIiIyC5MLRERERERERGQWJheIiIiIiIiIyCxMLhARERERERGRWZhcICIiIiIiIiKzMLlARERERERERGZhcoGIiIiIiIiIzMLkAhERERERERGZhckFIiIiIiIiIjILkwtEREREREREZBYmF6hQISEhEAQBgiDAwsICLi4u6NixI9asWQODwVDe4ZWJsLAw2NnZlXcYREREREREFRaTC/RcnTt3Rnx8PGJjY7Fr1y4EBwdj4sSJ6N69O3Q6XXmHV2mIosj3i4iIiIiIXkpMLtBzKRQKuLq6wsPDA40aNcKHH36IP//8E7t27UJYWBgAIC4uDj179oS1tTVsbW3Rt29f3L9/32Scbdu2ISgoCJaWlnB0dETv3r2N+wRBwNatW03a29nZGcePjY2FIAjYtGkTXn/9dSiVSjRp0gRXrlxBREQEgoKCYG1tjc6dO+PBgwcm44SGhiIgIACWlpbw9/fHihUrjPsej7t582YEBwdDpVKhfv36OH78OAAgPDwcw4cPR1pamnEGx9y5cwEA69evR1BQEGxsbODq6oqBAwciMTHROHZ4eDgEQcCePXsQFBQEhUKBdevWQSKR4PTp0yYxLl++HF5eXhBFsdi/HyIiIiIiovLG5AK9kHbt2qF+/frYvHkzRFFEr169kJycjH/++Qd79+7F9evX0a9fP2P7HTt2oHfv3ujWrRvOnDmD/fv3IygoqNjHnTNnDj766CP8+++/kMlkGDBgAGbMmIFvvvkGhw8fxvXr1/Hxxx8b269atQqzZs3C/PnzER0djQULFmD27NlYu3atybizZs3CtGnTEBUVBV9fXwwYMAA6nQ4tW7bE0qVLYWtri/j4eMTHx2PatGkAAI1Gg08//RRnz57F1q1bcfPmTYSEhOSLecaMGVi4cCGio6PRo0cPdOjQAaGhoSZtQkNDjUtQiIiIiIiIKhtZeQdAlZe/vz/OnTuHffv24dy5c7h58yY8PT0BAOvWrUPt2rURERGBJk2aYP78+ejfvz8++eQTY//69esX+5jTpk3DG2+8AQCYOHEiBgwYgP3796NVq1YAgJEjRxpnOwDAp59+iiVLlhhnSVSvXh2XLl3C999/j2HDhpmM261bNwDAJ598gtq1a+PatWvw9/eHWq2GIAhwdXU1iWXEiBHGn318fLBs2TI0bdoUmZmZsLa2Nu6bN28eOnbsaHw+atQojBkzBl999RUUCgXOnj2LqKgobN68udjvBxERERERUUXAmQv0wkRRhCAIiI6OhqenpzGxAACBgYGws7NDdHQ0ACAqKgrt27c3+5j16tUz/uzi4gIAqFu3rsm2x0sTHjx4gNu3b2PkyJGwtrY2Pj777DNcv379meO6ubkBgMkSh4KcOXMGPXv2hJeXF2xsbNC2bVsAj5aIPOnpGRq9evWCTCbDli1bAABr1qxBcHAwvL29n/fyiYiIiIiIKiQmF17AihUrUL16dVhaWqJx48Y4fPhweYdULqKjo1G9enVjkuFpT25XKpWFjiUIQr56A1qtNl87CwsLkz4FbXt8F4vH/121ahWioqKMjwsXLuDEiRPPHbewu2FkZWWhU6dOsLa2xvr16xEREWFMFmg0GpO2VlZWJs/lcjmGDBmC0NBQaDQa/PLLLyazIIiIiIiIiCobJheKaePGjZg0aRJmzZqFM2fO4PXXX0eXLl3yfVv9sjtw4ADOnz+Pt99+G4GBgYiLi8Pt27eN+y9duoS0tDQEBAQAeDQzYP/+/c8cz8nJCfHx8cbnV69eRXZ2tlkxuri4wMPDAzdu3EDNmjVNHtWrVy/yOHK5HHq93mTb5cuX8fDhQyxatAivv/46/P39nzvT4UmjRo3Cvn37sGLFCmi1WpPilkRERERERJUNay4U01dffYWRI0di1KhRAIClS5diz549+O6777Bw4cJyjq7k5On0kEsf5Z7y8vKQkJAAvV6P+/fvY/fu3Vi4cCG6d++OoUOHQiKRoF69ehg0aBCWLl0KnU6HsWPHok2bNsYlAXPmzEH79u1Ro0YN9O/fHzqdDrt27cKMGTMAPCoQ+e2336J58+YwGAyYOXOmyWyCFzV37lxMmDABtra26NKlC/Ly8nD69GmkpKRgypQpRRrD29sbmZmZ2L9/P+rXrw+VSoVq1apBLpdj+fLlGDNmDC5cuIBPP/20yHEFBASgefPmmDlzJkaMGPHcmR1EREREREQVGWcuFINGo0FkZCQ6depksr1Tp044duxYgX3y8vKQnp5u8qjoRFHEyRvJuHD3Uay7d++Gm5sbvL290blzZxw8eBDLli3Dn3/+CalUaryNpL29PVq3bo0OHTrAx8cHGzduNI7Ztm1b/Pbbb9i2bRsaNGiAdu3a4eTJk8b9S5YsgaenJ1q3bo2BAwdi2rRpUKlUZr+WUaNGYfXq1QgLC0PdunXRpk0bhIWFFWvmQsuWLTFmzBj069cPTk5O+OKLL+Dk5ISwsDD89ttvCAwMxKJFi7B48eJixTZy5EhoNBouiSAiIiIiokpPEJ9e6E7PdO/ePXh4eODo0aNo2bKlcfuCBQuwdu1axMTE5Oszd+5ckzskPJaWlgZbW9tSjdccMQkZsFdZwNnWsrxDeWnNnz8fGzZswPnz58s7FCIiIiIieomlp6dDrVaX6udQzlx4AU8XL3xWQUMA+O9//4u0tDTj48m6BBWZn6sNEwulJDMzExEREVi+fDkmTJhQ3uEQERERERGZjTUXisHR0RFSqRQJCQkm2xMTE423RXyaQqGAQqEoi/Coknj//ffx66+/olevXlwSQURERERELwXOXCgGuVyOxo0bY+/evSbb9+7da7JMgqgwYWFhyMvLw8aNGyGVSss7HCIiIiIiIrNx5kIxTZkyBUOGDEFQUBBatGiBH374AXFxcRgzZkx5h0ZERERERERULphcKKZ+/fohKSkJ8+bNQ3x8POrUqYOdO3fCy8urvEMjIiIiIiIiKhe8W0QZK4sqnURERERERESP8W4RRERERERERFThMblARERERERERGZhcoGIiIiIiIiIzMLkAhERERERERGZhckFIiIiIiIiIjILkwtEREREREREZBYmF4iIiIiIiIjILEwuEBEREREREZFZmFwgIiIiIiIiIrMwuUBEREREREREZmFygYiIiIiIiIjMwuQCEREREREREZmFyQUiIiIiIiIiMguTC0RERERERERkFiYXiIiIiIiIiMgsTC4QERERERERkVmYXCAiIiIiIiIiszC5QERERERERERmYXKBiIiIiIiIiMzC5AIRERERERERmUVW3gG8akRRBACkp6eXcyRERERERET0Knj8+fPx59HSwORCGcvIyAAAeHp6lnMkRERERERE9CrJyMiAWq0ulbEFsTRTF5SPwWDAvXv3YGNjA0EQyjscqqTS09Ph6emJ27dvw9bWtrzDoUqO5xOVJJ5PVNJ4TlFJ4vlEJakynU+iKCIjIwPu7u6QSEqnOgJnLpQxiUSCqlWrlncY9JKwtbWt8Bcyqjx4PlFJ4vlEJY3nFJUknk9UkirL+VRaMxYeY0FHIiIiIiIiIjILkwtEREREREREZBYmF4gqIYVCgTlz5kChUJR3KPQS4PlEJYnnE5U0nlNUkng+UUni+WSKBR2JiIiIiIiIyCycuUBEREREREREZmFygYiIiIiIiIjMwuQCEREREREREZmFyQUiIiIiIiIiMguTC0QVzNy5cyEIgsnD1dX1me3Dw8PztRcEAZcvXy7DqKkiu3v3LgYPHgwHBweoVCo0aNAAkZGRhfb5559/0LhxY1haWsLHxwcrV64so2ipoivu+cRrFBXG29u7wPNj3Lhxz+zD6xM9S3HPJ16fqDA6nQ4fffQRqlevDqVSCR8fH8ybNw8Gg6HQfq/yNUpW3gEQUX61a9fGvn37jM+lUulz+8TExMDW1tb43MnJqVRio8olJSUFrVq1QnBwMHbt2gVnZ2dcv34ddnZ2z+xz8+ZNdO3aFaNHj8b69etx9OhRjB07Fk5OTnj77bfLLniqcF7kfHqM1ygqSEREBPR6vfH5hQsX0LFjR/Tp06fA9rw+UWGKez49xusTFeTzzz/HypUrsXbtWtSuXRunT5/G8OHDoVarMXHixAL7vOrXKCYXiCogmUxW6GyFgjg7OxfpD3x6tXz++efw9PREaGiocZu3t3ehfVauXIlq1aph6dKlAICAgACcPn0aixcvfiX+YaRne5Hz6TFeo6ggT3+IW7RoEWrUqIE2bdoU2J7XJypMcc+nx3h9ooIcP34cPXv2RLdu3QA8+vfu119/xenTp5/Z51W/RnFZBFEFdPXqVbi7u6N69ero378/bty48dw+DRs2hJubG9q3b4+DBw+WQZRUGWzbtg1BQUHo06cPnJ2d0bBhQ6xatarQPsePH0enTp1Mtr3xxhs4ffo0tFptaYZLFdyLnE+P8RpFz6PRaLB+/XqMGDECgiAU2IbXJyqqopxPj/H6RAV57bXXsH//fly5cgUAcPbsWRw5cgRdu3Z9Zp9X/RrF5AJRBdOsWTP89NNP2LNnD1atWoWEhAS0bNkSSUlJBbZ3c3PDDz/8gD/++AObN2+Gn58f2rdvj0OHDpVx5FQR3bhxA9999x1q1aqFPXv2YMyYMZgwYQJ++umnZ/ZJSEiAi4uLyTYXFxfodDo8fPiwtEOmCuxFzideo6iotm7ditTUVISEhDyzDa9PVFRFOZ94faLCzJw5EwMGDIC/vz8sLCzQsGFDTJo0CQMGDHhmn1f9GsVlEUQVTJcuXYw/161bFy1atECNGjWwdu1aTJkyJV97Pz8/+Pn5GZ+3aNECt2/fxuLFi9G6desyiZkqLoPBgKCgICxYsADAo29nLl68iO+++w5Dhw59Zr+nv+URRbHA7fRqeZHzidcoKqoff/wRXbp0gbu7e6HteH2ioijK+cTrExVm48aNWL9+PX755RfUrl0bUVFRmDRpEtzd3TFs2LBn9nuVr1GcuUBUwVlZWaFu3bq4evVqkfs0b968WO3p5eXm5obAwECTbQEBAYiLi3tmH1dXVyQkJJhsS0xMhEwmg4ODQ6nESZXDi5xPBeE1ip5269Yt7Nu3D6NGjSq0Ha9PVBRFPZ8KwusTPTZ9+nR88MEH6N+/P+rWrYshQ4Zg8uTJWLhw4TP7vOrXKCYXiCq4vLw8REdHw83Nrch9zpw5U6z29PJq1aoVYmJiTLZduXIFXl5ez+zTokUL7N2712Tb33//jaCgIFhYWJRKnFQ5vMj5VBBeo+hpoaGhcHZ2NhZOexZen6goino+FYTXJ3osOzsbEonpx2WpVFrorShf+WuUSEQVytSpU8Xw8HDxxo0b4okTJ8Tu3buLNjY2YmxsrCiKovjBBx+IQ4YMMbb/+uuvxS1btohXrlwRL1y4IH7wwQciAPGPP/4or5dAFcipU6dEmUwmzp8/X7x69ar4888/iyqVSly/fr2xzdPn1I0bN0SVSiVOnjxZvHTpkvjjjz+KFhYW4u+//14eL4EqkBc5n3iNoufR6/VitWrVxJkzZ+bbx+sTFVdxziden6gww4YNEz08PMTt27eLN2/eFDdv3iw6OjqKM2bMMLbhNcoUkwtEFUy/fv1ENzc30cLCQnR3dxd79+4tXrx40bh/2LBhYps2bYzPP//8c7FGjRqipaWlaG9vL7722mvijh07yiFyqqj++usvsU6dOqJCoRD9/f3FH374wWT/0+eUKIpieHi42LBhQ1Eul4ve3t7id999V4YRU0VW3POJ1yh6nj179ogAxJiYmHz7eH2i4irO+cTrExUmPT1dnDhxolitWjXR0tJS9PHxEWfNmiXm5eUZ2/AaZUoQxf+rMEFERERERERE9AJYc4GIiIiIiIiIzMLkAhERERERERGZhckFIiIiIiIiIjILkwtEREREREREZBYmF4iIiIiIiIjILEwuEBEREREREZFZmFwgIiIiIiIiIrMwuUBEREREREREZmFygYiIiF4Jc+fORYMGDco7DBMhISHo1atXeYdBRERkNiYXiIiIKphjx45BKpWic+fO5R1KqYuNjYUgCIiKijJ5LpPJcPfuXZO28fHxkMlkEAQBsbGxJu0fP2xsbFC7dm2MGzcOV69eLbH4Hj/UajWaN2+Ov/76y6zX+dg333yDsLAws+MkIiIqb0wuEBERVTBr1qzB+PHjceTIEcTFxZXqsfR6PQwGQ6ke40W4u7vjp59+Mtm2du1aeHh4FNh+3759iI+Px9mzZ7FgwQJER0ejfv362L9/f4nE83j8kydPomnTpnj77bdx4cIFs8dVq9Wws7MzP0AiIqJyxuQCERFRBZKVlYVNmzbhvffeQ/fu3U2+1W7RogU++OADk/YPHjyAhYUFDh48CADQaDSYMWMGPDw8YGVlhWbNmiE8PNzYPiwsDHZ2dti+fTsCAwOhUChw69YtREREoGPHjnB0dIRarUabNm3w77//mhzr8uXLeO2112BpaYnAwEDs27cPgiBg69atxjZ3795Fv379YG9vDwcHB/Ts2dM4y6A4hg0bhtDQUJNtYWFhGDZsWIHtHRwc4OrqCh8fH/Ts2RP79u1Ds2bNMHLkSOj1epO233//PTw9PaFSqdCnTx+kpqY+N57H4/v7+2P+/PnQarXG9xwAdu/ejddeew12dnZwcHBA9+7dcf36deP+6tWrAwAaNmwIQRDQtm1bAPmXRbRt2xYTJkzAjBkzUKVKFbi6umLu3LkmsRTl90BERFTWmFwgIiKqQDZu3Ag/Pz/4+flh8ODBCA0NhSiKAIBBgwbh119/NT5/3N7FxQVt2rQBAAwfPhxHjx7Fhg0bcO7cOfTp0wedO3c2WSKQnZ2NhQsXYvXq1bh48SKcnZ2RkZGBYcOG4fDhwzhx4gRq1aqFrl27IiMjAwBgMBjQq1cvqFQqnDx5Ej/88ANmzZplEnt2djaCg4NhbW2NQ4cO4ciRI7C2tkbnzp2h0WiK9T706NEDKSkpOHLkCADgyJEjSE5Oxptvvlmk/hKJBBMnTsStW7cQGRlp3H7t2jVs2rQJf/31F3bv3o2oqCiMGzeuyHFptVqsWrUKAGBhYWHcnpWVhSlTpiAiIgL79++HRCLBW2+9ZZwVcurUKQD/fwbE5s2bn3mMtWvXwsrKCidPnsQXX3yBefPmYe/evQCK9nsgIiIqFyIRERFVGC1bthSXLl0qiqIoarVa0dHRUdy7d68oiqKYmJgoymQy8dChQ8b2LVq0EKdPny6Koiheu3ZNFARBvHv3rsmY7du3F//73/+KoiiKoaGhIgAxKiqq0Dh0Op1oY2Mj/vXXX6IoiuKuXbtEmUwmxsfHG9vs3btXBCBu2bJFFEVR/PHHH0U/Pz/RYDAY2+Tl5YlKpVLcs2dPgce5efOmCEA8c+ZMvueTJk0Shw8fLoqiKA4fPlycPHmyeObMGRGAePPmzQL7Pyk6OloEIG7cuFEURVGcM2eOKJVKxdu3bxvb7Nq1S5RIJCavq6D4lEqlaGVlJUokEhGA6O3tLSYlJT3z/UtMTBQBiOfPny80zmHDhok9e/Y0Pm/Tpo342muvmbRp0qSJOHPmTGO8z/s9EBERlQfOXCAiIqogYmJicOrUKfTv3x8AIJPJ0K9fP6xZswYA4OTkhI4dO+Lnn38GANy8eRPHjx/HoEGDAAD//vsvRFGEr68vrK2tjY9//vnHZIq+XC5HvXr1TI6dmJiIMWPGwNfXF2q1Gmq1GpmZmcaaDzExMfD09ISrq6uxT9OmTU3GiIyMxLVr12BjY2M8dpUqVZCbm2ty/KIaOXIkfvvtNyQkJOC3337DiBEjitVf/L8ZHoIgGLdVq1YNVatWNT5v0aIFDAYDYmJiCh1r48aNOHPmDLZt24aaNWti9erVqFKlinH/9evXMXDgQPj4+MDW1ta4DOJFamY8/btxc3NDYmIigKL9HoiIiMqDrLwDICIiokd+/PFH6HQ6k6KFoijCwsICKSkpsLe3x6BBgzBx4kQsX74cv/zyC2rXro369esDeDRlXiqVIjIyElKp1GRsa2tr489KpdLkAzfwaO3/gwcPsHTpUnh5eUGhUKBFixbG5QyiKObr8zSDwYDGjRsbkx9PcnJyKt6bAaBOnTrw9/fHgAEDEBAQgDp16uS720JhoqOjAfz/egcFefyanvfaPD09UatWLdSqVQvW1tZ4++23cenSJTg7OwMA3nzzTXh6emLVqlVwd3eHwWBAnTp1ir0cBDBdbvE4tsfLK4ryeyAiIioPnLlARERUAeh0Ovz0009YsmQJoqKijI+zZ8/Cy8vL+IG9V69eyM3Nxe7du/HLL79g8ODBxjEaNmwIvV6PxMRE1KxZ0+Tx5DfdBTl8+DAmTJiArl27onbt2lAoFHj48KFxv7+/P+Li4nD//n3jtoiICJMxGjVqhKtXr8LZ2Tnf8dVq9Qu9LyNGjEB4eHixZy0YDAYsW7YM1atXR8OGDY3b4+LicO/ePePz48ePQyKRwNfXt8hjt2nTBnXq1MH8+fMBAElJSYiOjsZHH32E9u3bIyAgACkpKSZ95HI5AOQrLllcRfk9EBERlQcmF4iIiCqA7du3IyUlBSNHjkSdOnVMHu+88w5+/PFHAICVlRV69uyJ2bNnIzo6GgMHDjSO4evri0GDBmHo0KHYvHkzbt68iYiICHz++efYuXNnocevWbMm1q1bh+joaJw8eRKDBg2CUqk07u/YsSNq1KiBYcOG4dy5czh69KixkODjb9IHDRoER0dH9OzZE4cPH8bNmzfxzz//YOLEibhz584LvS+jR4/GgwcPMGrUqELbJSUlISEhATdu3MC2bdvQoUMHnDp1Cj/++KPJLA5LS0sMGzYMZ8+eNSZU+vbt+9zky9OmTp2K77//Hnfv3jXeGeOHH37AtWvXcODAAUyZMsWkvbOzM5RKJXbv3o379+8jLS2tWMd7rCi/ByIiovLA5AIREVEF8OOPP6JDhw4FfsP/9ttvIyoqynhryEGDBuHs2bN4/fXXUa1aNZO2oaGhGDp0KKZOnQo/Pz/06NEDJ0+ehKenZ6HHX7NmDVJSUtCwYUMMGTIEEyZMME75BwCpVIqtW7ciMzMTTZo0wahRo/DRRx8BePSBHQBUKhUOHTqEatWqoXfv3ggICMCIESOQk5MDW1vbF3pfZDIZHB0dIZMVvpKzQ4cOcHNzQ926dfHBBx8gICAA586dQ3BwsEm7mjVronfv3ujatSs6deqEOnXqYMWKFcWOq3v37vD29sb8+fMhkUiwYcMGREZGok6dOpg8eTK+/PLLfK9j2bJl+P777+Hu7o6ePXsW+5hA0X4PRERE5UEQxSfuZ0VERERUREePHsVrr72Ga9euoUaNGuUdziuLvwciIqoImFwgIiKiItmyZQusra1Rq1YtXLt2DRMnToS9vT2OHDlS3qG9Uvh7ICKiioh3iyAiIqIiycjIwIwZM3D79m04OjqiQ4cOWLJkSXmH9crh74GIiCoizlwgIiIiIiIiIrOwoCMRERERERERmYXJBSIiIiIiIiIyC5MLRERERERERGQWJheIiIiIiIiIyCxMLhARERERERGRWZhcICIiIiIiIiKzMLlARERERERERGZhcoGIiIiIiIiIzPL/AJMu69Gg47waAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "genre_summary = (\n",
+    "    eda_df.groupby(\"Primary Genre\")\n",
+    "      .agg({\n",
+    "          \"IMDb Rating\":\"mean\",\n",
+    "          \"IMDb Votes\":\"mean\",\n",
+    "          \"Box Office\":\"mean\"\n",
+    "      })\n",
+    "      .reset_index()\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(12,8))\n",
+    "\n",
+    "plt.scatter(\n",
+    "    genre_summary[\"IMDb Rating\"],\n",
+    "    genre_summary[\"IMDb Votes\"],\n",
+    "    s=genre_summary[\"Box Office\"] / 1e6,\n",
+    "    alpha=0.7\n",
+    ")\n",
+    "\n",
+    "for _, row in genre_summary.iterrows():\n",
+    "    plt.text(\n",
+    "        row[\"IMDb Rating\"],\n",
+    "        row[\"IMDb Votes\"],\n",
+    "        row[\"Primary Genre\"]\n",
+    "    )\n",
+    "\n",
+    "plt.xlabel(\"Average IMDb Rating\")\n",
+    "plt.ylabel(\"Average IMDb Votes\")\n",
+    "plt.title(\"Genre Performance: Rating vs Engagement (Bubble Size = Box Office)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "173e5979",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#1.High Rating + High Engagement + High Revenue\n",
+    "#Adventure\n",
+    "#Science Fiction\n",
+    "#Animation\n",
+    "#2.High Rating + Moderate Revenue\n",
+    "#Drama\n",
+    "#Crime\n",
+    "#3Moderate Rating + High Revenue\n",
+    "#Family"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "f5eba2aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SignificanceResult(statistic=nan, pvalue=nan)"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spearmanr(eda_df['Budget'], eda_df['Box Office'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "6f66ea30",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Budget        268\n",
+       "Box Office    317\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_df[['Budget', 'Box Office']].isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "11ff04a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(475, 2)\n"
+     ]
+    }
+   ],
+   "source": [
+    "temp = eda_df[['Budget', 'Box Office']].dropna()\n",
+    "\n",
+    "print(temp.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "4f4fe24e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.736644331287974 2.2193223822438068e-82\n"
+     ]
+    }
+   ],
+   "source": [
+    "rho, p = spearmanr(temp['Budget'], temp['Box Office'])\n",
+    "\n",
+    "print(rho, p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "846f61a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "eda_with_scraping_df = pd.read_csv(\"movie_data_with_scraping.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "52179f90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "NaN      765\n",
+       "True      38\n",
+       "False     12\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_with_scraping_df[\"has_awards\"].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "1b6f58d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4      The Unknown Man - Wikipedia Jump to content Ma...\n",
+       "53     Scary Movie - Wikipedia Jump to content Main m...\n",
+       "54     List of accolades received by Interstellar - W...\n",
+       "62     Real Steel - Wikipedia Jump to content Main me...\n",
+       "66     List of accolades received by Avengers: Infini...\n",
+       "70     After We Fell - Wikipedia Jump to content Main...\n",
+       "77     Mortal Kombat - Wikipedia Jump to content Main...\n",
+       "79     Room in Rome - Wikipedia Jump to content Main ...\n",
+       "81     Scary Movie 5 - Wikipedia Jump to content Main...\n",
+       "86     List of accolades received by The Dark Knight ...\n",
+       "92     Harry Potter and the Philosopher's Stone - Wik...\n",
+       "97     Apocalypto - Wikipedia Jump to content Main me...\n",
+       "101    Scary Movie 2 - Wikipedia Jump to content Main...\n",
+       "103    The Lord of the Rings: The Return of the King ...\n",
+       "104    List of accolades received by Toy Story 4 - Wi...\n",
+       "112    List of accolades received by Spider-Man: No W...\n",
+       "116    The Lord of the Rings: The Fellowship of the R...\n",
+       "122    List of accolades received by Avatar - Wikiped...\n",
+       "123    Harry Potter and the Prisoner of Azkaban - Wik...\n",
+       "125    List of accolades received by Avengers: Endgam...\n",
+       "Name: Awards Text, dtype: str"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_with_scraping_df[\"Awards Text\"].dropna().head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "1123f766",
+   "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>TMDb_ID</th>\n",
+       "      <th>IMDb_ID</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Primary Genre</th>\n",
+       "      <th>TMDb Rating</th>\n",
+       "      <th>TMDb Votes</th>\n",
+       "      <th>Popularity</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Budget</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>IMDb Votes</th>\n",
+       "      <th>Box Office</th>\n",
+       "      <th>Wikipedia Page Found</th>\n",
+       "      <th>Wikipedia URL</th>\n",
+       "      <th>Awards Text</th>\n",
+       "      <th>has_awards</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1339713</td>\n",
+       "      <td>tt37287335</td>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Horror, Thriller</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>7.917</td>\n",
+       "      <td>841</td>\n",
+       "      <td>581.7554</td>\n",
+       "      <td>297445815.0</td>\n",
+       "      <td>750000.0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>50183.0</td>\n",
+       "      <td>104757650.0</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>931285</td>\n",
+       "      <td>tt17490712</td>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy, Adventure</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.988</td>\n",
+       "      <td>1449</td>\n",
+       "      <td>519.4298</td>\n",
+       "      <td>128857238.0</td>\n",
+       "      <td>80000000.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>36627.0</td>\n",
+       "      <td>77767462.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>936075</td>\n",
+       "      <td>tt11378946</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Music, Drama</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>8.653</td>\n",
+       "      <td>2635</td>\n",
+       "      <td>503.0910</td>\n",
+       "      <td>934009960.0</td>\n",
+       "      <td>250000000.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>107813.0</td>\n",
+       "      <td>340068767.0</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>1367220</td>\n",
+       "      <td>tt33988385</td>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.059</td>\n",
+       "      <td>17</td>\n",
+       "      <td>384.3573</td>\n",
+       "      <td>3345079.0</td>\n",
+       "      <td>16000000.0</td>\n",
+       "      <td>152</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>879945</td>\n",
+       "      <td>tt16288638</td>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>7.800</td>\n",
+       "      <td>9</td>\n",
+       "      <td>325.1904</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>23</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/The_Unknown_Man</td>\n",
+       "      <td>The Unknown Man - Wikipedia Jump to content Ma...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n",
+       "0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n",
+       "1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n",
+       "2   936075  tt11378946           Michael  2026                Music, Drama   \n",
+       "3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n",
+       "4   879945  tt16288638   The Unknown Man  2021                       Drama   \n",
+       "\n",
+       "  Primary Genre  TMDb Rating  TMDb Votes  Popularity      Revenue  \\\n",
+       "0        Horror        7.917         841    581.7554  297445815.0   \n",
+       "1        Action        7.988        1449    519.4298  128857238.0   \n",
+       "2         Music        8.653        2635    503.0910  934009960.0   \n",
+       "3        Action        7.059          17    384.3573    3345079.0   \n",
+       "4         Drama        7.800           9    325.1904          NaN   \n",
+       "\n",
+       "        Budget  Runtime  IMDb Rating  IMDb Votes   Box Office  \\\n",
+       "0     750000.0      108          8.2     50183.0  104757650.0   \n",
+       "1   80000000.0      116          6.7     36627.0   77767462.0   \n",
+       "2  250000000.0      128          7.7    107813.0  340068767.0   \n",
+       "3   16000000.0      152          NaN         NaN          NaN   \n",
+       "4          NaN       23          7.0        53.0          NaN   \n",
+       "\n",
+       "  Wikipedia Page Found                                  Wikipedia URL  \\\n",
+       "0                  NaN                                            NaN   \n",
+       "1                  NaN                                            NaN   \n",
+       "2                  NaN                                            NaN   \n",
+       "3                  NaN                                            NaN   \n",
+       "4                 True  https://en.wikipedia.org/wiki/The_Unknown_Man   \n",
+       "\n",
+       "                                         Awards Text has_awards  \n",
+       "0                                                NaN        NaN  \n",
+       "1                                                NaN        NaN  \n",
+       "2                                                NaN        NaN  \n",
+       "3                                                NaN        NaN  \n",
+       "4  The Unknown Man - Wikipedia Jump to content Ma...       True  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eda_with_scraping_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "0cea418f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "NaN      765\n",
+       "True      38\n",
+       "False     12\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#has_awards contains True/False\n",
+    "eda_with_scraping_df[\"has_awards\"].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "2cf77629",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    5.900000\n",
+       "True     7.221053\n",
+       "Name: IMDb Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Awards vs Rating\n",
+    "eda_with_scraping_df.groupby(\"has_awards\")[\"IMDb Rating\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "1e415797",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    227660.090909\n",
+       "True     849320.000000\n",
+       "Name: IMDb Votes, dtype: float64"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Awards vs Engagement\n",
+    "eda_with_scraping_df.groupby(\"has_awards\")[\"IMDb Votes\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "791d45fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    1.445046e+08\n",
+       "True     2.667109e+08\n",
+       "Name: Box Office, dtype: float64"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Awards vs Commercial Success\n",
+    "eda_with_scraping_df.groupby(\"has_awards\")[\"Box Office\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "eb02262b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "            IMDb Rating     IMDb Votes    Box Office\n",
+      "has_awards                                          \n",
+      "False          5.900000  227660.090909  1.445046e+08\n",
+      "True           7.221053  849320.000000  2.667109e+08\n"
+     ]
+    }
+   ],
+   "source": [
+    "comparison = pd.DataFrame({\n",
+    "    'IMDb Rating': eda_with_scraping_df.groupby('has_awards')['IMDb Rating'].mean(),\n",
+    "    'IMDb Votes': eda_with_scraping_df.groupby('has_awards')['IMDb Votes'].mean(),\n",
+    "    'Box Office': eda_with_scraping_df.groupby('has_awards')['Box Office'].mean()\n",
+    "})\n",
+    "\n",
+    "print(comparison)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "47492eb2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['IMDb Rating', 'IMDb Votes', 'Box Office'], dtype='str')\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(comparison.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "82d95259",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "IMDb Rating    1.223907\n",
+      "IMDb Votes     3.730649\n",
+      "Box Office     1.845692\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "multipliers = comparison.loc[True] / comparison.loc[False]\n",
+    "\n",
+    "print(multipliers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "44b98d6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 900x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normalized = comparison.copy()\n",
+    "\n",
+    "for col in normalized.columns:\n",
+    "    normalized[col] = normalized[col] / normalized[col].max() * 100\n",
+    "\n",
+    "normalized.T.plot(\n",
+    "    kind='bar',\n",
+    "    figsize=(9,5)\n",
+    ")\n",
+    "\n",
+    "plt.title(\n",
+    "    'Awarded Movies Consistently Outperform Non-Awarded Movies'\n",
+    ")\n",
+    "\n",
+    "plt.ylabel('Relative Performance (%)')\n",
+    "\n",
+    "plt.legend(title='Has Awards')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "6fd077f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "improvement = (\n",
+    "    (comparison.loc[True] - comparison.loc[False])\n",
+    "    / comparison.loc[False]\n",
+    "    * 100\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(8,5))\n",
+    "\n",
+    "bars = plt.bar(\n",
+    "    improvement.index,\n",
+    "    improvement.values\n",
+    ")\n",
+    "\n",
+    "plt.title(\n",
+    "    'Performance Advantage of Award-Recognized Movies',\n",
+    "    fontsize=14,\n",
+    "    weight='bold'\n",
+    ")\n",
+    "\n",
+    "plt.ylabel('Improvement (%)')\n",
+    "\n",
+    "for bar in bars:\n",
+    "    plt.text(\n",
+    "        bar.get_x() + bar.get_width()/2,\n",
+    "        bar.get_height(),\n",
+    "        f'+{bar.get_height():.0f}%',\n",
+    "        ha='center',\n",
+    "        va='bottom',\n",
+    "        fontweight='bold'\n",
+    "    )\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.13.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..f10c85f
--- /dev/null
+++ b/README.md
@@ -0,0 +1,5 @@
+# data_wrangling_project
+
+Trello link: https://trello.com/b/9yY93iHi/lambda
+
+Presentation link: https://docs.google.com/presentation/d/1ulWCNs4zIyY3KX6TXuSi5rlzDOdvRKS4/edit?slide=id.p8#slide=id.p8
diff --git a/Web_scraping.ipynb b/Web_scraping.ipynb
new file mode 100644
index 0000000..a8632e4
--- /dev/null
+++ b/Web_scraping.ipynb
@@ -0,0 +1,4033 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "70fcf64c-e6a8-4d66-b465-4172a288d8ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import  requests \n",
+    "from bs4 import BeautifulSoup\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a13fcb78-eb34-43e7-a842-4d41c01c112f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data_movies_cleaned.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e96b650a-3f04-4aad-9d46-2764e6691dac",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b2c38a33-7120-436c-9e26-6882148bb400",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "98260031-e3c1-48f6-a728-c8ab8f0ecb5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#We are converting the 'Title' column from our DataFrame, which loaded the original dataset, into a Python list of movie titles. \n",
+    "#This will enable us to loop through each film and perform web scraping on them individually.\n",
+    "\n",
+    "movie_titles = df['Title'].tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6d28713a-96be-4bbc-8849-b6d1c04ab256",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#creating an empty list called 'movie_urls' and we loop through each movie title\n",
+    "\n",
+    "movie_urls = []\n",
+    "for title in movie_titles:\n",
+    "    formatted_title = title.replace(' ', '+')\n",
+    "    url = f\"https://www.imdb.com/search/title/?title={formatted_title}\"\n",
+    "    movie_urls.append(url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "54dfeca7-f0c2-4e88-9188-aca7727e439a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['https://www.imdb.com/search/title/?title=Obsession',\n",
+       " 'https://www.imdb.com/search/title/?title=Mortal+Kombat+II',\n",
+       " 'https://www.imdb.com/search/title/?title=Michael',\n",
+       " 'https://www.imdb.com/search/title/?title=Karuppu',\n",
+       " 'https://www.imdb.com/search/title/?title=The+Unknown+Man']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movie_urls[:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "04c0c267-e658-4012-99df-a922b1dd0044",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "202\n"
+     ]
+    }
+   ],
+   "source": [
+    "#prepare to scrape the content from the first IMDb search URL\n",
+    "\n",
+    "url_to_scrape = movie_urls[0]\n",
+    "\n",
+    "headers = {'User-Agent': 'Mozilla/5.0'}\n",
+    "\n",
+    "response = requests.get(url_to_scrape, headers=headers)\n",
+    "response.encoding = 'utf-8'\n",
+    "soup = BeautifulSoup(response.text, 'html.parser')\n",
+    "\n",
+    "print(response.status_code)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "be6b9fb5-6b5b-4559-bccb-141a5e1a850d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.imdb.com/search/title/?title=Obsession\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response.url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "4230799b-684b-4cd3-a6dc-e926e0a6a178",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(soup.prettify()[:500])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "06fc9a73-bd66-4f84-a30a-6fe0aea5cd4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "b''\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response.content)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7834f2ec-50a3-4862-84c5-2910eb984de6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e4c998ba-62e8-4dc1-b581-7256a6b08f91",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e04bbc51-ac0c-4146-b9c1-f2a47ee19e53",
+   "metadata": {},
+   "source": [
+    "IMDb scraping was unsuccessful due to access restrictions, so we pivoted to Rotten Tomatoes as our web scraping source."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "03aea9e3-1493-4070-bdf9-1dbbcbe6556e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200\n"
+     ]
+    }
+   ],
+   "source": [
+    "rt_url = \"https://www.rottentomatoes.com/m/obsession_2023\"\n",
+    "\n",
+    "headers = {\"User-Agent\": \"Mozilla/5.0\"}\n",
+    "\n",
+    "response = requests.get(rt_url, headers=headers)\n",
+    "\n",
+    "print(response.status_code)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "9e2710a7-fd4f-4838-b1ba-8736ee0d255d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<!DOCTYPE html>\n",
+      "<html lang=\"en\" dir=\"ltr\" xmlns=\"http://www.w3.org/1999/xhtml\" prefix=\"fb: http://www.facebook.com/2008/fbml og: http://opengraphprotocol.org/schema/\">\n",
+      "    <head prefix=\"og: http://ogp.me/ns# flixstertomatoes: http://ogp.me/ns/apps/flixstertomatoes#\">\n",
+      "\n",
+      "        \n",
+      "            <script>\n",
+      "                const encodedData = sessionStorage.getItem('oneTrustSyncData');\n",
+      "                let id, token;\n",
+      "\n",
+      "                if (encodedData) {\n",
+      "                    try {\n",
+      "                        cons\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response.text[:500])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7e89dfe-8009-4d91-9fb9-ac91a1a4b86b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "b66fc1d6-d0b3-4a2d-9fe6-44d4e924897e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'rt_url': 'https://www.rottentomatoes.com/m/obsession_2023',\n",
+       " 'page_title': None,\n",
+       " 'contains_audience_score': True,\n",
+       " 'contains_critic': True,\n",
+       " 'contains_rating': True,\n",
+       " 'contains_score': True}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movie_data = {}\n",
+    "\n",
+    "movie_data[\"rt_url\"] = rt_url\n",
+    "movie_data[\"page_title\"] = soup.title.text if soup.title else None\n",
+    "\n",
+    "# Get all page text\n",
+    "page_text = soup.get_text(\" \", strip=True)\n",
+    "\n",
+    "movie_data[\"contains_audience_score\"] = \"audiencescore\" in response.text.lower()\n",
+    "movie_data[\"contains_critic\"] = \"critic\" in response.text.lower()\n",
+    "movie_data[\"contains_rating\"] = \"rating\" in response.text.lower()\n",
+    "movie_data[\"contains_score\"] = \"score\" in response.text.lower()\n",
+    "\n",
+    "movie_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "2fc0e8c3-9a92-4ca8-8868-406d5c338e8c",
+   "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>rt_url</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>contains_audience_score</th>\n",
+       "      <th>contains_critic</th>\n",
+       "      <th>contains_rating</th>\n",
+       "      <th>contains_score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://www.rottentomatoes.com/m/obsession_2023</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            rt_url page_title  \\\n",
+       "0  https://www.rottentomatoes.com/m/obsession_2023       None   \n",
+       "\n",
+       "   contains_audience_score  contains_critic  contains_rating  contains_score  \n",
+       "0                     True             True             True            True  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#turn into dataframe\n",
+    "\n",
+    "scraped_df = pd.DataFrame([movie_data])\n",
+    "\n",
+    "scraped_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "5bba1aec-a78d-4c67-be57-4ba39771eb3d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#turn into CSV file\n",
+    "\n",
+    "scraped_df.to_csv(\"rottentomatoes_scraped_test.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "f22ecd08-aa43-4c69-8c91-81dc8c7c36ce",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['.ipynb_checkpoints',\n",
+       " 'Cleaning Box office.ipynb',\n",
+       " 'Data wrangling.cleaned.ipynb',\n",
+       " 'data_movies_cleaned.csv',\n",
+       " 'data_wrangling.csv',\n",
+       " 'enriched_movies.csv',\n",
+       " 'page_source.txt',\n",
+       " 'rottentomatoes_scraped_test.csv',\n",
+       " 'rottentomatoes_scraped_test_v2.csv',\n",
+       " 'Web_scraping.ipynb',\n",
+       " 'wikipedia_awards_test.csv']"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os\n",
+    "\n",
+    "os.listdir()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "d01ae452-eef4-4683-a11f-d1f474702da7",
+   "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>rt_url</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>contains_audience_score</th>\n",
+       "      <th>contains_critic</th>\n",
+       "      <th>contains_rating</th>\n",
+       "      <th>contains_score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://www.rottentomatoes.com/m/obsession_2023</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            rt_url  page_title  \\\n",
+       "0  https://www.rottentomatoes.com/m/obsession_2023         NaN   \n",
+       "\n",
+       "   contains_audience_score  contains_critic  contains_rating  contains_score  \n",
+       "0                     True             True             True            True  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_df = pd.read_csv(\"rottentomatoes_scraped_test.csv\")\n",
+    "\n",
+    "test_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "37556f91-bb7e-4648-950b-3a8ec4323ab2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "ada8be66-e783-4bbd-96c0-f381bd9bc43d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Try to get title from different places\n",
+    "\n",
+    "title_tag = soup.find(\"title\")\n",
+    "meta_title = soup.find(\"meta\", property=\"og:title\")\n",
+    "\n",
+    "if title_tag:\n",
+    "    page_title = title_tag.text.strip()\n",
+    "elif meta_title:\n",
+    "    page_title = meta_title.get(\"content\")\n",
+    "else:\n",
+    "    page_title = None\n",
+    "\n",
+    "page_title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "107b2a35-05a2-41b8-be98-9b19bd2c6365",
+   "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>rt_url</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>status_code</th>\n",
+       "      <th>contains_audience_score</th>\n",
+       "      <th>contains_critic</th>\n",
+       "      <th>contains_rating</th>\n",
+       "      <th>contains_score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://www.rottentomatoes.com/m/obsession_2023</td>\n",
+       "      <td>None</td>\n",
+       "      <td>200</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            rt_url page_title  status_code  \\\n",
+       "0  https://www.rottentomatoes.com/m/obsession_2023       None          200   \n",
+       "\n",
+       "   contains_audience_score  contains_critic  contains_rating  contains_score  \n",
+       "0                     True             True             True            True  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movie_data = {}\n",
+    "\n",
+    "movie_data[\"rt_url\"] = rt_url\n",
+    "movie_data[\"page_title\"] = page_title\n",
+    "movie_data[\"status_code\"] = response.status_code\n",
+    "movie_data[\"contains_audience_score\"] = \"audiencescore\" in response.text.lower()\n",
+    "movie_data[\"contains_critic\"] = \"critic\" in response.text.lower()\n",
+    "movie_data[\"contains_rating\"] = \"rating\" in response.text.lower()\n",
+    "movie_data[\"contains_score\"] = \"score\" in response.text.lower()\n",
+    "\n",
+    "scraped_df = pd.DataFrame([movie_data])\n",
+    "scraped_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "2ccec840-67a1-4576-9fc6-9867bbdb1c06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scraped_df.to_csv(\"rottentomatoes_scraped_test_v2.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "073ffb51-151d-4194-9437-2dd80abfae07",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(\"page_source.txt\", \"w\", encoding=\"utf-8\") as f:\n",
+    "    f.write(response.text)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "600c1807-d2b6-47b9-819c-cf44a121097d",
+   "metadata": {},
+   "source": [
+    "Although we successfully connected to movie pages (HTTP status code 200), the review and score data were not easily accessible through standard scraping techniques. Much of the information appeared to be dynamically loaded or stored in a structure that was difficult to extract within the project timeframe.\n",
+    "After evaluating alternative sources, we decided to pivot to Wikipedia.\n",
+    "\n",
+    "Wikipedia provides more accessible and structured information that can be scraped using requests and BeautifulSoup.\n",
+    "Final Decision\n",
+    "\n",
+    "We chose to focus on scraping awards and nominations information from Wikipedia.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "8f4ca525-948f-4d2b-8550-0fa6e46de030",
+   "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>TMDb_ID</th>\n",
+       "      <th>IMDb_ID</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Primary Genre</th>\n",
+       "      <th>TMDb Rating</th>\n",
+       "      <th>TMDb Votes</th>\n",
+       "      <th>Popularity</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Budget</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>IMDb Votes</th>\n",
+       "      <th>Box Office</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1339713</td>\n",
+       "      <td>tt37287335</td>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Horror, Thriller</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>7.917</td>\n",
+       "      <td>841</td>\n",
+       "      <td>581.7554</td>\n",
+       "      <td>297445815.0</td>\n",
+       "      <td>750000.0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>50183.0</td>\n",
+       "      <td>104757650.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>931285</td>\n",
+       "      <td>tt17490712</td>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy, Adventure</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.988</td>\n",
+       "      <td>1449</td>\n",
+       "      <td>519.4298</td>\n",
+       "      <td>128857238.0</td>\n",
+       "      <td>80000000.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>36627.0</td>\n",
+       "      <td>77767462.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>936075</td>\n",
+       "      <td>tt11378946</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Music, Drama</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>8.653</td>\n",
+       "      <td>2635</td>\n",
+       "      <td>503.0910</td>\n",
+       "      <td>934009960.0</td>\n",
+       "      <td>250000000.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>107813.0</td>\n",
+       "      <td>340068767.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1367220</td>\n",
+       "      <td>tt33988385</td>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.059</td>\n",
+       "      <td>17</td>\n",
+       "      <td>384.3573</td>\n",
+       "      <td>3345079.0</td>\n",
+       "      <td>16000000.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>879945</td>\n",
+       "      <td>tt16288638</td>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>7.800</td>\n",
+       "      <td>9</td>\n",
+       "      <td>325.1904</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>23</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n",
+       "0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n",
+       "1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n",
+       "2   936075  tt11378946           Michael  2026                Music, Drama   \n",
+       "3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n",
+       "4   879945  tt16288638   The Unknown Man  2021                       Drama   \n",
+       "\n",
+       "  Primary Genre  TMDb Rating  TMDb Votes  Popularity      Revenue  \\\n",
+       "0        Horror        7.917         841    581.7554  297445815.0   \n",
+       "1        Action        7.988        1449    519.4298  128857238.0   \n",
+       "2         Music        8.653        2635    503.0910  934009960.0   \n",
+       "3        Action        7.059          17    384.3573    3345079.0   \n",
+       "4         Drama        7.800           9    325.1904          NaN   \n",
+       "\n",
+       "        Budget  Runtime  IMDb Rating  IMDb Votes   Box Office  \n",
+       "0     750000.0      108          8.2     50183.0  104757650.0  \n",
+       "1   80000000.0      116          6.7     36627.0   77767462.0  \n",
+       "2  250000000.0      128          7.7    107813.0  340068767.0  \n",
+       "3   16000000.0      152          NaN         NaN          NaN  \n",
+       "4          NaN       23          7.0        53.0          NaN  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ace17e3f-4777-4910-ae6e-ba921edd13c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['TMDb_ID', 'IMDb_ID', 'Title', 'Year', 'Genre', 'Primary Genre',\n",
+       "       'TMDb Rating', 'TMDb Votes', 'Popularity', 'Revenue', 'Budget',\n",
+       "       'Runtime', 'IMDb Rating', 'IMDb Votes', 'Box Office'],\n",
+       "      dtype='str')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cd39e1e9-d4e6-45a5-9454-fb54332d21e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Obsession 2026\n"
+     ]
+    }
+   ],
+   "source": [
+    "title = df.loc[0, \"Title\"]\n",
+    "year = df.loc[0, \"Year\"]\n",
+    "\n",
+    "print(title, year)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b640062c-dcf6-4d43-9f20-933467494eea",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200\n",
+      "Obsession 2026 film awards - Search results - Wikipedia\n",
+      "https://en.wikipedia.org/w/index.php?search=Obsession+2026+film+awards\n"
+     ]
+    }
+   ],
+   "source": [
+    "headers = {\"User-Agent\": \"Mozilla/5.0\"}\n",
+    "\n",
+    "search_url = \"https://en.wikipedia.org/w/index.php\"\n",
+    "params = {\"search\": f\"{title} {year} film awards\"}\n",
+    "\n",
+    "response = requests.get(search_url, params=params, headers=headers)\n",
+    "soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "\n",
+    "print(response.status_code)\n",
+    "print(soup.title.text)\n",
+    "print(response.url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8d573ddb-2199-4d45-8327-c516d5d0168b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "05c5a204-5a4c-49b0-9be1-63b2a03f12a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Initial awards detection test\n",
+    "#This exploratory test searched for award-related keywords in the retrieved Wikipedia page.\n",
+    "\n",
+    "\n",
+    "page_text = soup.get_text(\" \", strip=True).lower()\n",
+    "\n",
+    "award_keywords = [\"award\", \"awards\", \"nomination\", \"nominated\", \"won\", \"winner\"]\n",
+    "\n",
+    "has_awards = any(word in page_text for word in award_keywords)\n",
+    "\n",
+    "print(has_awards)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "675eb00e-c745-48d0-9db7-3f3e69a53412",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200\n",
+      "Obsession 2026 film awards - Search results - Wikipedia\n",
+      "https://en.wikipedia.org/w/index.php?search=Obsession+2026+film+awards\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response.status_code)\n",
+    "print(soup.title.text)\n",
+    "print(response.url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5df1ce09-34d8-442f-9d64-810e6ad967b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Theinvestigation showed that the page returned was a Wikipedia search results page rather than the movie page itself.\n",
+    "#so this approach was not retained in the final workflow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f3f2f9f-b206-42dd-9d61-a3126e03d8e0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "480fe73e-109f-419e-ba80-7ee9c2de37e3",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Title  Year\n",
+       "0         Obsession  2026\n",
+       "1  Mortal Kombat II  2026\n",
+       "2           Michael  2026\n",
+       "3           Karuppu  2026\n",
+       "4   The Unknown Man  2021"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"Title\", \"Year\"]].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "6a47aaea-a9d6-4542-a10d-5994de10895e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(815, 15)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4c7cbbbb-10d0-497c-8cf2-06c0ec90f4cd",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Peddi</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Bhooth Bangla</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Hai Jawani Toh Ishq Hona Hai</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Disclosure Day</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Your Heart Will Be Broken</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          Title  Year\n",
+       "0                     Obsession  2026\n",
+       "1              Mortal Kombat II  2026\n",
+       "2                       Michael  2026\n",
+       "3                       Karuppu  2026\n",
+       "4               The Unknown Man  2021\n",
+       "5                         Peddi  2026\n",
+       "6                 Bhooth Bangla  2026\n",
+       "7  Hai Jawani Toh Ishq Hona Hai  2026\n",
+       "8                Disclosure Day  2026\n",
+       "9     Your Heart Will Be Broken  2026"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"Title\", \"Year\"]].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4458f5f8-fc04-4cd2-ada6-de8aea2bc816",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Awards information was collected for the Top 50 most popular movies in the dataset. \n",
+    "#This approach focuses the analysis on the movies with the highest audience engagement and the most complete available information."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "747bbdd8-b126-4cda-bfa9-e336016d9b06",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Popularity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>581.7554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>519.4298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>503.0910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>384.3573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Bhooth Bangla</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>362.8242</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Title  Year  Popularity\n",
+       "0         Obsession  2026    581.7554\n",
+       "1  Mortal Kombat II  2026    519.4298\n",
+       "2           Michael  2026    503.0910\n",
+       "3           Karuppu  2026    384.3573\n",
+       "6     Bhooth Bangla  2026    362.8242"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top50 = df.nlargest(50, \"Popularity\")\n",
+    "\n",
+    "top50[[\"Title\", \"Year\", \"Popularity\"]].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "269ed3b5-3f54-4087-ac74-5729346bc4cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Some highly popular movies did not have a usable Wikipedia page, especially upcoming releases. \n",
+    "#For this reason, we kept the Top 50 by Popularity as our target sample, then collected awards information only when a reliable Wikipedia page was available."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f06b863d-8948-49d0-969a-a4bb91524d78",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Popularity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>581.7554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>519.4298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>503.0910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>384.3573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Bhooth Bangla</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>362.8242</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Salitan</td>\n",
+       "      <td>2024</td>\n",
+       "      <td>336.4305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>325.1904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Peddi</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>324.8609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Disclosure Day</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>286.9304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Your Heart Will Be Broken</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>276.5688</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Title  Year  Popularity\n",
+       "0                   Obsession  2026    581.7554\n",
+       "1            Mortal Kombat II  2026    519.4298\n",
+       "2                     Michael  2026    503.0910\n",
+       "3                     Karuppu  2026    384.3573\n",
+       "6               Bhooth Bangla  2026    362.8242\n",
+       "11                    Salitan  2024    336.4305\n",
+       "4             The Unknown Man  2021    325.1904\n",
+       "5                       Peddi  2026    324.8609\n",
+       "8              Disclosure Day  2026    286.9304\n",
+       "9   Your Heart Will Be Broken  2026    276.5688"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top50 = df.nlargest(50, \"Popularity\").copy()\n",
+    "\n",
+    "top50[[\"Title\", \"Year\", \"Popularity\"]].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "772d48bc-0fcd-4e8c-8ad5-e8a383da8d5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Wikipedia Page Availability\n",
+    "\n",
+    "#For the Top 50 most popular movies, we first checked whether a usable Wikipedia page was available. \n",
+    "#When no reliable Wikipedia page was found, the awards information was left as missing (`NaN`) instead of forcing uncertain data from another source."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "5d432ec7-638c-40a6-8238-7dedaac30948",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "headers = {\"User-Agent\": \"Mozilla/5.0\"}\n",
+    "\n",
+    "def check_wikipedia_page(title, year):\n",
+    "    search_url = \"https://en.wikipedia.org/w/index.php\"\n",
+    "    \n",
+    "    params = {\n",
+    "        \"search\": f\"{title} {year} film\"\n",
+    "    }\n",
+    "    \n",
+    "    response = requests.get(search_url, params=params, headers=headers)\n",
+    "    soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "    \n",
+    "    page_title = soup.title.text if soup.title else np.nan\n",
+    "    final_url = response.url\n",
+    "    \n",
+    "    # If Wikipedia returns a search results page, we consider no reliable page found\n",
+    "    if \"Search results\" in page_title:\n",
+    "        return {\n",
+    "            \"wikipedia_page_found\": False,\n",
+    "            \"wikipedia_url\": np.nan,\n",
+    "            \"wikipedia_title\": page_title\n",
+    "        }\n",
+    "    \n",
+    "    return {\n",
+    "        \"wikipedia_page_found\": True,\n",
+    "        \"wikipedia_url\": final_url,\n",
+    "        \"wikipedia_title\": page_title\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "1fa6f0e2-26e1-4802-ab96-7e0b6e55eca9",
+   "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>wikipedia_page_found</th>\n",
+       "      <th>wikipedia_url</th>\n",
+       "      <th>wikipedia_title</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Obsession 2026 film - Search results - Wikipedia</td>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Mortal Kombat II 2026 film - Search results - ...</td>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Michael 2026 film - Search results - Wikipedia</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Karuppu 2026 film - Search results - Wikipedia</td>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bhooth Bangla 2026 film - Search results - Wik...</td>\n",
+       "      <td>Bhooth Bangla</td>\n",
+       "      <td>2026</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   wikipedia_page_found  wikipedia_url  \\\n",
+       "0                 False            NaN   \n",
+       "1                 False            NaN   \n",
+       "2                 False            NaN   \n",
+       "3                 False            NaN   \n",
+       "4                 False            NaN   \n",
+       "\n",
+       "                                     wikipedia_title             Title  Year  \n",
+       "0   Obsession 2026 film - Search results - Wikipedia         Obsession  2026  \n",
+       "1  Mortal Kombat II 2026 film - Search results - ...  Mortal Kombat II  2026  \n",
+       "2     Michael 2026 film - Search results - Wikipedia           Michael  2026  \n",
+       "3     Karuppu 2026 film - Search results - Wikipedia           Karuppu  2026  \n",
+       "4  Bhooth Bangla 2026 film - Search results - Wik...     Bhooth Bangla  2026  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_results = []\n",
+    "\n",
+    "for index, row in top50.head(5).iterrows():\n",
+    "    result = check_wikipedia_page(row[\"Title\"], row[\"Year\"])\n",
+    "    result[\"Title\"] = row[\"Title\"]\n",
+    "    result[\"Year\"] = row[\"Year\"]\n",
+    "    test_results.append(result)\n",
+    "    time.sleep(1)\n",
+    "\n",
+    "test_df = pd.DataFrame(test_results)\n",
+    "test_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "747a45f2-bcfe-452a-9837-067d2ceee9f8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c4d5cba-ca24-46e1-acae-734ec024b2f8",
+   "metadata": {},
+   "source": [
+    "#After exploring the most popular movies in the dataset, \n",
+    "#we observed that many of them were upcoming releases with limited publicly available information. \n",
+    "#To improve data availability and consistency, we focused our web scraping efforts on movies released before 2024."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "f0f226ce-5d5c-461a-9a11-bb4596cd10f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(466, 15)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "released_movies = df[df[\"Year\"] < 2024].copy()\n",
+    "\n",
+    "released_movies.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "203c6bef-9cbe-487f-ae74-5ceb454289ee",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Popularity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>325.1904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Graphic Desires</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>137.9446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>Scary Movie</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>71.7195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>Interstellar</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>70.1924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>The Devil Wears Prada</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>63.4911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Real Steel</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>61.5234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>After We Fell</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>53.1990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>Addicted</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>52.8071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Room in Rome</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>52.2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>Avengers: Infinity War</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>51.7509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>Love Sick</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>51.4019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>My Fault</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>49.5427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>Toy Story 4</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>48.8095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Mortal Kombat</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>48.3101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>Scary Movie 5</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>47.1735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>Harry Potter and the Philosopher's Stone</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>46.1762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>42.6252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>42.1631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>Spider-Man: No Way Home</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>41.0789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>Fifty Shades Freed</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>40.1031</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        Title  Year  Popularity\n",
+       "4                             The Unknown Man  2021    325.1904\n",
+       "26                            Graphic Desires  2023    137.9446\n",
+       "53                                Scary Movie  2000     71.7195\n",
+       "54                               Interstellar  2014     70.1924\n",
+       "56                      The Devil Wears Prada  2006     63.4911\n",
+       "62                                 Real Steel  2011     61.5234\n",
+       "70                              After We Fell  2021     53.1990\n",
+       "71                                   Addicted  2014     52.8071\n",
+       "79                               Room in Rome  2010     52.2855\n",
+       "66                     Avengers: Infinity War  2018     51.7509\n",
+       "58                                  Love Sick  2013     51.4019\n",
+       "85                                   My Fault  2023     49.5427\n",
+       "104                               Toy Story 4  2019     48.8095\n",
+       "77                              Mortal Kombat  2021     48.3101\n",
+       "81                              Scary Movie 5  2013     47.1735\n",
+       "92   Harry Potter and the Philosopher's Stone  2001     46.1762\n",
+       "86                            The Dark Knight  2008     42.6252\n",
+       "93                               The Avengers  2012     42.1631\n",
+       "112                   Spider-Man: No Way Home  2021     41.0789\n",
+       "108                        Fifty Shades Freed  2018     40.1031"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "released_movies = released_movies.nlargest(50, \"Popularity\")\n",
+    "\n",
+    "released_movies[[\"Title\", \"Year\", \"Popularity\"]].head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "3bb18010-8499-4e7a-8956-8c39a30e23ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TMDb_ID                   879945\n",
+       "IMDb_ID               tt16288638\n",
+       "Title            The Unknown Man\n",
+       "Year                        2021\n",
+       "Genre                      Drama\n",
+       "Primary Genre              Drama\n",
+       "TMDb Rating                  7.8\n",
+       "TMDb Votes                     9\n",
+       "Popularity              325.1904\n",
+       "Revenue                      NaN\n",
+       "Budget                       NaN\n",
+       "Runtime                       23\n",
+       "IMDb Rating                  7.0\n",
+       "IMDb Votes                  53.0\n",
+       "Box Office                   NaN\n",
+       "Name: 4, dtype: object"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "released_movies.iloc[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df8d45f4-886b-4716-8611-c714e05627f7",
+   "metadata": {},
+   "source": [
+    "## Popularity Metric Observation\n",
+    "\n",
+    "During the exploration phase, we observed that some movies with relatively low vote counts appeared among the most popular titles in the dataset.\n",
+    "\n",
+    "example: The Unknown Man\n",
+    "IMDb Votes = 53\n",
+    "TMDb Votes = 9\n",
+    "Popularity = 325\n",
+    "\n",
+    "This is likely due to the TMDb Popularity metric, which reflects recent activity and engagement on the platform rather than overall audience size or long-term popularity.\n",
+    "\n",
+    "This observation was considered when evaluating different sampling strategies for the web scraping phase."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "451432bf-2717-4f7e-9993-16df91bdace2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "raw",
+   "id": "0aa27f4e-b215-4026-82b0-e06dfd476b16",
+   "metadata": {},
+   "source": [
+    "Sample Refinement Based on IMDb Votes\n",
+    "\n",
+    "After exploring the dataset, we noticed that TMDb Popularity did not always reflect long-term audience engagement. We therefore refined our scraping sample by selecting movies released before 2024 with the highest IMDb vote counts, as these films are more likely to have complete public information and awards-related data.\n",
+    "\n",
+    "released_movies.nlargest(20, \"IMDb Votes\")[[\"Title\", \"Year\", \"IMDb Votes\"]]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76125b42-94eb-47ca-8e92-3308898c4aef",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "16a46cdd-e649-489f-af8d-810876c39e29",
+   "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>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>IMDb Votes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>3161907.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>Inception</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>2811614.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>Interstellar</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>2516752.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2203785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>The Lord of the Rings: The Return of the King</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>2161991.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>1555308.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>1486308.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>Avengers: Endgame</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>1442446.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>Avengers: Infinity War</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>1368739.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>137</th>\n",
+       "      <td>Parasite</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>1148210.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>Monsters, Inc.</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>1072549.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>Spider-Man: No Way Home</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>1017543.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>Spirited Away</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>964088.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>Toy Story 3</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>961588.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>203</th>\n",
+       "      <td>Spider-Man</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>958249.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>Harry Potter and the Philosopher's Stone</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>944457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>Shrek</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>803764.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>Spider-Man: Homecoming</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>795043.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>Harry Potter and the Prisoner of Azkaban</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>761199.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Harry Potter and the Chamber of Secrets</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>759564.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 Title  Year  IMDb Votes\n",
+       "86                                     The Dark Knight  2008   3161907.0\n",
+       "145                                          Inception  2010   2811614.0\n",
+       "54                                        Interstellar  2014   2516752.0\n",
+       "116  The Lord of the Rings: The Fellowship of the Ring  2001   2203785.0\n",
+       "103      The Lord of the Rings: The Return of the King  2003   2161991.0\n",
+       "93                                        The Avengers  2012   1555308.0\n",
+       "122                                             Avatar  2009   1486308.0\n",
+       "125                                  Avengers: Endgame  2019   1442446.0\n",
+       "66                              Avengers: Infinity War  2018   1368739.0\n",
+       "137                                           Parasite  2019   1148210.0\n",
+       "190                                     Monsters, Inc.  2001   1072549.0\n",
+       "112                            Spider-Man: No Way Home  2021   1017543.0\n",
+       "158                                      Spirited Away  2001    964088.0\n",
+       "149                                        Toy Story 3  2010    961588.0\n",
+       "203                                         Spider-Man  2002    958249.0\n",
+       "92            Harry Potter and the Philosopher's Stone  2001    944457.0\n",
+       "138                                              Shrek  2001    803764.0\n",
+       "164                             Spider-Man: Homecoming  2017    795043.0\n",
+       "123           Harry Potter and the Prisoner of Azkaban  2004    761199.0\n",
+       "139            Harry Potter and the Chamber of Secrets  2002    759564.0"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sample_movies = released_movies.nlargest(50, \"IMDb Votes\").copy()\n",
+    "\n",
+    "sample_movies[[\"Title\", \"Year\", \"IMDb Votes\"]].head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53ddbe32-bde9-41ec-9a6c-46eb004d1dc5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "287cd8ba-d63b-40d5-8e93-7acbd6e9227d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200\n",
+      "https://en.wikipedia.org/wiki/The_Dark_Knight\n"
+     ]
+    }
+   ],
+   "source": [
+    "#The Dark Knight\n",
+    "\n",
+    "headers = {\"User-Agent\": \"Mozilla/5.0\"}\n",
+    "\n",
+    "url = \"https://en.wikipedia.org/wiki/The_Dark_Knight\"\n",
+    "\n",
+    "response = requests.get(url, headers=headers)\n",
+    "\n",
+    "print(response.status_code)\n",
+    "print(response.url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "b00cb8b3-eea9-42b5-829b-fb7a13d77b8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The Dark Knight - Wikipedia\n"
+     ]
+    }
+   ],
+   "source": [
+    "soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "\n",
+    "print(soup.title.text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f57c8a71-7b50-478e-beab-db62d5a0fa20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Academy Award : True\n",
+      "Academy Awards : True\n",
+      "award : True\n",
+      "awards : True\n",
+      "nomination : True\n",
+      "nominations : True\n",
+      "won : True\n"
+     ]
+    }
+   ],
+   "source": [
+    "page_text = soup.get_text(\" \", strip=True)\n",
+    "\n",
+    "award_keywords = [\n",
+    "    \"Academy Award\",\n",
+    "    \"Academy Awards\",\n",
+    "    \"award\",\n",
+    "    \"awards\",\n",
+    "    \"nomination\",\n",
+    "    \"nominations\",\n",
+    "    \"won\"\n",
+    "]\n",
+    "\n",
+    "for keyword in award_keywords:\n",
+    "    print(keyword, \":\", keyword.lower() in page_text.lower())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "d3fdee0d-53de-434e-b5cc-ea6946502940",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Contents\n",
+      "Plot\n",
+      "Cast\n",
+      "Production\n",
+      "Development\n",
+      "Writing\n",
+      "Casting\n",
+      "Pre-production\n",
+      "Filming in Chicago\n",
+      "Filming in England and Hong Kong\n",
+      "Post-production\n",
+      "Special effects and design\n",
+      "Music\n",
+      "Release\n",
+      "Marketing and anti-piracy\n",
+      "Context\n",
+      "Box office\n",
+      "Reception\n",
+      "Critical response\n",
+      "Accolades\n",
+      "Other releases\n",
+      "Home media\n",
+      "Merchandise and spin-offs\n",
+      "Themes and analysis\n",
+      "Terrorism and escalation\n",
+      "Morality and ethics\n",
+      "Legacy\n",
+      "Cultural influence\n",
+      "Retrospective assessments\n",
+      "Sequel\n",
+      "Notes\n",
+      "References\n",
+      "Citations\n",
+      "Works cited\n",
+      "External links\n"
+     ]
+    }
+   ],
+   "source": [
+    "headings = soup.find_all([\"h2\", \"h3\"])\n",
+    "\n",
+    "for heading in headings:\n",
+    "    print(heading.get_text(strip=True))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5aaab5dd-1667-45fd-8504-a6c257bc4838",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "1a59449a-8543-4b54-8d2d-cd8b626a72b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FOUND: Accolades\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "for heading in soup.find_all([\"h2\", \"h3\"]):\n",
+    "    title = heading.get_text(strip=True)\n",
+    "\n",
+    "    if \"Accolades\" in title:\n",
+    "        print(\"FOUND:\", title)\n",
+    "        \n",
+    "        next_element = heading.find_next()\n",
+    "        print(next_element.get_text(strip=True)[:1000])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "eae38b2a-36f4-4548-8d17-93190cb5bf17",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<h3 id=\"Accolades\">Accolades</h3>\n"
+     ]
+    }
+   ],
+   "source": [
+    "for heading in soup.find_all([\"h2\", \"h3\"]):\n",
+    "    title = heading.get_text(strip=True)\n",
+    "\n",
+    "    if \"Accolades\" in title:\n",
+    "        print(heading)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "713ae01f-a35a-495d-b735-d46305c9ced2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<h3 id=\"Accolades\">Accolades</h3>\n"
+     ]
+    }
+   ],
+   "source": [
+    "accolades = soup.find(id=\"Accolades\")\n",
+    "\n",
+    "print(accolades)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "360d63a3-6d44-4636-b42d-0bef53ca95fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "accolades_heading = soup.find(\"h3\", id=\"Accolades\")\n",
+    "\n",
+    "accolades_text = []\n",
+    "\n",
+    "for element in accolades_heading.find_next_siblings():\n",
+    "    if element.name in [\"h2\", \"h3\"]:\n",
+    "        break\n",
+    "    accolades_text.append(element.get_text(\" \", strip=True))\n",
+    "\n",
+    "accolades_text = \" \".join(accolades_text)\n",
+    "\n",
+    "print(accolades_text[:1500])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "69283488-eaa2-4cf1-b2c4-1b073c84deab",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<div class=\"mw-heading mw-heading3\"><h3 id=\"Accolades\">Accolades</h3></div>\n"
+     ]
+    }
+   ],
+   "source": [
+    "accolades_heading = soup.find(\"h3\", id=\"Accolades\")\n",
+    "\n",
+    "print(accolades_heading.parent)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "a660ab3c-7a2c-4e0a-ae1f-543b365222c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TAG: link\n",
+      "\n",
+      "---\n",
+      "TAG: div\n",
+      "Main article: List of accolades received by The Dark Knight\n",
+      "---\n",
+      "TAG: figure\n",
+      "Heath Ledger (2006) received the Academy Award for Best Supporting Actor , making him only the second actor to win a posthumous Academy Award .\n",
+      "---\n",
+      "TAG: p\n",
+      "The Dark Knight appeared on several lists recognizing the best films of 2008, including those compiled by Ebert, The Hollywood Reporter , and the American Film Institute . [ as ] At the 13th Satellite Awards , The Dark Knight received one award for Sound Editing or Mixing ( Richard King , Lora Hirschberg , Gary Rizzo ). [ 250 ] A further four wins came at the 35th People's Choice Awards : Favorite Movie, Favorite Cast, Favorite Action Movie, and Favorite On-Screen Match-Up (Bale and Ledger), [ 2\n",
+      "---\n",
+      "TAG: p\n",
+      "Before The Dark Knight ' s release, film industry discourse focused on Ledger potentially earning an Academy Award nomination at the 81st Academy Awards in 2009, making him only the seventh person to be nominated posthumously, and if the decision would be influenced by his death or performance. [ at ] Genre films such as those based on comic books were also generally ignored by Academy voters. [ 268 ] [ 269 ] [ 270 ] Even so, Ledger was considered a favorite to earn the award based on praise fro\n",
+      "---\n",
+      "TAG: p\n",
+      "Despite the success of The Dark Knight , the lack of a Best Picture nomination was criticized and described as a \"snub\" by some publications. The response was seen as the culmination of several years of criticism toward the academy ignoring high-performing, broadly popular films. [ 274 ] [ 275 ] [ 276 ] The backlash was such that, for the 82nd Academy Awards in 2010, the academy increased the limit for Best Picture nominees from five to ten, a change known as \"The Dark Knight Rule\". It allowed f\n",
+      "---\n",
+      "TAG: div\n",
+      "Other releases\n",
+      "---\n",
+      "TAG: div\n",
+      "Home media\n",
+      "---\n",
+      "TAG: p\n",
+      "The Dark Knight was released on DVD and Blu-ray in December 2008. The release has a slipcover box-art that revealed a \"Jokerized\" version underneath, and contains featurettes on Batman's equipment, the psychology used in the film, six episodes of the fictional news program Gotham Tonight , and a gallery of concept art, posters, and Joker cards. The Blu-ray disc version additionally offers interactive elements describing the production of some scenes. [ av ] A separate, limited-edition Blu-ray di\n",
+      "---\n",
+      "TAG: div\n",
+      "Merchandise and spin-offs\n",
+      "---\n"
+     ]
+    }
+   ],
+   "source": [
+    "parent = accolades_heading.parent\n",
+    "\n",
+    "for element in parent.find_next_siblings()[:10]:\n",
+    "    print(\"TAG:\", element.name)\n",
+    "    print(element.get_text(\" \", strip=True)[:500])\n",
+    "    print(\"---\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "4d8defd1-49a0-4702-b131-9fafbef85918",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Main article: List of accolades received by The Dark Knight Heath Ledger (2006) received the Academy Award for Best Supporting Actor , making him only the second actor to win a posthumous Academy Award . The Dark Knight appeared on several lists recognizing the best films of 2008, including those compiled by Ebert, The Hollywood Reporter , and the American Film Institute . [ as ] At the 13th Satellite Awards , The Dark Knight received one award for Sound Editing or Mixing ( Richard King , Lora Hirschberg , Gary Rizzo ). [ 250 ] A further four wins came at the 35th People's Choice Awards : Favorite Movie, Favorite Cast, Favorite Action Movie, and Favorite On-Screen Match-Up (Bale and Ledger), [ 251 ] as well as Best Action Movie and Best Supporting Actor (Ledger) at the 14th Critics' Choice Awards . [ 252 ] Howard and Zimmer were recognized for Best Motion Picture Score at the 51st Annual Grammy Awards . [ 253 ] Ledger won the film's only awards at the 15th Screen Actors Guild Awards , 62nd British Academy Film Awards , and 66th Golden Globe Awards , for Best Supporting Actor. [ 254 ] [ 255 ] [ 256 ] At the 14th Empire Awards , The Dark Knight received awards for Best Film , Best Director (Christopher Nolan), and Best Actor (Bale). [ 257 ] Ledger received the award for Best Villain at the 2009 MTV Movie Awards , [ 258 ] and at the 35th Saturn Awards , The Dark Knight won awards for Best Action or Adventure Film , Best Supporting Actor (Ledger), Best Writing (Christopher and Jonathan Nolan), Best Music (Howard and Zimmer), and Best Special Effects (Corbould, Nick Davis , Paul J. Franklin , Timothy Webber ). [ 259 ] Before The Dark Knight ' s release, film industry discourse focused on Ledger potentially earning an Academy Award nomination at the 81st Academy Awards in 2009, making him only the seventh person to be nominated posthumously, and if the decision would be influenced by his death or performance. [ at ] Genre films such as those based on comic books were also\n"
+     ]
+    }
+   ],
+   "source": [
+    "accolades_heading = soup.find(\"h3\", id=\"Accolades\")\n",
+    "\n",
+    "accolades_text_parts = []\n",
+    "\n",
+    "parent = accolades_heading.parent\n",
+    "\n",
+    "for element in parent.find_next_siblings():\n",
+    "    text = element.get_text(\" \", strip=True)\n",
+    "\n",
+    "    if text in [\"Other releases\", \"Home media\", \"Merchandise and spin-offs\"]:\n",
+    "        break\n",
+    "\n",
+    "    if element.name in [\"p\", \"div\", \"figure\"]:\n",
+    "        accolades_text_parts.append(text)\n",
+    "\n",
+    "accolades_text = \" \".join(accolades_text_parts)\n",
+    "\n",
+    "print(accolades_text[:2000])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "1e024cf7-dbb4-49b1-91d5-a0b7b8cb9864",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "has_awards = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "34cf4d2c-c9d5-4193-a3fa-966cbe0ddff9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Title': 'The Dark Knight',\n",
+       " 'wikipedia_url': 'https://en.wikipedia.org/wiki/The_Dark_Knight',\n",
+       " 'wikipedia_section_found': True,\n",
+       " 'has_awards': True,\n",
+       " 'awards_text': 'Main article: List of accolades received by The Dark Knight Heath Ledger (2006) received the Academy Award for Best Supporting Actor , making him only the second actor to win a posthumous Academy Award . The Dark Knight appeared on several lists recognizing the best films of 2008, including those compiled by Ebert, The Hollywood Reporter , and the American Film Institute . [ as ] At the 13th Satellite Awards , The Dark Knight received one award for Sound Editing or Mixing ( Richard King , Lora Hirschberg , Gary Rizzo ). [ 250 ] A further four wins came at the 35th People\\'s Choice Awards : Favorite Movie, Favorite Cast, Favorite Action Movie, and Favorite On-Screen Match-Up (Bale and Ledger), [ 251 ] as well as Best Action Movie and Best Supporting Actor (Ledger) at the 14th Critics\\' Choice Awards . [ 252 ] Howard and Zimmer were recognized for Best Motion Picture Score at the 51st Annual Grammy Awards . [ 253 ] Ledger won the film\\'s only awards at the 15th Screen Actors Guild Awards , 62nd British Academy Film Awards , and 66th Golden Globe Awards , for Best Supporting Actor. [ 254 ] [ 255 ] [ 256 ] At the 14th Empire Awards , The Dark Knight received awards for Best Film , Best Director (Christopher Nolan), and Best Actor (Bale). [ 257 ] Ledger received the award for Best Villain at the 2009 MTV Movie Awards , [ 258 ] and at the 35th Saturn Awards , The Dark Knight won awards for Best Action or Adventure Film , Best Supporting Actor (Ledger), Best Writing (Christopher and Jonathan Nolan), Best Music (Howard and Zimmer), and Best Special Effects (Corbould, Nick Davis , Paul J. Franklin , Timothy Webber ). [ 259 ] Before The Dark Knight \\' s release, film industry discourse focused on Ledger potentially earning an Academy Award nomination at the 81st Academy Awards in 2009, making him only the seventh person to be nominated posthumously, and if the decision would be influenced by his death or performance. [ at ] Genre films such as those based on comic books were also generally ignored by Academy voters. [ 268 ] [ 269 ] [ 270 ] Even so, Ledger was considered a favorite to earn the award based on praise from critic groups and his posthumous Golden Globe award. [ 262 ] [ 263 ] [ 264 ] Ledger won the Academy Award for Best Supporting Actor , making him only the second performer to win an award posthumously (after Peter Finch in 1977), and The Dark Knight the first comic book adaptation to win an academy acting award. [ 262 ] [ 271 ] [ 272 ] The Dark Knight also won an award for Best Sound Editing (King), and received six nominations for Best Art Direction (Crowley and Peter Lando ), Best Cinematography (Pfister), Best Film Editing (Smith), Best Makeup (Caglione Jr. and O\\'Sullivan), Best Sound Mixing (Hirschberg, Rizzo, and Ed Novick ), and Best Visual Effects (Davis, Corbould, Webber, and Franklin). [ 273 ] Despite the success of The Dark Knight , the lack of a Best Picture nomination was criticized and described as a \"snub\" by some publications. The response was seen as the culmination of several years of criticism toward the academy ignoring high-performing, broadly popular films. [ 274 ] [ 275 ] [ 276 ] The backlash was such that, for the 82nd Academy Awards in 2010, the academy increased the limit for Best Picture nominees from five to ten, a change known as \"The Dark Knight Rule\". It allowed for more broadly popular but \"respected\" films to be nominated, including District 9 , The Blind Side , Avatar , and Up , the first animated film to be nominated in two decades. [ au ] This change is seen as responsible for the first Best Picture nomination of a comic book adaptation, Black Panther (2018). [ 277 ] [ 285 ] Even so, The Hollywood Reporter argued the academy mistook the appeals to recognize important, \"generation-defining\" genre films with just nominating more films. [ 286 ]'}"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dark_knight_result = {\n",
+    "    \"Title\": \"The Dark Knight\",\n",
+    "    \"wikipedia_url\": \"https://en.wikipedia.org/wiki/The_Dark_Knight\",\n",
+    "    \"wikipedia_section_found\": True,\n",
+    "    \"has_awards\": True,\n",
+    "    \"awards_text\": accolades_text\n",
+    "}\n",
+    "\n",
+    "dark_knight_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53bbe40d-e6cc-4f22-8a07-c0a8cb019df1",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "f4fc42a8-27a1-4acc-976f-dc135573cce5",
+   "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>Title</th>\n",
+       "      <th>wikipedia_url</th>\n",
+       "      <th>wikipedia_section_found</th>\n",
+       "      <th>has_awards</th>\n",
+       "      <th>awards_text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/The_Dark_Knight</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>Main article: List of accolades received by Th...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Title                                  wikipedia_url  \\\n",
+       "0  The Dark Knight  https://en.wikipedia.org/wiki/The_Dark_Knight   \n",
+       "\n",
+       "   wikipedia_section_found  has_awards  \\\n",
+       "0                     True        True   \n",
+       "\n",
+       "                                         awards_text  \n",
+       "0  Main article: List of accolades received by Th...  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_awards_df = pd.DataFrame([dark_knight_result])\n",
+    "\n",
+    "test_awards_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2686f938-7490-4f45-8c33-256752d49031",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "885d75b3-f9ac-4634-b620-56941b8e40e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_awards_df.to_csv(\"wikipedia_awards_test.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "42d4522e-a262-4b89-8aa4-2db14aa0659e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def scrape_awards(title):\n",
+    "\n",
+    "    wiki_title = title.replace(\" \", \"_\")\n",
+    "    url = f\"https://en.wikipedia.org/wiki/{wiki_title}\"\n",
+    "\n",
+    "    try:\n",
+    "        response = requests.get(url, headers=headers, timeout=10)\n",
+    "\n",
+    "        if response.status_code != 200:\n",
+    "            return False, None, None\n",
+    "\n",
+    "        soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "\n",
+    "        possible_award_ids = [\n",
+    "            \"Accolades\",\n",
+    "            \"Awards\",\n",
+    "            \"Awards_and_nominations\",\n",
+    "            \"List_of_accolades\"\n",
+    "        ]\n",
+    "\n",
+    "        accolades_heading = None\n",
+    "\n",
+    "        for award_id in possible_award_ids:\n",
+    "            accolades_heading = soup.find(id=award_id)\n",
+    "\n",
+    "            if accolades_heading is not None:\n",
+    "                break\n",
+    "\n",
+    "        if accolades_heading is None:\n",
+    "            return True, url, None\n",
+    "\n",
+    "        accolades_text_parts = []\n",
+    "\n",
+    "        parent = accolades_heading.parent\n",
+    "\n",
+    "        for element in parent.find_next_siblings():\n",
+    "\n",
+    "            text = element.get_text(\" \", strip=True)\n",
+    "\n",
+    "            if text in [\n",
+    "                \"Other releases\",\n",
+    "                \"Home media\",\n",
+    "                \"Merchandise and spin-offs\",\n",
+    "                \"Themes and analysis\",\n",
+    "                \"Legacy\"\n",
+    "            ]:\n",
+    "                break\n",
+    "\n",
+    "            if element.name in [\"p\", \"div\", \"figure\"]:\n",
+    "                accolades_text_parts.append(text)\n",
+    "\n",
+    "        accolades_text = \" \".join(accolades_text_parts)\n",
+    "\n",
+    "        return True, url, accolades_text\n",
+    "\n",
+    "    except Exception:\n",
+    "        return False, None, None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "dc1f4215-fc96-4886-bcd6-89cd4f96c3de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n",
+      "https://en.wikipedia.org/wiki/Inception\n",
+      "No awards text found\n"
+     ]
+    }
+   ],
+   "source": [
+    "page_found, wiki_url, awards_text = scrape_awards(\"Inception\")\n",
+    "\n",
+    "print(page_found)\n",
+    "print(wiki_url)\n",
+    "\n",
+    "if awards_text:\n",
+    "    print(awards_text[:1000])\n",
+    "else:\n",
+    "    print(\"No awards text found\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "68708360-21f6-4bcc-9b50-81e38df94338",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200\n",
+      "List of accolades received by Inception - Wikipedia\n"
+     ]
+    }
+   ],
+   "source": [
+    "url = \"https://en.wikipedia.org/wiki/List_of_accolades_received_by_Inception\"\n",
+    "\n",
+    "response = requests.get(url, headers=headers)\n",
+    "soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "\n",
+    "print(response.status_code)\n",
+    "print(soup.title.text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "27886a4e-f78e-44a5-902e-63b158a47c0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "List of accolades received by Inception - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Inception 2 languages 日本語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, th\n"
+     ]
+    }
+   ],
+   "source": [
+    "page_text = soup.get_text(\" \", strip=True)\n",
+    "\n",
+    "print(page_text[:1000])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "27538e82-040f-4a97-a859-af1f942caf7d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "f32fe755-a628-49a8-aa6b-9108454ed57c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def scrape_awards(title):\n",
+    "\n",
+    "    wiki_title = title.replace(\" \", \"_\")\n",
+    "\n",
+    "    urls_to_try = [\n",
+    "        f\"https://en.wikipedia.org/wiki/List_of_accolades_received_by_{wiki_title}\",\n",
+    "        f\"https://en.wikipedia.org/wiki/{wiki_title}\"\n",
+    "    ]\n",
+    "\n",
+    "    for url in urls_to_try:\n",
+    "\n",
+    "        try:\n",
+    "            response = requests.get(url, headers=headers, timeout=10)\n",
+    "\n",
+    "            if response.status_code != 200:\n",
+    "                continue\n",
+    "\n",
+    "            soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "            page_text = soup.get_text(\" \", strip=True)\n",
+    "\n",
+    "            award_keywords = [\n",
+    "                \"Academy Award\",\n",
+    "                \"Golden Globe\",\n",
+    "                \"BAFTA\",\n",
+    "                \"award\",\n",
+    "                \"nomination\",\n",
+    "                \"won\"\n",
+    "            ]\n",
+    "\n",
+    "            has_awards = any(keyword.lower() in page_text.lower() for keyword in award_keywords)\n",
+    "\n",
+    "            if has_awards:\n",
+    "                return True, url, page_text[:3000]\n",
+    "\n",
+    "        except Exception:\n",
+    "            continue\n",
+    "\n",
+    "    return False, None, None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "4ae97aa8-afdd-490d-b08f-3f63533326a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n",
+      "https://en.wikipedia.org/wiki/List_of_accolades_received_by_Inception\n",
+      "List of accolades received by Inception - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Inception 2 languages 日本語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, th\n"
+     ]
+    }
+   ],
+   "source": [
+    "page_found, wiki_url, awards_text = scrape_awards(\"Inception\")\n",
+    "\n",
+    "print(page_found)\n",
+    "print(wiki_url)\n",
+    "print(awards_text[:1000] if awards_text else \"No awards text found\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89dee4f3-2301-42f8-ac5c-a5d73f14bbb8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "c607971e-0464-4eb8-bc62-f0bc90621661",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Done: The Dark Knight\n",
+      "Done: Inception\n",
+      "Done: Interstellar\n",
+      "Done: The Lord of the Rings: The Fellowship of the Ring\n",
+      "Done: The Lord of the Rings: The Return of the King\n",
+      "Done: The Avengers\n",
+      "Done: Avatar\n",
+      "Done: Avengers: Endgame\n",
+      "Done: Avengers: Infinity War\n",
+      "Done: Parasite\n",
+      "Done: Monsters, Inc.\n",
+      "Done: Spider-Man: No Way Home\n",
+      "Done: Spirited Away\n",
+      "Done: Toy Story 3\n",
+      "Done: Spider-Man\n",
+      "Done: Harry Potter and the Philosopher's Stone\n",
+      "Done: Shrek\n",
+      "Done: Spider-Man: Homecoming\n",
+      "Done: Harry Potter and the Prisoner of Azkaban\n",
+      "Done: Harry Potter and the Chamber of Secrets\n",
+      "Done: Harry Potter and the Goblet of Fire\n",
+      "Done: Harry Potter and the Order of the Phoenix\n",
+      "Done: Harry Potter and the Half-Blood Prince\n",
+      "Done: The Devil Wears Prada\n",
+      "Done: Real Steel\n",
+      "Done: Apocalypto\n",
+      "Done: Fifty Shades of Grey\n",
+      "Done: Scary Movie\n",
+      "Done: Toy Story 4\n",
+      "Done: Coraline\n",
+      "Done: Mortal Kombat\n",
+      "Done: Scary Movie 2\n",
+      "Done: Irreversible\n",
+      "Done: Nymphomaniac: Vol. II\n",
+      "Done: xXx: Return of Xander Cage\n",
+      "Done: The Human Centipede (First Sequence)\n",
+      "Done: Scary Movie 5\n",
+      "Done: Fifty Shades Freed\n",
+      "Done: Brotherhood of the Wolf\n",
+      "Done: My Fault\n",
+      "Done: Room in Rome\n",
+      "Done: 9 Songs\n",
+      "Done: After We Fell\n",
+      "Done: Addicted\n",
+      "Done: From Straight A's to XXX\n",
+      "Done: Graphic Desires\n",
+      "Done: Dime lo que quieres (de verdad)\n",
+      "Done: The Unknown Man\n",
+      "Done: Love Sick\n",
+      "Done: We Want Now\n"
+     ]
+    }
+   ],
+   "source": [
+    "results = []\n",
+    "\n",
+    "for _, row in sample_movies.iterrows():\n",
+    "\n",
+    "    title = row[\"Title\"]\n",
+    "\n",
+    "    page_found, wiki_url, awards_text = scrape_awards(title)\n",
+    "\n",
+    "    results.append({\n",
+    "        \"Title\": title,\n",
+    "        \"Year\": row[\"Year\"],\n",
+    "        \"IMDb Votes\": row[\"IMDb Votes\"],\n",
+    "        \"Wikipedia Page Found\": page_found,\n",
+    "        \"Wikipedia URL\": wiki_url,\n",
+    "        \"Awards Text\": awards_text,\n",
+    "        \"has_awards\": page_found\n",
+    "    })\n",
+    "\n",
+    "    print(f\"Done: {title}\")\n",
+    "\n",
+    "    time.sleep(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4775c36e-f930-4a21-8a67-0b4df3643d22",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "ab4b4b51-8e4b-4377-b223-49892442118c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "awards_df = pd.DataFrame(results)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "6ffde97c-ef38-4e99-b662-d7160203aa51",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "True     38\n",
+       "False    12\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "awards_df[\"has_awards\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "78ddf598-440f-4be9-8b23-5a5ff16eaf37",
+   "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>Title</th>\n",
+       "      <th>Wikipedia URL</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>The Devil Wears Prada</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Irreversible</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Nymphomaniac: Vol. II</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Fifty Shades Freed</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>My Fault</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Addicted</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>From Straight A's to XXX</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>Graphic Desires</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>Dime lo que quieres (de verdad)</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>Love Sick</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>We Want Now</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              Title Wikipedia URL\n",
+       "5                      The Avengers           NaN\n",
+       "23            The Devil Wears Prada           NaN\n",
+       "32                     Irreversible           NaN\n",
+       "33            Nymphomaniac: Vol. II           NaN\n",
+       "37               Fifty Shades Freed           NaN\n",
+       "39                         My Fault           NaN\n",
+       "43                         Addicted           NaN\n",
+       "44         From Straight A's to XXX           NaN\n",
+       "45                  Graphic Desires           NaN\n",
+       "46  Dime lo que quieres (de verdad)           NaN\n",
+       "48                        Love Sick           NaN\n",
+       "49                      We Want Now           NaN"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "awards_df[awards_df[\"has_awards\"] == False][\n",
+    "    [\"Title\", \"Wikipedia URL\"]\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "c0d63741-7efc-446c-82a1-1fc45b4e7140",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "awards_df.to_csv(\"wikipedia_awards_scraped.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6095c57-6c7e-4775-a7e3-02a580f6c3ab",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "b10d7e19-9fc4-4968-93d1-49654e58d391",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df = df.merge(\n",
+    "    awards_df,\n",
+    "    on=[\"Title\", \"Year\"],\n",
+    "    how=\"left\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "b25c52b1-fd73-4202-bb7e-3bbbcb8d6aba",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(815, 20)"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "fab6eb46-9c39-425c-84f2-ac5715ce96f8",
+   "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>TMDb_ID</th>\n",
+       "      <th>IMDb_ID</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Primary Genre</th>\n",
+       "      <th>TMDb Rating</th>\n",
+       "      <th>TMDb Votes</th>\n",
+       "      <th>Popularity</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Budget</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>IMDb Votes_x</th>\n",
+       "      <th>Box Office</th>\n",
+       "      <th>IMDb Votes_y</th>\n",
+       "      <th>Wikipedia Page Found</th>\n",
+       "      <th>Wikipedia URL</th>\n",
+       "      <th>Awards Text</th>\n",
+       "      <th>has_awards</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1339713</td>\n",
+       "      <td>tt37287335</td>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Horror, Thriller</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>7.917</td>\n",
+       "      <td>841</td>\n",
+       "      <td>581.7554</td>\n",
+       "      <td>297445815.0</td>\n",
+       "      <td>750000.0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>50183.0</td>\n",
+       "      <td>104757650.0</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>931285</td>\n",
+       "      <td>tt17490712</td>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy, Adventure</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.988</td>\n",
+       "      <td>1449</td>\n",
+       "      <td>519.4298</td>\n",
+       "      <td>128857238.0</td>\n",
+       "      <td>80000000.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>36627.0</td>\n",
+       "      <td>77767462.0</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>2</th>\n",
+       "      <td>936075</td>\n",
+       "      <td>tt11378946</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Music, Drama</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>8.653</td>\n",
+       "      <td>2635</td>\n",
+       "      <td>503.0910</td>\n",
+       "      <td>934009960.0</td>\n",
+       "      <td>250000000.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>107813.0</td>\n",
+       "      <td>340068767.0</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>1367220</td>\n",
+       "      <td>tt33988385</td>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>Action, Fantasy</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>7.059</td>\n",
+       "      <td>17</td>\n",
+       "      <td>384.3573</td>\n",
+       "      <td>3345079.0</td>\n",
+       "      <td>16000000.0</td>\n",
+       "      <td>152</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>879945</td>\n",
+       "      <td>tt16288638</td>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>7.800</td>\n",
+       "      <td>9</td>\n",
+       "      <td>325.1904</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>23</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/The_Unknown_Man</td>\n",
+       "      <td>The Unknown Man - Wikipedia Jump to content Ma...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n",
+       "0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n",
+       "1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n",
+       "2   936075  tt11378946           Michael  2026                Music, Drama   \n",
+       "3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n",
+       "4   879945  tt16288638   The Unknown Man  2021                       Drama   \n",
+       "\n",
+       "  Primary Genre  TMDb Rating  TMDb Votes  Popularity      Revenue  \\\n",
+       "0        Horror        7.917         841    581.7554  297445815.0   \n",
+       "1        Action        7.988        1449    519.4298  128857238.0   \n",
+       "2         Music        8.653        2635    503.0910  934009960.0   \n",
+       "3        Action        7.059          17    384.3573    3345079.0   \n",
+       "4         Drama        7.800           9    325.1904          NaN   \n",
+       "\n",
+       "        Budget  Runtime  IMDb Rating  IMDb Votes_x   Box Office  IMDb Votes_y  \\\n",
+       "0     750000.0      108          8.2       50183.0  104757650.0           NaN   \n",
+       "1   80000000.0      116          6.7       36627.0   77767462.0           NaN   \n",
+       "2  250000000.0      128          7.7      107813.0  340068767.0           NaN   \n",
+       "3   16000000.0      152          NaN           NaN          NaN           NaN   \n",
+       "4          NaN       23          7.0          53.0          NaN          53.0   \n",
+       "\n",
+       "  Wikipedia Page Found                                  Wikipedia URL  \\\n",
+       "0                  NaN                                            NaN   \n",
+       "1                  NaN                                            NaN   \n",
+       "2                  NaN                                            NaN   \n",
+       "3                  NaN                                            NaN   \n",
+       "4                 True  https://en.wikipedia.org/wiki/The_Unknown_Man   \n",
+       "\n",
+       "                                         Awards Text has_awards  \n",
+       "0                                                NaN        NaN  \n",
+       "1                                                NaN        NaN  \n",
+       "2                                                NaN        NaN  \n",
+       "3                                                NaN        NaN  \n",
+       "4  The Unknown Man - Wikipedia Jump to content Ma...       True  "
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0282abaa-2780-44e5-9e19-69df7ba8366a",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "44ad7b2b-feb2-40b8-97ee-08b69285c564",
+   "metadata": {},
+   "source": [
+    "Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "77229a2c-bf91-4ee9-b6ff-c66c982efc48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df = final_df.rename(columns={\"IMDb Votes_x\": \"IMDb Votes\"})\n",
+    "final_df = final_df.drop(columns=[\"IMDb Votes_y\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "5dc7590f-8100-4873-ac4d-845c367ef4b3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['TMDb_ID', 'IMDb_ID', 'Title', 'Year', 'Genre', 'Primary Genre',\n",
+       "       'TMDb Rating', 'TMDb Votes', 'Popularity', 'Revenue', 'Budget',\n",
+       "       'Runtime', 'IMDb Rating', 'IMDb Votes', 'Box Office',\n",
+       "       'Wikipedia Page Found', 'Wikipedia URL', 'Awards Text', 'has_awards'],\n",
+       "      dtype='str')"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "fdd813a8-e5d2-4f2c-8ca8-1443ff925a84",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df = final_df.rename(\n",
+    "    columns={\"IMDb Votes_x\": \"IMDb Votes\"}\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dc8aed3b-8296-4965-a6c0-3eba9bbd6272",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94b53c06-dd66-4a38-bf41-56625ec97838",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "189ef237-3d29-40d6-9616-6b416aac8bc4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6325744-aee4-4f2b-a4df-689e9b709f4b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa2e6692-833d-428e-8000-d94e2fa4934b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "20f55f0a-0436-4fb5-8c95-ac751a2878c5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e6934b0-64bc-4416-b3cd-b42b80c47187",
+   "metadata": {},
+   "source": [
+    "Some analysis "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "88f60173-9a3f-4601-b1ca-1ad46764b7bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    5.900000\n",
+       "True     7.221053\n",
+       "Name: IMDb Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.groupby(\"has_awards\")[\"IMDb Rating\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e7da9789-f32c-4fd5-9702-4778610a429b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "6ddfb277-9626-4e23-adff-8f06381838bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    227660.090909\n",
+       "True     849320.000000\n",
+       "Name: IMDb Votes, dtype: float64"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.groupby(\"has_awards\")[\"IMDb Votes\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8b7cac92-18b2-4347-b84f-7db4d3ed0e6e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "adbfe32c-7288-4a6f-bb3a-523c0eca8a70",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['TMDb_ID',\n",
+       " 'IMDb_ID',\n",
+       " 'Title',\n",
+       " 'Year',\n",
+       " 'Genre',\n",
+       " 'Primary Genre',\n",
+       " 'TMDb Rating',\n",
+       " 'TMDb Votes',\n",
+       " 'Popularity',\n",
+       " 'Revenue',\n",
+       " 'Budget',\n",
+       " 'Runtime',\n",
+       " 'IMDb Rating',\n",
+       " 'IMDb Votes',\n",
+       " 'Box Office',\n",
+       " 'Wikipedia Page Found',\n",
+       " 'Wikipedia URL',\n",
+       " 'Awards Text',\n",
+       " 'has_awards']"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "695a625c-d045-4775-a87a-ee54b8a13a20",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "855253d1-28ba-4e99-ae98-895ea9c83afe",
+   "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>Title</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>has_awards</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Obsession</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mortal Kombat II</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karuppu</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Unknown Man</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Title  IMDb Rating has_awards\n",
+       "0         Obsession          8.2        NaN\n",
+       "1  Mortal Kombat II          6.7        NaN\n",
+       "2           Michael          7.7        NaN\n",
+       "3           Karuppu          NaN        NaN\n",
+       "4   The Unknown Man          7.0       True"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df[[\"Title\", \"IMDb Rating\", \"has_awards\"]].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "949a8fcf-4bf4-4268-b8fb-fef63839bebf",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "46417bff-bc02-4999-a715-328937e0ae40",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    5.900000\n",
+       "True     7.221053\n",
+       "Name: IMDb Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.groupby(\"has_awards\")[\"IMDb Rating\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2a096fa3-f794-4714-9a2c-fe1279642744",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f88c3754-fdab-4fbc-a09c-1a511ad0a941",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "d9dbb29b-d1d4-4891-bd02-4d61eaa01c30",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "True     38\n",
+       "False    12\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Distribution of Awards Information\n",
+    "final_df[\"has_awards\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "43eaf5a0-1453-4271-8de6-e922b8c3884f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "False    5.900000\n",
+       "True     7.221053\n",
+       "Name: IMDb Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Average IMDb Rating by Awards Status\n",
+    "\n",
+    "final_df.groupby(\"has_awards\")[\"IMDb Rating\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b72a35b-9819-4538-a70e-8bb7e917645b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "bcad6fa8-9a15-460e-98cf-fe6db248e05d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(815, 19)"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "b8c47c79-72b7-45c8-b772-2d1fd4b1dc93",
+   "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>Title</th>\n",
+       "      <th>IMDb Rating</th>\n",
+       "      <th>has_awards</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>472</th>\n",
+       "      <td>Kraven the Hunter</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>720</th>\n",
+       "      <td>RDX: Robert Dony Xavier</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>556</th>\n",
+       "      <td>The Torture Club</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>657</th>\n",
+       "      <td>A Good Day to Die Hard</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>810</th>\n",
+       "      <td>Percy Jackson &amp; the Olympians: The Lightning T...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>377</th>\n",
+       "      <td>Sex Trip</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>Scary Movie</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Exit 8</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>590</th>\n",
+       "      <td>Biker</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>446</th>\n",
+       "      <td>My Teacher, My Obsession</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 Title  IMDb Rating has_awards\n",
+       "472                                  Kraven the Hunter          5.5        NaN\n",
+       "720                            RDX: Robert Dony Xavier          7.0        NaN\n",
+       "556                                   The Torture Club          4.4        NaN\n",
+       "657                             A Good Day to Die Hard          5.2        NaN\n",
+       "810  Percy Jackson & the Olympians: The Lightning T...          NaN        NaN\n",
+       "377                                           Sex Trip          NaN        NaN\n",
+       "53                                         Scary Movie          6.3       True\n",
+       "268                                             Exit 8          6.4        NaN\n",
+       "590                                              Biker          NaN        NaN\n",
+       "446                           My Teacher, My Obsession          4.4        NaN"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df[[\n",
+    "    \"Title\",\n",
+    "    \"IMDb Rating\",\n",
+    "    \"has_awards\"\n",
+    "]].sample(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "71fe0feb-64b0-440a-9681-2c4bfbe15925",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "has_awards\n",
+       "NaN      765\n",
+       "True      38\n",
+       "False     12\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df[\"has_awards\"].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "7fbd446d-b8b3-4f3a-912a-32f7b689d600",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.DataFrame'>\n",
+      "RangeIndex: 815 entries, 0 to 814\n",
+      "Data columns (total 19 columns):\n",
+      " #   Column                Non-Null Count  Dtype  \n",
+      "---  ------                --------------  -----  \n",
+      " 0   TMDb_ID               815 non-null    int64  \n",
+      " 1   IMDb_ID               815 non-null    str    \n",
+      " 2   Title                 815 non-null    str    \n",
+      " 3   Year                  815 non-null    int64  \n",
+      " 4   Genre                 815 non-null    str    \n",
+      " 5   Primary Genre         815 non-null    str    \n",
+      " 6   TMDb Rating           815 non-null    float64\n",
+      " 7   TMDb Votes            815 non-null    int64  \n",
+      " 8   Popularity            815 non-null    float64\n",
+      " 9   Revenue               553 non-null    float64\n",
+      " 10  Budget                547 non-null    float64\n",
+      " 11  Runtime               815 non-null    int64  \n",
+      " 12  IMDb Rating           687 non-null    float64\n",
+      " 13  IMDb Votes            702 non-null    float64\n",
+      " 14  Box Office            498 non-null    float64\n",
+      " 15  Wikipedia Page Found  50 non-null     object \n",
+      " 16  Wikipedia URL         38 non-null     str    \n",
+      " 17  Awards Text           38 non-null     str    \n",
+      " 18  has_awards            50 non-null     object \n",
+      "dtypes: float64(7), int64(4), object(2), str(6)\n",
+      "memory usage: 284.9+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "final_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "a309639a-24ee-42c5-9700-a6a6021e8ad3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.to_csv(\"movie_data_with_scraping.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51009c2b-a193-4829-ab52-9215616120c6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4f21368-6c43-4178-a2eb-972f5ad39b0e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4edd99ef-1910-4830-800f-1b8a1b8141be",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bd7089fa-ff95-4412-91f2-7db6cfc1b07c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "581a4fb7-c908-4055-b4eb-7d667704831b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a6c4a639-31fc-4ee3-85d5-5aeef721fbd5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "afb5cd40-90bc-4f6e-846b-0a9b2a36d0ee",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.13.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data_movies_cleaned.csv b/data_movies_cleaned.csv
new file mode 100644
index 0000000..abd3059
--- /dev/null
+++ b/data_movies_cleaned.csv
@@ -0,0 +1,816 @@
+TMDb_ID,IMDb_ID,Title,Year,Genre,Primary Genre,TMDb Rating,TMDb Votes,Popularity,Revenue,Budget,Runtime,IMDb Rating,IMDb Votes,Box Office
+1339713,tt37287335,Obsession,2026,"Horror, Thriller",Horror,7.917,841,581.7554,297445815.0,750000.0,108,8.2,50183.0,104757650.0
+931285,tt17490712,Mortal Kombat II,2026,"Action, Fantasy, Adventure",Action,7.988,1449,519.4298,128857238.0,80000000.0,116,6.7,36627.0,77767462.0
+936075,tt11378946,Michael,2026,"Music, Drama",Music,8.653,2635,503.091,934009960.0,250000000.0,128,7.7,107813.0,340068767.0
+1367220,tt33988385,Karuppu,2026,"Action, Fantasy",Action,7.059,17,384.3573,3345079.0,16000000.0,152,,,
+879945,tt16288638,The Unknown Man,2021,Drama,Drama,7.8,9,325.1904,,,23,7.0,53.0,
+1057265,tt23865918,Peddi,2026,"Action, Drama",Action,6.456,45,324.8609,,36500000.0,192,,,
+1239134,tt29540862,Bhooth Bangla,2026,"Horror, Comedy",Horror,5.238,21,362.8242,20000000.0,14000000.0,163,7.5,9969.0,950000.0
+1308553,tt30447822,Hai Jawani Toh Ishq Hona Hai,2026,"Romance, Comedy",Romance,5.474,19,252.0855,,,136,,,
+1275779,tt15047880,Disclosure Day,2026,"Thriller, Science Fiction, Mystery",Thriller,6.738,503,286.9304,120479637.0,115000000.0,145,,,
+1523145,tt38190257,Your Heart Will Be Broken,2026,Romance,Romance,7.0,96,276.5688,7578000.0,3716000.0,134,,,
+1228710,tt30825738,The Mandalorian and Grogu,2026,"Action, Adventure, Science Fiction",Action,6.757,484,224.6004,315100000.0,165000000.0,132,,,
+1226293,tt31240702,Salitan,2024,"Drama, Romance",Drama,4.375,8,336.4305,,,105,5.9,115.0,
+1226863,tt28650488,The Super Mario Galaxy Movie,2026,"Family, Comedy, Adventure, Fantasy, Animation",Family,8.2,2670,227.3499,1000843925.0,110000000.0,98,6.3,55972.0,427096185.0
+1084244,tt29355505,Toy Story 5,2026,"Animation, Family, Comedy, Adventure",Animation,7.3,80,208.1732,,250000000.0,102,,,
+1103473,tt15295368,KD – The Devil,2026,"History, Crime, Action, Fantasy",History,7.5,2,205.0936,,,141,8.6,1922.0,
+1477317,tt36958376,Your Fault: London,2026,"Romance, Drama",Romance,7.755,55,195.2676,,,123,,,
+912378,tt35518410,Dridam,2026,"Crime, Thriller",Crime,7.0,1,177.7171,77048.0,,127,7.5,1103.0,
+1280738,tt33311069,The Furious,2026,"Action, Crime",Action,7.965,43,173.3095,1400000.0,20000000.0,113,7.7,991.0,
+1007757,tt29552248,Swapped,2026,"Adventure, Animation, Family, Fantasy",Adventure,8.969,1713,156.5555,,,102,7.3,14061.0,
+1304313,tt32612507,Lee Cronin's The Mummy,2026,"Horror, Mystery",Horror,8.036,1873,159.5124,90452113.0,22000000.0,133,6.2,33540.0,29152113.0
+454639,tt0427340,Masters of the Universe,2026,"Action, Fantasy, Science Fiction",Action,7.3,242,133.2322,86387310.0,200000000.0,141,,,
+687163,tt12042730,Project Hail Mary,2026,"Science Fiction, Adventure",Science Fiction,8.687,5189,138.0221,681404846.0,200000000.0,157,8.3,333549.0,341307287.0
+1122573,tt27681354,In the Grey,2026,"Action, Thriller",Action,6.6,240,138.1508,22726621.0,70000000.0,97,6.6,6178.0,5688954.0
+1293550,tt32389930,Bandar,2026,Thriller,Thriller,7.0,1,127.9698,,,140,7.8,83.0,
+1439930,tt36042156,The Punisher: One Last Kill,2026,"Action, Drama, Crime",Action,8.346,1632,132.5083,,,51,,,
+1582770,tt39139925,Dhurandhar: The Revenge,2026,"Action, Crime, Thriller",Action,7.3,119,128.842,152900759.0,14330000.0,229,8.5,45701.0,27415192.0
+976912,tt13452544,Graphic Desires,2023,"Thriller, Crime",Thriller,6.935,92,137.9446,,,90,4.2,536.0,
+1358005,tt33397980,Office Romance,2026,"Romance, Comedy",Romance,6.535,213,107.6441,,,115,,,
+1327819,tt26443616,Hoppers,2026,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,8.182,1632,112.2734,372010783.0,150000000.0,104,7.4,37622.0,164415529.0
+1083381,tt26657236,Backrooms,2026,"Horror, Mystery, Science Fiction",Horror,6.9,609,124.9342,262595784.0,10000000.0,111,7.1,22376.0,81456295.0
+1419406,tt34610311,The Shadow's Edge,2025,"Action, Crime, Drama, Thriller",Action,7.76,865,106.3376,174400000.0,,142,7.1,8806.0,
+1380291,tt34378301,Tom Clancy's Jack Ryan: Ghost War,2026,"Action, Thriller",Action,7.1,577,112.6535,,,107,,,
+83533,tt1757678,Avatar: Fire and Ash,2025,"Science Fiction, Adventure, Fantasy",Science Fiction,7.589,3480,106.5852,1490477656.0,350000000.0,198,7.3,168453.0,404340010.0
+1536233,tt38057342,The Summoning of Baby Blue,2025,Horror,Horror,4.444,9,99.8884,,,76,,27.0,
+1431068,tt37333137,Main Vaapas Aaunga,2026,"Romance, Drama",Romance,4.0,2,128.0098,,,166,,,
+1311031,tt32820897,Demon Slayer: Kimetsu no Yaiba Infinity Castle,2025,"Animation, Action, Fantasy",Animation,7.7,866,99.7526,733030221.0,20000000.0,156,8.4,64082.0,134519077.0
+1486860,tt32875624,Haunted 3D: Echoes of the Past,2026,"Horror, Romance, Thriller",Horror,0.0,0,105.5638,,,140,,,
+1694978,tt41604789,Chum,2026,Horror,Horror,4.538,13,93.1667,,,87,,,
+1628448,tt33538438,Maa Behen,2026,"Comedy, Thriller, Drama",Comedy,6.667,10,80.0058,,,127,,,
+1288341,tt36926359,Seven Snipers,2026,"Action, Thriller",Action,5.691,34,88.4643,,,87,,,
+1290821,tt32357218,Shelter,2026,"Action, Crime, Thriller",Action,7.669,1253,87.3498,53933639.0,50000000.0,107,6.1,25305.0,12805541.0
+1318413,tt32547691,Pressure,2026,"Thriller, History, War",Thriller,7.755,49,78.0296,11301450.0,80000000.0,101,7.7,1123.0,5750000.0
+1241752,tt31589922,Rita,2024,Drama,Drama,6.0,24,87.2605,2.0,1.0,113,,372.0,
+1430077,tt35672862,Hokum,2026,Horror,Horror,6.671,242,78.3933,23563104.0,5000000.0,107,7.3,16522.0,16834886.0
+1390300,tt34685692,Over Your Dead Body,2026,"Action, Comedy, Thriller",Action,6.594,265,75.7997,2055131.0,,105,6.5,6311.0,2154696.0
+1522126,tt37738006,1000 Men and Me: The Bonnie Blue Story,2025,"Documentary, TV Movie",Documentary,5.4,21,89.6792,,,60,4.1,837.0,
+1363387,tt35050712,Saccharine,2026,Horror,Horror,6.087,23,78.0726,,,113,6.5,186.0,
+1092936,tt33382323,The Holy Boy,2025,"Horror, Thriller, Drama",Horror,6.971,137,69.8599,377925.0,4025000.0,122,6.8,617.0,
+1318447,tt16431404,Apex,2026,"Action, Thriller",Action,6.819,1480,73.2732,,,96,6.1,81156.0,
+1560681,tt38681832,Colors of Evil: Black,2026,"Thriller, Mystery, Crime",Thriller,6.73,63,64.139,,,110,,,
+1273221,tt32093575,Scary Movie,2026,"Comedy, Horror",Comedy,5.521,303,74.8385,176631924.0,30000000.0,96,,,
+969681,tt22084616,Spider-Man: Brand New Day,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,108.9976,,,150,,,
+1297842,tt27613895,GOAT,2026,"Animation, Comedy, Family",Animation,8.14,805,74.6025,193566330.0,90000000.0,100,6.7,15166.0,103103206.0
+4247,tt0175142,Scary Movie,2000,Comedy,Comedy,6.414,7859,71.7195,278023280.0,19000000.0,88,6.3,319036.0,157019771.0
+157336,tt0816692,Interstellar,2014,"Adventure, Drama, Science Fiction",Adventure,8.5,40044,70.1924,746606706.0,165000000.0,169,8.7,2516752.0,203227580.0
+1433117,tt37458112,Kara,2026,"Crime, Drama, Thriller",Crime,6.1,22,61.2952,,,161,,,
+350,tt0458352,The Devil Wears Prada,2006,"Drama, Comedy",Drama,7.434,13742,63.4911,326588371.0,35000000.0,109,7.0,545163.0,124740460.0
+1305781,tt32649961,Blades of the Guardians,2026,"Action, Drama, History",Action,7.008,61,65.3221,203356793.0,123000000.0,126,7.3,1400.0,1606672.0
+270473,tt3388130,Love Sick,2013,"Comedy, Romance",Comedy,5.5,2,51.4019,,,101,5.0,42.0,
+1291608,tt33014583,Dhurandhar,2025,"Action, Crime, Thriller",Action,7.244,307,65.1612,137246897.0,14330000.0,212,8.3,138488.0,19702994.0
+980431,tt18259538,Avatar Aang: The Last Airbender,2026,"Action, Adventure, Animation, Fantasy",Action,0.0,0,68.1711,,,99,,,
+1084242,tt26443597,Zootopia 2,2025,"Animation, Adventure, Comedy, Mystery, Family",Animation,7.668,2957,68.2815,1868208796.0,150000000.0,108,7.4,134332.0,428130160.0
+39254,tt0433035,Real Steel,2011,"Action, Science Fiction, Drama",Action,7.109,9232,61.5234,299300000.0,110000000.0,127,7.1,378495.0,85468508.0
+1285366,tt33349025,Shape of My Heart,2024,Romance,Romance,5.0,3,51.783,,,91,,,
+1472951,tt29218808,Infiltrate,2026,"Action, Thriller",Action,5.556,18,49.7231,,,93,3.9,276.0,
+1351908,tt33334267,Bharat Bhhagya Viddhaata,2026,"Drama, Thriller",Drama,0.0,0,68.2574,,,127,,,
+299536,tt4154756,Avengers: Infinity War,2018,"Adventure, Action, Science Fiction",Adventure,8.237,32124,51.7509,2052415039.0,300000000.0,149,8.4,1368739.0,678815482.0
+1159559,tt27047903,Scream 7,2026,"Horror, Mystery, Crime",Horror,6.2,1047,53.266,213835967.0,45000000.0,114,5.5,50291.0,121935967.0
+1292415,tt7708226,Beast,2026,"Action, Drama",Action,6.4,52,50.7747,,,115,6.2,246.0,805993.0
+980477,tt34956443,Ne Zha 2,2025,"Animation, Action, Fantasy, Adventure",Animation,8.15,718,59.7605,2259822417.0,80000000.0,144,7.9,23207.0,23308176.0
+744275,tt13069986,After We Fell,2021,"Drama, Romance",Drama,7.003,2746,53.199,21753705.0,14000000.0,99,4.8,24384.0,2170750.0
+235271,tt2205401,Addicted,2014,"Drama, Thriller",Drama,5.91,449,52.8071,17534314.0,,105,5.0,12753.0,17390770.0
+755898,tt13186306,War of the Worlds,2025,"Science Fiction, Thriller",Science Fiction,4.083,1009,51.6481,,10000000.0,91,2.5,31185.0,
+840464,tt14850054,Greenland 2: Migration,2026,"Adventure, Thriller, Science Fiction",Adventure,6.4,1216,51.7663,44856736.0,90000000.0,98,5.2,26853.0,17770308.0
+1242898,tt31227572,Predator: Badlands,2025,"Action, Science Fiction, Adventure",Action,7.792,3113,50.4479,184500000.0,105000000.0,107,7.2,143246.0,91083631.0
+1613798,tt37989803,Vengeance,2026,"Action, Thriller",Action,7.517,258,46.2989,,,103,,,
+1368166,tt27543632,The Housemaid,2025,"Mystery, Thriller",Mystery,7.254,2449,50.9384,399644671.0,35000000.0,131,6.8,133074.0,126432462.0
+460465,tt0293429,Mortal Kombat,2021,"Action, Fantasy, Adventure",Action,7.046,6794,48.3101,84426031.0,20000000.0,110,6.1,205042.0,42326031.0
+1265609,tt15940132,War Machine,2026,"Action, Science Fiction, Thriller",Action,7.391,1924,44.2612,,73000000.0,110,6.3,86956.0,
+48650,tt1263750,Room in Rome,2010,"Drama, Romance",Drama,6.405,831,52.2855,844281.0,,109,6.0,27407.0,
+1292695,tt31728330,They Will Kill You,2026,"Horror, Comedy, Action",Horror,7.042,770,47.8198,19382152.0,20000000.0,94,6.5,8025.0,10527870.0
+4258,tt0795461,Scary Movie 5,2013,Comedy,Comedy,4.797,3059,47.1735,78613981.0,20000000.0,88,3.6,81742.0,32015787.0
+1220522,tt30413898,Dacoit,2026,"Action, Romance, Thriller",Action,6.6,5,46.7063,,,150,8.1,2765.0,904531.0
+1171145,tt32430579,Crime 101,2026,"Crime, Thriller",Crime,6.998,1086,48.2365,72900246.0,90000000.0,141,6.8,56311.0,36588336.0
+1127384,tt29516222,Deep Water,2026,"Thriller, Horror",Thriller,6.28,25,47.9514,2286163.0,,107,6.9,136.0,
+1010581,tt21909764,My Fault,2023,"Drama, Romance, Thriller",Drama,7.733,4097,49.5427,,,116,6.1,43031.0,
+155,tt0468569,The Dark Knight,2008,"Action, Crime, Thriller",Action,8.531,35926,42.6252,1004558444.0,185000000.0,152,9.1,3161907.0,534987076.0
+1325734,tt33071426,The Drama,2026,"Romance, Comedy, Drama",Romance,6.968,1051,45.8059,140892471.0,28000000.0,105,7.5,26572.0,30849251.0
+1246049,tt31434030,Dracula,2025,"Horror, Fantasy, Romance",Horror,7.2,1270,44.4677,42404858.0,52000000.0,130,6.2,34913.0,13053400.0
+1294203,tt32434379,My Fault: London,2025,"Drama, Romance",Drama,7.402,579,50.8961,,,119,6.2,13668.0,
+1480387,tt35892608,undertone,2026,"Horror, Mystery",Horror,6.2,250,44.4138,21602976.0,500000.0,94,6.1,8528.0,17555961.0
+1364953,tt15284556,Mārama,2026,"Horror, Drama, Mystery",Horror,6.389,9,34.8115,,,89,6.6,435.0,6341.0
+671,tt0241527,Harry Potter and the Philosopher's Stone,2001,"Adventure, Fantasy",Adventure,7.899,29655,46.1762,976475550.0,125000000.0,152,7.7,944457.0,319765078.0
+24428,tt0848228,The Avengers,2012,"Science Fiction, Action, Adventure",Science Fiction,8.045,38403,42.1631,1518815515.0,220000000.0,143,8.0,1555308.0,623357910.0
+1002398,tt33511103,Virgin,2024,"Drama, Romance",Drama,6.7,23,42.5593,,,99,,101.0,
+1475803,tt36822418,Governor,2026,"Drama, Thriller",Drama,6.0,1,46.1719,,,122,,,
+1314481,tt33612209,The Devil Wears Prada 2,2026,"Comedy, Drama",Comedy,6.6,809,38.9371,675900000.0,100000000.0,119,6.6,53400.0,209323906.0
+1579,tt0472043,Apocalypto,2006,"Action, Drama, History",Action,7.639,6423,38.9802,120654337.0,40000000.0,138,7.8,355188.0,50866635.0
+1127656,tt35332631,Blind Love,2025,"Romance, Family, Drama",Romance,0.0,0,35.2828,,,145,,,
+1368337,tt33764258,The Odyssey,2026,"Adventure, Action, Fantasy",Adventure,0.0,0,43.0889,,250000000.0,172,,,
+1157008,tt23777188,Dime lo que quieres (de verdad),2023,"Romance, Drama, Comedy",Romance,7.773,33,39.1846,,,103,,65.0,
+4248,tt0257106,Scary Movie 2,2001,Comedy,Comedy,5.835,5212,39.4554,141220678.0,45000000.0,82,5.4,190597.0,71308997.0
+1669051,tt40705143,Kesong Puti,2026,Drama,Drama,4.0,3,41.4367,,,0,5.6,33.0,
+122,tt0167260,The Lord of the Rings: The Return of the King,2003,"Adventure, Fantasy, Action",Adventure,8.5,26656,38.1236,1118888979.0,94000000.0,201,9.0,2161991.0,386975644.0
+301528,tt1979376,Toy Story 4,2019,"Family, Comedy, Animation, Adventure",Family,7.462,10583,48.8095,1073841394.0,175000000.0,100,7.6,310352.0,434038008.0
+1266127,tt33978029,Ready or Not: Here I Come,2026,"Thriller, Horror, Comedy",Thriller,7.7,1063,35.1041,42212563.0,14000000.0,108,6.5,42167.0,22986054.0
+1507097,tt40601101,Sattendru Maarudhu Vaanilai,2026,"Thriller, Drama, Comedy, Romance",Thriller,0.0,0,45.8455,,,120,7.0,16.0,
+1198994,tt8036976,Send Help,2026,"Horror, Thriller, Comedy",Horror,7.057,1788,37.9339,94041481.0,40000000.0,113,6.9,71618.0,64734795.0
+337167,tt4477536,Fifty Shades Freed,2018,"Drama, Romance",Drama,6.672,8362,40.1031,371985018.0,55000000.0,105,4.6,80950.0,100407760.0
+1630423,tt39749979,My Dearest Assassin,2026,"Action, Drama, Romance",Action,8.656,244,36.468,,,128,,,
+1184918,tt29623480,The Wild Robot,2024,"Family, Animation, Science Fiction, Adventure",Family,8.315,6154,41.0125,331982078.0,78000000.0,102,8.2,216281.0,143901945.0
+249397,tt2382009,Nymphomaniac: Vol. II,2013,"Drama, Mystery",Drama,6.713,3190,36.0334,4934725.0,2350000.0,124,6.6,103131.0,327167.0
+634649,tt10872600,Spider-Man: No Way Home,2021,"Action, Adventure, Science Fiction",Action,7.933,22076,41.0789,2019206586.0,200000000.0,148,8.1,1017543.0,814866759.0
+1081003,tt8814476,Supergirl,2026,"Action, Adventure, Science Fiction",Action,8.5,3,37.4307,,175000000.0,108,,,
+1473332,tt36460652,No One Will Hear Your Scream,2025,"Horror, Thriller",Horror,5.375,8,31.718,,,80,,,
+803796,tt14205554,KPop Demon Hunters,2025,"Fantasy, Music, Comedy, Animation",Fantasy,8.021,2895,35.6669,24619953.0,100000000.0,96,7.4,130920.0,24300000.0
+120,tt0120737,The Lord of the Rings: The Fellowship of the Ring,2001,"Adventure, Fantasy, Action",Adventure,8.435,27674,37.472,871368364.0,93000000.0,179,8.9,2203785.0,325873309.0
+1266990,tt32164798,Kulong,2024,Drama,Drama,6.417,18,37.3572,,,48,4.3,176.0,
+1274706,tt32129938,The Marked Woman,2026,"Thriller, Crime",Thriller,5.559,68,32.9522,,,109,5.5,1055.0,
+1330021,tt33100314,Remarkably Bright Creatures,2026,"Drama, Mystery",Drama,8.566,632,32.3025,,,114,7.8,11826.0,
+1501018,tt36963493,A Family of Bastards,2026,"Comedy, Crime",Comedy,5.257,37,34.5755,,,105,,,
+979,tt0290673,Irreversible,2002,"Drama, Thriller, Crime",Drama,7.182,3309,36.1624,6500000.0,3500000.0,93,7.3,161409.0,803491.0
+19995,tt0499549,Avatar,2009,"Science Fiction, Action, Adventure",Science Fiction,7.607,34075,36.1955,2923706026.0,237000000.0,162,7.9,1486308.0,785221649.0
+673,tt0304141,Harry Potter and the Prisoner of Azkaban,2004,"Adventure, Fantasy",Adventure,8.0,23205,35.1912,789804554.0,130000000.0,141,7.9,761199.0,250657586.0
+1641319,tt39538786,Sniper: No Nation,2026,"Action, Thriller",Action,6.518,56,30.6586,,,96,,,
+299534,tt4154796,Avengers: Endgame,2019,"Adventure, Science Fiction, Action",Adventure,8.237,27867,33.7167,2799439100.0,356000000.0,181,8.4,1442446.0,858373000.0
+1658216,tt40541157,Stepdaddy,2026,Drama,Drama,5.3,3,35.2199,,,70,5.5,64.0,
+441168,tt6237208,From Straight A's to XXX,2017,"Drama, TV Movie",Drama,5.8,162,33.9726,,,87,5.2,1873.0,
+1156594,tt33311244,Our Fault,2025,"Romance, Drama",Romance,7.381,687,37.0321,,,110,5.3,6626.0,
+1411773,tt15682498,The Last Stand of Ellen Cole,2024,"Action, Adventure",Action,7.844,45,31.7824,,,92,7.0,102.0,
+1110034,tt19838566,Kraken,2026,"Horror, Action, Thriller",Horror,6.287,155,32.7356,14329678.0,1000000.0,94,5.0,1710.0,
+674,tt0330373,Harry Potter and the Goblet of Fire,2005,"Adventure, Fantasy",Adventure,7.803,22221,35.8453,895921036.0,150000000.0,157,7.7,746138.0,291239805.0
+1558796,tt37899019,Never Change!,2026,Comedy,Comedy,6.5,4,34.1164,,,104,,,
+1320660,tt33054858,Pati Patni Aur Woh Do,2026,Comedy,Comedy,6.2,5,29.2224,,,117,,,
+1234821,tt31036941,Jurassic World Rebirth,2025,"Science Fiction, Adventure, Action",Science Fiction,6.272,3425,33.3794,869146189.0,180000000.0,134,5.8,194010.0,339640400.0
+533535,tt6263850,Deadpool & Wolverine,2024,"Action, Comedy, Science Fiction",Action,7.6,8772,34.0089,1338073645.0,200000000.0,128,7.5,565006.0,636745858.0
+27,tt0411705,9 Songs,2004,"Drama, Music, Romance",Drama,5.545,583,32.8791,1574623.0,1000000.0,70,4.7,25324.0,66853.0
+496243,tt6751668,Parasite,2019,"Comedy, Thriller, Drama",Comedy,8.494,20746,32.7631,257591776.0,11363000.0,133,8.5,1148210.0,53847897.0
+808,tt0126029,Shrek,2001,"Animation, Comedy, Fantasy, Adventure, Family",Animation,7.765,18824,32.9308,488977919.0,60000000.0,90,7.9,803764.0,268698241.0
+672,tt0295297,Harry Potter and the Chamber of Secrets,2002,"Adventure, Fantasy",Adventure,7.705,23638,35.1723,876688482.0,100000000.0,161,7.5,759564.0,263094348.0
+1375646,tt34385135,Colony,2026,"Action, Thriller, Horror",Action,6.85,61,34.7799,,12000000.0,123,7.3,357.0,
+1116201,tt27564844,Iron Lung,2026,"Horror, Mystery, Science Fiction",Horror,6.976,273,29.3385,51226173.0,4000000.0,125,6.5,19668.0,40851941.0
+1515729,tt37971394,Blast,2026,"Action, Drama, Family",Action,7.6,5,32.2541,,,143,,,
+1156593,tt28510079,Your Fault,2024,"Drama, Romance",Drama,7.1,1564,34.876,,,117,5.2,14368.0,
+519182,tt7510222,Despicable Me 4,2024,"Action, Animation, Comedy, Family, Science Fiction",Action,7.0,3219,28.3036,972021410.0,100000000.0,94,6.2,76384.0,361004205.0
+27205,tt1375666,Inception,2010,"Action, Science Fiction, Adventure",Action,8.372,39384,30.5979,839030630.0,160000000.0,148,8.8,2811614.0,292587330.0
+911430,tt16311594,F1,2025,"Action, Drama",Action,7.799,4084,33.2027,634142436.0,300000000.0,156,7.6,353753.0,189642436.0
+1207162,tt25868520,Rise of the Conqueror,2026,"History, Action, Adventure, War",History,6.063,16,28.2517,,30000000.0,119,,,
+920728,tt15359866,We Want Now,2016,Romance,Romance,0.0,0,33.9804,,,58,,,
+10193,tt0435761,Toy Story 3,2010,"Animation, Family, Comedy",Animation,7.8,15780,35.2989,1067316101.0,200000000.0,102,8.3,961588.0,415004880.0
+1038392,tt22898462,The Conjuring: Last Rites,2025,Horror,Horror,6.936,1889,30.2076,499256445.0,55000000.0,136,6.2,98159.0,177756445.0
+1146058,tt12824390,The Pout-Pout Fish,2026,"Animation, Family, Adventure, Comedy",Animation,5.8,10,28.3042,4834402.0,10000000.0,91,,,
+767,tt0417741,Harry Potter and the Half-Blood Prince,2009,"Adventure, Fantasy",Adventure,7.68,20830,30.9274,933959197.0,250000000.0,153,7.6,653701.0,302334374.0
+875828,tt15574124,Peaky Blinders: The Immortal Man,2026,"Crime, Drama",Crime,7.243,1023,25.077,,,112,6.5,74842.0,
+1233413,tt31193180,Sinners,2025,"Horror, Action, Thriller",Horror,7.5,4643,31.0776,370000000.0,100000000.0,138,7.5,472042.0,279989632.0
+675,tt0373889,Harry Potter and the Order of the Phoenix,2007,"Adventure, Fantasy",Adventure,7.672,20841,31.1134,938212738.0,150000000.0,138,7.5,693356.0,292382727.0
+1272837,tt32141377,28 Years Later: The Bone Temple,2026,"Horror, Thriller, Science Fiction",Horror,7.137,1309,29.4346,58522222.0,63000000.0,109,7.3,84391.0,25147583.0
+1084577,tt26735622,Balls Up,2026,"Comedy, Action, Adventure",Comedy,5.907,264,26.533,,,104,4.7,11568.0,
+129,tt0245429,Spirited Away,2001,"Animation, Family, Fantasy",Animation,8.535,18416,30.9662,274925095.0,19000000.0,125,8.6,964088.0,14821254.0
+1083884,tt21109170,Signal One,2026,"Mystery, Science Fiction",Mystery,6.5,19,26.3137,,,112,,,
+1301421,tt32565993,The Sheep Detectives,2026,"Comedy, Family, Mystery",Comedy,7.6,171,29.1076,115953209.0,75000000.0,109,7.7,15978.0,54536613.0
+14836,tt0327597,Coraline,2009,"Animation, Family, Fantasy",Animation,7.9,9033,29.2439,185860104.0,60000000.0,100,7.8,297596.0,116896576.0
+99861,tt2395427,Avengers: Age of Ultron,2015,"Action, Adventure, Science Fiction",Action,7.273,24494,24.1729,1405403694.0,235000000.0,141,7.3,998463.0,459005868.0
+646315,tt34510565,The Legendary Lighter,2019,Action,Action,5.8,5,21.9176,,,109,,,
+315635,tt2250912,Spider-Man: Homecoming,2017,"Action, Adventure, Science Fiction",Action,7.3,23220,29.5217,880978185.0,175000000.0,133,7.4,795043.0,334952829.0
+1699155,tt42863533,Maternal Instinct,2026,"Documentary, Crime",Documentary,7.214,35,28.2957,,,97,,,
+13078,tt0796302,The Babysitters,2008,Drama,Drama,5.998,545,26.4429,44852.0,,88,5.6,13302.0,44852.0
+47971,tt1293847,xXx: Return of Xander Cage,2017,"Action, Adventure, Crime",Action,6.131,9240,28.0083,346118277.0,85000000.0,107,5.2,101386.0,44898413.0
+1210938,tt32648798,Revelations,2025,"Thriller, Crime, Mystery",Thriller,6.379,203,26.993,,,122,6.0,4408.0,
+1168190,tt33046197,The Wrecking Crew,2026,"Action, Comedy, Crime, Mystery",Action,7.02,1077,25.7312,89000000.0,78500000.0,125,6.4,45325.0,
+425274,tt4712810,Now You See Me: Now You Don't,2025,"Crime, Thriller",Crime,6.498,1567,27.1836,243700000.0,90000000.0,112,5.9,65532.0,61882396.0
+16869,tt0361748,Inglourious Basterds,2009,"Drama, Thriller, War",Drama,8.217,24255,23.947,321457747.0,70000000.0,153,8.4,1778290.0,120540719.0
+1597280,tt31455863,Kenatha Kanom,2026,"Comedy, Drama, Family",Comedy,0.0,0,30.7469,,,116,8.1,16.0,
+38,tt0338013,Eternal Sunshine of the Spotless Mind,2004,"Science Fiction, Drama, Romance",Science Fiction,8.091,16384,24.1847,72258126.0,20000000.0,108,8.3,1166070.0,34400301.0
+1598785,tt39228706,Milky☆Subway: The Galactic Limited Express - the Movie,2026,"Animation, Action, Adventure, Comedy, Science Fiction",Animation,9.308,26,27.529,3700000.0,,46,6.6,20.0,
+1061474,tt5950044,Superman,2025,"Science Fiction, Adventure, Action",Science Fiction,7.3,4882,28.3006,618723803.0,225000000.0,130,7.0,406287.0,354223803.0
+269955,tt3303730,Obsessed,2014,"Drama, Romance",Drama,6.7,82,25.9638,,,132,6.3,3004.0,
+1688935,tt42111190,Oye Bhole Oye 2,2026,"Comedy, Drama, Action",Comedy,0.0,0,27.864,,,0,,,
+4257,tt0362120,Scary Movie 4,2006,Comedy,Comedy,5.492,3617,24.3983,178710620.0,40000000.0,83,5.1,136207.0,90710620.0
+1699574,tt41389703,Deool Band 2,2026,"Comedy, Drama",Comedy,0.0,0,25.0992,,,182,7.6,139.0,
+1530510,tt37961742,Mexico 86,2026,"Comedy, History, Drama",Comedy,7.547,74,22.5339,,,95,,,
+1316092,tt32897959,"""Wuthering Heights""",2026,"Romance, Drama",Romance,6.667,1115,22.3601,241601072.0,80000000.0,136,6.2,57394.0,84001072.0
+1439584,tt35992024,Ugly Story,2026,"Romance, Drama, Thriller",Romance,4.0,2,22.6119,,,123,9.3,536.0,
+121,tt0167261,The Lord of the Rings: The Two Towers,2002,"Adventure, Fantasy, Action",Adventure,8.4,23983,25.8968,926287400.0,79000000.0,179,8.8,1954618.0,350104956.0
+216015,tt2322441,Fifty Shades of Grey,2015,"Drama, Romance, Thriller",Drama,5.866,12411,27.5369,569651467.0,40000000.0,125,4.2,354203.0,166167230.0
+569094,tt9362722,Spider-Man: Across the Spider-Verse,2023,"Animation, Action, Adventure, Science Fiction",Animation,8.337,8678,26.079,690897910.0,100000000.0,140,8.5,509515.0,381593754.0
+1218925,tt30472557,Chainsaw Man - The Movie: Reze Arc,2025,"Animation, Action, Romance, Fantasy",Animation,8.419,942,25.533,191400000.0,4100000.0,100,8.4,35800.0,43438461.0
+1669050,tt40541183,Tayuan 2,2026,Drama,Drama,4.9,8,22.8759,,,71,6.7,43.0,
+1213898,tt30387012,Border 2,2026,"Action, Drama, War",Action,7.2,26,21.7153,21000000.0,33000000.0,201,7.3,17745.0,
+1022789,tt22022452,Inside Out 2,2024,"Animation, Adventure, Comedy, Family",Animation,7.545,6720,26.1583,1698863816.0,200000000.0,97,7.5,245290.0,652980194.0
+585,tt0198781,"Monsters, Inc.",2001,"Animation, Comedy, Family, Fantasy",Animation,7.851,19832,26.861,579700000.0,115000000.0,92,8.1,1072549.0,290642256.0
+4935,tt0347149,Howl's Moving Castle,2004,"Fantasy, Animation, Adventure",Fantasy,8.387,11131,23.2222,236049757.0,24000000.0,119,8.2,507343.0,10352604.0
+209112,tt2975590,Batman v Superman: Dawn of Justice,2016,"Action, Adventure, Fantasy",Action,6.002,19036,21.3404,874362803.0,250000000.0,152,6.4,790738.0,330360194.0
+662712,tt2304637,Flag Day,2021,"Drama, Thriller, Crime",Drama,5.75,168,24.5961,,,108,5.5,3814.0,424667.0
+1306368,tt32642706,The Rip,2026,"Action, Thriller, Crime",Action,7.082,1670,23.8344,,100000000.0,113,6.8,123010.0,
+1539104,tt38121182,JUJUTSU KAISEN: Execution,2025,"Animation, Action, Fantasy",Animation,5.955,100,25.0643,44457030.0,,88,6.5,4406.0,
+37169,tt1467304,The Human Centipede (First Sequence),2009,Horror,Horror,5.186,2398,28.9404,252207.0,2000000.0,92,4.4,94031.0,181467.0
+1628367,tt39664733,Kartavya,2026,"Crime, Drama, Thriller",Crime,6.5,19,21.5133,,,109,5.4,1932.0,
+502356,tt6718170,The Super Mario Bros. Movie,2023,"Family, Comedy, Adventure, Fantasy, Animation",Family,7.604,10806,24.3871,1360879735.0,100000000.0,93,7.0,295821.0,574934330.0
+278986,tt1436327,Gangor,2011,Drama,Drama,5.5,2,21.9456,,,92,6.0,109.0,
+829557,tt12996154,365 Days: This Day,2022,"Romance, Drama",Romance,5.942,1851,24.2218,,,110,2.7,27939.0,
+1315772,tt32890033,Minions & Monsters,2026,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,9.5,1,24.6585,,,90,,,
+1196067,tt14264694,Worldbreaker,2025,"Action, Horror, Science Fiction",Action,6.087,213,23.2888,,,95,4.2,766.0,
+557,tt0145487,Spider-Man,2002,"Action, Science Fiction",Action,7.332,20726,26.7808,821708551.0,139000000.0,121,7.4,958249.0,408524875.0
+933260,tt17526714,The Substance,2024,"Horror, Science Fiction, Thriller",Horror,7.133,6068,25.7463,77316812.0,17500000.0,141,7.2,416556.0,17584795.0
+11036,tt0332280,The Notebook,2004,"Romance, Drama",Romance,7.9,12589,21.6758,115600000.0,29000000.0,123,7.8,686952.0,81417274.0
+1646787,tt39715014,Sundutan,2026,Drama,Drama,4.0,1,25.9162,,,70,,,
+98,tt0172495,Gladiator,2000,"Action, Drama, Adventure",Action,8.227,20965,24.8962,465516248.0,103000000.0,155,8.5,1844518.0,187705427.0
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,,,0,,,
+361743,tt1745960,Top Gun: Maverick,2022,"Action, Drama",Action,8.158,11047,24.2055,1488732821.0,170000000.0,131,8.2,855273.0,718732821.0
+1380126,tt34706992,Pin/Ya,2024,Drama,Drama,5.7,9,25.8648,,,60,,,
+1414413,tt32394984,Brothers Under Fire,2026,"Action, Thriller, Mystery, Drama",Action,5.9,29,24.2043,,,99,5.0,181.0,
+1632181,tt40187050,Accidental Partners,2026,"Comedy, Romance",Comedy,9.06,267,22.5694,,,110,5.6,185.0,
+1300501,tt33412884,Patriot,2026,"Action, Drama, Thriller",Action,7.1,10,21.9703,7700000.0,15000000.0,177,,,
+1316427,tt35512499,7 Dogs,2026,"Action, Comedy",Action,6.4,5,23.7059,,40000000.0,123,,,
+22,tt0325980,Pirates of the Caribbean: The Curse of the Black Pearl,2003,"Adventure, Fantasy, Action",Adventure,7.826,22301,23.1519,655011224.0,140000000.0,143,8.1,1323403.0,305413918.0
+396535,tt5700672,Train to Busan,2016,"Horror, Thriller, Action, Adventure",Horror,7.751,8414,23.0394,87547518.0,8500000.0,118,7.6,300921.0,2129768.0
+272,tt0372784,Batman Begins,2005,"Drama, Crime, Action",Drama,7.7,22671,19.8932,374218673.0,150000000.0,140,8.2,1709629.0,206863479.0
+575265,tt9603208,Mission: Impossible - The Final Reckoning,2025,"Action, Thriller, Adventure",Action,7.169,2865,25.0408,598767057.0,400000000.0,170,7.1,226897.0,197413515.0
+1556616,tt38897659,Summer House,2026,"Romance, Family, Drama, Mystery",Romance,7.9,10,22.4937,,,0,5.5,268.0,
+939243,tt18259086,Sonic the Hedgehog 3,2024,"Action, Science Fiction, Comedy, Family",Action,7.616,3306,22.2076,492162604.0,122000000.0,110,6.9,79715.0,236115100.0
+10138,tt1228705,Iron Man 2,2010,"Adventure, Action, Science Fiction",Adventure,6.855,22431,23.9188,623933331.0,200000000.0,124,6.9,936571.0,312433331.0
+76600,tt1630029,Avatar: The Way of Water,2022,"Action, Adventure, Science Fiction",Action,7.594,14202,22.3778,2334484620.0,460000000.0,192,7.5,601100.0,688459501.0
+640,tt0264464,Catch Me If You Can,2002,"Drama, Crime",Drama,7.978,17152,20.3331,352114312.0,52000000.0,141,8.1,1233450.0,164615351.0
+284054,tt1825683,Black Panther,2018,"Action, Adventure, Science Fiction",Action,7.364,23531,19.7945,1349926083.0,200000000.0,135,7.3,907405.0,700426566.0
+4256,tt0306047,Scary Movie 3,2003,Comedy,Comedy,5.976,4521,21.4558,220673217.0,45000000.0,84,5.6,170244.0,110003217.0
+7451,tt0295701,xXx,2002,"Action, Adventure, Thriller, Crime, Drama",Action,5.988,4930,22.7357,277448382.0,70000000.0,124,5.9,192071.0,142109382.0
+1470130,tt36647890,The Mortuary Assistant,2026,"Horror, Mystery",Horror,5.5,116,22.7211,1300011.0,,91,,,
+533533,tt6604188,TRON: Ares,2025,"Science Fiction, Adventure, Action",Science Fiction,6.497,1439,20.4038,142249983.0,220000000.0,119,6.2,78081.0,73161014.0
+1011985,tt21692408,Kung Fu Panda 4,2024,"Action, Adventure, Animation, Comedy, Family, Fantasy",Action,7.003,3532,19.1042,548040835.0,80000000.0,94,6.3,78494.0,193590620.0
+680493,tt22868010,Return to Silent Hill,2026,"Mystery, Drama, Horror",Mystery,5.415,632,21.1619,47976996.0,23000000.0,106,4.0,17409.0,5544971.0
+1295400,tt27817389,The Last Viking,2025,"Comedy, Crime, Drama",Comedy,7.263,137,18.9986,,,116,7.2,11659.0,
+1129104,tt11662534,Flavia,2026,"Family, Adventure, Mystery, Comedy",Family,6.2,5,21.7156,,,92,6.0,227.0,
+1119449,tt1341338,"Good Luck, Have Fun, Don't Die",2026,"Science Fiction, Action, Comedy",Science Fiction,7.004,570,21.5195,9755038.0,20000000.0,134,7.0,36970.0,8431443.0
+10681,tt0910970,WALL·E,2008,"Animation, Family, Science Fiction",Animation,8.114,20353,22.3987,521311860.0,180000000.0,98,8.4,1306354.0,223808164.0
+1663082,tt38782528,The Last Supper,2025,Horror,Horror,7.5,4,19.2995,,,87,,,
+1290417,tt32362890,Thrash,2026,"Horror, Thriller",Horror,6.066,641,19.3937,,,84,5.1,14495.0,
+1232889,tt24128644,Malta,2024,"Drama, Science Fiction",Drama,5.4,8,36.0552,,,97,7.0,103.0,
+950387,tt3566834,A Minecraft Movie,2025,"Family, Fantasy, Comedy, Adventure",Family,6.256,3036,21.2046,960387780.0,150000000.0,101,5.6,153774.0,424087780.0
+1087192,tt26743210,How to Train Your Dragon,2025,"Fantasy, Family, Action, Adventure",Fantasy,7.928,2875,22.4044,636351148.0,150000000.0,125,7.7,131570.0,262958100.0
+1241982,tt13622970,Moana 2,2024,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,7.007,3097,22.1946,1059242164.0,150000000.0,100,6.3,125961.0,460405297.0
+77338,tt1675434,The Intouchables,2011,"Drama, Comedy",Drama,8.271,18470,24.928,426590315.0,13000000.0,113,8.5,1024790.0,10198820.0
+150540,tt2096673,Inside Out,2015,"Animation, Family, Adventure, Drama, Comedy",Animation,7.909,23507,21.2604,857611174.0,175000000.0,95,8.1,905131.0,356461711.0
+106646,tt0993846,The Wolf of Wall Street,2013,"Crime, Drama, Comedy",Crime,8.028,25986,22.2641,407038432.0,100000000.0,180,8.2,1784314.0,116900694.0
+324857,tt4633694,Spider-Man: Into the Spider-Verse,2018,"Animation, Action, Adventure, Science Fiction",Animation,8.393,17304,20.5561,394884133.0,90000000.0,117,8.4,777014.0,190241310.0
+872585,tt15398776,Oppenheimer,2023,"Drama, History",Drama,8.0,11863,23.0112,952000000.0,100000000.0,181,8.2,1024033.0,330078895.0
+12153,tt0381707,White Chicks,2004,"Comedy, Crime",Comedy,6.9,4558,21.4164,113100000.0,37000000.0,109,5.9,190250.0,70831760.0
+1511057,tt37540875,Roommates,2026,Comedy,Comedy,6.569,130,16.7345,,,108,5.7,2181.0,
+508642,tt8119752,Gonjiam: Haunted Asylum,2018,"Horror, Mystery",Horror,7.278,942,21.3186,21041950.0,,95,6.5,22725.0,115252.0
+12445,tt1201607,Harry Potter and the Deathly Hallows: Part 2,2011,"Adventure, Fantasy",Adventure,8.079,22028,19.5573,1341511219.0,125000000.0,130,8.1,1035967.0,381884297.0
+537915,tt4126476,After,2019,"Drama, Romance",Drama,7.106,8528,19.9841,69497587.0,14000000.0,106,5.3,75034.0,12138565.0
+244786,tt2582802,Whiplash,2014,"Drama, Music, Thriller",Drama,8.375,16677,21.2186,50307484.0,3300000.0,107,8.5,1134459.0,14003391.0
+438631,tt1160419,Dune,2021,"Science Fiction, Adventure",Science Fiction,7.779,14970,22.5697,410668500.0,165000000.0,155,8.0,1038179.0,108897830.0
+1726,tt0371746,Iron Man,2008,"Action, Science Fiction, Adventure",Action,7.662,28200,19.5613,585174222.0,140000000.0,126,7.9,1223183.0,319034126.0
+9806,tt0317705,The Incredibles,2004,"Action, Adventure, Animation, Family",Action,7.726,18939,19.2165,631442092.0,92000000.0,115,8.0,891503.0,261441092.0
+269149,tt2948356,Zootopia,2016,"Animation, Adventure, Family, Comedy",Animation,7.763,18163,20.5807,1025521689.0,150000000.0,109,8.0,625023.0,341268248.0
+858024,tt14905854,Hamnet,2025,"Drama, Romance, History",Drama,7.7,1393,23.7401,107756183.0,30000000.0,125,7.8,109507.0,24208900.0
+1247165,tt31390893,Raja Shivaji,2026,"Action, History, Drama",Action,9.0,1,18.3197,15600000.0,9000000.0,195,,,
+429617,tt6320628,Spider-Man: Far From Home,2019,"Action, Adventure, Science Fiction",Action,7.396,17002,25.1858,1132723226.0,160000000.0,129,7.3,637793.0,391283774.0
+181808,tt2527336,Star Wars: The Last Jedi,2017,"Adventure, Action, Science Fiction",Adventure,6.75,16368,22.4446,1334407706.0,300000000.0,152,6.8,714411.0,620181382.0
+354912,tt2380307,Coco,2017,"Family, Animation, Music, Adventure",Family,8.198,21028,20.4469,814641172.0,175000000.0,105,8.4,704092.0,210460015.0
+411,tt0363771,"The Chronicles of Narnia: The Lion, the Witch and the Wardrobe",2005,"Adventure, Family, Fantasy",Adventure,7.137,11517,20.3498,745013115.0,180000000.0,143,6.9,450246.0,291710957.0
+1197306,tt9150192,A Working Man,2025,"Action, Crime, Thriller",Action,6.696,1943,20.437,89400711.0,40000000.0,116,5.7,76249.0,37000711.0
+414906,tt1877830,The Batman,2022,"Crime, Mystery, Thriller",Crime,7.66,11996,20.816,772775278.0,185000000.0,177,7.8,923764.0,369801546.0
+693134,tt15239678,Dune: Part Two,2024,"Science Fiction, Adventure",Science Fiction,8.1,8041,21.7486,714844358.0,190000000.0,167,8.4,734902.0,282144358.0
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15203,20.9751,259239658.0,150000000.0,164,8.0,751317.0,92071675.0
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15204,20.9751,259239658.0,150000000.0,164,8.0,751317.0,92071675.0
+138843,tt1457767,The Conjuring,2013,"Horror, Thriller",Horror,7.54,12751,19.6945,321293998.0,13000000.0,112,7.5,620597.0,137446368.0
+1408208,tt35222590,Exit 8,2025,"Horror, Mystery",Horror,6.818,466,19.8543,43891675.0,1400000.0,95,6.4,14034.0,2153941.0
+406997,tt2543472,Wonder,2017,"Family, Drama",Family,8.106,8266,21.0396,315025930.0,20000000.0,113,7.9,195058.0,132422809.0
+6312,tt0237534,Brotherhood of the Wolf,2001,"Adventure, Horror, Action, History",Adventure,6.7,1734,28.8775,70800000.0,29000000.0,151,7.0,76333.0,11274610.0
+1236153,tt31050594,Mercy,2026,"Science Fiction, Action, Thriller",Science Fiction,7.042,1390,18.3302,54708061.0,60000000.0,99,6.2,56372.0,24390303.0
+617126,tt10676052,The Fantastic 4: First Steps,2025,"Science Fiction, Adventure, Action",Science Fiction,6.962,3405,21.8924,521858728.0,229600000.0,115,6.8,258601.0,274286610.0
+950396,tt13654226,The Gorge,2025,"Romance, Science Fiction, Thriller",Romance,7.649,3796,18.4846,,70000000.0,128,6.7,169186.0,
+177572,tt2245084,Big Hero 6,2014,"Adventure, Family, Animation, Action, Comedy",Adventure,7.725,16618,19.9957,657870525.0,165000000.0,102,7.8,548572.0,222527828.0
+1404791,tt35276942,Dollhouse,2025,"Horror, Mystery",Horror,7.605,95,18.3916,11547839.0,,110,,111.0,
+68726,tt1663662,Pacific Rim,2013,"Action, Science Fiction, Adventure",Action,6.93,13421,20.1785,411000000.0,180000000.0,131,6.9,555685.0,101802906.0
+330457,tt4520988,Frozen II,2019,"Family, Animation, Adventure, Comedy, Fantasy",Family,7.23,10303,20.7683,1453683476.0,150000000.0,103,6.8,216694.0,477373578.0
+1613650,tt36120705,El fantasma de mi mujer,2026,Comedy,Comedy,4.7,3,18.6299,,,90,,,
+1084187,tt26678938,Pretty Lethal,2026,"Music, Thriller, Action, Horror",Music,6.759,407,18.0854,,,90,5.8,10515.0,
+68721,tt1300854,Iron Man 3,2013,"Action, Adventure, Science Fiction",Action,6.933,23466,19.041,1215577205.0,200000000.0,130,7.1,964747.0,409013994.0
+58,tt0383574,Pirates of the Caribbean: Dead Man's Chest,2006,"Adventure, Fantasy, Action",Adventure,7.381,17212,19.1317,1066179747.0,200000000.0,151,7.4,825206.0,423315812.0
+72190,tt0816711,World War Z,2013,"Action, Horror, Science Fiction",Action,6.836,16626,17.3061,531865000.0,200000000.0,116,7.0,778104.0,202807711.0
+10867,tt0213847,Malena,2000,Drama,Drama,7.501,2668,18.5079,14493284.0,,108,7.4,123235.0,3448233.0
+1495,tt0320661,Kingdom of Heaven,2005,"Drama, Action, Adventure, History, War",Drama,7.1,5003,17.7673,218366336.0,130000000.0,144,7.3,347384.0,47527678.0
+1340110,tt33295741,Redux Redux,2025,"Science Fiction, Thriller, Horror, Crime",Science Fiction,6.704,147,15.8933,,,109,6.3,2074.0,
+378064,tt5323662,A Silent Voice: The Movie,2016,"Animation, Drama, Romance",Animation,8.389,4515,16.8954,30819442.0,,129,8.2,137111.0,1079689.0
+8358,tt0162222,Cast Away,2000,"Adventure, Drama",Adventure,7.663,12296,16.4982,429632142.0,90000000.0,143,7.8,676631.0,233632142.0
+1584215,tt38238651,The Internship,2026,Action,Action,6.3,80,26.5701,,,91,4.1,772.0,
+662707,tt1742179,Starbright,2026,"Adventure, Action",Adventure,5.921,19,16.9443,,30000000.0,148,,,
+1108427,tt27419466,Moana,2026,"Family, Fantasy, Comedy, Adventure",Family,0.0,0,16.5843,,200000000.0,115,,,
+991494,tt23572848,The SpongeBob Movie: Search for SquarePants,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.9,300,18.6983,163197450.0,64000000.0,88,5.7,6073.0,70484958.0
+259316,tt3183660,Fantastic Beasts and Where to Find Them,2016,"Fantasy, Adventure",Fantasy,7.309,19730,16.3965,809342332.0,180000000.0,133,7.2,537711.0,234037575.0
+912649,tt16366836,Venom: The Last Dance,2024,"Science Fiction, Action, Adventure",Science Fiction,6.672,4259,19.2757,478937618.0,120000000.0,109,6.0,149838.0,139755882.0
+50619,tt1324999,The Twilight Saga: Breaking Dawn - Part 1,2011,"Adventure, Fantasy, Romance",Adventure,6.189,9281,18.2169,712171856.0,110000000.0,117,4.9,271400.0,281797623.0
+1368881,tt34611082,Ladies First,2026,"Comedy, Fantasy",Comedy,5.984,340,17.1805,,,94,5.8,16459.0,
+1340206,tt33296751,Tuner,2026,"Crime, Thriller",Crime,6.9,61,16.6003,1896557.0,7000000.0,107,7.3,267.0,
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209.0,300000000.0,169,7.2,743246.0,309420425.0
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209.0,300000000.0,169,7.2,743246.0,309420425.0
+541671,tt7181546,Ballerina,2025,"Action, Thriller, Crime",Action,7.3,2666,18.028,137408107.0,90000000.0,125,6.8,148470.0,58051327.0
+1571594,tt34437490,The Photographer,2025,"Horror, Thriller",Horror,6.5,4,16.3267,,,70,,,
+666277,tt13238346,Past Lives,2023,"Drama, Romance",Drama,7.7,2337,16.3372,28126646.0,12000000.0,106,7.8,171844.0,11331983.0
+2062,tt0382932,Ratatouille,2007,"Animation, Comedy, Family, Fantasy",Animation,7.843,18534,18.1308,623726000.0,150000000.0,111,8.1,940588.0,206445654.0
+210577,tt2267998,Gone Girl,2014,"Mystery, Thriller, Drama",Mystery,7.89,20014,19.8742,370890259.0,61000000.0,149,8.1,1166585.0,167767189.0
+1371023,tt34498111,Chand Mera Dil,2026,"Romance, Drama",Romance,5.4,4,16.554,,,142,,,
+1234731,tt33244668,Anaconda,2025,"Adventure, Comedy, Horror",Adventure,5.884,1222,18.6392,135148320.0,45000000.0,100,5.6,55645.0,65098148.0
+425,tt0268380,Ice Age,2002,"Animation, Comedy, Family, Adventure",Animation,7.377,14328,18.4123,383257136.0,59000000.0,82,7.5,560233.0,176387405.0
+1417285,tt39392225,The Stain,2026,"Horror, Thriller, Romance",Horror,4.0,2,18.3504,,,105,,,
+346698,tt1517268,Barbie,2023,"Comedy, Adventure, Fantasy",Comedy,6.9,11156,18.0542,1447138421.0,145000000.0,114,6.8,667737.0,636238421.0
+1083637,tt26439764,Kantara - A Legend: Chapter 1,2025,"Action, Drama, Fantasy",Action,7.19,84,18.0544,91000000.0,14000000.0,165,8.5,41331.0,540000.0
+43949,tt0817177,Flipped,2010,"Romance, Drama",Romance,8.01,3336,15.6701,4324817.0,14000000.0,89,7.7,106584.0,1755212.0
+652,tt0332452,Troy,2004,"War, Action, History",War,7.176,11092,17.234,497409852.0,175000000.0,163,7.3,609875.0,133378256.0
+12444,tt0926084,Harry Potter and the Deathly Hallows: Part 1,2010,"Adventure, Fantasy",Adventure,7.734,20420,18.3045,954305868.0,250000000.0,146,7.7,659115.0,296374621.0
+1228246,tt30274401,Five Nights at Freddy's 2,2025,"Horror, Thriller",Horror,6.644,991,18.3565,239568877.0,36000000.0,104,5.1,37816.0,127730290.0
+1481041,tt36277018,Ginny Wedss Sunny 2,2026,"Romance, Comedy, Drama",Romance,0.0,0,13.8577,,,134,,,
+1538497,tt38077943,Hexed,2026,"Adventure, Animation, Family, Fantasy",Adventure,0.0,0,13.6316,,,0,,,
+603692,tt10366206,John Wick: Chapter 4,2023,"Action, Thriller, Crime",Action,7.709,7977,18.7357,447316405.0,100000000.0,170,7.6,405485.0,187131806.0
+1062722,tt1312221,Frankenstein,2025,"Drama, Fantasy, Horror",Drama,7.637,3508,16.7265,480678.0,120000000.0,150,7.4,308622.0,
+76341,tt1392190,Mad Max: Fury Road,2015,"Action, Adventure, Science Fiction",Action,7.634,24136,16.9462,378858340.0,150000000.0,121,8.1,1198396.0,154280290.0
+324786,tt2119532,Hacksaw Ridge,2016,"Drama, History, War",Drama,8.19,14895,19.6088,175302354.0,40000000.0,139,8.1,679234.0,67209615.0
+39688,tt0470715,Like a Brother,2005,"Drama, Romance",Drama,4.2,24,24.648,,,54,5.7,1014.0,
+519465,tt8378126,Queen of Hearts,2019,Drama,Drama,6.905,380,17.3032,,19000000.0,127,7.0,16466.0,
+1358280,tt32881248,Taboo: Family Secrets,2024,"Romance, Drama, Thriller",Romance,5.2,8,18.0132,,,95,,,
+12,tt0266543,Finding Nemo,2003,"Animation, Family, Adventure",Animation,7.819,20597,17.6337,940335536.0,94000000.0,100,8.2,1196544.0,380843261.0
+290098,tt4016934,The Handmaiden,2016,"Thriller, Drama, Romance",Thriller,8.187,4340,19.2829,38600000.0,8575000.0,145,8.1,199145.0,2006788.0
+829560,tt21106646,The Next 365 Days,2022,"Romance, Drama",Romance,6.373,1323,18.1447,,,112,2.9,12011.0,
+73861,tt1273235,A Serbian Film,2010,"Crime, Horror, Thriller",Crime,5.4,2217,17.5169,,,104,4.9,79352.0,
+1510769,tt37737315,29,2026,"Romance, Comedy, Drama",Romance,7.167,6,17.0918,,,149,9.2,416.0,
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,,,107,6.2,15353.0,
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,,,107,6.2,15353.0,
+1317672,tt36331860,Love Me Love Me,2026,"Romance, Drama",Romance,5.963,269,17.2612,,,99,4.2,2971.0,
+198663,tt1790864,The Maze Runner,2014,"Action, Mystery, Science Fiction, Thriller",Action,7.2,18142,17.149,348319861.0,34000000.0,113,6.8,557043.0,102427862.0
+14324,tt0437954,Virgin Territory,2007,"Adventure, Action, Comedy, Romance",Adventure,5.0,371,15.6885,5410749.0,38000000.0,93,4.7,9504.0,
+1119090,tt36639986,I Am Frankelda,2025,"Animation, Family, Fantasy, Horror, Adventure",Animation,8.3,91,17.4803,2709440.0,,104,7.3,1029.0,
+545611,tt6710474,Everything Everywhere All at Once,2022,"Action, Adventure, Science Fiction",Action,7.719,8024,17.7773,139200000.0,25000000.0,140,7.7,627115.0,77191785.0
+1551003,tt38218065,R.L. Stine's Pumpkinhead,2025,"Horror, Fantasy",Horror,7.036,28,16.4086,,,91,5.8,1163.0,
+3933,tt0121164,Corpse Bride,2005,"Romance, Fantasy, Animation",Romance,7.591,10212,17.9113,118133252.0,40000000.0,77,7.4,324184.0,53401527.0
+1352310,tt35315322,Rodrigue in Love,2025,"Comedy, Family",Comedy,6.2,138,16.9894,,,102,,,
+15356,tt0830558,The Girl Next Door,2007,"Thriller, Crime, Drama, Horror",Thriller,6.653,786,18.8731,,,91,6.5,31256.0,
+1706197,tt42995023,Scandal Queen,2026,Drama,Drama,7.5,2,18.1953,,,71,6.0,11.0,
+424783,tt4701182,Bumblebee,2018,"Action, Adventure, Science Fiction",Action,6.721,6640,13.219,467989645.0,135000000.0,114,6.7,205892.0,127195589.0
+848116,tt14993250,Rocky Aur Rani Kii Prem Kahaani,2023,"Comedy, Drama, Family, Romance",Comedy,6.152,88,16.0375,,,168,6.5,48224.0,
+217,tt0367882,Indiana Jones and the Kingdom of the Crystal Skull,2008,"Adventure, Action",Adventure,6.027,9037,13.2886,786636033.0,185000000.0,122,6.2,511928.0,317101119.0
+8966,tt1099212,Twilight,2008,"Fantasy, Drama, Romance",Fantasy,6.281,14430,16.3145,393616788.0,37000000.0,122,5.4,522520.0,195553813.0
+1003596,tt21357150,Avengers: Doomsday,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,18.1483,,,0,,,
+798645,tt14107334,The Running Man,2025,"Action, Thriller, Science Fiction",Action,6.784,1639,16.5727,69000000.0,110000000.0,133,6.4,92947.0,37815641.0
+1252309,tt31723358,Tell Me What You Want,2024,"Romance, Drama",Romance,6.153,291,17.2157,2265661.0,,114,3.9,2019.0,
+574475,tt9619824,Final Destination Bloodlines,2025,"Horror, Mystery",Horror,7.0,2886,17.2738,317854739.0,50000000.0,110,6.7,160018.0,138254739.0
+818647,tt14463484,Through My Window,2022,"Romance, Drama, Comedy",Romance,7.351,3348,15.5022,,,112,5.5,23657.0,
+122917,tt2310332,The Hobbit: The Battle of the Five Armies,2014,"Action, Adventure, Fantasy",Action,7.334,15404,16.8059,956019788.0,250000000.0,144,7.4,617163.0,255138261.0
+741110,tt11229766,Dreamchild,2020,"Drama, Romance",Drama,5.6,28,13.8167,,,107,5.9,166.0,
+1383731,tt34471850,Protector,2026,"Action, Thriller",Action,8.426,278,15.5337,1969113.0,,90,5.3,807.0,1290170.0
+263115,tt3315342,Logan,2017,"Action, Drama, Science Fiction",Action,7.82,20436,17.8594,619021436.0,97000000.0,137,8.1,917281.0,226277068.0
+4588,tt0808357,"Lust, Caution",2007,"Action, Drama, Romance, Thriller",Action,7.274,808,17.7324,67100000.0,15000000.0,158,7.5,48088.0,4604982.0
+1075175,tt22890246,How to Have Sex,2023,Drama,Drama,6.231,506,17.1857,1216642.0,,91,6.4,22391.0,167725.0
+246403,tt3099498,Tusk,2014,"Comedy, Horror",Comedy,5.534,1638,18.5631,1882074.0,3000000.0,102,5.4,70938.0,1826705.0
+62177,tt1217209,Brave,2012,"Adventure, Animation, Family, Fantasy",Adventure,7.029,14206,16.9163,538983207.0,185000000.0,93,7.1,475578.0,237283207.0
+1402,tt0454921,The Pursuit of Happyness,2006,Drama,Drama,7.886,10621,15.9356,307077295.0,55000000.0,117,8.0,614482.0,163566459.0
+315162,tt3915174,Puss in Boots: The Last Wish,2022,"Animation, Adventure, Fantasy, Comedy, Family",Animation,8.2,8884,16.304,484700000.0,90000000.0,103,7.8,218530.0,186090535.0
+572802,tt9663764,Aquaman and the Lost Kingdom,2023,"Action, Adventure, Fantasy",Action,6.5,3505,18.1457,440181226.0,205000000.0,124,5.6,117603.0,124481226.0
+1022787,tt4900148,Elio,2025,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,6.919,1005,13.7587,154291182.0,150000000.0,98,6.6,45380.0,72987454.0
+1387382,tt32537226,Hunting Season,2025,"Action, Drama, Thriller",Action,7.0,246,16.6817,,,93,5.7,3198.0,
+378236,tt4877122,The Emoji Movie,2017,"Animation, Family, Comedy",Animation,5.387,3325,17.2473,216909830.0,50000000.0,86,3.5,76999.0,86089513.0
+17073,tt1058058,American Swing,2009,Documentary,Documentary,5.1,18,14.4699,,,81,6.2,787.0,30156.0
+107257,tt1823059,A Perfect Ending,2012,"Drama, Romance",Drama,6.239,138,15.1795,,175000.0,110,5.6,5085.0,
+1167307,tt15678738,David,2025,"Animation, Drama, Family, History",Animation,8.1,151,16.8883,85865995.0,60900000.0,109,6.9,5510.0,80382774.0
+20352,tt1323594,Despicable Me,2010,"Animation, Comedy, Crime, Family, Science Fiction",Animation,7.258,16079,16.4826,543284256.0,69000000.0,95,7.6,628264.0,251683815.0
+338953,tt4123432,Fantastic Beasts: The Secrets of Dumbledore,2022,"Fantasy, Adventure",Fantasy,6.627,5114,13.258,407200000.0,200000000.0,142,6.2,191265.0,95850844.0
+9567,tt0314353,Tears of the Sun,2003,"War, Action, Drama",War,6.89,2627,13.5913,86500000.0,75000000.0,121,6.6,137079.0,43734876.0
+17654,tt1136608,District 9,2009,Science Fiction,Science Fiction,7.469,10370,12.8464,210888950.0,30000000.0,112,7.9,748028.0,115646235.0
+508883,tt6587046,The Boy and the Heron,2023,"Animation, Fantasy, Drama",Animation,7.402,2648,15.3206,294200000.0,50000000.0,124,7.3,123968.0,47343204.0
+1078605,tt26581740,Weapons,2025,"Horror, Mystery",Horror,7.26,3490,16.6456,269972492.0,38000000.0,128,7.4,349399.0,151572492.0
+9502,tt0441773,Kung Fu Panda,2008,"Action, Animation, Comedy, Family",Action,7.325,12676,16.8776,632091832.0,130000000.0,90,7.6,574537.0,216064546.0
+2251,tt0250797,Unfaithful,2002,"Thriller, Drama, Romance",Thriller,6.702,1732,16.3035,119137784.0,50000000.0,124,6.7,106118.0,52775765.0
+619803,tt15838850,The Roundup,2022,"Action, Crime, Thriller, Adventure",Action,7.34,440,13.7943,101166707.0,7600000.0,106,7.0,14815.0,812859.0
+1219739,tt27524853,Heresy,2024,"Drama, Horror, Mystery",Drama,6.25,26,54.3742,,,61,,,
+1930,tt0948470,The Amazing Spider-Man,2012,"Action, Adventure, Science Fiction",Action,6.739,18557,17.4948,758725893.0,215000000.0,136,6.9,763493.0,262782352.0
+1549519,tt38080080,Sex Trip,2026,Drama,Drama,6.0,4,16.2895,,,75,,,
+72559,tt1583421,G.I. Joe: Retaliation,2013,"Action, Science Fiction, Adventure, Thriller",Action,5.658,5782,11.3918,371900000.0,130000000.0,110,5.7,192513.0,122523060.0
+385687,tt5433140,Fast X,2023,"Action, Crime, Thriller",Action,6.994,6343,16.9666,704709660.0,340000000.0,142,5.7,145538.0,146126015.0
+1242265,tt31189814,Fuze,2026,"Action, Crime, Drama, Thriller",Action,6.453,129,17.9795,2890908.0,45000000.0,96,6.4,1075.0,
+801335,tt13269536,Girl in the Basement,2021,"Thriller, Crime, TV Movie",Thriller,7.562,869,17.2501,,,88,6.3,17040.0,
+985939,tt15325794,Fall,2022,Thriller,Thriller,7.14,4638,15.4457,17363261.0,3000000.0,107,6.4,132169.0,7240521.0
+1242332,tt31195136,Normal,2026,"Action, Crime, Thriller",Action,6.5,166,16.7392,5978949.0,10000000.0,91,6.9,997.0,
+1252051,tt32601650,Disforia,2025,"Horror, Thriller",Horror,4.556,9,13.4532,,,82,,23.0,
+1241634,tt28037987,Saiyaara,2025,"Romance, Drama, Music",Romance,6.412,142,15.7311,63539300.0,5500000.0,150,6.3,54249.0,3359480.0
+552524,tt11655566,Lilo & Stitch,2025,"Family, Science Fiction, Comedy",Family,7.207,2178,17.7027,1038027526.0,100000000.0,108,6.7,93833.0,423778855.0
+467905,tt4357198,How to Make a Killing,2026,"Comedy, Thriller",Comedy,7.1,449,15.0504,21236094.0,15000000.0,105,6.5,24261.0,7851600.0
+847742,tt14113634,Drishyam 3,2026,"Crime, Drama, Thriller",Crime,7.313,8,25.8887,,21000000.0,157,,,
+20526,tt1104001,TRON: Legacy,2010,"Adventure, Action, Science Fiction",Adventure,6.543,7949,13.1596,409912892.0,170000000.0,126,6.8,386829.0,172062763.0
+1336770,tt33245761,Vaazha II,2026,"Comedy, Drama",Comedy,7.318,11,13.9283,21181760.0,1079884.0,162,,,
+38757,tt0398286,Tangled,2010,"Animation, Family, Adventure",Animation,7.613,12422,15.7577,592461732.0,260000000.0,100,7.7,540207.0,200821936.0
+1368314,tt33763941,Passenger,2026,"Horror, Thriller",Horror,6.3,70,15.8406,31002808.0,15000000.0,94,,,
+1352874,tt32059878,The Crucifix: Blood of the Exorcist,2025,Horror,Horror,5.603,58,14.5763,82873.0,100000.0,92,,71.0,
+109445,tt2294629,Frozen,2013,"Animation, Family, Adventure, Fantasy",Animation,7.2,17603,15.937,1274219009.0,150000000.0,102,7.4,708011.0,400953009.0
+475557,tt7286456,Joker,2019,"Crime, Thriller, Drama",Crime,8.1,27793,15.2732,1078958629.0,55000000.0,122,8.3,1690149.0,335477657.0
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266.0,379000000.0,136,6.6,606603.0,241071802.0
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266.0,379000000.0,136,6.6,606603.0,241071802.0
+49051,tt0903624,The Hobbit: An Unexpected Journey,2012,"Adventure, Fantasy, Action",Adventure,7.376,19679,16.0525,1021103568.0,250000000.0,169,7.8,926871.0,303030651.0
+1197137,tt29644189,Black Phone 2,2025,"Horror, Thriller",Horror,6.7,1153,13.5611,132675749.0,30000000.0,114,6.1,58077.0,77378880.0
+664413,tt10886166,365 Days,2020,"Romance, Drama, Crime",Romance,6.992,9527,16.0001,9458590.0,,114,3.3,106045.0,
+18785,tt1119646,The Hangover,2009,Comedy,Comedy,7.332,18135,15.4014,469310836.0,35000000.0,100,7.7,922266.0,277339746.0
+1372,tt0450259,Blood Diamond,2006,"Drama, Thriller, Action",Drama,7.561,8346,12.0312,171720398.0,100000000.0,143,8.0,624901.0,57377916.0
+1159831,tt30851137,The Bride!,2026,"Science Fiction, Horror, Fantasy",Science Fiction,6.2,519,15.1957,23944025.0,80000000.0,127,5.7,25722.0,12744025.0
+8355,tt1080016,Ice Age: Dawn of the Dinosaurs,2009,"Animation, Comedy, Family, Adventure",Animation,6.769,8886,15.7862,886686817.0,90000000.0,94,6.9,283955.0,196573705.0
+14869,tt1046173,G.I. Joe: The Rise of Cobra,2009,"Adventure, Action, Thriller, Science Fiction",Adventure,5.785,4932,11.6734,302500000.0,175000000.0,118,5.7,220928.0,150201498.0
+1669057,tt41698360,Check-In,2026,Drama,Drama,5.0,2,17.2142,,,0,6.7,22.0,
+1659087,tt40891145,180,2026,"Thriller, Crime, Drama, TV Movie",Thriller,5.767,120,12.1051,,,94,4.6,153.0,
+255709,tt3153634,Hope,2013,Drama,Drama,8.402,863,14.9168,,,122,8.2,11399.0,
+278154,tt3416828,Ice Age: Collision Course,2016,"Adventure, Animation, Family, Comedy, Science Fiction",Adventure,6.115,4883,15.8653,408579038.0,105000000.0,95,5.7,84930.0,64063008.0
+1416391,tt34498610,Toaster,2026,"Comedy, Crime, Action",Comedy,5.815,27,12.1127,,,126,,,
+823464,tt14539740,Godzilla x Kong: The New Empire,2024,"Action, Adventure, Science Fiction",Action,7.047,4692,14.6035,571750016.0,150000000.0,115,6.0,135918.0,196350016.0
+76726,tt1706593,Chronicle,2012,"Science Fiction, Drama, Thriller",Science Fiction,6.854,5746,12.3659,145000000.0,15000000.0,84,7.0,276134.0,64575175.0
+1557848,tt37536947,The Sleeper,2025,"Action, Thriller, Drama",Action,6.0,5,11.9389,3700000.0,,123,,,
+11324,tt1130884,Shutter Island,2010,"Drama, Thriller, Mystery",Drama,8.198,25913,15.1836,294804195.0,80000000.0,138,8.2,1644111.0,128012934.0
+466272,tt7131622,Once Upon a Time... in Hollywood,2019,"Comedy, Drama, Thriller",Comedy,7.421,14886,14.7104,393869691.0,95000000.0,162,7.6,959546.0,142502728.0
+14160,tt1049413,Up,2009,"Animation, Comedy, Family, Adventure",Animation,8.0,21713,16.6024,735103954.0,175000000.0,96,8.3,1225827.0,293004164.0
+1054867,tt30144839,One Battle After Another,2025,"Thriller, Crime, Comedy",Thriller,7.355,3795,15.1094,209377100.0,175000000.0,162,7.7,397927.0,72918884.0
+1010755,tt28682323,The Strangers: Chapter 3,2026,"Horror, Thriller",Horror,5.785,205,14.4573,9191988.0,8500000.0,92,4.1,5027.0,8560986.0
+1175942,tt30017619,The Bad Guys 2,2025,"Family, Comedy, Crime, Adventure, Animation",Family,7.66,791,14.6906,239676236.0,80000000.0,104,7.0,27455.0,82593605.0
+77,tt0209144,Memento,2000,"Mystery, Thriller",Mystery,8.175,16304,17.0425,40060108.0,9000000.0,113,8.4,1432382.0,25544867.0
+561,tt0360486,Constantine,2005,"Fantasy, Action, Horror",Fantasy,7.2,8153,14.7927,230900000.0,100000000.0,121,7.0,404706.0,75976178.0
+156022,tt0455944,The Equalizer,2014,"Thriller, Action, Crime",Thriller,7.3,9972,14.5506,192330738.0,55000000.0,132,7.3,464792.0,101530738.0
+102382,tt1872181,The Amazing Spider-Man 2,2014,"Action, Adventure, Science Fiction",Action,6.543,14275,15.3514,716934779.0,200000000.0,141,6.6,588917.0,203605622.0
+49521,tt0770828,Man of Steel,2013,"Action, Adventure, Science Fiction",Action,6.651,16243,14.0336,668045518.0,225000000.0,143,7.1,865769.0,291045518.0
+822119,tt14513804,Captain America: Brave New World,2025,"Action, Thriller, Science Fiction",Action,5.97,3119,14.2334,415101577.0,180000000.0,119,5.6,178537.0,200500001.0
+102651,tt1587310,Maleficent,2014,"Fantasy, Adventure, Action, Family, Romance",Fantasy,7.087,13759,13.5888,758539785.0,180000000.0,97,6.9,420347.0,241410378.0
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206.0,13000000.0,122,7.6,60977.0,10932037.0
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206.0,13000000.0,122,7.6,60977.0,10932037.0
+637649,tt11083552,Wrath of Man,2021,"Thriller, Crime, Drama",Thriller,7.574,6119,15.0232,103966489.0,40000000.0,119,7.1,237787.0,27466489.0
+286217,tt3659388,The Martian,2015,"Science Fiction, Drama, Adventure",Science Fiction,7.7,21278,14.8116,631058917.0,108000000.0,141,8.0,999128.0,228433663.0
+109424,tt1535109,Captain Phillips,2013,"Action, Drama, Thriller",Action,7.539,7508,10.5368,218791811.0,55000000.0,134,7.8,516908.0,107100855.0
+588228,tt9777666,The Tomorrow War,2021,"Action, Science Fiction, Adventure",Action,7.5,4198,14.5132,14400000.0,200000000.0,138,6.6,251689.0,
+581528,tt10208198,"The Gangster, the Cop, the Devil",2019,"Action, Crime, Thriller",Action,7.874,1484,15.9957,25775371.0,6500000.0,110,7.0,32511.0,216494.0
+855,tt0265086,Black Hawk Down,2001,"Action, War, History",Action,7.393,6380,13.3227,172989651.0,92000000.0,145,7.7,454170.0,108638745.0
+809,tt0298148,Shrek 2,2004,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.319,13469,19.2901,935454538.0,150000000.0,92,7.4,550541.0,444978202.0
+1688163,tt41700228,Hayok,2026,Drama,Drama,7.0,1,15.1843,,,0,6.8,9.0,
+472269,tt6081670,Possum,2018,"Drama, Horror, Thriller",Drama,6.132,329,16.6974,,,85,5.8,10037.0,
+49013,tt1216475,Cars 2,2011,"Animation, Family, Adventure, Comedy",Animation,6.182,8493,16.2794,559852396.0,200000000.0,106,6.2,251842.0,191452396.0
+447273,tt6208148,Snow White,2025,"Family, Fantasy",Family,4.3,1648,14.3412,205679463.0,271600000.0,109,2.1,389458.0,87203963.0
+953,tt0351283,Madagascar,2005,"Adventure, Animation, Comedy, Family",Adventure,6.923,11754,16.2047,542064525.0,75000000.0,86,6.9,473809.0,194820396.0
+284053,tt3501632,Thor: Ragnarok,2017,"Action, Science Fiction, Comedy",Action,7.581,22057,15.0143,855301806.0,180000000.0,131,7.9,892533.0,315058289.0
+427641,tt2231461,Rampage,2018,"Action, Adventure, Science Fiction",Action,6.456,7553,14.5726,428028233.0,120000000.0,107,6.1,201100.0,101028233.0
+967998,tt18305922,Fatal Conspiracy,2022,Horror,Horror,7.0,3,12.3341,,,0,,48.0,
+1476453,tt37790907,Kirot,2025,Drama,Drama,5.5,2,14.9046,,,90,,,
+762509,tt13186482,Mufasa: The Lion King,2024,"Adventure, Family, Animation",Adventure,7.307,2674,15.025,722631756.0,200000000.0,118,6.6,80914.0,254567693.0
+530442,tt6997574,"My Teacher, My Obsession",2018,"Drama, Thriller, TV Movie",Drama,4.9,109,13.6616,,,86,4.4,3027.0,
+843527,tt9466114,The Idea of You,2024,"Music, Comedy, Romance, Drama",Music,7.28,1959,14.1483,36178.0,,116,6.3,82785.0,
+102899,tt0478970,Ant-Man,2015,"Science Fiction, Adventure, Action",Science Fiction,7.066,20896,12.6346,519311965.0,130000000.0,117,7.2,778683.0,180202163.0
+615656,tt9224104,Meg 2: The Trench,2023,"Action, Science Fiction, Horror",Action,6.375,3995,15.2753,398500317.0,129000000.0,116,5.0,101683.0,82600317.0
+818,tt0295178,Austin Powers in Goldmember,2002,"Comedy, Crime",Comedy,6.0,3445,10.7469,296938801.0,63000000.0,94,6.3,233424.0,213307889.0
+49849,tt0409847,Cowboys & Aliens,2011,"Action, Science Fiction, Thriller, Western",Action,5.678,5455,11.3149,174822325.0,163000000.0,119,6.0,241008.0,100240551.0
+1339876,tt27673536,Mardaani 3,2026,"Action, Crime, Thriller",Action,7.426,34,13.3937,,,131,,,
+1241693,tt31226272,Do Deewane Seher Mein,2026,"Romance, Drama, Comedy",Romance,6.75,12,11.3128,,,137,,,
+228150,tt2713180,Fury,2014,"War, Drama, Action",War,7.546,12945,13.8479,211817906.0,68000000.0,135,7.6,607560.0,85817906.0
+271110,tt3498820,Captain America: Civil War,2016,"Adventure, Action, Science Fiction",Adventure,7.449,24077,14.3328,1155046416.0,250000000.0,147,7.8,925892.0,408084349.0
+1193501,tt29550683,Whistle,2026,"Horror, Mystery",Horror,6.295,466,13.8568,4987632.0,2000000.0,100,5.2,12980.0,1250972.0
+1268127,tt32606470,Humint,2026,"Thriller, Action, Drama",Thriller,7.443,148,14.1626,13207600.0,16000000.0,120,6.4,3281.0,
+1088434,tt14507394,Hellfire,2026,"Action, Thriller",Action,5.4,5,14.5726,,,94,4.6,531.0,
+20453,tt1187043,3 Idiots,2009,"Drama, Comedy",Drama,8.001,2720,15.0191,70000000.0,9000000.0,171,8.4,474710.0,6532874.0
+44896,tt1192628,Rango,2011,"Animation, Comedy, Family, Western, Adventure",Animation,6.904,7132,15.0023,245724603.0,135000000.0,107,7.3,314167.0,123477607.0
+838209,tt27802490,Exhuma,2024,"Mystery, Horror, Thriller",Mystery,7.609,711,13.6432,97974828.0,,134,6.9,28229.0,2310900.0
+18240,tt1041829,The Proposal,2009,"Comedy, Romance, Drama",Comedy,7.168,7555,14.2845,317400000.0,40000000.0,108,6.8,393239.0,163958031.0
+447365,tt6791350,Guardians of the Galaxy Vol. 3,2023,"Science Fiction, Adventure, Action",Science Fiction,7.931,8382,14.2505,845550000.0,250000000.0,150,7.9,470167.0,358995815.0
+293660,tt1431045,Deadpool,2016,"Action, Adventure, Comedy",Action,7.6,32804,14.5086,782837347.0,58000000.0,108,8.0,1250978.0,363070709.0
+1212763,tt31170389,Evil Dead Burn,2026,"Horror, Thriller",Horror,0.0,0,14.1212,,15000000.0,110,,,
+383498,tt5463162,Deadpool 2,2018,"Action, Comedy, Adventure",Action,7.5,19267,14.2479,785896632.0,110000000.0,120,7.6,742720.0,324591735.0
+1639398,tt32205214,Mexican Psycho,2026,"Thriller, Horror",Thriller,7.3,91,12.0117,,,99,,,
+337404,tt3228774,Cruella,2021,"Comedy, Crime, Drama",Comedy,7.972,10083,14.2263,233503234.0,200000000.0,134,7.3,293600.0,86103234.0
+168259,tt2820852,Furious 7,2015,"Action, Crime, Thriller",Action,7.2,11305,14.2774,1515400000.0,190000000.0,138,7.1,437204.0,353007020.0
+4348,tt0414387,Pride & Prejudice,2005,"Drama, Romance",Drama,8.055,8791,15.892,124604345.0,28000000.0,128,7.8,368401.0,44785261.0
+2770,tt0252866,American Pie 2,2001,"Comedy, Romance",Comedy,6.257,5324,10.9729,287553595.0,30000000.0,111,6.5,283386.0,145103595.0
+539972,tt8790086,Kraven the Hunter,2024,"Action, Adventure, Thriller",Action,6.436,2359,13.8014,62076533.0,130000000.0,127,5.5,78716.0,25026310.0
+419430,tt5052448,Get Out,2017,"Mystery, Thriller, Horror",Mystery,7.624,18939,13.7493,255407969.0,4500000.0,104,7.8,814293.0,176196665.0
+1671548,tt41791573,Dear You,2026,"Drama, Family, Comedy",Drama,9.2,30,18.8,,,118,8.6,351.0,
+1511417,tt37893389,Bāhubali: The Epic,2025,"Action, Drama",Action,6.2,39,12.8537,3500000.0,65000000.0,224,8.5,1178.0,1039440.0
+59967,tt1276104,Looper,2012,"Action, Thriller, Science Fiction",Action,6.911,10933,13.3788,47042000.0,30000000.0,118,7.4,624435.0,66486205.0
+1398655,tt34915693,Blue Film,2026,Drama,Drama,7.5,3,13.5735,,,85,,,
+329865,tt2543164,Arrival,2016,"Drama, Science Fiction, Mystery",Drama,7.627,19413,13.9274,203388186.0,47000000.0,116,7.9,852057.0,100546139.0
+1257009,tt18312380,Primitive War,2025,"Action, Horror, War, Science Fiction",Action,6.619,349,14.2571,217753.0,,133,5.4,3738.0,
+259693,tt3065204,The Conjuring 2,2016,Horror,Horror,7.292,9205,12.8133,322819915.0,40000000.0,134,7.3,341821.0,102516140.0
+38365,tt1375670,Grown Ups,2010,Comedy,Comedy,6.423,6712,13.6664,271457606.0,80000000.0,102,6.0,309387.0,162001186.0
+1367642,tt33714084,Reminders of Him,2026,"Romance, Drama",Romance,7.732,313,12.6897,89039780.0,30000000.0,114,6.3,5740.0,47896865.0
+950,tt0438097,Ice Age: The Meltdown,2006,"Animation, Family, Comedy, Adventure",Animation,6.7,10365,13.7943,660998756.0,80000000.0,91,6.8,316256.0,195330621.0
+781732,tt13751694,Animal,2023,"Action, Crime, Drama",Action,6.117,192,14.1754,108300000.0,13000000.0,201,6.2,111191.0,15004482.0
+177677,tt2381249,Mission: Impossible - Rogue Nation,2015,"Action, Adventure",Action,7.224,9731,11.2459,682716636.0,150000000.0,131,7.4,445302.0,195042377.0
+370172,tt2382320,No Time to Die,2021,"Action, Thriller, Adventure",Action,7.339,7141,13.3041,774153024.0,250000000.0,163,7.3,481524.0,160891007.0
+260514,tt3606752,Cars 3,2017,"Animation, Drama, Family",Animation,6.861,6402,13.185,383925276.0,175000000.0,102,6.7,148184.0,152901115.0
+866398,tt15314262,The Beekeeper,2024,"Action, Crime, Thriller",Action,7.266,4279,13.352,162619535.0,35000000.0,106,6.3,179196.0,66220535.0
+570595,tt4324506,Russian Nymphet: Temptation,2004,"Drama, Romance",Drama,5.6,27,13.9741,,,35,5.6,209.0,
+82702,tt1646971,How to Train Your Dragon 2,2014,"Fantasy, Action, Adventure, Animation, Family",Fantasy,7.683,10464,14.2187,621537519.0,145000000.0,102,7.8,398152.0,177002924.0
+411088,tt4857264,The Invisible Guest,2017,"Drama, Mystery, Thriller",Drama,8.08,5000,14.0566,30000000.0,4000000.0,107,8.0,211110.0,
+400928,tt4481414,Gifted,2017,"Drama, Comedy",Drama,7.998,5955,11.6442,40300000.0,7000000.0,101,7.6,157423.0,24801212.0
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804.0,290000000.0,126,6.9,543288.0,411331607.0
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804.0,290000000.0,126,6.9,543288.0,411331607.0
+339527,tt1291570,Solace,2015,"Thriller, Crime, Mystery",Thriller,6.433,2389,7.421,22586863.0,,101,6.4,72978.0,
+598,tt0317248,City of God,2002,"Drama, Crime",Drama,8.429,8216,11.7039,30641770.0,3300000.0,129,8.6,869206.0,7564459.0
+1245398,tt28668007,True Fear,2024,Horror,Horror,5.6,7,41.6685,,,92,4.6,146.0,
+674324,tt11813216,The Banshees of Inisherin,2022,"Drama, Comedy",Drama,7.463,3379,9.8686,49300000.0,20000000.0,114,7.6,296473.0,10582266.0
+1223601,tt31844586,Sisu: Road to Revenge,2025,"Action, War, Thriller",Action,7.302,792,12.7324,9811703.0,12200000.0,89,6.8,25076.0,4544481.0
+30112,tt0949489,Lost in Beijing,2007,"Romance, Drama",Romance,6.6,62,10.7876,5095696.0,,112,6.7,2496.0,11163.0
+61012,tt0938330,Silent Hill: Revelation 3D,2012,"Thriller, Horror, Mystery",Thriller,5.548,1876,12.0143,55975672.0,20000000.0,94,4.9,69971.0,17529157.0
+14442,tt0327679,Ella Enchanted,2004,"Family, Fantasy, Comedy",Family,6.482,1976,23.016,27400000.0,31000000.0,96,6.3,80202.0,22918387.0
+961268,tt26350277,Ballerina,2023,"Action, Thriller",Action,7.011,704,11.0613,,,93,6.3,18693.0,
+153104,tt0338556,Wicked Minds,2003,"Mystery, Drama, Romance, Thriller, TV Movie",Mystery,6.34,53,13.4501,,,93,5.3,868.0,
+259872,tt1852099,Skin. Like. Sun.,2009,"Romance, Documentary",Romance,6.1,115,12.2294,,,60,4.0,272.0,
+1317288,tt32916440,Marty Supreme,2025,"Drama, Thriller",Drama,7.387,1854,15.6068,191303074.0,65000000.0,150,7.7,164546.0,96040064.0
+1446616,tt36118360,Tu Yaa Main,2026,"Thriller, Romance",Thriller,6.385,48,12.5236,,,145,6.9,4858.0,
+10591,tt0265208,The Girl Next Door,2004,"Comedy, Romance",Comedy,6.747,4043,12.7161,31635150.0,21000000.0,110,6.7,257258.0,14589444.0
+791373,tt12361974,Zack Snyder's Justice League,2021,"Action, Adventure, Fantasy",Action,8.089,10862,12.8868,,70000000.0,242,7.9,472346.0,
+601796,tt20168564,Alienoid,2022,"Science Fiction, Action, Fantasy, Adventure",Science Fiction,6.9,543,11.2695,12109608.0,24500000.0,142,6.3,7513.0,168309.0
+976573,tt15789038,Elemental,2023,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.577,5315,12.7177,496444308.0,200000000.0,102,7.0,163663.0,154426697.0
+855400,tt15097216,Jai Bhim,2021,"Crime, Drama, Mystery, History",Crime,7.298,233,10.2932,,,164,8.6,233149.0,
+332567,tt4052882,The Shallows,2016,"Horror, Drama, Thriller",Horror,6.355,5335,9.5072,119100758.0,17000000.0,86,6.3,150701.0,55124043.0
+587412,tt10698680,K.G.F: Chapter 2,2022,"Action, Thriller, Adventure, Crime",Action,7.373,208,12.9609,90410749.0,13000000.0,168,8.2,168019.0,2874000.0
+171424,tt2403021,The Green Inferno,2013,"Adventure, Horror",Adventure,5.747,1592,9.535,12931420.0,5000000.0,100,5.4,54419.0,7192291.0
+68718,tt1853728,Django Unchained,2012,"Drama, Western",Drama,8.192,28101,12.2399,425368238.0,100000000.0,165,8.5,1878015.0,162805434.0
+56292,tt1229238,Mission: Impossible - Ghost Protocol,2011,"Action, Thriller, Adventure",Action,7.114,10788,9.9142,694713380.0,145000000.0,133,7.4,565615.0,209397903.0
+1317149,tt31514146,I Swear,2025,"Drama, History",Drama,8.2,353,13.052,15564405.0,3730000.0,121,8.4,37223.0,
+645710,tt11235772,The Voyeurs,2021,Thriller,Thriller,6.521,1195,13.2145,,,117,6.1,44090.0,
+10159,tt0327850,The Rundown,2003,"Adventure, Action, Comedy, Thriller",Adventure,6.451,2188,9.8134,80900000.0,85000000.0,104,6.7,147360.0,47726342.0
+1235192,tt27040807,Wormtown,2025,"Science Fiction, Horror, Adventure",Science Fiction,5.944,18,11.8249,,,107,,,
+278927,tt3040964,The Jungle Book,2016,"Adventure, Family, Fantasy",Adventure,6.873,8507,11.2849,966550600.0,175000000.0,106,7.3,304379.0,364001123.0
+254,tt0360717,King Kong,2005,"Adventure, Drama, Action",Adventure,6.892,8523,11.5272,562363449.0,207000000.0,188,7.2,465049.0,218080025.0
+6977,tt0477348,No Country for Old Men,2007,"Crime, Thriller, Western",Crime,7.951,13365,13.7924,171627166.0,25000000.0,122,8.2,1177271.0,74283625.0
+1422,tt0407887,The Departed,2006,"Drama, Thriller, Crime",Drama,8.16,16249,13.2006,291465000.0,90000000.0,151,8.5,1551506.0,132399394.0
+17422,tt0794374,Summer Palace,2006,"Drama, Romance",Drama,7.3,113,11.8398,,,135,7.2,4965.0,63045.0
+150689,tt1661199,Cinderella,2015,"Romance, Fantasy, Family, Drama",Romance,6.826,7406,13.5504,543514353.0,95000000.0,105,6.9,204139.0,201151353.0
+71552,tt1605630,American Reunion,2012,Comedy,Comedy,6.3,4717,9.8556,234989584.0,50000000.0,114,6.7,233104.0,57011521.0
+19564,tt0365658,The Prophecy: Uprising,2005,"Fantasy, Horror, Thriller",Fantasy,5.017,87,12.0257,,,88,5.2,2230.0,
+72105,tt1637725,Ted,2012,"Comedy, Fantasy",Comedy,6.454,13213,12.8856,549368315.0,50000000.0,107,6.9,704925.0,218815487.0
+333339,tt1677720,Ready Player One,2018,"Adventure, Action, Science Fiction",Adventure,7.588,16979,11.0454,607274134.0,175000000.0,140,7.4,540503.0,137715350.0
+1142921,tt28142095,Tere Ishk Mein,2025,"Romance, Drama",Romance,5.588,17,13.2864,,9505286.0,169,7.5,24671.0,
+1463681,tt36113721,Southern Scares,2026,"Horror, Mystery",Horror,0.0,0,39.2337,,,73,,,
+592695,tt8550054,Pleasure,2021,Drama,Drama,6.272,797,12.695,393824.0,1800000.0,108,6.3,24938.0,106789.0
+1214931,tt29567915,Nuremberg,2025,"History, Drama",History,7.559,1109,12.3171,37009109.0,11800000.0,149,7.4,84314.0,14524692.0
+568124,tt2953050,Encanto,2021,"Animation, Comedy, Family, Fantasy",Animation,7.6,10223,12.9243,261292688.0,150000000.0,102,7.2,293893.0,96093622.0
+118,tt0367594,Charlie and the Chocolate Factory,2005,"Adventure, Comedy, Family, Fantasy",Adventure,7.039,16147,12.0132,475000000.0,150000000.0,115,6.7,566515.0,206459076.0
+505642,tt9114286,Black Panther: Wakanda Forever,2022,"Action, Adventure, Science Fiction",Action,7.006,7493,12.5753,859102154.0,250000000.0,162,6.6,368850.0,453829060.0
+823219,tt4772188,Flow,2024,"Adventure, Animation, Family, Fantasy",Adventure,8.083,2854,13.1956,17660107.0,3700000.0,85,7.9,121667.0,4844117.0
+61979,tt1648216,Three Steps Above Heaven,2010,"Romance, Drama",Romance,7.728,3233,12.1489,,,122,6.8,29527.0,
+1724,tt0800080,The Incredible Hulk,2008,"Science Fiction, Action, Adventure",Science Fiction,6.2,12725,13.2098,264770996.0,150000000.0,114,6.6,563613.0,134806913.0
+524047,tt7737786,Greenland,2020,"Thriller, Adventure, Action, Science Fiction",Thriller,7.129,5341,12.0331,52300000.0,34000000.0,120,6.4,153226.0,
+507086,tt8041270,Jurassic World Dominion,2022,"Adventure, Science Fiction, Thriller",Adventure,6.598,7079,14.0193,1004004592.0,658800000.0,147,5.6,245361.0,376851080.0
+1278162,tt35450281,Panor,2025,"Horror, Thriller",Horror,6.889,9,12.2296,,,124,,17.0,
+508442,tt2948372,Soul,2020,"Animation, Family, Drama, Music, Fantasy",Animation,8.1,11446,12.7645,121977511.0,150000000.0,101,8.0,441986.0,946154.0
+1428990,tt35669125,This Is Not a Test,2026,"Thriller, Horror",Thriller,5.45,60,33.9779,150000.0,,102,4.6,2035.0,213951.0
+920,tt0317219,Cars,2006,"Animation, Adventure, Comedy, Family",Animation,7.0,15152,12.9666,461983149.0,120000000.0,117,7.3,528959.0,244082982.0
+1119878,tt27621210,Ice Road: Vengeance,2025,"Action, Thriller, Drama",Action,6.243,635,11.0767,,,113,4.8,17200.0,
+57800,tt1667889,Ice Age: Continental Drift,2012,"Animation, Comedy, Adventure, Family",Animation,6.387,8118,13.063,877244782.0,95000000.0,88,6.5,240893.0,161321843.0
+10191,tt0892769,How to Train Your Dragon,2010,"Fantasy, Adventure, Animation, Family",Fantasy,7.86,14404,12.2809,495141736.0,165000000.0,98,8.1,882954.0,217581231.0
+949536,tt18212138,Kill Code,2026,"Action, Thriller, Science Fiction",Action,5.4,10,35.4499,19426.0,20000000.0,87,4.3,952.0,
+1542261,tt38201958,Doraemon the Movie: New Nobita and the Castle of the Undersea Devil,2026,"Animation, Adventure, Fantasy, Family",Animation,7.5,8,12.9169,,,102,,,
+161,tt0240772,Ocean's Eleven,2001,"Thriller, Crime",Thriller,7.5,12593,12.7061,450717150.0,85000000.0,116,7.7,668514.0,183417150.0
+166428,tt2386490,How to Train Your Dragon: The Hidden World,2019,"Animation, Family, Adventure",Animation,7.752,7130,11.5383,539987993.0,129000000.0,104,7.4,175859.0,160945505.0
+1100988,tt10548174,28 Years Later,2025,"Horror, Thriller, Science Fiction",Horror,6.612,2595,14.2828,151308832.0,60000000.0,115,6.6,209527.0,70446897.0
+297090,tt3617996,The Torture Club,2014,"Drama, Comedy",Drama,5.235,51,11.5153,,,97,4.4,619.0,
+12155,tt1014759,Alice in Wonderland,2010,"Family, Fantasy, Adventure",Family,6.6,14831,12.88,1025467110.0,200000000.0,108,6.4,464214.0,334191110.0
+25376,tt1305806,The Secret in Their Eyes,2009,"Mystery, Thriller, Drama",Mystery,7.975,2869,8.7575,33965843.0,2000000.0,130,8.2,240743.0,6391436.0
+353081,tt4912910,Mission: Impossible - Fallout,2018,"Action, Adventure",Action,7.45,9156,10.3742,824171374.0,178000000.0,147,7.7,419025.0,220159104.0
+1072790,tt26047818,Anyone But You,2023,"Romance, Comedy",Romance,6.766,3085,12.9936,214891370.0,25000000.0,103,6.1,163540.0,88319668.0
+936245,tt34490115,Hidden Face,2024,"Mystery, Thriller",Mystery,5.1,66,11.1958,,,113,6.2,1026.0,
+667538,tt5090568,Transformers: Rise of the Beasts,2023,"Science Fiction, Adventure, Action",Science Fiction,7.17,5291,12.5446,441381193.0,195000000.0,127,6.0,129623.0,157341749.0
+345940,tt4779682,The Meg,2018,"Action, Science Fiction, Horror",Action,6.248,8214,12.9035,530517320.0,150000000.0,113,5.7,226090.0,145522784.0
+1421155,tt38221401,Ikatan Darah,2026,"Action, Crime, Thriller",Action,6.5,4,13.3907,,,119,8.3,25.0,
+122906,tt2194499,About Time,2013,"Drama, Romance, Fantasy",Drama,7.907,9298,12.6589,87100449.0,12000000.0,123,7.8,429483.0,15322921.0
+1173558,tt26787296,Burning Betrayal,2023,"Drama, Mystery, Romance",Drama,6.254,244,11.6264,,,99,4.2,4511.0,
+1643729,tt39385906,Ishqa'n De Lekhe,2026,"Drama, Romance, Music",Drama,10.0,1,10.3347,,,143,,,
+1309587,tt32296243,Hell in Paradise,2025,Thriller,Thriller,4.9,8,12.5357,,,102,,24.0,
+11237,tt0366174,Anacondas: The Hunt for the Blood Orchid,2004,"Adventure, Horror, Thriller",Adventure,5.5,1098,8.8432,70992898.0,20000000.0,96,4.8,36538.0,32238923.0
+1145899,tt33029380,Marsupilami,2026,"Adventure, Comedy",Adventure,6.354,113,11.9538,,33555600.0,99,6.3,383.0,
+1457939,tt36410586,Rahu Ketu,2026,"Adventure, Comedy, Fantasy",Adventure,3.75,2,8.7631,,,140,8.2,2475.0,
+166426,tt1790809,Pirates of the Caribbean: Dead Men Tell No Tales,2017,"Adventure, Action, Fantasy",Adventure,6.659,12837,11.7645,795922298.0,230000000.0,129,6.5,381325.0,172558876.0
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,,,90,4.9,202.0,
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,,,90,4.9,202.0,
+1627824,tt39565775,Rocky's Cat-astrophe,2026,"Animation, Family",Animation,8.0,18,12.2398,,,44,,,
+579974,tt8178634,RRR,2022,"Action, History, Drama",Action,7.714,1607,13.5689,160000000.0,69000000.0,187,7.8,201689.0,15156051.0
+436969,tt6334354,The Suicide Squad,2021,"Action, Comedy, Adventure",Action,7.5,9611,12.2294,168717425.0,185000000.0,132,7.2,457420.0,55817425.0
+520023,tt8110652,Bodies Bodies Bodies,2022,"Comedy, Mystery, Horror",Comedy,6.2,1468,13.3301,13929670.0,3000000.0,94,6.2,87253.0,11446602.0
+135397,tt0369610,Jurassic World,2015,"Adventure, Science Fiction, Thriller",Adventure,6.701,21615,12.6651,1671537444.0,150000000.0,124,6.9,723175.0,653406625.0
+43947,tt1242432,I Spit on Your Grave,2010,"Thriller, Crime, Horror",Thriller,6.5,2582,10.1816,572809.0,2000000.0,108,6.2,99752.0,93051.0
+786892,tt12037194,Furiosa: A Mad Max Saga,2024,"Action, Science Fiction, Adventure",Action,7.454,4908,12.0826,174287546.0,168000000.0,149,7.5,311953.0,67475791.0
+508947,tt8097030,Turning Red,2022,"Animation, Family, Comedy, Fantasy",Animation,7.335,5884,13.4129,21813358.0,175000000.0,100,6.9,171863.0,1399001.0
+24,tt0266697,Kill Bill: Vol. 1,2003,"Action, Crime",Action,7.973,18997,11.0578,180906076.0,30000000.0,111,8.2,1305508.0,70099045.0
+359410,tt3359350,Road House,2024,"Action, Thriller, Drama",Action,6.944,3072,12.5207,,85000000.0,121,6.2,182249.0,
+146233,tt1392214,Prisoners,2013,"Drama, Thriller, Crime",Drama,8.106,13128,11.9944,122127446.0,46000000.0,153,8.2,922474.0,61002302.0
+1214835,tt28802657,De De Pyaar De 2,2025,"Comedy, Romance",Comedy,6.536,14,9.1732,,,146,6.5,13074.0,
+384018,tt6806448,Fast & Furious Presents: Hobbs & Shaw,2019,"Action, Adventure, Comedy",Action,6.831,7778,12.186,760098996.0,200000000.0,137,6.4,255155.0,173956935.0
+1469458,tt36628923,Sambhavam Adhyayam Onnu,2026,"Fantasy, Thriller, Drama",Fantasy,6.4,7,12.0668,,,127,,,
+11770,tt0286112,Shaolin Soccer,2001,"Action, Comedy",Action,7.172,2543,13.8593,42776760.0,10000005.0,113,7.3,95575.0,489600.0
+1423251,tt31593809,Biker,2026,"Adventure, Drama, Family",Adventure,6.2,4,8.5951,,,162,,,
+567609,tt7798634,Ready or Not,2019,"Horror, Comedy",Horror,7.075,5531,12.7159,57615777.0,6000000.0,96,6.9,243060.0,28714231.0
+214756,tt2637276,Ted 2,2015,"Comedy, Fantasy",Comedy,6.325,8018,13.0671,215863606.0,68000000.0,115,6.3,258061.0,81476385.0
+19173,tt1111890,Diary of a Nymphomaniac,2008,"Drama, Romance",Drama,5.647,365,12.1765,,,102,5.7,11802.0,
+297762,tt0451279,Wonder Woman,2017,"Action, Adventure, Fantasy",Action,7.2,20934,10.3688,823970682.0,149000000.0,141,7.3,732467.0,412845172.0
+614479,tt13405778,Insidious: The Red Door,2023,"Horror, Thriller",Horror,6.5,1973,12.9862,189086877.0,16000000.0,107,5.5,63373.0,82156962.0
+244998,tt3088040,Senario XX,2005,"Comedy, Adventure, Action",Comedy,0.0,0,10.9277,,,93,6.5,73.0,
+36557,tt0381061,Casino Royale,2006,"Adventure, Action, Thriller",Adventure,7.571,11718,12.5571,599045960.0,150000000.0,144,8.0,739664.0,167445960.0
+1699820,tt40448536,Vibeland Chronicles,2026,Thriller,Thriller,4.0,1,35.3295,,,57,,,
+670,tt0364569,Oldboy,2003,"Thriller, Mystery, Action, Drama",Thriller,8.236,9898,11.9261,17500000.0,3000000.0,120,8.3,710562.0,2458200.0
+438148,tt5113044,Minions: The Rise of Gru,2022,"Comedy, Crime, Science Fiction, Animation, Family",Comedy,7.266,4024,12.0853,940203765.0,85000000.0,87,6.5,102656.0,370549695.0
+1510339,tt28961625,Mark,2025,"Action, Thriller",Action,4.0,1,10.7375,,,144,,,
+1064213,tt28607951,Anora,2024,"Drama, Comedy, Romance",Drama,7.1,3188,11.9328,56286295.0,6000000.0,139,7.4,270515.0,20474295.0
+550988,tt6264654,Free Guy,2021,"Comedy, Adventure, Science Fiction",Comedy,7.452,9858,11.5123,331526598.0,110000000.0,115,7.1,487068.0,121626598.0
+1417,tt0457430,Pan's Labyrinth,2006,"Fantasy, Drama, War",Fantasy,7.764,11494,12.469,83258226.0,19000000.0,118,8.2,745954.0,37646380.0
+1263337,tt7526136,Heart of the Beast,2026,"Action, Adventure",Action,0.0,0,10.0859,,,0,,,
+11247,tt0356470,A Cinderella Story,2004,"Comedy, Family, Romance",Comedy,6.596,3391,10.1346,70067909.0,19000000.0,95,5.9,100465.0,51438175.0
+370663,tt5073620,Below Her Mouth,2017,"Drama, Romance",Drama,6.803,1298,11.9143,33673.0,,91,5.5,15882.0,
+613504,tt10362466,After We Collided,2020,"Drama, Romance",Drama,7.152,5464,12.3653,47990414.0,14000000.0,105,5.1,43720.0,2386483.0
+93685,tt0284534,Swingers,2002,"Romance, Drama",Romance,5.9,75,11.4069,,,93,5.6,1452.0,
+1117857,tt27604215,In Your Dreams,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.968,222,13.4221,,,87,6.5,1343.0,
+420817,tt6139732,Aladdin,2019,"Adventure, Fantasy, Romance, Family",Adventure,7.084,10632,11.4368,1054304000.0,183000000.0,127,6.9,312476.0,355559216.0
+9470,tt0373074,Kung Fu Hustle,2004,"Action, Comedy, Crime, Fantasy",Action,7.5,3207,11.9181,102034104.0,20000000.0,99,7.7,162566.0,17108591.0
+1144107,tt37284198,The Legend of Hei 2,2025,"Animation, Fantasy, Action, Adventure",Animation,8.5,58,11.3424,67216848.0,,119,7.9,1067.0,365480.0
+321612,tt2771200,Beauty and the Beast,2017,"Family, Fantasy, Romance",Family,6.968,16018,14.5158,1266115964.0,160000000.0,129,7.1,356758.0,504481165.0
+140607,tt2488496,Star Wars: The Force Awakens,2015,"Adventure, Action, Science Fiction",Adventure,7.248,20576,11.1251,2068223624.0,245000000.0,136,7.7,1018738.0,936662225.0
+1034541,tt27911000,Terrifier 3,2024,Horror,Horror,6.786,1966,12.028,90322103.0,2000000.0,125,6.2,61278.0,53981071.0
+1087891,tt0899043,The Amateur,2025,"Thriller, Action",Thriller,6.9,1619,10.2495,96000836.0,60000000.0,123,6.5,96580.0,40759635.0
+313369,tt3783958,La La Land,2016,"Comedy, Drama, Romance",Comedy,7.898,18148,12.3288,509183536.0,30000000.0,129,8.0,759966.0,151101803.0
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,,,148,,,
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259.0,,105,7.4,64148.0,
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,,,148,,,
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259.0,,105,7.4,64148.0,
+205596,tt2084970,The Imitation Game,2014,"History, Drama, Thriller, War",History,7.984,18112,12.535,233555708.0,14000000.0,113,8.0,872710.0,91125683.0
+945961,tt18412256,Alien: Romulus,2024,"Horror, Science Fiction",Horror,7.164,4584,11.9834,350865342.0,80000000.0,119,7.1,285643.0,105313091.0
+1656061,tt39315819,Immortal Combat,2026,"Action, Adventure, Science Fiction",Action,5.1,12,8.1056,,,88,,,
+439079,tt5814060,The Nun,2018,Horror,Horror,5.9,7181,11.8387,366082797.0,22000000.0,96,5.4,194981.0,117481222.0
+6479,tt0480249,I Am Legend,2007,"Drama, Science Fiction, Thriller",Drama,7.217,16883,11.3652,585410052.0,150000000.0,101,7.2,870487.0,256393010.0
+420818,tt6105098,The Lion King,2019,"Adventure, Drama, Family, Animation",Adventure,7.096,10758,12.392,1662020819.0,260000000.0,118,6.8,290328.0,543638043.0
+1101383,tt27165187,The End of Oak Street,2026,"Science Fiction, Mystery, Thriller",Science Fiction,0.0,0,11.5544,,85000000.0,110,,,
+1571782,tt38813422,Rangbaaz: The Bihar Chapter,2025,"Action, Crime",Action,4.0,1,8.4459,,,146,,96.0,
+616037,tt10648342,Thor: Love and Thunder,2022,"Fantasy, Action, Comedy",Fantasy,6.368,8590,11.6104,760928081.0,250000000.0,119,6.1,459337.0,343256830.0
+11423,tt0353969,Memories of Murder,2003,"Crime, Drama, Thriller",Crime,8.057,4621,11.3142,26000000.0,2800000.0,131,8.1,262200.0,15357.0
+10192,tt0892791,Shrek Forever After,2010,"Comedy, Adventure, Fantasy, Animation, Family",Comedy,6.4,7967,12.1589,752600867.0,165000000.0,93,6.3,243636.0,238736787.0
+714338,tt12393526,Bulbbul,2020,"Horror, Fantasy, Thriller",Horror,6.6,171,8.3909,,,94,6.6,16330.0,
+298618,tt0439572,The Flash,2023,"Action, Science Fiction, Adventure",Action,6.616,5014,11.2821,271333313.0,220000000.0,144,6.6,246759.0,108133313.0
+360814,tt5074352,Dangal,2016,"Drama, Family, Comedy",Drama,7.875,1164,10.807,311000000.0,10400000.0,161,8.3,239462.0,12391761.0
+423,tt0253474,The Pianist,2002,"Drama, War",Drama,8.373,10165,10.7023,120098945.0,35000000.0,150,8.5,1010154.0,32590750.0
+986056,tt20969586,Thunderbolts*,2025,"Action, Science Fiction, Adventure",Action,7.3,3579,13.6722,382436917.0,180000000.0,127,7.1,274694.0,190274328.0
+490132,tt6966692,Green Book,2018,"Drama, Comedy, History",Drama,8.225,12914,11.0433,321752656.0,23000000.0,130,8.2,682124.0,85080171.0
+934433,tt17663992,Scream VI,2023,"Horror, Thriller, Crime",Horror,6.942,3208,10.7951,169063850.0,33000000.0,123,6.4,147729.0,108391107.0
+1703693,tt42111286,Palitan 2,2026,Drama,Drama,0.0,0,10.6761,,,94,,,
+76338,tt1981115,Thor: The Dark World,2013,"Action, Adventure, Fantasy",Action,6.511,18363,10.6013,644783140.0,170000000.0,112,6.7,776160.0,206362140.0
+10632,tt0269347,The Hunted,2003,"Drama, Action, Thriller, Crime",Drama,6.176,927,8.385,34234008.0,55000000.0,94,6.1,52548.0,34244097.0
+57158,tt1170358,The Hobbit: The Desolation of Smaug,2013,"Fantasy, Adventure, Action",Fantasy,7.579,14237,11.0568,958400000.0,250000000.0,161,7.8,752978.0,258387334.0
+713704,tt13345606,Evil Dead Rise,2023,"Horror, Thriller",Horror,6.9,3700,11.7586,147256372.0,15000000.0,96,6.5,165402.0,67233054.0
+1477712,tt36893729,Ice Cream Man,2026,"Horror, Thriller",Horror,0.0,0,10.8437,,,0,,,
+1124,tt0482571,The Prestige,2006,"Drama, Mystery, Science Fiction",Drama,8.208,17646,12.8238,109676311.0,40000000.0,130,8.5,1583310.0,53089891.0
+258216,tt1937390,Nymphomaniac: Vol. I,2013,Drama,Drama,6.853,3668,11.2782,13545832.0,2350000.0,118,6.9,138016.0,785896.0
+91314,tt2109248,Transformers: Age of Extinction,2014,"Science Fiction, Action, Adventure",Science Fiction,5.966,8778,10.9937,1105261713.0,210000000.0,165,5.6,347982.0,245439076.0
+1384216,tt21285562,The Dog Stars,2026,"Adventure, Science Fiction, Thriller",Adventure,0.0,0,10.0236,,110000000.0,100,,,
+1415974,tt37443891,Raat Akeli Hai - The Bansal Murders,2025,"Thriller, Mystery, Crime, Drama",Thriller,6.12,25,8.2291,,,136,6.6,4312.0,
+1403735,tt32831759,Laila,2025,"Comedy, Romance",Comedy,5.25,8,11.572,,,134,2.5,562.0,
+753091,tt27688034,The Moon,2023,"Drama, Adventure, Science Fiction",Drama,6.517,210,8.465,92718.0,20000000.0,129,5.8,10040.0,92718.0
+109418,tt2191701,Grown Ups 2,2013,Comedy,Comedy,6.177,4713,11.4905,247022278.0,80000000.0,101,5.4,190524.0,133668525.0
+334074,tt3247714,Survivor,2015,"Action, Crime, Mystery, Thriller",Action,5.696,1084,11.0012,,20000000.0,96,5.7,37078.0,
+615453,tt10627720,Ne Zha,2019,"Animation, Fantasy, Adventure",Animation,7.908,872,12.1979,742718496.0,22000000.0,110,7.3,21890.0,3695533.0
+47964,tt1606378,A Good Day to Die Hard,2013,"Action, Thriller",Action,5.334,6769,8.0628,304654182.0,92000000.0,98,5.2,222360.0,67349198.0
+10527,tt0479952,Madagascar: Escape 2 Africa,2008,"Adventure, Animation, Comedy, Family",Adventure,6.528,7445,10.8355,603900354.0,150000000.0,89,6.7,268534.0,180010950.0
+8275,tt0808146,American Pie Presents: The Naked Mile,2006,Comedy,Comedy,5.485,2199,9.06,,,97,5.1,66890.0,
+546554,tt8946378,Knives Out,2019,"Comedy, Crime, Mystery",Comedy,7.841,14071,11.3958,312897920.0,40000000.0,131,7.9,875016.0,165363234.0
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,,,0,,,
+729854,tt13086266,Concrete Utopia,2023,"Thriller, Action",Thriller,6.914,301,8.8392,28900000.0,,130,6.6,8419.0,
+508943,tt12801262,Luca,2021,"Animation, Family, Fantasy",Animation,7.8,8966,12.0436,51074773.0,200000000.0,95,7.4,222432.0,1324302.0
+812037,tt14550346,Last Summer,2023,Drama,Drama,6.095,247,12.446,1022551.0,,104,6.3,3658.0,174977.0
+58244,tt1374992,Upside Down,2012,"Romance, Science Fiction, Drama, Fantasy",Romance,6.276,2620,8.3943,22187813.0,60000000.0,104,6.3,75091.0,105095.0
+1601797,tt35979013,¿Quieres ser mi novia?,2026,"Comedy, Romance",Comedy,8.682,148,11.0256,197388.0,,97,,63.0,
+1418657,tt14500286,The Yeti,2026,"Horror, Thriller",Horror,6.381,59,9.3678,,,93,3.8,612.0,52689.0
+50014,tt1454029,The Help,2011,Drama,Drama,8.203,9073,11.0455,216600000.0,25000000.0,146,8.1,524627.0,169708112.0
+520763,tt8332922,A Quiet Place Part II,2021,"Science Fiction, Thriller, Horror",Science Fiction,7.432,7424,10.3395,297372261.0,55000000.0,96,7.2,315806.0,160072261.0
+184345,tt2828996,A Haunted House 2,2014,"Comedy, Horror",Comedy,6.186,1598,10.9898,25343661.0,4000000.0,87,4.7,25195.0,17329486.0
+283995,tt3896198,Guardians of the Galaxy Vol. 2,2017,"Science Fiction, Adventure, Action",Science Fiction,7.61,22979,11.1117,863756051.0,200000000.0,137,7.6,828114.0,389813101.0
+810693,tt14331144,Jujutsu Kaisen 0,2021,"Animation, Action, Fantasy",Animation,8.102,1767,12.3071,195870885.0,,105,7.8,59986.0,34542754.0
+1351923,tt15911108,120 Bahadur,2025,"Action, War",Action,6.4,16,8.4335,114872.0,,137,7.1,4430.0,
+179291,tt0837794,Favorite Son,2008,Drama,Drama,3.8,11,10.4817,,,90,5.7,185.0,
+1065834,tt35668756,Kattalan,2026,"Action, Thriller",Action,7.1,5,9.9731,,,119,,,
+14161,tt1190080,2012,2009,"Action, Adventure, Science Fiction",Action,5.882,12766,10.819,791217826.0,200000000.0,158,5.9,419441.0,166112167.0
+1511549,tt36956284,Still Sexy,2026,"Comedy, Romance",Comedy,5.167,18,11.2589,,,100,,,
+260513,tt3606756,Incredibles 2,2018,"Action, Adventure, Animation, Family",Action,7.453,13705,11.5713,1243225667.0,200000000.0,118,7.5,366471.0,608581744.0
+957119,tt19704542,Sidelined: The QB and Me,2025,"Comedy, Romance",Comedy,6.252,234,10.4892,,,99,5.9,3031.0,
+2575,tt0236784,The Tailor of Panama,2001,"Drama, Thriller",Drama,6.003,541,7.6375,28000000.0,21000000.0,109,6.1,32465.0,13729742.0
+415842,tt1961175,American Assassin,2017,"Action, Adventure, Thriller",Action,6.413,3264,9.9202,67200000.0,33000000.0,112,6.2,99279.0,36249674.0
+348893,tt3344680,Boyka: Undisputed IV,2016,"Action, Drama, Thriller, Crime",Action,7.198,1465,10.82,63500000.0,,87,7.0,26480.0,
+399579,tt0437086,Alita: Battle Angel,2019,"Action, Science Fiction, Adventure",Action,7.256,10055,11.2286,405000000.0,170000000.0,122,7.3,321252.0,85838210.0
+828871,tt13529034,Meenakshi Sundareshwar,2021,"Romance, Drama",Romance,5.544,34,7.7274,,,141,6.7,18707.0,
+273481,tt3397884,Sicario,2015,"Action, Crime, Thriller",Action,7.419,9583,10.2513,84997446.0,30000000.0,122,7.7,527661.0,46889293.0
+744876,tt10235600,Kaali Khuhi,2020,"Horror, Drama, Thriller",Horror,4.6,24,7.2797,,,90,3.7,1457.0,
+381288,tt4972582,Split,2017,"Horror, Thriller",Horror,7.341,18355,9.9265,278454358.0,9000000.0,117,7.3,616174.0,138291365.0
+1545621,tt39123115,Detective Conan: Fallen Angel of the Highway,2026,"Animation, Action, Mystery, Crime",Animation,8.1,10,10.8811,,,109,,,
+497698,tt3480822,Black Widow,2021,"Action, Adventure, Science Fiction",Action,7.168,11270,11.6852,379751131.0,200000000.0,134,6.6,476594.0,183651655.0
+1652947,tt39715030,Tuklas,2026,Drama,Drama,7.0,2,11.0163,,,0,,,
+1306845,tt32223398,Jaat,2025,"Crime, Action, Thriller",Crime,6.243,35,9.5144,12117647.0,11764705.0,153,6.0,12574.0,
+8274,tt0436058,American Pie Presents: Band Camp,2005,Comedy,Comedy,5.5,2244,7.8482,,7000000.0,94,5.1,69324.0,
+407436,tt2388771,Mowgli: Legend of the Jungle,2018,"Adventure, Drama",Adventure,6.476,2603,8.4022,,175000000.0,105,6.5,67737.0,
+594669,tt8366590,Baaghi 3,2020,"Action, Adventure, Thriller",Action,6.258,126,8.0871,18473570.0,7952450.0,144,2.3,17713.0,721439.0
+339308,tt0160256,The Unscarred,2000,Thriller,Thriller,5.8,9,9.4581,,,88,5.6,254.0,
+1495694,tt36585628,Beauty from Pain,2025,"Romance, Drama",Romance,6.974,19,11.6521,,,116,5.8,69.0,
+324552,tt4425200,John Wick: Chapter 2,2017,"Action, Thriller, Crime",Action,7.34,14298,11.9888,171539887.0,40000000.0,122,7.4,564980.0,92029184.0
+426889,tt7103560,Le Clitoris,2017,"Animation, Documentary",Animation,6.756,43,11.2924,,,4,7.1,179.0,
+1321179,tt38626703,The King's Warden,2026,"History, Drama",History,7.184,19,10.2825,111782570.0,6900000.0,117,,75.0,
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000.0,200000000.0,134,6.5,329657.0,159555901.0
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000.0,200000000.0,134,6.5,329657.0,159555901.0
+1653208,tt40769151,The Great Grand Superhero,2026,"Comedy, Family, Drama",Comedy,0.0,0,8.2898,,,112,,,
+1497348,tt39018552,Alas Roban,2026,"Drama, Horror, Mystery",Drama,4.6,5,10.1879,,,111,6.3,58.0,
+49444,tt1302011,Kung Fu Panda 2,2011,"Animation, Family, Comedy, Action",Animation,7.1,7907,11.1089,665692281.0,150000000.0,91,7.3,349971.0,165249063.0
+10198,tt0780521,The Princess and the Frog,2009,"Animation, Romance, Fantasy, Family",Animation,7.2,6136,10.7203,270997378.0,105000000.0,98,7.2,184917.0,104400899.0
+603673,tt10350922,Laxmii,2020,"Horror, Comedy",Horror,4.414,58,7.5315,,,141,2.5,59026.0,
+573435,tt4919268,Bad Boys: Ride or Die,2024,"Action, Comedy, Crime",Action,7.322,3344,11.0859,404547819.0,100000000.0,116,6.5,113239.0,193573217.0
+940551,tt6495056,Migration,2023,"Family, Comedy, Adventure, Animation",Family,7.354,2252,10.3683,298776052.0,72000000.0,83,6.6,45901.0,127630880.0
+351286,tt4881806,Jurassic World: Fallen Kingdom,2018,"Adventure, Science Fiction, Thriller",Adventure,6.531,12791,10.6061,1310469037.0,170000000.0,129,6.1,382093.0,417719760.0
+696393,tt8879928,Cold Storage,2026,"Horror, Science Fiction, Comedy",Horror,6.797,520,10.9563,4048606.0,10000000.0,99,6.1,15845.0,1529234.0
+395,tt0370263,AVP: Alien vs. Predator,2004,"Adventure, Science Fiction, Action, Horror",Adventure,5.949,4978,8.4364,177427090.0,70000000.0,101,5.7,231347.0,80282231.0
+81005,tt1351685,Jack the Giant Slayer,2013,"Fantasy, Action, Adventure, Drama",Fantasy,5.893,5252,10.2365,197700000.0,195000000.0,114,6.3,153746.0,65187603.0
+590403,tt10023024,Love Aaj Kal,2020,"Romance, Drama",Romance,5.62,50,7.3236,,,141,4.7,11012.0,
+1252037,tt31495504,The Tank,2025,"War, Action, Drama",War,7.109,441,10.6551,,,117,6.5,13143.0,
+928358,tt13887082,Grand Jete,2022,Drama,Drama,4.9,48,11.0142,,,105,4.8,1170.0,
+619061,tt7743400,Jhalki,2019,Drama,Drama,6.8,5,6.9866,,,105,6.9,1434.0,
+601807,tt10230426,Mrs. Serial Killer,2020,Thriller,Thriller,6.245,94,7.0922,,,106,4.0,19247.0,
+1035259,tt3402138,The Naked Gun,2025,"Action, Comedy, Crime",Action,6.37,1756,10.4553,102147396.0,42000000.0,85,6.3,124409.0,52647396.0
+675353,tt12412888,Sonic the Hedgehog 2,2022,"Action, Adventure, Family, Comedy",Action,7.427,5886,10.1082,405421518.0,110000000.0,123,6.5,115967.0,190872904.0
+997391,tt24517458,RDX: Robert Dony Xavier,2023,"Action, Drama",Action,6.7,62,7.4473,,,150,7.0,5657.0,
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.5,684,10.5692,41235665.0,21000000.0,89,5.8,25872.0,25635665.0
+454626,tt3794354,Sonic the Hedgehog,2020,"Action, Science Fiction, Comedy, Family",Action,7.282,10409,10.2991,319715683.0,85000000.0,99,6.5,192228.0,148974665.0
+341174,tt4465564,Fifty Shades Darker,2017,"Drama, Romance",Drama,6.473,7951,10.1571,381545846.0,55000000.0,118,4.6,120435.0,114581250.0
+139038,tt2243537,A Haunted House,2013,"Comedy, Horror",Comedy,5.951,2059,10.475,60141683.0,2500000.0,86,5.1,52749.0,40041683.0
+812583,tt14364480,Wake Up Dead Man: A Knives Out Mystery,2025,"Thriller, Mystery, Comedy",Thriller,7.2,2540,10.4101,4000000.0,210000000.0,145,7.3,232785.0,1600000.0
+566525,tt9376612,Shang-Chi and the Legend of the Ten Rings,2021,"Action, Adventure, Fantasy",Action,7.495,10420,11.1336,432243292.0,150000000.0,132,7.3,486812.0,224543292.0
+635503,tt10515526,Lootcase,2020,Comedy,Comedy,6.32,64,7.2661,,,132,7.5,18771.0,
+639988,tt1527793,No Other Choice,2025,"Comedy, Crime, Thriller",Comedy,7.507,1100,10.6288,40223568.0,12200000.0,140,7.5,57461.0,10011860.0
+493922,tt7784604,Hereditary,2018,"Horror, Mystery, Thriller",Horror,7.294,8628,10.3444,87796204.0,10000000.0,128,7.3,453527.0,44069456.0
+338803,tt4844288,The Treacherous,2015,"Drama, History, Crime",Drama,6.1,91,10.9149,6906250.0,,133,6.1,2461.0,
+1359,tt0144084,American Psycho,2000,"Thriller, Drama, Crime",Thriller,7.403,12340,10.7251,34269748.0,7000000.0,102,7.6,827026.0,15070285.0
+1171094,tt35682680,Ek Din,2026,"Romance, Drama",Romance,0.0,0,7.2818,,,125,5.6,223.0,
+387848,tt6571010,Buddy's Mom,2015,"Drama, Romance",Drama,5.7,15,10.0553,,,101,7.0,171.0,
+493529,tt2906216,Dungeons & Dragons: Honor Among Thieves,2023,"Adventure, Fantasy, Comedy",Adventure,7.352,4671,9.6775,208200000.0,151000000.0,134,7.2,270852.0,93549650.0
+284052,tt1211837,Doctor Strange,2016,"Fantasy, Adventure, Action",Fantasy,7.421,23469,11.2659,676343174.0,180000000.0,115,7.5,877590.0,232641920.0
+1308821,tt32264942,First Taste,2024,"Romance, Drama",Romance,5.4,9,10.1144,,,99,4.1,366.0,
+414419,tt6019206,Kill Bill: The Whole Bloody Affair,2011,"Action, Crime",Action,8.098,1315,10.3599,12338649.0,60000000.0,254,8.8,36729.0,6002538.0
+263472,tt3605418,Knock Knock,2015,"Horror, Thriller, Crime",Horror,5.4,3498,9.7953,6341684.0,10000000.0,99,4.9,114537.0,36336.0
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.526,684,10.5692,41235665.0,21000000.0,89,5.8,25872.0,25635665.0
+38055,tt1001526,Megamind,2010,"Animation, Action, Comedy, Family, Science Fiction",Animation,7.027,7491,10.1922,321885765.0,130000000.0,96,7.3,322951.0,148415853.0
+13186,tt0804555,Wrong Turn 2: Dead End,2007,"Horror, Thriller",Horror,6.166,1556,10.7038,,4000000.0,97,5.5,39555.0,
+1303331,tt27548557,Dhamaal 4,2026,Comedy,Comedy,0.0,0,9.9123,,,0,,,
+10195,tt0800369,Thor,2011,"Adventure, Fantasy, Action",Adventure,6.771,22380,12.514,449326618.0,150000000.0,115,7.0,963947.0,181030624.0
+526024,tt8320406,Boy Undone,2017,Drama,Drama,4.8,20,11.5396,,,116,5.2,388.0,
+286687,tt3985604,Love Lesson,2013,"Romance, Drama, Comedy",Romance,6.8,42,11.0919,,,80,5.2,998.0,
+10625,tt0377092,Mean Girls,2004,"Drama, Comedy",Drama,7.226,9483,11.0523,130195052.0,17000000.0,97,7.1,485269.0,86058055.0
+127585,tt1877832,X-Men: Days of Future Past,2014,"Action, Adventure, Science Fiction",Action,7.531,16289,10.0709,748045700.0,250000000.0,132,7.9,786991.0,233921534.0
+1248226,tt31425731,Playdate,2025,"Action, Comedy, Family",Action,6.086,607,10.0456,,,93,5.5,25282.0,
+554826,tt8476998,Bhonsle,2018,Drama,Drama,6.333,6,6.7695,,,128,6.8,1742.0,
+281957,tt1663202,The Revenant,2015,"Western, Drama, Adventure",Western,7.541,19359,10.6462,532950503.0,135000000.0,157,8.0,947792.0,184247394.0
+615173,tt13721828,The Witch: Part 2. The Other One,2022,"Action, Mystery, Thriller, Science Fiction",Action,7.406,453,10.9166,23068596.0,,137,6.3,9285.0,143723.0
+1662414,tt41367695,Propeller One-Way Night Coach,2026,"Adventure, Drama, Family",Adventure,6.7,36,10.157,,,60,5.7,41.0,
+50620,tt1673434,The Twilight Saga: Breaking Dawn - Part 2,2012,"Fantasy, Drama, Romance",Fantasy,6.5,9390,8.8414,829747654.0,120000000.0,115,5.6,279805.0,293144686.0
+446354,tt6294822,The Post,2017,"Drama, History",Drama,7.005,4923,11.149,179769467.0,50000000.0,116,7.2,171711.0,81903458.0
+1448560,tt36153493,Wildcat,2025,"Action, Thriller",Action,6.213,176,10.0107,,50000.0,99,3.9,1755.0,
+447332,tt6644200,A Quiet Place,2018,"Horror, Drama, Science Fiction",Horror,7.393,15383,10.2697,340955294.0,17000000.0,91,7.5,652123.0,188024361.0
+1049471,tt23724682,Outcome,2026,"Comedy, Drama",Comedy,5.392,212,10.2923,,80000000.0,84,4.6,4918.0,
+607297,tt9248952,Jawaani Jaaneman,2020,Comedy,Comedy,6.0,37,9.364,,,130,6.5,8585.0,
+1233506,tt32642156,The Shrinking Man,2025,"Adventure, Science Fiction",Adventure,6.055,137,10.0503,,24350000.0,99,5.9,1609.0,
+242582,tt2872718,Nightcrawler,2014,"Crime, Drama, Thriller",Crime,7.709,11761,10.366,47425835.0,8500000.0,118,7.8,662221.0,32381217.0
+1587124,tt39045215,Bhabiji Ghar Par Hain! Fun on the Run,2026,"Adventure, Comedy, Family, Romance, TV Movie",Adventure,3.5,2,7.3997,,,136,7.6,3141.0,
+75656,tt1670345,Now You See Me,2013,"Thriller, Crime",Thriller,7.331,16826,10.8403,351723989.0,75000000.0,116,7.2,765172.0,117723989.0
+7518,tt0327084,Over the Hedge,2006,"Adventure, Animation, Comedy, Family",Adventure,6.598,4862,10.3641,343397247.0,80000000.0,83,6.7,200382.0,155019340.0
+1058424,tt27369017,Hope,2026,"Science Fiction, Mystery, Action",Science Fiction,0.0,0,9.9169,,,160,,,
+686919,tt11953628,Maska,2020,Comedy,Comedy,5.3,18,6.6861,,,111,5.9,1555.0,
+944864,tt18082758,The Takeover,2022,"Action, Crime, Thriller",Action,5.731,206,7.046,,,87,5.3,5307.0,
+2501,tt0258463,The Bourne Identity,2002,"Action, Mystery, Thriller",Action,7.48,10119,11.4892,214034224.0,60000000.0,119,7.8,609951.0,121661683.0
+1642859,tt36163614,Iron Maiden: Burning Ambition,2026,"Documentary, Music",Documentary,7.2,16,10.2714,2547000.0,,105,,,
+1278,tt0309987,The Dreamers,2003,"Drama, Romance",Drama,7.181,3097,10.2066,15100000.0,15000000.0,115,7.1,140589.0,2532228.0
+126889,tt2316204,Alien: Covenant,2017,"Horror, Science Fiction",Horror,6.2,9447,10.2203,240891763.0,97000000.0,122,6.4,344333.0,74262031.0
+1263256,tt31868189,Happy Gilmore 2,2025,Comedy,Comedy,6.539,964,10.2552,,152000000.0,118,6.1,117123.0,
+137113,tt1631867,Edge of Tomorrow,2014,"Action, Science Fiction",Action,7.64,15113,10.5424,370541256.0,178000000.0,114,7.9,802767.0,100206256.0
+656007,tt8983166,Panga,2020,Romance,Romance,6.741,27,6.8981,,,131,6.8,7999.0,582720.0
+941109,tt18392014,Play Dirty,2025,"Crime, Action, Thriller, Drama",Crime,6.58,634,10.7575,,2500000.0,128,5.9,26133.0,
+635302,tt11032374,Demon Slayer -Kimetsu no Yaiba- The Movie: Mugen Train,2020,"Animation, Action, Fantasy",Animation,8.214,4543,10.5602,523542183.0,15700000.0,117,8.2,98764.0,49888550.0
+1392501,tt34877041,Lamas,2024,Drama,Drama,6.5,2,10.6357,,,0,,9.0,
+207703,tt2802144,Kingsman: The Secret Service,2015,"Crime, Comedy, Action, Adventure",Crime,7.62,17850,10.8595,414351546.0,81000000.0,129,7.7,775402.0,128261724.0
+530385,tt8772262,Midsommar,2019,"Horror, Drama, Mystery",Horror,7.2,8109,11.3428,48498408.0,9000000.0,147,7.1,481955.0,27426361.0
+287649,tt3958014,Scarlet Innocence,2014,"Thriller, Drama, Romance",Thriller,6.114,70,10.9444,,,111,5.9,1759.0,
+1734,tt0209163,The Mummy Returns,2001,"Adventure, Action, Fantasy",Adventure,6.407,7708,9.8829,443280904.0,98000000.0,130,6.4,362637.0,202019785.0
+14574,tt0914798,The Boy in the Striped Pyjamas,2008,"Drama, War, History",Drama,7.82,7686,9.5471,20416563.0,12500000.0,94,7.7,271521.0,9046156.0
+1271,tt0416449,300,2007,"Action, Adventure, War",Action,7.202,14761,10.4001,456082343.0,65000000.0,117,7.6,904962.0,210629101.0
+616880,tt10463030,Bhoot: Part One - The Haunted Ship,2020,"Horror, Thriller",Horror,5.635,37,6.9177,,,114,5.4,6032.0,
+1007734,tt28996126,Nobody 2,2025,"Action, Thriller, Comedy",Action,6.94,1599,10.1867,43285109.0,25000000.0,89,6.3,89019.0,21604985.0
+575264,tt9603212,Mission: Impossible - Dead Reckoning Part One,2023,"Action, Adventure, Thriller",Action,7.504,5148,9.8314,571125435.0,220000000.0,164,7.6,326383.0,172640980.0
+204082,tt2312718,Homefront,2013,"Action, Thriller",Action,6.943,3865,9.9109,51695362.0,22000000.0,100,6.5,140009.0,20158898.0
+438695,tt6467266,Sing 2,2021,"Animation, Comedy, Family, Music",Animation,7.835,4790,10.345,408402685.0,85000000.0,110,7.3,100000.0,162790990.0
+2832,tt0309698,Identity,2003,"Mystery, Thriller",Mystery,7.188,4382,10.6893,90259536.0,28000000.0,90,7.3,285988.0,52159536.0
+615457,tt7888964,Nobody,2021,"Action, Thriller",Action,7.877,8384,10.2458,57512470.0,16000000.0,91,7.4,391880.0,27568035.0
+458156,tt6146586,John Wick: Chapter 3 - Parabellum,2019,"Action, Thriller, Crime",Action,7.439,11771,9.8567,328349908.0,55000000.0,131,7.4,476412.0,171015687.0
+701387,tt12300742,Bugonia,2025,"Science Fiction, Thriller, Comedy",Science Fiction,7.3,1998,11.8398,43500000.0,55000000.0,119,7.4,177787.0,17692390.0
+1236470,tt21103218,The Lost Bus,2025,"Drama, Thriller",Drama,7.0,739,6.6414,,90000000.0,130,6.8,51736.0,
+8681,tt0936501,Taken,2008,"Action, Thriller",Action,7.407,12132,10.2081,226830568.0,25000000.0,94,7.7,668854.0,145000989.0
+93456,tt1690953,Despicable Me 2,2013,"Animation, Comedy, Family, Science Fiction",Animation,6.9,12010,10.2679,970766005.0,76000000.0,98,7.3,456712.0,368065385.0
+681419,tt3802574,Operation Parindey,2020,"Action, Thriller",Action,3.0,2,6.4799,,,55,4.7,430.0,
+855435,tt14619456,Faces of Death,2026,Horror,Horror,5.553,85,9.0597,2610000.0,7400000.0,97,6.5,1174.0,2148534.0
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,,,148,8.1,1973.0,
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,,,148,8.1,1973.0,
+718206,tt9642630,Prawaas,2020,"Drama, Family",Drama,0.0,0,6.4834,,,133,7.8,213.0,
+76492,tt0837562,Hotel Transylvania,2012,"Animation, Comedy, Family, Fantasy",Animation,6.965,9193,11.2249,358375603.0,85000000.0,91,7.0,309621.0,148426305.0
+1022453,tt23790696,The Rajasaab,2026,"Comedy, Horror, Fantasy, Action",Comedy,5.226,31,10.6905,21000000.0,50000000.0,186,3.5,9886.0,
+359724,tt1950186,Ford v Ferrari,2019,"Drama, History",Drama,8.006,9018,11.0982,225508210.0,97600000.0,153,8.1,553839.0,117624357.0
+87101,tt1340138,Terminator Genisys,2015,"Science Fiction, Action, Thriller",Science Fiction,5.957,8993,10.1631,440603537.0,155000000.0,126,6.3,305926.0,89760956.0
+1196656,tt30012687,Sugar Baby,2023,Romance,Romance,5.2,10,10.3918,,,114,,490.0,
+1381027,tt34381258,Good Boy,2026,"Thriller, Drama, Mystery",Thriller,7.223,119,10.1643,,,110,,,
+698508,tt11365186,Redeeming Love,2022,"Romance, Drama, Western",Romance,7.848,748,8.824,9464198.0,30000000.0,134,,,
+572164,tt10648440,EXIT,2019,"Action, Comedy",Action,7.633,301,8.1206,69501772.0,10892000.0,103,,,
+653346,tt11389872,Kingdom of the Planet of the Apes,2024,"Science Fiction, Adventure, Action",Science Fiction,7.054,4272,10.9611,397378150.0,160000000.0,145,,,
+1380316,tt34379307,Is God Is,2026,"Drama, Thriller",Drama,6.1,46,8.6557,4857896.0,14800000.0,100,,,
+32657,tt0814255,Percy Jackson & the Olympians: The Lightning Thief,2010,"Adventure, Fantasy, Family",Adventure,6.213,7834,10.2846,226497209.0,95000000.0,118,,,
+76493,tt1645170,The Dictator,2012,Comedy,Comedy,6.233,6469,9.8427,179379533.0,65000000.0,83,,,
+655459,tt9817760,Jai Mummy Di,2020,"Comedy, Romance",Comedy,4.9,20,6.6972,,,103,,,
+346364,tt1396484,It,2017,"Horror, Thriller, Drama",Horror,7.241,20362,10.006,719766009.0,35000000.0,135,,,
+1198380,tt29458284,Everybody Loves Sohrab Handa,2023,"Thriller, Mystery, Drama, Crime",Thriller,6.0,1,6.4702,,,99,,,
diff --git a/final_API.ipynb b/final_API.ipynb
new file mode 100644
index 0000000..5057935
--- /dev/null
+++ b/final_API.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":null,"id":"b9ec1eb9","metadata":{"id":"b9ec1eb9"},"outputs":[],"source":["import requests\n","import pandas as pd\n","import time\n","from dotenv import load_dotenv\n","import os"]},{"cell_type":"code","execution_count":null,"id":"6f2e0857","metadata":{"id":"6f2e0857","outputId":"9735f865-f079-44a6-8218-18c967440720"},"outputs":[{"name":"stdout","output_type":"stream","text":["tmdb Key loaded!\n"]}],"source":["load_dotenv()\n","tmdb_api_key = os.getenv(\"TMDB_API_KEY\")\n","if tmdb_api_key:\n","    print(\"tmdb Key loaded!\")\n","else:\n","    print(\"ERROR: Key not found. Check your '.env' file.\")"]},{"cell_type":"code","execution_count":null,"id":"230f9f3a","metadata":{"id":"230f9f3a","outputId":"1d77df12-eadb-48ed-8103-5e75f6ffdefa"},"outputs":[{"name":"stdout","output_type":"stream","text":["omdb Key loaded!\n"]}],"source":["load_dotenv()\n","omdb_api_key = os.getenv(\"OMDB_API_KEY\")\n","if omdb_api_key:\n","    print(\"omdb Key loaded!\")\n","else:\n","    print(\"ERROR: Key not found. Check your '.env' file.\")"]},{"cell_type":"code","execution_count":null,"id":"e7c1e242","metadata":{"id":"e7c1e242"},"outputs":[],"source":["def fetch_tmdb_movie_details(movie_id, api_key):\n","    url = f\"https://api.themoviedb.org/3/movie/{movie_id}\"\n","\n","    params = {\n","        \"api_key\": api_key\n","    }\n","\n","    response = requests.get(url, params=params)\n","\n","    if response.status_code != 200:\n","        return {}\n","\n","    return response.json()"]},{"cell_type":"code","execution_count":null,"id":"06860d93","metadata":{"id":"06860d93"},"outputs":[],"source":["def fetch_omdb_data(imdb_id, omdb_api_key):\n","\n","    if not imdb_id:\n","        return {}\n","\n","    url = \"http://www.omdbapi.com/\"\n","\n","    params = {\n","        \"apikey\": omdb_api_key,\n","        \"i\": imdb_id\n","    }\n","\n","    response = requests.get(url, params=params)\n","\n","    if response.status_code != 200:\n","        return {}\n","\n","    return response.json()"]},{"cell_type":"code","execution_count":null,"id":"bd4ddee3","metadata":{"id":"bd4ddee3"},"outputs":[],"source":["def fetch_tmdb_genre_mapping(api_key):\n","    \"\"\"Fetch genre mapping from TMDb API.\"\"\"\n","    url = \"https://api.themoviedb.org/3/genre/movie/list\"\n","    params = {\"api_key\": api_key}\n","    response = requests.get(url, params=params)\n","    data = response.json()\n","\n","    return {genre[\"id\"]: genre[\"name\"] for genre in data.get(\"genres\", [])}"]},{"cell_type":"code","execution_count":null,"id":"5aba04f2","metadata":{"id":"5aba04f2"},"outputs":[],"source":["def fetch_tmdb_movies(tmdb_api_key,omdb_api_key,num_pages=50):\n","    \"\"\"Fetch movies data from TMDb with a delay between requests.\"\"\"\n","    movie_list = []\n","    genre_mapping = fetch_tmdb_genre_mapping(tmdb_api_key)\n","    base_url = \"https://api.themoviedb.org/3/discover/movie\"\n","\n","    for page in range(1, num_pages + 1):\n","        print(f\"Processing page {page}/{num_pages}\")\n","        params = {\n","            \"api_key\": tmdb_api_key,\n","            \"sort_by\": \"popularity.desc\",\n","            \"page\": page\n","            }\n","        response = requests.get(base_url, params=params)\n","        data = response.json()\n","\n","        for movie in data.get(\"results\", []):\n","\n","            release_date = movie.get(\"release_date\")\n","            year = release_date[:4] if release_date else \"Unknown\"\n","\n","            genre_names = [\n","                genre_mapping.get(genre_id, \"Unknown\")\n","                for genre_id in movie.get(\"genre_ids\", [])\n","                ]\n","\n","            movie_id = movie.get(\"id\")\n","\n","            details = fetch_tmdb_movie_details(\n","                movie_id,\n","                tmdb_api_key\n","                )\n","\n","            imdb_id = details.get(\"imdb_id\")\n","\n","            omdb_data = fetch_omdb_data(\n","                imdb_id,\n","                omdb_api_key\n","                )\n","            if omdb_data.get(\"Response\") == \"False\":\n","                omdb_data = {}\n","\n","            movie_list.append({\n","\n","                \"TMDb_ID\": movie_id,\n","                \"IMDb_ID\": imdb_id,\n","\n","                \"Title\": movie.get(\"title\"),\n","                \"Year\": year,\n","\n","                \"Genre\": \", \".join(genre_names),\n","                \"Primary Genre\": genre_names[0] if genre_names else None,\n","\n","                \"TMDb Rating\": movie.get(\"vote_average\"),\n","                \"TMDb Votes\": movie.get(\"vote_count\"),\n","                \"Popularity\": movie.get(\"popularity\"),\n","\n","                \"Revenue\": details.get(\"revenue\"),\n","                \"Budget\": details.get(\"budget\"),\n","                \"Runtime\": details.get(\"runtime\"),\n","\n","                \"IMDb Rating\": omdb_data.get(\"imdbRating\"),\n","                \"IMDb Votes\": omdb_data.get(\"imdbVotes\"),\n","                \"Box Office\": omdb_data.get(\"BoxOffice\")\n","            })\n","\n","            time.sleep(0.2)  # avoid hammering APIs\n","\n","    return pd.DataFrame(movie_list)"]},{"cell_type":"code","execution_count":null,"id":"cc74084f","metadata":{"id":"cc74084f","outputId":"188cbdbc-97a7-48a7-cb13-cd65225423d0"},"outputs":[{"name":"stdout","output_type":"stream","text":["Processing page 1/1\n","20\n"]},{"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>TMDb_ID</th>\n","      <th>IMDb_ID</th>\n","      <th>Title</th>\n","      <th>Year</th>\n","      <th>Genre</th>\n","      <th>Primary Genre</th>\n","      <th>TMDb Rating</th>\n","      <th>TMDb Votes</th>\n","      <th>Popularity</th>\n","      <th>Revenue</th>\n","      <th>Budget</th>\n","      <th>Runtime</th>\n","      <th>IMDb Rating</th>\n","      <th>IMDb Votes</th>\n","      <th>Box Office</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1339713</td>\n","      <td>tt37287335</td>\n","      <td>Obsession</td>\n","      <td>2026</td>\n","      <td>Horror, Thriller</td>\n","      <td>Horror</td>\n","      <td>7.917</td>\n","      <td>841</td>\n","      <td>581.7554</td>\n","      <td>297445815</td>\n","      <td>750000</td>\n","      <td>108</td>\n","      <td>8.2</td>\n","      <td>50,183</td>\n","      <td>$104,757,650</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>931285</td>\n","      <td>tt17490712</td>\n","      <td>Mortal Kombat II</td>\n","      <td>2026</td>\n","      <td>Action, Fantasy, Adventure</td>\n","      <td>Action</td>\n","      <td>7.988</td>\n","      <td>1449</td>\n","      <td>519.4298</td>\n","      <td>128857238</td>\n","      <td>80000000</td>\n","      <td>116</td>\n","      <td>6.7</td>\n","      <td>36,627</td>\n","      <td>$77,767,462</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>936075</td>\n","      <td>tt11378946</td>\n","      <td>Michael</td>\n","      <td>2026</td>\n","      <td>Music, Drama</td>\n","      <td>Music</td>\n","      <td>8.653</td>\n","      <td>2635</td>\n","      <td>503.0910</td>\n","      <td>934009960</td>\n","      <td>250000000</td>\n","      <td>128</td>\n","      <td>7.7</td>\n","      <td>107,813</td>\n","      <td>$340,068,767</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1367220</td>\n","      <td>tt33988385</td>\n","      <td>Karuppu</td>\n","      <td>2026</td>\n","      <td>Action, Fantasy</td>\n","      <td>Action</td>\n","      <td>7.059</td>\n","      <td>17</td>\n","      <td>384.3573</td>\n","      <td>3345079</td>\n","      <td>16000000</td>\n","      <td>152</td>\n","      <td>N/A</td>\n","      <td>N/A</td>\n","      <td>N/A</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>879945</td>\n","      <td>tt16288638</td>\n","      <td>The Unknown Man</td>\n","      <td>2021</td>\n","      <td>Drama</td>\n","      <td>Drama</td>\n","      <td>7.800</td>\n","      <td>9</td>\n","      <td>325.1904</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>23</td>\n","      <td>7.0</td>\n","      <td>53</td>\n","      <td>N/A</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n","0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n","1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n","2   936075  tt11378946           Michael  2026                Music, Drama   \n","3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n","4   879945  tt16288638   The Unknown Man  2021                       Drama   \n","\n","  Primary Genre  TMDb Rating  TMDb Votes  Popularity    Revenue     Budget  \\\n","0        Horror        7.917         841    581.7554  297445815     750000   \n","1        Action        7.988        1449    519.4298  128857238   80000000   \n","2         Music        8.653        2635    503.0910  934009960  250000000   \n","3        Action        7.059          17    384.3573    3345079   16000000   \n","4         Drama        7.800           9    325.1904          0          0   \n","\n","   Runtime IMDb Rating IMDb Votes    Box Office  \n","0      108         8.2     50,183  $104,757,650  \n","1      116         6.7     36,627   $77,767,462  \n","2      128         7.7    107,813  $340,068,767  \n","3      152         N/A        N/A           N/A  \n","4       23         7.0         53           N/A  "]},"execution_count":24,"metadata":{},"output_type":"execute_result"}],"source":["sample_movies_df = fetch_tmdb_movies(\n","    tmdb_api_key,\n","    omdb_api_key,\n","    num_pages=1\n",")\n","\n","print(len(sample_movies_df))\n","sample_movies_df.head()"]},{"cell_type":"code","execution_count":null,"id":"5ee96e66","metadata":{"id":"5ee96e66","outputId":"ed5fa540-bf73-434b-e883-31276229d330"},"outputs":[{"name":"stdout","output_type":"stream","text":["Processing page 1/50\n","Processing page 2/50\n","Processing page 3/50\n","Processing page 4/50\n","Processing page 5/50\n","Processing page 6/50\n","Processing page 7/50\n","Processing page 8/50\n","Processing page 9/50\n","Processing page 10/50\n","Processing page 11/50\n","Processing page 12/50\n","Processing page 13/50\n","Processing page 14/50\n","Processing page 15/50\n","Processing page 16/50\n","Processing page 17/50\n","Processing page 18/50\n","Processing page 19/50\n","Processing page 20/50\n","Processing page 21/50\n","Processing page 22/50\n","Processing page 23/50\n","Processing page 24/50\n","Processing page 25/50\n","Processing page 26/50\n","Processing page 27/50\n","Processing page 28/50\n","Processing page 29/50\n","Processing page 30/50\n","Processing page 31/50\n","Processing page 32/50\n","Processing page 33/50\n","Processing page 34/50\n","Processing page 35/50\n","Processing page 36/50\n","Processing page 37/50\n","Processing page 38/50\n","Processing page 39/50\n","Processing page 40/50\n","Processing page 41/50\n","Processing page 42/50\n","Processing page 43/50\n","Processing page 44/50\n","Processing page 45/50\n","Processing page 46/50\n","Processing page 47/50\n","Processing page 48/50\n","Processing page 49/50\n","Processing page 50/50\n","1000\n"]},{"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>TMDb_ID</th>\n","      <th>IMDb_ID</th>\n","      <th>Title</th>\n","      <th>Year</th>\n","      <th>Genre</th>\n","      <th>Primary Genre</th>\n","      <th>TMDb Rating</th>\n","      <th>TMDb Votes</th>\n","      <th>Popularity</th>\n","      <th>Revenue</th>\n","      <th>Budget</th>\n","      <th>Runtime</th>\n","      <th>IMDb Rating</th>\n","      <th>IMDb Votes</th>\n","      <th>Box Office</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1339713</td>\n","      <td>tt37287335</td>\n","      <td>Obsession</td>\n","      <td>2026</td>\n","      <td>Horror, Thriller</td>\n","      <td>Horror</td>\n","      <td>7.917</td>\n","      <td>841</td>\n","      <td>581.7554</td>\n","      <td>297445815</td>\n","      <td>750000</td>\n","      <td>108</td>\n","      <td>8.2</td>\n","      <td>50,183</td>\n","      <td>$104,757,650</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>931285</td>\n","      <td>tt17490712</td>\n","      <td>Mortal Kombat II</td>\n","      <td>2026</td>\n","      <td>Action, Fantasy, Adventure</td>\n","      <td>Action</td>\n","      <td>7.988</td>\n","      <td>1449</td>\n","      <td>519.4298</td>\n","      <td>128857238</td>\n","      <td>80000000</td>\n","      <td>116</td>\n","      <td>6.7</td>\n","      <td>36,627</td>\n","      <td>$77,767,462</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>936075</td>\n","      <td>tt11378946</td>\n","      <td>Michael</td>\n","      <td>2026</td>\n","      <td>Music, Drama</td>\n","      <td>Music</td>\n","      <td>8.653</td>\n","      <td>2635</td>\n","      <td>503.0910</td>\n","      <td>934009960</td>\n","      <td>250000000</td>\n","      <td>128</td>\n","      <td>7.7</td>\n","      <td>107,813</td>\n","      <td>$340,068,767</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1367220</td>\n","      <td>tt33988385</td>\n","      <td>Karuppu</td>\n","      <td>2026</td>\n","      <td>Action, Fantasy</td>\n","      <td>Action</td>\n","      <td>7.059</td>\n","      <td>17</td>\n","      <td>384.3573</td>\n","      <td>3345079</td>\n","      <td>16000000</td>\n","      <td>152</td>\n","      <td>N/A</td>\n","      <td>N/A</td>\n","      <td>N/A</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>879945</td>\n","      <td>tt16288638</td>\n","      <td>The Unknown Man</td>\n","      <td>2021</td>\n","      <td>Drama</td>\n","      <td>Drama</td>\n","      <td>7.800</td>\n","      <td>9</td>\n","      <td>325.1904</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>23</td>\n","      <td>7.0</td>\n","      <td>53</td>\n","      <td>N/A</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n","0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n","1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n","2   936075  tt11378946           Michael  2026                Music, Drama   \n","3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n","4   879945  tt16288638   The Unknown Man  2021                       Drama   \n","\n","  Primary Genre  TMDb Rating  TMDb Votes  Popularity    Revenue     Budget  \\\n","0        Horror        7.917         841    581.7554  297445815     750000   \n","1        Action        7.988        1449    519.4298  128857238   80000000   \n","2         Music        8.653        2635    503.0910  934009960  250000000   \n","3        Action        7.059          17    384.3573    3345079   16000000   \n","4         Drama        7.800           9    325.1904          0          0   \n","\n","   Runtime IMDb Rating IMDb Votes    Box Office  \n","0      108         8.2     50,183  $104,757,650  \n","1      116         6.7     36,627   $77,767,462  \n","2      128         7.7    107,813  $340,068,767  \n","3      152         N/A        N/A           N/A  \n","4       23         7.0         53           N/A  "]},"execution_count":26,"metadata":{},"output_type":"execute_result"}],"source":["movies_df = fetch_tmdb_movies(\n","    tmdb_api_key,\n","    omdb_api_key,\n","    num_pages=50\n",")\n","\n","print(len(movies_df))\n","movies_df.head()"]},{"cell_type":"code","execution_count":null,"id":"4b38c2b7","metadata":{"id":"4b38c2b7","outputId":"c67dca0b-6421-4838-f279-134d6b625fe1"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.DataFrame'>\n","RangeIndex: 1000 entries, 0 to 999\n","Data columns (total 15 columns):\n"," #   Column         Non-Null Count  Dtype  \n","---  ------         --------------  -----  \n"," 0   TMDb_ID        1000 non-null   int64  \n"," 1   IMDb_ID        978 non-null    str    \n"," 2   Title          1000 non-null   str    \n"," 3   Year           1000 non-null   str    \n"," 4   Genre          1000 non-null   str    \n"," 5   Primary Genre  993 non-null    str    \n"," 6   TMDb Rating    1000 non-null   float64\n"," 7   TMDb Votes     1000 non-null   int64  \n"," 8   Popularity     1000 non-null   float64\n"," 9   Revenue        1000 non-null   int64  \n"," 10  Budget         1000 non-null   int64  \n"," 11  Runtime        1000 non-null   int64  \n"," 12  IMDb Rating    963 non-null    str    \n"," 13  IMDb Votes     963 non-null    str    \n"," 14  Box Office     963 non-null    str    \n","dtypes: float64(2), int64(5), str(8)\n","memory usage: 190.9 KB\n"]}],"source":["movies_df.info()"]},{"cell_type":"code","execution_count":null,"id":"e1a1f6d0","metadata":{"id":"e1a1f6d0"},"outputs":[],"source":["movies_df.to_csv(\"movies_data.csv\", index=False)"]}],"metadata":{"kernelspec":{"display_name":"base","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":"3.13.9"},"colab":{"provenance":[]}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/movie_data_with_scraping.csv b/movie_data_with_scraping.csv
new file mode 100644
index 0000000..233956b
--- /dev/null
+++ b/movie_data_with_scraping.csv
@@ -0,0 +1,816 @@
+TMDb_ID,IMDb_ID,Title,Year,Genre,Primary Genre,TMDb Rating,TMDb Votes,Popularity,Revenue,Budget,Runtime,IMDb Rating,IMDb Votes,Box Office,Wikipedia Page Found,Wikipedia URL,Awards Text,has_awards
+1339713,tt37287335,Obsession,2026,"Horror, Thriller",Horror,7.917,841,581.7554,297445815.0,750000.0,108,8.2,50183.0,104757650.0,,,,
+931285,tt17490712,Mortal Kombat II,2026,"Action, Fantasy, Adventure",Action,7.988,1449,519.4298,128857238.0,80000000.0,116,6.7,36627.0,77767462.0,,,,
+936075,tt11378946,Michael,2026,"Music, Drama",Music,8.653,2635,503.091,934009960.0,250000000.0,128,7.7,107813.0,340068767.0,,,,
+1367220,tt33988385,Karuppu,2026,"Action, Fantasy",Action,7.059,17,384.3573,3345079.0,16000000.0,152,,,,,,,
+879945,tt16288638,The Unknown Man,2021,Drama,Drama,7.8,9,325.1904,,,23,7.0,53.0,,True,https://en.wikipedia.org/wiki/The_Unknown_Man,"The Unknown Man - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production 4 Reception Toggle Reception subsection 4.1 Critical response 5 Comic book adaptation 6 References 7 External links Toggle the table of contents The Unknown Man 6 languages Cymraeg Deutsch Français Italiano Português Русский Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 1951 film by Richard Thorpe The Unknown Man Theatrical release poster Directed by Richard Thorpe Screenplay by George Froeschel Ronald Millar Story by George Froeschel Ronald Millar Produced by Robert Thomsen Starring Walter Pidgeon Ann Harding Barry Sullivan Narrated by Barry Sullivan Cinematography William C. Mellor Edited by Ben Lewis Music by Conrad Salinger Distributed by Metro-Goldwyn-Mayer Release date November 16, 1951 ( 1951-11-16 ) (United States) Running time 86 minutes Country United States Language English Budget $618,000 [ 1 ] Box office $711,000 [ 1 ] The Unknown Man is a 1951 American courtroom drama film directed by Richard Thorpe and starring Walter Pidgeon , Ann Harding and Barry Sullivan . [ 2 ] Plot [ edit ] Defense attorney Dwight Bradley Masen ( Walter Pidgeon ) is successful in seeking the acquittal of a young man, Rudi Walchek ( Keefe Brasselle ), accused of knifing to death the 19-year-old son of a local locksmith, but when Rudi lets a comment slip after the trial, Masen realizes he has defended a guilty man. Masen discovers that Rudi is also a member of a syndicate extorting money from the scared merchants in the locksmith's neighborhood. After unearthing new evidence, Masen tries to convince the D.A. ( Barry Sullivan ) to retry the case, but the latter refuses on grounds of double jeopardy . Masen discovers that the head of the citizens' crime commission is also involved in the syndicate. In a rage Masen kills Layford ( Eduard Franz ), but the murder is pinned on Rudi. Despite sensing a higher justice at work, Masen feels obliged to defend Rudi once again. This time Rudi is found guilty. Masen confesses to the D.A. that he is the culprit, but the D.A. feels justice has been served and refuses to reopen the case. Masen makes one final visit to Rudi in prison, confesses, gives him the murder weapon and turns his back to Rudi to awai",True
+1057265,tt23865918,Peddi,2026,"Action, Drama",Action,6.456,45,324.8609,,36500000.0,192,,,,,,,
+1239134,tt29540862,Bhooth Bangla,2026,"Horror, Comedy",Horror,5.238,21,362.8242,20000000.0,14000000.0,163,7.5,9969.0,950000.0,,,,
+1308553,tt30447822,Hai Jawani Toh Ishq Hona Hai,2026,"Romance, Comedy",Romance,5.474,19,252.0855,,,136,,,,,,,
+1275779,tt15047880,Disclosure Day,2026,"Thriller, Science Fiction, Mystery",Thriller,6.738,503,286.9304,120479637.0,115000000.0,145,,,,,,,
+1523145,tt38190257,Your Heart Will Be Broken,2026,Romance,Romance,7.0,96,276.5688,7578000.0,3716000.0,134,,,,,,,
+1228710,tt30825738,The Mandalorian and Grogu,2026,"Action, Adventure, Science Fiction",Action,6.757,484,224.6004,315100000.0,165000000.0,132,,,,,,,
+1226293,tt31240702,Salitan,2024,"Drama, Romance",Drama,4.375,8,336.4305,,,105,5.9,115.0,,,,,
+1226863,tt28650488,The Super Mario Galaxy Movie,2026,"Family, Comedy, Adventure, Fantasy, Animation",Family,8.2,2670,227.3499,1000843925.0,110000000.0,98,6.3,55972.0,427096185.0,,,,
+1084244,tt29355505,Toy Story 5,2026,"Animation, Family, Comedy, Adventure",Animation,7.3,80,208.1732,,250000000.0,102,,,,,,,
+1103473,tt15295368,KD – The Devil,2026,"History, Crime, Action, Fantasy",History,7.5,2,205.0936,,,141,8.6,1922.0,,,,,
+1477317,tt36958376,Your Fault: London,2026,"Romance, Drama",Romance,7.755,55,195.2676,,,123,,,,,,,
+912378,tt35518410,Dridam,2026,"Crime, Thriller",Crime,7.0,1,177.7171,77048.0,,127,7.5,1103.0,,,,,
+1280738,tt33311069,The Furious,2026,"Action, Crime",Action,7.965,43,173.3095,1400000.0,20000000.0,113,7.7,991.0,,,,,
+1007757,tt29552248,Swapped,2026,"Adventure, Animation, Family, Fantasy",Adventure,8.969,1713,156.5555,,,102,7.3,14061.0,,,,,
+1304313,tt32612507,Lee Cronin's The Mummy,2026,"Horror, Mystery",Horror,8.036,1873,159.5124,90452113.0,22000000.0,133,6.2,33540.0,29152113.0,,,,
+454639,tt0427340,Masters of the Universe,2026,"Action, Fantasy, Science Fiction",Action,7.3,242,133.2322,86387310.0,200000000.0,141,,,,,,,
+687163,tt12042730,Project Hail Mary,2026,"Science Fiction, Adventure",Science Fiction,8.687,5189,138.0221,681404846.0,200000000.0,157,8.3,333549.0,341307287.0,,,,
+1122573,tt27681354,In the Grey,2026,"Action, Thriller",Action,6.6,240,138.1508,22726621.0,70000000.0,97,6.6,6178.0,5688954.0,,,,
+1293550,tt32389930,Bandar,2026,Thriller,Thriller,7.0,1,127.9698,,,140,7.8,83.0,,,,,
+1439930,tt36042156,The Punisher: One Last Kill,2026,"Action, Drama, Crime",Action,8.346,1632,132.5083,,,51,,,,,,,
+1582770,tt39139925,Dhurandhar: The Revenge,2026,"Action, Crime, Thriller",Action,7.3,119,128.842,152900759.0,14330000.0,229,8.5,45701.0,27415192.0,,,,
+976912,tt13452544,Graphic Desires,2023,"Thriller, Crime",Thriller,6.935,92,137.9446,,,90,4.2,536.0,,False,,,False
+1358005,tt33397980,Office Romance,2026,"Romance, Comedy",Romance,6.535,213,107.6441,,,115,,,,,,,
+1327819,tt26443616,Hoppers,2026,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,8.182,1632,112.2734,372010783.0,150000000.0,104,7.4,37622.0,164415529.0,,,,
+1083381,tt26657236,Backrooms,2026,"Horror, Mystery, Science Fiction",Horror,6.9,609,124.9342,262595784.0,10000000.0,111,7.1,22376.0,81456295.0,,,,
+1419406,tt34610311,The Shadow's Edge,2025,"Action, Crime, Drama, Thriller",Action,7.76,865,106.3376,174400000.0,,142,7.1,8806.0,,,,,
+1380291,tt34378301,Tom Clancy's Jack Ryan: Ghost War,2026,"Action, Thriller",Action,7.1,577,112.6535,,,107,,,,,,,
+83533,tt1757678,Avatar: Fire and Ash,2025,"Science Fiction, Adventure, Fantasy",Science Fiction,7.589,3480,106.5852,1490477656.0,350000000.0,198,7.3,168453.0,404340010.0,,,,
+1536233,tt38057342,The Summoning of Baby Blue,2025,Horror,Horror,4.444,9,99.8884,,,76,,27.0,,,,,
+1431068,tt37333137,Main Vaapas Aaunga,2026,"Romance, Drama",Romance,4.0,2,128.0098,,,166,,,,,,,
+1311031,tt32820897,Demon Slayer: Kimetsu no Yaiba Infinity Castle,2025,"Animation, Action, Fantasy",Animation,7.7,866,99.7526,733030221.0,20000000.0,156,8.4,64082.0,134519077.0,,,,
+1486860,tt32875624,Haunted 3D: Echoes of the Past,2026,"Horror, Romance, Thriller",Horror,0.0,0,105.5638,,,140,,,,,,,
+1694978,tt41604789,Chum,2026,Horror,Horror,4.538,13,93.1667,,,87,,,,,,,
+1628448,tt33538438,Maa Behen,2026,"Comedy, Thriller, Drama",Comedy,6.667,10,80.0058,,,127,,,,,,,
+1288341,tt36926359,Seven Snipers,2026,"Action, Thriller",Action,5.691,34,88.4643,,,87,,,,,,,
+1290821,tt32357218,Shelter,2026,"Action, Crime, Thriller",Action,7.669,1253,87.3498,53933639.0,50000000.0,107,6.1,25305.0,12805541.0,,,,
+1318413,tt32547691,Pressure,2026,"Thriller, History, War",Thriller,7.755,49,78.0296,11301450.0,80000000.0,101,7.7,1123.0,5750000.0,,,,
+1241752,tt31589922,Rita,2024,Drama,Drama,6.0,24,87.2605,2.0,1.0,113,,372.0,,,,,
+1430077,tt35672862,Hokum,2026,Horror,Horror,6.671,242,78.3933,23563104.0,5000000.0,107,7.3,16522.0,16834886.0,,,,
+1390300,tt34685692,Over Your Dead Body,2026,"Action, Comedy, Thriller",Action,6.594,265,75.7997,2055131.0,,105,6.5,6311.0,2154696.0,,,,
+1522126,tt37738006,1000 Men and Me: The Bonnie Blue Story,2025,"Documentary, TV Movie",Documentary,5.4,21,89.6792,,,60,4.1,837.0,,,,,
+1363387,tt35050712,Saccharine,2026,Horror,Horror,6.087,23,78.0726,,,113,6.5,186.0,,,,,
+1092936,tt33382323,The Holy Boy,2025,"Horror, Thriller, Drama",Horror,6.971,137,69.8599,377925.0,4025000.0,122,6.8,617.0,,,,,
+1318447,tt16431404,Apex,2026,"Action, Thriller",Action,6.819,1480,73.2732,,,96,6.1,81156.0,,,,,
+1560681,tt38681832,Colors of Evil: Black,2026,"Thriller, Mystery, Crime",Thriller,6.73,63,64.139,,,110,,,,,,,
+1273221,tt32093575,Scary Movie,2026,"Comedy, Horror",Comedy,5.521,303,74.8385,176631924.0,30000000.0,96,,,,,,,
+969681,tt22084616,Spider-Man: Brand New Day,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,108.9976,,,150,,,,,,,
+1297842,tt27613895,GOAT,2026,"Animation, Comedy, Family",Animation,8.14,805,74.6025,193566330.0,90000000.0,100,6.7,15166.0,103103206.0,,,,
+4247,tt0175142,Scary Movie,2000,Comedy,Comedy,6.414,7859,71.7195,278023280.0,19000000.0,88,6.3,319036.0,157019771.0,True,https://en.wikipedia.org/wiki/Scary_Movie,"Scary Movie - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Parodies 4 Music 5 Release Toggle Release subsection 5.1 Home media 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 7 Sequel 8 See also 9 References 10 External links Toggle the table of contents Scary Movie 51 languages العربية مصرى Azərbaycanca Български Brezhoneg Català Cebuano Čeština Cymraeg Dansk Deutsch Ελληνικά Emiliàn e rumagnòl Español Eesti Euskara فارسی Suomi Français Galego עברית Hrvatski Magyar Jaku Iban Bahasa Indonesia Italiano 日本語 ქართული 한국어 Lëtzebuergesch Lietuvių Latviešu Македонски മലയാളം Nederlands Norsk bokmål Polski Português Română Русский Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska Türkçe Українська اردو 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2000 film by Keenen Ivory Wayans This article is about the 2000 film. For the 2026 sequel, see Scary Movie (2026 film) . For the film franchise, see Scary Movie (film series) . For the 1996 film codenamed ""Scary Movie"", see Scream (1996 film) . For the genre, see horror film . Scary Movie Theatrical release poster Directed by Keenen Ivory Wayans Written by Shawn Wayans Marlon Wayans Buddy Johnson Phil Beauman Jason Friedberg Aaron Seltzer Produced by Eric L. Gold Lee R. Mayes Bo Zenga Starring Jon Abrahams Carmen Electra Shannon Elizabeth Anna Faris Kurt Fuller Regina Hall Lochlyn Munro Cheri Oteri Dave Sheridan Marlon Wayans Shawn Wayans Cinematography Francis Kenny Edited by Mark Helfrich Music by David Kitay Production companies Wayans Bros. Entertainment [ 1 ] Gold/Miller Productions [ 1 ] Brad Grey Pictures [ 1 ] Distributed by Dimension Films [ 1 ] Release date July 7, 2000 ( 2000-07-07 ) (United States) Running time 88 minutes [ 2 ] Country United States Language English Budget $19 million [ 3 ] Box office $278 million [ 4 ] Scary Movie is a 2000 American parody film directed by Keenen Ivory Wayans and written by Marlon and Shawn Wayans (who both also star), alongside Buddy Johnson, Phil Beauman, Jason Friedberg and Aaron Seltzer . The film stars Jon Abrahams , Carmen Electra , Shannon Elizabeth , Anna Faris , Kurt Fuller , Regina Hall , Lo",True
+157336,tt0816692,Interstellar,2014,"Adventure, Drama, Science Fiction",Adventure,8.5,40044,70.1924,746606706.0,165000000.0,169,8.7,2516752.0,203227580.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Interstellar,"List of accolades received by Interstellar - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Interstellar 3 languages Русский Українська 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Interstellar accolades Christopher Nolan received multiple accolades for his direction. Awards and nominations Award Wins Nominations Academy Awards 1 5 Alliance of Women Film Journalists EDA Awards 0 1 American Film Institute Awards 1 1 Art Directors Guild Awards 0 1 Black Reel Awards 0 1 British Academy Film Awards 1 4 Chicago Film Critics Association Awards 0 4 Cinema Audio Society Awards 0 1 Costume Designers Guild Awards 0 1 Critics' Choice Movie Awards 1 7 Dallas–Fort Worth Film Critics Association Awards 2 2 Dorian Awards 0 1 Empire Awards 2 3 Florida Film Critics Circle Awards 3 4 Georgia Film Critics Association Awards 1 3 Golden Globe Awards 0 1 Golden Reel Awards 0 2 Grammy Awards 0 1 Houston Film Critics Society Awards 0 2 Hugo Awards 0 1 International Film Music Critics Association Awards 1 3 Make-Up Artists and Hair Stylists Guild Awards 0 2 Nebula Awards 0 1 San Diego Film Critics Society Awards 0 2 Santa Barbara International Film Festival Awards 1 1 Satellite Awards 0 3 Saturn Awards 6 11 St. Louis Film Critics Association Awards 1 4 Teen Choice Awards 0 1 Visual Effects Society Awards 1 4 Washington D.C. Area Film Critics Association Awards 0 5 Women Film Critics Circle Awards 1 1 World Soundtrack Awards 0 2 Young Artist Awards 0 1 Totals [ a ] Wins 23 Nominations 87 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a specific recognition and is different from losing an award, runner-up mentions are considered wins in this award tally. For simplification and to avoid errors, each award in this list has been presumed to have had a prior nomination. Interstellar is a 2014 epic and science fiction film directed by Christopher Nolan , who wrote the screenplay with his brother Jonathan . Christopher Nolan also produced the film with Emma Thomas , under their label Syncopy , and Lynda Obst Productions . [ ",True
+1433117,tt37458112,Kara,2026,"Crime, Drama, Thriller",Crime,6.1,22,61.2952,,,161,,,,,,,
+350,tt0458352,The Devil Wears Prada,2006,"Drama, Comedy",Drama,7.434,13742,63.4911,326588371.0,35000000.0,109,7.0,545163.0,124740460.0,False,,,False
+1305781,tt32649961,Blades of the Guardians,2026,"Action, Drama, History",Action,7.008,61,65.3221,203356793.0,123000000.0,126,7.3,1400.0,1606672.0,,,,
+270473,tt3388130,Love Sick,2013,"Comedy, Romance",Comedy,5.5,2,51.4019,,,101,5.0,42.0,,False,,,False
+1291608,tt33014583,Dhurandhar,2025,"Action, Crime, Thriller",Action,7.244,307,65.1612,137246897.0,14330000.0,212,8.3,138488.0,19702994.0,,,,
+980431,tt18259538,Avatar Aang: The Last Airbender,2026,"Action, Adventure, Animation, Fantasy",Action,0.0,0,68.1711,,,99,,,,,,,
+1084242,tt26443597,Zootopia 2,2025,"Animation, Adventure, Comedy, Mystery, Family",Animation,7.668,2957,68.2815,1868208796.0,150000000.0,108,7.4,134332.0,428130160.0,,,,
+39254,tt0433035,Real Steel,2011,"Action, Science Fiction, Drama",Action,7.109,9232,61.5234,299300000.0,110000000.0,127,7.1,378495.0,85468508.0,True,https://en.wikipedia.org/wiki/Real_Steel,"Real Steel - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Development 3.2 Filming 4 Music 5 Release Toggle Release subsection 5.1 Marketing 5.2 Video game 5.3 Home media 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 6.3 Accolades 7 Future Toggle Future subsection 7.1 Potential sequel 7.2 Television series 8 See also 9 Notes 10 References 11 External links Toggle the table of contents Real Steel 38 languages العربية مصرى Български Čeština Cymraeg Deutsch Esperanto Español Eesti فارسی Suomi Français עברית हिन्दी Magyar Հայերեն Bahasa Indonesia Italiano 日本語 Jawa 한국어 Latviešu Bahasa Melayu Nederlands Norsk bokmål ਪੰਜਾਬੀ Polski Português Română Русский Svenska ไทย Türkçe Українська اردو Oʻzbekcha / ўзбекча 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2011 film by Shawn Levy This article is about the film. For the Japanese horse named after the film, see Real Steel (horse) . Real Steel Theatrical release poster Directed by Shawn Levy Screenplay by John Gatins Story by Dan Gilroy Jeremy Leven Based on "" Steel "" by Richard Matheson Produced by Don Murphy Susan Montford Shawn Levy Starring Hugh Jackman Dakota Goyo Evangeline Lilly Anthony Mackie Kevin Durand Cinematography Mauro Fiore Edited by Dean Zimmerman Music by Danny Elfman Production companies DreamWorks Pictures [ 1 ] [ 2 ] Reliance Entertainment [ 1 ] 21 Laps Entertainment [ 1 ] [ 3 ] Montford Murphy Productions [ 1 ] [ 3 ] Distributed by Walt Disney Studios Motion Pictures [ a ] Release dates September 6, 2011 ( 2011-09-06 ) (Paris) October 7, 2011 ( 2011-10-07 ) (United States) Running time 127 minutes [ 5 ] Country United States Language English Budget $110 million [ 6 ] Box office $300 million [ 7 ] Real Steel is a 2011 American science fiction sports film starring Hugh Jackman . Produced and directed by Shawn Levy , the film is based on the short story ""Steel"", written by Richard Matheson , which was originally published in the May 1956 edition of The Magazine of Fantasy & Science Fiction , and later adapted into a 1963 Twilight Zone episode . The story features a down-on-his-luck former boxer (Jackman), whose sport is now p",True
+1285366,tt33349025,Shape of My Heart,2024,Romance,Romance,5.0,3,51.783,,,91,,,,,,,
+1472951,tt29218808,Infiltrate,2026,"Action, Thriller",Action,5.556,18,49.7231,,,93,3.9,276.0,,,,,
+1351908,tt33334267,Bharat Bhhagya Viddhaata,2026,"Drama, Thriller",Drama,0.0,0,68.2574,,,127,,,,,,,
+299536,tt4154756,Avengers: Infinity War,2018,"Adventure, Action, Science Fiction",Adventure,8.237,32124,51.7509,2052415039.0,300000000.0,149,8.4,1368739.0,678815482.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Avengers:_Infinity_War,"List of accolades received by Avengers: Infinity War - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 References 3 External links Toggle the table of contents List of accolades received by Avengers: Infinity War 1 language Русский Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Avengers: Infinity War accolades Josh Brolin received multiple awards and nominations for his role in the film. Awards and nominations Award Wins Nominations Academy Awards 0 1 Annie Awards 0 1 Austin Film Critics Association Awards 1 2 BET Awards 0 1 British Academy Film Awards 0 1 Costume Designers Guild Awards 0 1 Critics' Choice Movie Awards 0 2 Dragon Awards 0 1 Grammy Awards 0 1 Florida Film Critics Circle Awards 1 1 Georgia Film Critics Association Awards 0 1 Golden Reel Awards 0 1 Golden Trailer Awards 1 6 Guild of Music Supervisors Awards 0 1 Hollywood Film Awards 1 1 Hollywood Post Alliance Awards 1 3 Hugo Awards 0 1 Los Angeles Online Film Critics Society Awards 2 5 Los Angeles Online Film Critics Society Midseason Awards 0 2 MTV Movie & TV Awards 0 3 Nickelodeon Kids' Choice Awards 2 10 People's Choice Awards 3 6 Satellite Awards 0 1 Saturn Awards 1 2 Screen Actors Guild Awards 0 1 Seattle Film Critics Society Awards 0 2 St. Louis Film Critics Association 1 3 Teen Choice Awards 3 10 Visual Effects Society Awards 4 6 Washington D.C. Area Film Critics Association Awards 1 1 Totals [ a ] Wins 22 Nominations 78 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a specific recognition and is different from losing an award, runner-up mentions are considered wins in this award tally. For simplification and to avoid errors, each award in this list has been presumed to have had a prior nomination. Avengers: Infinity War is a 2018 American superhero film based on the Marvel Comics superhero team the Avengers . Produced by Marvel Studios and distributed by Walt Disney Studios Motion Pictures , it is the sequel to The Avengers (2012) and Avengers: Age of Ultron (2015), and the 19th film in the Marvel Cinematic Universe (MCU). Directed by Anthony and Joe Russo and written by Christopher Markus and Stephen McFeely , the fil",True
+1159559,tt27047903,Scream 7,2026,"Horror, Mystery, Crime",Horror,6.2,1047,53.266,213835967.0,45000000.0,114,5.5,50291.0,121935967.0,,,,
+1292415,tt7708226,Beast,2026,"Action, Drama",Action,6.4,52,50.7747,,,115,6.2,246.0,805993.0,,,,
+980477,tt34956443,Ne Zha 2,2025,"Animation, Action, Fantasy, Adventure",Animation,8.15,718,59.7605,2259822417.0,80000000.0,144,7.9,23207.0,23308176.0,,,,
+744275,tt13069986,After We Fell,2021,"Drama, Romance",Drama,7.003,2746,53.199,21753705.0,14000000.0,99,4.8,24384.0,2170750.0,True,https://en.wikipedia.org/wiki/After_We_Fell,"After We Fell - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production 4 Release 5 Reception Toggle Reception subsection 5.1 Box office 5.2 Critical reception 6 Sequels 7 References 8 External links Toggle the table of contents After We Fell 21 languages العربية Български Català کوردی Cymraeg Español فارسی Français Galego עברית Magyar Հայերեն Bahasa Indonesia Italiano 한국어 Português Русский Shqip Српски / srpski Svenska Українська Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2021 American film After We Fell Theatrical release poster Directed by Castille Landon Screenplay by Sharon Soboil Based on After We Fell by Anna Todd Produced by Jennifer Gibgot Brian Pitt Aron Levitz Nicolas Chartier Jonathan Deckter Hero Fiennes Tiffin Courtney Solomon Mark Canton Starring Josephine Langford Hero Fiennes Tiffin Louise Lombard Rob Estes Arielle Kebbel Chance Perdomo Frances Turner Kiana Madeira Carter Jenkins Stephen Moyer Mira Sorvino Cinematography Rob C. Givens Joshua Reis Edited by Morgan Halsey Music by George Kallis Production companies Voltage Pictures Wattpad Studios Ethea Entertainment CalMaple Media Distributed by Voltage Pictures Release dates September 1, 2021 ( 2021-09-01 ) (Europe) September 30, 2021 ( 2021-09-30 ) (United States) Running time 98 minutes Country United States Language English Box office $21.8 million [ 1 ] [ 2 ] After We Fell is a 2021 American romantic drama film directed by Castille Landon from a screenplay by Sharon Soboil, based on the 2014 novel of the same name by Anna Todd . The film is a sequel to After We Collided (2020) and the third installment in the After film series . It stars Josephine Langford and Hero Fiennes Tiffin reprising their roles as Tessa Young and Hardin Scott, respectively. Louise Lombard , Rob Estes , Arielle Kebbel , Chance Perdomo in his feature film debut, Frances Turner, Kiana Madeira , Carter Jenkins and Mira Sorvino appear in supporting roles. The plot follows Tessa's preparations for a job in Seattle, the arrival of Tessa's father, and revelations about Hardin's family, all of which threaten the couple's relationship. Shooting back-to-back took place in Bulgaria in 2020 with its sequel, After Ever Happy . Due to scheduling conflicts and trav",True
+235271,tt2205401,Addicted,2014,"Drama, Thriller",Drama,5.91,449,52.8071,17534314.0,,105,5.0,12753.0,17390770.0,False,,,False
+755898,tt13186306,War of the Worlds,2025,"Science Fiction, Thriller",Science Fiction,4.083,1009,51.6481,,10000000.0,91,2.5,31185.0,,,,,
+840464,tt14850054,Greenland 2: Migration,2026,"Adventure, Thriller, Science Fiction",Adventure,6.4,1216,51.7663,44856736.0,90000000.0,98,5.2,26853.0,17770308.0,,,,
+1242898,tt31227572,Predator: Badlands,2025,"Action, Science Fiction, Adventure",Action,7.792,3113,50.4479,184500000.0,105000000.0,107,7.2,143246.0,91083631.0,,,,
+1613798,tt37989803,Vengeance,2026,"Action, Thriller",Action,7.517,258,46.2989,,,103,,,,,,,
+1368166,tt27543632,The Housemaid,2025,"Mystery, Thriller",Mystery,7.254,2449,50.9384,399644671.0,35000000.0,131,6.8,133074.0,126432462.0,,,,
+460465,tt0293429,Mortal Kombat,2021,"Action, Fantasy, Adventure",Action,7.046,6794,48.3101,84426031.0,20000000.0,110,6.1,205042.0,42326031.0,True,https://en.wikipedia.org/wiki/Mortal_Kombat,"Mortal Kombat - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Gameplay Toggle Gameplay subsection 1.1 Finishing moves 2 Plot 3 Characters 4 Development Toggle Development subsection 4.1 Origins 4.2 Graphics 4.3 Hidden content 5 Games Toggle Games subsection 5.1 Main series 5.2 Spin-off games 6 Other media Toggle Other media subsection 6.1 Films 6.1.1 Animated 6.1.2 Live-action 6.2 Print media 6.2.1 Comics 6.2.2 Novels 6.3 Music 6.4 Television 6.4.1 Animated 6.4.2 Live-action 6.5 Stage show 6.6 Online gambling game 6.7 Collectible card games 7 Reception Toggle Reception subsection 7.1 Sales 7.2 Ratings, reviews, and awards 8 Legacy and cultural impact Toggle Legacy and cultural impact subsection 8.1 Competitive play 8.2 Controversies 9 See also 10 Notes 11 References 12 External links Toggle the table of contents Mortal Kombat 53 languages العربية Azərbaycanca Boarisch Български Català کوردی Čeština Dansk Deutsch Ελληνικά Español فارسی Suomi Français Frysk Galego گیلکی עברית Hrvatski Magyar Հայերեն Italiano 日本語 ქართული Қазақша 한국어 Kurdî Latina Lietuvių Latviešu Македонски Nederlands Norsk bokmål ਪੰਜਾਬੀ Polski Português Runa Simi Русский Simple English Slovenčina Shqip Српски / srpski Svenska Kiswahili ไทย Türkçe Українська Oʻzbekcha / ўзбекча Tiếng Việt 吴语 ייִדיש 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Video game series and multimedia franchise This article is about the video game franchise. For the first game in the series, see Mortal Kombat (1992 video game) . For other uses, see Mortal Kombat (disambiguation) . Video game series Mortal Kombat Official franchise logo Genres Fighting Action-adventure Developers Midway Games Avalanche Software Eurocom Just Games Interactive Midway Studios Los Angeles Other Ocean Interactive Point of View NetherRealm Studios Publishers Midway Games Williams Entertainment Warner Bros. Games Creators Ed Boon John Tobias Platform List Amiga Android Arcade Game.com iOS Windows MS-DOS Super NES Nintendo 64 GameCube Wii Nintendo Switch Nintendo Switch 2 Game Boy Game Boy Color Game Boy Advance Nintendo DS PlayStation PlayStation 2 PlayStation 3 PlayStation 4 PlayStation 5 PlayStation Portable PlayStation Vita R-Zone J2ME Master System Seg",True
+1265609,tt15940132,War Machine,2026,"Action, Science Fiction, Thriller",Action,7.391,1924,44.2612,,73000000.0,110,6.3,86956.0,,,,,
+48650,tt1263750,Room in Rome,2010,"Drama, Romance",Drama,6.405,831,52.2855,844281.0,,109,6.0,27407.0,,True,https://en.wikipedia.org/wiki/Room_in_Rome,"Room in Rome - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production 4 Release 5 Reception 6 See also 7 References 8 Bibliography 9 External links Toggle the table of contents Room in Rome 26 languages العربية مصرى বাংলা Català Cymraeg Deutsch Ελληνικά Esperanto Español Euskara فارسی Suomi Français Galego Հայերեն Italiano 日本語 한국어 Lietuvių Nederlands Português Русский Simple English Türkçe Українська اردو Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2010 film by Julio Médem Room in Rome Theatrical release poster by Ouka Leele Spanish Habitación en Roma Directed by Julio Medem Written by Julio Medem Produced by Álvaro Longoria Starring Elena Anaya Natasha Yarovenko Enrico Lo Verso Najwa Nimri Cinematography Alex Catalán Edited by Julio Medem Music by Jocelyn Pook Production companies Morena Films Alicia Produce Distributed by Paramount Spain Release dates 24 April 2010 ( 2010-04-24 ) ( Málaga ) 7 May 2010 ( 2010-05-07 ) (Spain) Running time 107 minutes Country Spain Languages English Spanish Russian Italian Basque Room in Rome (Spanish: Habitación en Roma ) is a 2010 Spanish erotic romantic comedy-drama film directed by Julio Medem starring Elena Anaya and Natasha Yarovenko , depicting the emotional and sexual relations of two women throughout a single night in a hotel room in Rome . The plot is loosely based on another film, In Bed . Room in Rome was Medem's first English language film. [ 1 ] Plot [ edit ] During the first day of the summer in June, Alba, a 30-year-old Spanish tourist in Rome, brings a younger Russian woman, Natasha, to her hotel room during the last night of both their vacations in Rome. The details of how they met are left vague. Once in the room, Natasha is at first quite reluctant, insisting that she is straight, but the clearly more experienced Alba overcomes Natasha's hesitation. Flattered and tempted by Alba, Natasha responds to her sexual advances, but continues to maintain that she is straight and has never had sex with a woman. Alba counters by claiming that she is a lesbian and has never had sex with a man. Alba and Natasha first get undressed and into bed, but Natasha is still very nervous. Alba suggests that they first lie side by side and only casually touch each ",True
+1292695,tt31728330,They Will Kill You,2026,"Horror, Comedy, Action",Horror,7.042,770,47.8198,19382152.0,20000000.0,94,6.5,8025.0,10527870.0,,,,
+4258,tt0795461,Scary Movie 5,2013,Comedy,Comedy,4.797,3059,47.1735,78613981.0,20000000.0,88,3.6,81742.0,32015787.0,True,https://en.wikipedia.org/wiki/Scary_Movie_5,"Scary Movie 5 - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Parodies 4 Production 5 Music 6 Home media 7 Reception Toggle Reception subsection 7.1 Box office 7.2 Critical response 8 Sequel 9 See also 10 References 11 External links Toggle the table of contents Scary Movie 5 30 languages العربية مصرى Čeština Cymraeg Deutsch Español Euskara فارسی Suomi Français עברית Magyar Bahasa Indonesia Italiano Jawa 한국어 Lëtzebuergesch Latviešu Македонски Nederlands Norsk bokmål Polski Português Русский Српски / srpski Svenska Türkçe Українська 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2013 film by Malcolm D. Lee Scary Movie 5 Theatrical release poster Directed by Malcolm D. Lee Written by Pat Proft David Zucker Based on Characters by Shawn Wayans Marlon Wayans Buddy Johnson Phil Beauman Jason Friedberg Aaron Seltzer Produced by David Zucker Phil Dornfeld Starring Ashley Tisdale Simon Rex Erica Ash Katrina Bowden Terry Crews Heather Locklear J. P. Manoux Mac Miller Jerry O'Connell Molly Shannon Snoop Dogg Kate Walsh Katt Williams Cinematography Steven Douglas Smith Edited by Sam Seig Music by James L. Venable Production companies Brad Grey Pictures [ 1 ] DZE [ 1 ] Distributed by Dimension Films [ 1 ] Release date April 12, 2013 ( 2013-04-12 ) Running time 86 minutes [ 2 ] Country United States Language English Budget $20 million [ 3 ] Box office $78.4 million [ 3 ] Scary Movie 5 (stylized as Scary MoVie ) is a 2013 American parody film directed by Malcolm D. Lee and written by David Zucker and Pat Proft . It is the standalone sequel to Scary Movie 4 (2006) and the fifth installment in the Scary Movie film series . It is the second and last film in the series to be distributed by The Weinstein Company , as well as the only one not to involve Miramax Films . [ 4 ] The film stars Ashley Tisdale , Simon Rex , Erica Ash , Katrina Bowden , Terry Crews , Heather Locklear , J. P. Manoux , Mac Miller , Jerry O'Connell , Molly Shannon , Snoop Dogg , Kate Walsh and Katt Williams . The film is the only installment of the franchise not to feature Cindy Campbell (played by Anna Faris ) and Brenda Meeks ( Regina Hall ). Scary Movie 5 premiered on April 11, at ",True
+1220522,tt30413898,Dacoit,2026,"Action, Romance, Thriller",Action,6.6,5,46.7063,,,150,8.1,2765.0,904531.0,,,,
+1171145,tt32430579,Crime 101,2026,"Crime, Thriller",Crime,6.998,1086,48.2365,72900246.0,90000000.0,141,6.8,56311.0,36588336.0,,,,
+1127384,tt29516222,Deep Water,2026,"Thriller, Horror",Thriller,6.28,25,47.9514,2286163.0,,107,6.9,136.0,,,,,
+1010581,tt21909764,My Fault,2023,"Drama, Romance, Thriller",Drama,7.733,4097,49.5427,,,116,6.1,43031.0,,False,,,False
+155,tt0468569,The Dark Knight,2008,"Action, Crime, Thriller",Action,8.531,35926,42.6252,1004558444.0,185000000.0,152,9.1,3161907.0,534987076.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_The_Dark_Knight,"List of accolades received by The Dark Knight - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 See also 3 References 4 External links Toggle the table of contents List of accolades received by The Dark Knight 5 languages العربية Azərbaycanca Español Italiano Русский Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia List of accolades received by The Dark Knight Heath Ledger 's performance of the Joker received widespread acclaim, earning him a posthumous Academy Award for Best Supporting Actor Awards & nominations Award Won Nominated 81st Academy Awards 2 8 American Film Institute 1 1 Australian Film Institute 1 1 British Academy of Film and Television Arts 1 9 Broadcast Film Critics Association 2 6 Empire Awards 3 4 Cannes Film Festival 1 1 Golden Trailer Awards 3 4 Grammy Awards 1 1 Kids' Choice Awards 0 1 MTV Movie Awards 1 4 National Board of Review 1 1 National Movie Awards 1 2 Project Fanboy Awards 2 2 People's Choice Awards 5 7 Satellite Awards 1 5 Saturn Awards 5 11 Scream Awards 12 20 Teen Choice Awards 2 5 Japanese Academy Awards 1 1 American Cinema Editors 0 1 American Society of Cinematographers 0 1 Art Directors Guild 0 1 Cinema Audio Society Awards 0 1 Costume Designers Guild 1 1 Directors Guild of America 0 1 Motion Picture Sound Editors 2 3 Producers Guild of America 0 1 Screen Actors Guild Awards 2 2 Visual Effects Society 3 3 World Stunt Awards 5 5 Writers Guild of America 0 1 African-American Film Critics Association 2 2 Australian Film Critics Association 1 1 Boston Society of Film Critics 1 1 Austin Film Critics Association 5 5 Central Ohio Film Critics Association 4 4 Chicago Film Critics Association 2 6 Dallas-Fort Worth Film Critics Association 3 4 Houston Film Critics Society 1 1 Florida Film Critics 2 2 International Film Music Critics Association 0 2 Iowa Film Critics 1 1 Kansas City Film Critics Circle 2 2 Las Vegas Film Critics Society 1 1 London Film Critics' Circle 0 2 Los Angeles Film Critics Association 1 4 National Society of Film Critics 0 1 New York Film Critics Online 1 1 Oklahoma Film Critics Circle 2 2 Online Film Critics Society 4 7 San Diego Film Critics Society 1 2 San Francisco Film Critics Circle 2 2 Southeastern Film Critics Association 2 2 St. Louis Gateway Fi",True
+1325734,tt33071426,The Drama,2026,"Romance, Comedy, Drama",Romance,6.968,1051,45.8059,140892471.0,28000000.0,105,7.5,26572.0,30849251.0,,,,
+1246049,tt31434030,Dracula,2025,"Horror, Fantasy, Romance",Horror,7.2,1270,44.4677,42404858.0,52000000.0,130,6.2,34913.0,13053400.0,,,,
+1294203,tt32434379,My Fault: London,2025,"Drama, Romance",Drama,7.402,579,50.8961,,,119,6.2,13668.0,,,,,
+1480387,tt35892608,undertone,2026,"Horror, Mystery",Horror,6.2,250,44.4138,21602976.0,500000.0,94,6.1,8528.0,17555961.0,,,,
+1364953,tt15284556,Mārama,2026,"Horror, Drama, Mystery",Horror,6.389,9,34.8115,,,89,6.6,435.0,6341.0,,,,
+671,tt0241527,Harry Potter and the Philosopher's Stone,2001,"Adventure, Fantasy",Adventure,7.899,29655,46.1762,976475550.0,125000000.0,152,7.7,944457.0,319765078.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Philosopher's_Stone,"Harry Potter and the Philosopher's Stone - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Characters 3 Development, publication and reception Toggle Development, publication and reception subsection 3.1 Development 3.2 Publication and reception in the United Kingdom 3.3 US publication and reception 3.4 Translations 4 Style and themes 5 Legacy Toggle Legacy subsection 5.1 Sequels 5.2 Illustrated version 5.3 Audio books 5.4 Podcast version 5.5 Film adaptation 5.6 Video games 5.7 Uses in education and business 6 Release history 7 Notes 8 References 9 Works cited 10 External links Toggle the table of contents Harry Potter and the Philosopher's Stone 88 languages अंगिका العربية Asturianu अवधी Azərbaycanca Беларуская Български বাংলা Brezhoneg Bosanski Català کوردی Čeština Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 ქართული Қазақша ភាសាខ្មែរ ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Māori Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Plattdüütsch Nederlands Norsk nynorsk Norsk bokmål Polski Português Runa Simi Română Русский Scots Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska Sakizaya தமிழ் ไทย Tagalog Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide Checked From Wikipedia, the free encyclopedia Page version status This is an accepted version of this page This is the latest accepted revision , reviewed on 20 June 2026 . 1997 fantasy novel by J. K. Rowling This article is about the book. For the film, see Harry Potter and the Philosopher's Stone (film) . For other uses, see Harry Potter and the Philosopher's Stone (disambiguation) . Harry Potter and the Philosopher's Stone Cover for one of the earliest UK editions Author J. K. Rowling Illustrator Thomas Taylor (first edition) Language English Series Harry Potter Release number 1st in series Genre Fantasy Set in United Kingdom Publisher Bloomsbury (UK) Scholastic (US) Publication date 26 June 1997 Publication pla",True
+24428,tt0848228,The Avengers,2012,"Science Fiction, Action, Adventure",Science Fiction,8.045,38403,42.1631,1518815515.0,220000000.0,143,8.0,1555308.0,623357910.0,False,,,False
+1002398,tt33511103,Virgin,2024,"Drama, Romance",Drama,6.7,23,42.5593,,,99,,101.0,,,,,
+1475803,tt36822418,Governor,2026,"Drama, Thriller",Drama,6.0,1,46.1719,,,122,,,,,,,
+1314481,tt33612209,The Devil Wears Prada 2,2026,"Comedy, Drama",Comedy,6.6,809,38.9371,675900000.0,100000000.0,119,6.6,53400.0,209323906.0,,,,
+1579,tt0472043,Apocalypto,2006,"Action, Drama, History",Action,7.639,6423,38.9802,120654337.0,40000000.0,138,7.8,355188.0,50866635.0,True,https://en.wikipedia.org/wiki/Apocalypto,"Apocalypto - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Screenplay 3.2 Costumes and makeup 3.3 Set design 3.4 Filming 4 Music 5 Distribution and marketing 6 Themes 7 Reception Toggle Reception subsection 7.1 Critical response 7.1.1 Responses from Hollywood 7.1.2 Response in Mexico 7.2 Awards and nominations 8 Historical accuracy Toggle Historical accuracy subsection 8.1 Representation of the Maya 8.2 Human sacrifice 8.3 Ending 9 See also 10 References 11 External links Toggle the table of contents Apocalypto 56 languages العربية مصرى Azərbaycanca Boarisch Беларуская Български বাংলা Bosanski Català Čeština Dansk Deutsch Ελληνικά Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Galego Avañe'ẽ עברית Hrvatski Magyar Հայերեն Bahasa Indonesia Italiano 日本語 ქართული Қазақша 한국어 Кыргызча Lietuvių Македонски മലയാളം Bahasa Melayu Nederlands Norsk bokmål Polski Português Română Русский Slovenščina Shqip Српски / srpski Svenska தமிழ் ไทย Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2006 film by Mel Gibson This article is about the 2006 film. For the Law & Order: Criminal Intent episode, see Apokalypto . For the soundtrack, see Apocalypto (soundtrack) . Apocalypto Theatrical release poster Directed by Mel Gibson Written by Mel Gibson Farhad Safinia Produced by Mel Gibson Bruce Davey Starring Rudy Youngblood Raoul Trujillo Mayra Sérbulo Dalia Hernández Jonathan Brewer Gerardo Taracena Rodolfo Palacios Bernardo Ruiz Juarez Ammel Rodrigo Mendoza Ricardo Diaz Mendoza Israel Contreras Cinematography Dean Semler Edited by John Wright Music by James Horner Production companies Touchstone Pictures Icon Productions Distributed by Buena Vista Pictures Distribution (North America) Icon Film Distribution (International) Release date December 8, 2006 ( 2006-12-08 ) Running time 138 minutes [ 1 ] Countries United States Mexico [ 2 ] [ 3 ] Language Yucatec Maya Budget $40 million [ 4 ] Box office $120.7 million [ 4 ] Apocalypto ( / ə ˌ p ɒ k ə ˈ l ɪ p t oʊ / ) is a 2006 epic historical action-adventure film  produced and directed by Mel Gibson , who co-wrote t",True
+1127656,tt35332631,Blind Love,2025,"Romance, Family, Drama",Romance,0.0,0,35.2828,,,145,,,,,,,
+1368337,tt33764258,The Odyssey,2026,"Adventure, Action, Fantasy",Adventure,0.0,0,43.0889,,250000000.0,172,,,,,,,
+1157008,tt23777188,Dime lo que quieres (de verdad),2023,"Romance, Drama, Comedy",Romance,7.773,33,39.1846,,,103,,65.0,,False,,,False
+4248,tt0257106,Scary Movie 2,2001,Comedy,Comedy,5.835,5212,39.4554,141220678.0,45000000.0,82,5.4,190597.0,71308997.0,True,https://en.wikipedia.org/wiki/Scary_Movie_2,"Scary Movie 2 - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production 4 Music 5 Release Toggle Release subsection 5.1 Home media 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 7 Sequel 8 References 9 External links Toggle the table of contents Scary Movie 2 37 languages العربية Azərbaycanca Català Cebuano Čeština Dansk Deutsch Ελληνικά Emiliàn e rumagnòl Español Euskara فارسی Suomi Français Galego עברית Magyar Italiano 日本語 한국어 Lëtzebuergesch Lietuvių Latviešu Nederlands Norsk bokmål Polski Português Română Русский Simple English Slovenščina Српски / srpski Svenska Türkçe Українська 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2001 film by Keenen Ivory Wayans Scary Movie 2 Theatrical release poster Directed by Keenen Ivory Wayans Written by Shawn Wayans Marlon Wayans Alyson Fouse Greg Grabianski Dave Polsky Michael Anthony Snowden Craig Wayans Based on Characters by Shawn Wayans Marlon Wayans Buddy Johnson Phil Beauman Jason Friedberg Aaron Seltzer Produced by Eric L. Gold Starring Shawn Wayans Marlon Wayans Anna Faris Regina Hall Chris Masterson Kathleen Robertson James Woods Tim Curry Tori Spelling Chris Elliott Cinematography Steven Bernstein Edited by Tom Nordberg Richard Pearson Peter Teschner Production companies Gold/Miller Productions [ 1 ] Wayans Bros. Entertainment [ 1 ] Brad Grey Pictures [ 1 ] Distributed by Dimension Films [ 1 ] Release date July 4, 2001 ( 2001-07-04 ) (United States) Running time 82 minutes [ 2 ] Country United States Language English Budget $45 million [ 3 ] Box office $141.2 million [ 4 ] Scary Movie 2 is a 2001 American parody film directed by Keenen Ivory Wayans . It is the sequel to Scary Movie (2000) and the second installment in the Scary Movie film series . The film stars Anna Faris , Regina Hall , Shawn Wayans , and Marlon Wayans (all reprising their roles from the first film, despite their characters having been killed), as well as Tim Curry , Tori Spelling , Chris Elliott , Chris Masterson , Kathleen Robertson , David Cross , and James Woods . The film was the last in the series to feature the involvement of stars Marlon and Shawn Wayans, and director Keenen until Scary Movie (2026). Where the orig",True
+1669051,tt40705143,Kesong Puti,2026,Drama,Drama,4.0,3,41.4367,,,0,5.6,33.0,,,,,
+122,tt0167260,The Lord of the Rings: The Return of the King,2003,"Adventure, Fantasy, Action",Adventure,8.5,26656,38.1236,1118888979.0,94000000.0,201,9.0,2161991.0,386975644.0,True,https://en.wikipedia.org/wiki/The_Lord_of_the_Rings:_The_Return_of_the_King,"The Lord of the Rings: The Return of the King - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Comparison to the source material 4 Production Toggle Production subsection 4.1 Design 4.2 Principal photography 4.3 Pick-ups 4.4 Editing 4.5 Visual effects 4.6 Sound effects 4.7 Score 5 Release Toggle Release subsection 5.1 Theatrical 5.2 Home media 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 6.3 Accolades 7 See also 8 Notes 9 References 10 External links Toggle the table of contents The Lord of the Rings: The Return of the King 83 languages Afrikaans Aragonés العربية مصرى Asturianu Azərbaycanca تۆرکجه Беларуская Български বাংলা Bosanski Català Qırımtatarca Čeština Чӑвашла Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Kreyòl ayisyen Magyar Հայերեն Bahasa Indonesia Ilokano Íslenska Italiano 日本語 ქართული Қазақша ಕನ್ನಡ 한국어 Кыргызча Lëtzebuergesch Lietuvių Latviešu Македонски മലയാളം मराठी Bahasa Melayu Nederlands Norsk nynorsk Norsk bokmål ਪੰਜਾਬੀ Polski Português Runa Simi Română Русский Scots Srpskohrvatski / српскохрватски සිංහල Simple English Slovenščina Shqip Српски / srpski Svenska Ślůnski தமிழ் తెలుగు ไทย Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 მარგალური 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2003 film by Peter Jackson This article is about the 2003 film. For the book by Tolkien, see The Return of the King . For other uses, see The Return of the King (disambiguation) . The Lord of the Rings: The Return of the King Theatrical release poster Directed by Peter Jackson Screenplay by Fran Walsh Philippa Boyens Peter Jackson Based on The Return of the King by J. R. R. Tolkien Produced by Barrie M. Osborne Fran Walsh Peter Jackson Starring Elijah Wood Ian McKellen Liv Tyler Viggo Mortensen Sean Astin Cate Blanchett John Rhys-Davies Bernard Hill Billy Boyd Dominic Monaghan Orlando Bloom Hugo Weaving Miranda Otto David Wenham Karl Urban John Noble Andy Serkis Ian Holm Cinematography Andrew Lesnie Edited by Jamie Selkirk Music by Howard Shore Production companies WingNut Films [ 1 ] New Line Cinema [ 1 ] Dis",True
+301528,tt1979376,Toy Story 4,2019,"Family, Comedy, Animation, Adventure",Family,7.462,10583,48.8095,1073841394.0,175000000.0,100,7.6,310352.0,434038008.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Toy_Story_4,"List of accolades received by Toy Story 4 - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 See also 3 Notes 4 References 5 External links Toggle the table of contents List of accolades received by Toy Story 4 2 languages Русский 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Toy Story 4 accolades Tom Hanks received five nominations for his voice role of Woody in the film. Awards and nominations Award Wins Nominations Academy Awards 1 2 Alliance of Women Film Journalists Awards 1 2 American Cinema Editors Awards 1 1 Annie Awards 0 6 Art Directors Guild Awards 1 1 Artios Awards 1 1 Austin Film Critics Association Awards 1 1 Black Reel Awards 0 2 British Academy Children's Awards 0 1 British Academy Film Awards 0 1 Boston Society of Film Critics Awards 1 1 Capri Hollywood International Film Festival 1 1 Chicago Film Critics Association Awards 1 1 Cinema Audio Society Awards 1 1 Critics' Choice Movie Awards 1 1 Dallas–Fort Worth Film Critics Association Awards 1 1 Detroit Film Critics Society Awards 1 1 Florida Film Critics Circle Awards 0 1 Georgia Film Critics Association Awards 1 1 Golden Globe Awards 0 1 Golden Raspberry Awards 0 1 Golden Reel Awards 1 1 Golden Trailer Awards 1 3 Grammy Awards 0 1 Hollywood Critics Association Awards 1 2 Hollywood Film Awards 1 1 Houston Film Critics Society Awards 1 1 Humanitas Prize 0 1 International Cinephile Society Awards 0 1 Kansas City Film Critics Circle Awards 1 1 Los Angeles Film Critics Association Awards 1 1 Movieguide Awards 0 1 National Film & TV Awards 1 2 Nickelodeon Kids' Choice Awards 0 2 Online Film Critics Society Awards 1 1 People's Choice Awards 0 3 Producers Guild of America Awards 1 1 San Diego Film Critics Society Awards 1 1 San Francisco Bay Area Film Critics Circle Awards 0 1 Satellite Awards 0 2 Saturn Awards 1 2 Seattle Film Critics Society Awards 1 1 St. Louis Film Critics Association Awards 1 1 Teen Choice Awards 0 1 Toronto Film Critics Association Awards 0 1 Visual Effects Society Awards 1 5 Washington D.C. Area Film Critics Association Awards 1 4 Totals [ a ] Wins 29 Nominations 69 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since ",True
+1266127,tt33978029,Ready or Not: Here I Come,2026,"Thriller, Horror, Comedy",Thriller,7.7,1063,35.1041,42212563.0,14000000.0,108,6.5,42167.0,22986054.0,,,,
+1507097,tt40601101,Sattendru Maarudhu Vaanilai,2026,"Thriller, Drama, Comedy, Romance",Thriller,0.0,0,45.8455,,,120,7.0,16.0,,,,,
+1198994,tt8036976,Send Help,2026,"Horror, Thriller, Comedy",Horror,7.057,1788,37.9339,94041481.0,40000000.0,113,6.9,71618.0,64734795.0,,,,
+337167,tt4477536,Fifty Shades Freed,2018,"Drama, Romance",Drama,6.672,8362,40.1031,371985018.0,55000000.0,105,4.6,80950.0,100407760.0,False,,,False
+1630423,tt39749979,My Dearest Assassin,2026,"Action, Drama, Romance",Action,8.656,244,36.468,,,128,,,,,,,
+1184918,tt29623480,The Wild Robot,2024,"Family, Animation, Science Fiction, Adventure",Family,8.315,6154,41.0125,331982078.0,78000000.0,102,8.2,216281.0,143901945.0,,,,
+249397,tt2382009,Nymphomaniac: Vol. II,2013,"Drama, Mystery",Drama,6.713,3190,36.0334,4934725.0,2350000.0,124,6.6,103131.0,327167.0,False,,,False
+634649,tt10872600,Spider-Man: No Way Home,2021,"Action, Adventure, Science Fiction",Action,7.933,22076,41.0789,2019206586.0,200000000.0,148,8.1,1017543.0,814866759.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Spider-Man:_No_Way_Home,"List of accolades received by Spider-Man: No Way Home - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Spider-Man: No Way Home 3 languages Ελληνικά Português Русский Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia List of accolades received by Spider-Man: No Way Home Tom Holland 's performance received acclaim from critics and audiences, and gave him several accolades. Accolades Award Wins Nominations AACTA Awards 0 1 Academy Awards 0 1 Artios Awards 1 1 ASCAP Awards 2 2 Austin Film Critics Association Awards 0 1 BET Awards 1 1 Capri Hollywood International Film Festival 3 3 Cinema Audio Society Awards 0 1 Costume Designers Guild Awards 0 1 Critics' Choice Super Awards 3 5 Georgia Film Critics Association Awards 1 1 Golden Reel Awards 0 1 Golden Trailer Awards 0 3 Hollywood Music in Media Awards 0 1 Houston Film Critics Society Awards 0 1 ICG Publicists Awards 1 1 International Film Music Critics Association 1 2 Irish Film and Television Awards 0 1 Japan Academy Film Prize 0 1 London Film Critics' Circle Awards 1 1 Lumiere Awards 1 1 MTV Millennial Awards 1 1 MTV Movie & TV Awards 2 7 Nickelodeon Kids' Choice Awards 3 3 Online Film Critics Society Awards 0 1 San Diego Film Critics Society Awards 0 1 Santa Barbara International Film Festival 1 1 Saturn Awards 1 9 Seattle Film Critics Society Awards 0 2 Set Decorators Society of America Awards 0 1 Visual Effects Society 1 3 Totals [ a ] Wins 24 Nominations 60 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a specific recognition and is different from losing an award, runner-up mentions are considered wins in this award tally. For simplification and to avoid errors, each award in this list has been presumed to have had a prior nomination. Spider-Man: No Way Home is a 2021 American superhero film based on the Marvel Comics character Spider-Man , co-produced by Columbia Pictures and Marvel Studios and distributed by Sony Pictures Releasing . [ 1 ] It is the sequel to Spider-Man: Homecoming (2017) and Spider-Man: Far From Home (2019), and the 27th film in",True
+1081003,tt8814476,Supergirl,2026,"Action, Adventure, Science Fiction",Action,8.5,3,37.4307,,175000000.0,108,,,,,,,
+1473332,tt36460652,No One Will Hear Your Scream,2025,"Horror, Thriller",Horror,5.375,8,31.718,,,80,,,,,,,
+803796,tt14205554,KPop Demon Hunters,2025,"Fantasy, Music, Comedy, Animation",Fantasy,8.021,2895,35.6669,24619953.0,100000000.0,96,7.4,130920.0,24300000.0,,,,
+120,tt0120737,The Lord of the Rings: The Fellowship of the Ring,2001,"Adventure, Fantasy, Action",Adventure,8.435,27674,37.472,871368364.0,93000000.0,179,8.9,2203785.0,325873309.0,True,https://en.wikipedia.org/wiki/The_Lord_of_the_Rings:_The_Fellowship_of_the_Ring,"The Lord of the Rings: The Fellowship of the Ring - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Comparison to the book 4 Production Toggle Production subsection 4.1 Development 4.2 Filming locations 4.3 Score 5 Release Toggle Release subsection 5.1 Theatrical 5.2 Marketing 5.3 Home media 5.3.1 Theatrical version 5.3.2 Extended version 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 6.3 Accolades 7 References 8 External links Toggle the table of contents The Lord of the Rings: The Fellowship of the Ring 80 languages Afrikaans Aragonés العربية مصرى Asturianu Azərbaycanca تۆرکجه Беларуская Български বাংলা Bosanski Català Qırımtatarca Čeština Чӑвашла Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Gàidhlig Galego עברית हिन्दी Hrvatski Kreyòl ayisyen Magyar Հայերեն Bahasa Indonesia Íslenska Italiano 日本語 ქართული Қазақша 한국어 Кыргызча Lëtzebuergesch Limburgs Lietuvių Latviešu മലയാളം Монгол Bahasa Melayu Nederlands Norsk nynorsk Norsk bokmål Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska Ślůnski தமிழ் ไทย Tagalog Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 მარგალური 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2001 film by Peter Jackson This article is about the 2001 film. For the book by Tolkien, see The Fellowship of the Ring . For other uses, see The Fellowship of the Ring (disambiguation) . The Lord of the Rings: The Fellowship of the Ring Theatrical release poster Directed by Peter Jackson Screenplay by Fran Walsh Philippa Boyens Peter Jackson Based on The Fellowship of the Ring by J. R. R. Tolkien Produced by Barrie M. Osborne Peter Jackson Fran Walsh Tim Sanders Starring Elijah Wood Ian McKellen Liv Tyler Viggo Mortensen Sean Astin Cate Blanchett John Rhys-Davies Billy Boyd Dominic Monaghan Orlando Bloom Christopher Lee Hugo Weaving Sean Bean Ian Holm Andy Serkis Cinematography Andrew Lesnie Edited by John Gilbert Music by Howard Shore Production companies WingNut Films [ 1 ] New Line Cinema [ 1 ] Distributed by New Line Cinema [ 1 ] Release d",True
+1266990,tt32164798,Kulong,2024,Drama,Drama,6.417,18,37.3572,,,48,4.3,176.0,,,,,
+1274706,tt32129938,The Marked Woman,2026,"Thriller, Crime",Thriller,5.559,68,32.9522,,,109,5.5,1055.0,,,,,
+1330021,tt33100314,Remarkably Bright Creatures,2026,"Drama, Mystery",Drama,8.566,632,32.3025,,,114,7.8,11826.0,,,,,
+1501018,tt36963493,A Family of Bastards,2026,"Comedy, Crime",Comedy,5.257,37,34.5755,,,105,,,,,,,
+979,tt0290673,Irreversible,2002,"Drama, Thriller, Crime",Drama,7.182,3309,36.1624,6500000.0,3500000.0,93,7.3,161409.0,803491.0,False,,,False
+19995,tt0499549,Avatar,2009,"Science Fiction, Action, Adventure",Science Fiction,7.607,34075,36.1955,2923706026.0,237000000.0,162,7.9,1486308.0,785221649.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Avatar,"List of accolades received by Avatar - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 See also 3 References 4 External links Toggle the table of contents List of accolades received by Avatar 7 languages Bosanski Español Bahasa Indonesia 日本語 Norsk bokmål Русский 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Avatar accolades James Cameron received multiple awards and nominations for his directing of the film. Awards and nominations Award Wins Nominations 3D Creative Arts Awards 6 6 Academy Awards 3 9 American Society of Cinematographers 0 1 Art Directors Guild Awards 1 1 Artios Awards 0 1 Austin Film Critics Association 1 1 Black Reel Awards 0 1 British Academy Film Awards 2 8 César Award 0 1 Cinema Audio Society Awards 0 1 Cinema of Brazil 1 1 Chicago Film Critics Association 0 2 Costume Designers Guild 0 1 Critics' Choice Movie Awards 6 9 Dallas-Fort Worth Film Critics Association Award 1 1 Directors Guild of America Awards 0 1 Eddie Awards 0 1 Empire Awards 3 5 Environmental Media Awards 1 1 Florida Film Critics Circle Award 1 1 Golden Eagle Award 1 1 Golden Globe Awards 2 4 Golden Reel Awards 2 3 Grammy Awards 0 2 Hollywood Post Alliance Awards 1 1 Houston Film Critics Society 0 4 Hugo Awards 0 1 International Film Music Critics Association Awards 0 4 Irish Film and Television Awards 0 1 Italian National Syndicate of Film Journalists 1 1 Japan Academy Prize 1 1 London Film Critics' Circle 0 2 MTV Movie Awards 0 5 NAACP Image Awards 0 1 National Movie Awards 0 1 National Society of Film Critics 0 1 New York Film Critics 2 2 Nickelodeon Kids' Choice Awards 0 2 Hugo Awards 0 1 Online Film Critics Society 0 2 Nickelodeon Kids' Choice Awards 0 2 People's Choice Awards 2 2 Producers Guild of America Awards 0 1 Proggy award 1 1 San Diego Film Critics Society 0 2 Santa Barbara International Film Festival 1 1 Saturn Awards 11 11 Scream Awards 3 9 St. Louis Gateway Film Critics Association 2 2 Teen Choice Awards 3 6 Visual Effects Society 7 12 World Soundtrack Awards 0 2 Writers Guild of America Awards 0 1 Totals [ a ] Wins 66 Nominations 145 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a spe",True
+673,tt0304141,Harry Potter and the Prisoner of Azkaban,2004,"Adventure, Fantasy",Adventure,8.0,23205,35.1912,789804554.0,130000000.0,141,7.9,761199.0,250657586.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Prisoner_of_Azkaban,"Harry Potter and the Prisoner of Azkaban - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Publication and reception Toggle Publication and reception subsection 2.1 Pre-release history 2.2 Critical reception 2.3 Awards 2.4 Sales 3 Editions 4 Adaptations Toggle Adaptations subsection 4.1 Film 4.2 Video games 5 Notes 6 References 7 External links Toggle the table of contents Harry Potter and the Prisoner of Azkaban 81 languages अंगिका العربية अवधी Azərbaycanca Беларуская Български বাংলা Bosanski Català Čeština Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 ქართული Қазақша ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Nederlands Norsk nynorsk Norsk bokmål ਪੰਜਾਬੀ Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska தமிழ் తెలుగు ไทย Tagalog Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 1999 fantasy novel by J. K. Rowling ""Prisoner of Azkaban"" redirects here. For the film adaptation, see Harry Potter and the Prisoner of Azkaban (film) . For other uses, see Prisoner of Azkaban (disambiguation) . Harry Potter and the Prisoner of Azkaban Cover art of the first UK edition Author J. K. Rowling Illustrator Cliff Wright (first edition) Language English Series Harry Potter Release number 3rd in series Genre Fantasy Publisher Bloomsbury (UK) Publication date 8 July 1999 Publication place United Kingdom Pages 317 (first edition) ISBN 0-7475-4215-5 Preceded by Harry Potter and the Chamber of Secrets Followed by Harry Potter and the Goblet of Fire Harry Potter and the Prisoner of Azkaban [ a ] is a fantasy novel by British author J. K. Rowling . The third novel in the Harry Potter series, it follows the young wizard Harry Potter during his third year at Hogwarts School of Witchcraft and Wizardry . With his friends Ron Weasley and Hermione Granger , Harry investigates ",True
+1641319,tt39538786,Sniper: No Nation,2026,"Action, Thriller",Action,6.518,56,30.6586,,,96,,,,,,,
+299534,tt4154796,Avengers: Endgame,2019,"Adventure, Science Fiction, Action",Adventure,8.237,27867,33.7167,2799439100.0,356000000.0,181,8.4,1442446.0,858373000.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Avengers:_Endgame,"List of accolades received by Avengers: Endgame - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Avengers: Endgame 4 languages Español Português Русский 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Avengers: Endgame accolades Actor Robert Downey Jr. and composer Alan Silvestri received multiple awards and nominations for their respective work in the film. Awards and nominations Award Wins Nominations Academy Awards 0 1 Annie Awards 1 1 Art Directors Guild Awards 1 1 Artios Awards 0 1 Austin Film Critics Association Awards 1 3 BET Awards 0 1 BAFTA Film Awards 0 1 Chicago Film Critics Association Awards 0 1 Costume Designers Guild Awards 0 1 Critics' Choice Movie Awards 2 3 Dragon Awards 1 1 Florida Film Critics Circle Awards 1 1 Golden Reel Awards 0 2 Golden Trailer Awards 2 10 Grammy Awards 0 1 Harvey Awards 0 1 Hollywood Critics Association Awards 2 6 Hollywood Film Awards 1 1 Hollywood Music in Media Awards 1 1 Hollywood Professional Association Awards 0 1 Houston Film Critics Society Awards 0 1 Hugo Awards 0 1 ICG Publicists Awards 0 1 International Film Music Critics Association Awards 0 2 Lumiere Awards 1 1 Make-Up Artists & Hair Stylists Guild Awards 0 1 Movieguide Awards 0 1 MTV Movie & TV Awards 3 4 National Film & TV Awards 0 6 Nebula Awards 0 1 Nickelodeon Kids' Choice Awards 2 11 People's Choice Awards 3 7 San Diego Film Critics Society Awards 0 1 Satellite Awards 0 2 Saturn Awards 6 14 Screen Actors Guild Awards 1 1 Seattle Film Critics Society Awards 0 2 Society of Composers & Lyricists Awards 0 1 St. Louis Film Critics Association Awards 2 4 Teen Choice Awards 4 9 Visual Effects Society Awards 0 3 Washington D.C. Area Film Critics Association Awards 1 1 World Soundtrack Awards 0 1 Totals [ a ] Wins 36 Nominations 116 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a specific recognition and is different from losing an award, runner-up mentions are considered wins in this award tally. For simplification and to avoid errors, each award in this list has been presumed to have had a p",True
+1658216,tt40541157,Stepdaddy,2026,Drama,Drama,5.3,3,35.2199,,,70,5.5,64.0,,,,,
+441168,tt6237208,From Straight A's to XXX,2017,"Drama, TV Movie",Drama,5.8,162,33.9726,,,87,5.2,1873.0,,False,,,False
+1156594,tt33311244,Our Fault,2025,"Romance, Drama",Romance,7.381,687,37.0321,,,110,5.3,6626.0,,,,,
+1411773,tt15682498,The Last Stand of Ellen Cole,2024,"Action, Adventure",Action,7.844,45,31.7824,,,92,7.0,102.0,,,,,
+1110034,tt19838566,Kraken,2026,"Horror, Action, Thriller",Horror,6.287,155,32.7356,14329678.0,1000000.0,94,5.0,1710.0,,,,,
+674,tt0330373,Harry Potter and the Goblet of Fire,2005,"Adventure, Fantasy",Adventure,7.803,22221,35.8453,895921036.0,150000000.0,157,7.7,746138.0,291239805.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Goblet_of_Fire,"Harry Potter and the Goblet of Fire - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Development 3 Themes 4 Publication and reception Toggle Publication and reception subsection 4.1 UK/US release 4.1.1 Launch publicity 4.2 Critical reception 4.3 Awards and honours 5 Adaptations Toggle Adaptations subsection 5.1 Film 5.2 Video game 6 References 7 Further reading 8 External links Toggle the table of contents Harry Potter and the Goblet of Fire 80 languages अंगिका العربية अवधी Azərbaycanca Беларуская Български বাংলা Bosanski Català Čeština Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 ქართული ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Nederlands Norsk nynorsk Norsk bokmål ਪੰਜਾਬੀ Polski Português Runa Simi Română Русский Scots Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska தமிழ் ไทย Tagalog Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2000 fantasy novel by J. K. Rowling This article is about the book. For the film, see Harry Potter and the Goblet of Fire (film) . For other uses, see Harry Potter and the Goblet of Fire (disambiguation) . Harry Potter and the Goblet of Fire Cover art of the original UK edition Author J. K. Rowling Illustrator Giles Greenfield (first edition) Language English Series Harry Potter Release number 4th in series Genre Fantasy Publisher Bloomsbury (UK) Publication date 8 July 2000 Publication place United Kingdom Pages 636 (first edition) ISBN 0-7475-5079-4 Preceded by Harry Potter and the Prisoner of Azkaban Followed by Harry Potter and the Order of the Phoenix Harry Potter and the Goblet of Fire is a fantasy novel by British author J. K. Rowling . It is the fourth novel in the Harry Potter series. It follows Harry Potter , a wizard in his fourth year at Hogwarts School of Witchcraft and Wizardry , and the mystery surrounding the entry of Harry's name into t",True
+1558796,tt37899019,Never Change!,2026,Comedy,Comedy,6.5,4,34.1164,,,104,,,,,,,
+1320660,tt33054858,Pati Patni Aur Woh Do,2026,Comedy,Comedy,6.2,5,29.2224,,,117,,,,,,,
+1234821,tt31036941,Jurassic World Rebirth,2025,"Science Fiction, Adventure, Action",Science Fiction,6.272,3425,33.3794,869146189.0,180000000.0,134,5.8,194010.0,339640400.0,,,,
+533535,tt6263850,Deadpool & Wolverine,2024,"Action, Comedy, Science Fiction",Action,7.6,8772,34.0089,1338073645.0,200000000.0,128,7.5,565006.0,636745858.0,,,,
+27,tt0411705,9 Songs,2004,"Drama, Music, Romance",Drama,5.545,583,32.8791,1574623.0,1000000.0,70,4.7,25324.0,66853.0,True,https://en.wikipedia.org/wiki/9_Songs,"9 Songs - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 The nine songs 4 Reception Toggle Reception subsection 4.1 Controversy 5 See also 6 References 7 Further reading 8 External links Toggle the table of contents 9 Songs 21 languages العربية مصرى Azərbaycanca Català Cymraeg Deutsch Español Euskara فارسی Français Italiano 日本語 한국어 Nederlands Polski Português Русский Simple English Українська اردو 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2004 film by Michael Winterbottom For other uses, see Nine Songs . 9 Songs Theatrical release poster Directed by Michael Winterbottom Written by Michael Winterbottom Produced by Andrew Eaton Michael Winterbottom Starring Kieran O'Brien Margo Stilley Cinematography Marcel Zyskind Edited by Mat Whitecross Michael Winterbottom Production company Revolution Films Distributed by Optimum Releasing Release date 16 May 2004 ( 2004-05-16 ) Running time 70 minutes [ 1 ] Country United Kingdom Budget £1 million Box office $1.6 million [ 2 ] 9 Songs is a 2004 British erotic art film written and directed by Michael Winterbottom . The film stars Kieran O'Brien and Margo Stilley . The title refers to the nine songs played by eight rock bands that complement the story of the film. The film was controversial upon original release due to its sexual content, which included unsimulated footage of the two leads, Kieran O'Brien and Margo Stilley , having sexual intercourse and performing oral sex as well as a scene of ejaculation . [ 3 ] The film was showcased at the Cannes Film Festival . Plot [ edit ] Having met at a Black Rebel Motorcycle Club gig Matt and Lisa, an exchange student, have sex, the next day she leaves for work. Matt narrates the relationship from the future, where he is a climatologist in Antarctica . After seeing The Von Bondies , Matt performs cunnilingus on Lisa, followed by them having sex on the sofa. They then consume cocaine and have sex. A few days later, they see Elbow . They stay at a cottage, where Matt receives a footjob from her in the bath. He swims nude in the sea, they see Primal Scream . They have sex again and go clubbing. The following morning, he blindfolds her, ties her up, and performs cunnilingu",True
+496243,tt6751668,Parasite,2019,"Comedy, Thriller, Drama",Comedy,8.494,20746,32.7631,257591776.0,11363000.0,133,8.5,1148210.0,53847897.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Parasite,"List of accolades received by Parasite - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Parasite 5 languages Magyar Bahasa Indonesia 한국어 Português 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Parasite accolades Bong Joon-ho received multiple accolades for his direction and several more for co-writing the screenplay with Han Jin-won . Accolades Award Wins Nominations AACTA Awards 1 1 AACTA International Awards 1 4 AARP Movies for Grownups Awards 0 2 Academy Awards 4 6 AFCA Film Awards 1 1 African-American Film Critics Association Awards 3 3 Alliance of Women Film Journalists EDA Awards 4 6 Amanda Awards 0 1 American Cinema Editors Eddie Awards 1 1 American Film Institute Awards 1 1 Art Directors Guild Awards 1 1 Asia Pacific Screen Awards 1 1 Asian Film Awards 4 10 Austin Film Critics Association Awards 5 9 Belgian Film Critics Association Awards 0 1 Baeksang Arts Awards 3 14 BFE Cut Above Awards 1 1 Blue Dragon Film Awards 5 12 Blue Ribbon Awards 1 1 Bodil Awards 1 1 Boston Society of Film Critics 3 3 British Academy Film Awards 2 4 British Academy Independent Film Awards 1 1 Buil Film Awards 6 11 Busan Film Critics Awards 1 1 Cahiers du Cinéma 1 1 Calgary International Film Festival Awards 1 1 Cannes Film Festival Awards 1 1 Capri Hollywood International Film Festival Awards 1 1 César Awards 1 1 Chicago Film Critics Association Awards 4 7 Chlotrudis Awards 4 6 Chunsa Film Art Awards 5 8 Cine21 Awards 6 6 Clio Awards 0 1 Crested Butte Film Festival Awards 1 1 Critics' Choice Movie Awards 2 7 Dallas–Fort Worth Film Critics Association Awards 4 4 David di Donatello Awards 1 1 Detroit Film Critics Society Awards 1 4 Director's Cut Awards 4 8 Directors Guild of America Awards 0 1 Dorian Awards 5 6 Dublin Film Critics' Circle Awards 1 1 Eurasia International Film Festival Awards 1 1 Fantastic Fest Awards 1 1 Films from the South Awards 1 1 Florida Film Critics Circle Awards 1 3 Fotogramas de Plata 1 1 French Syndicate of Cinema Critics Awards 1 1 Georgia Film Critics Association Awards 4 8 Globes de Cristal Awards 0 1 Golden Globe Awards 1 3 Golden Reel Awards 1 1 Golden Trailer Awards 1 5 Grand Bell Awards ",True
+808,tt0126029,Shrek,2001,"Animation, Comedy, Fantasy, Adventure, Family",Animation,7.765,18824,32.9308,488977919.0,60000000.0,90,7.9,803764.0,268698241.0,True,https://en.wikipedia.org/wiki/Shrek,"Shrek - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Voice cast 3 Production Toggle Production subsection 3.1 Development 3.2 Writing 3.3 Casting 3.4 Animation 3.5 Music 4 Release Toggle Release subsection 4.1 Marketing 4.2 Home media 5 Reception Toggle Reception subsection 5.1 Box office 5.2 Critical response 5.3 Accolades 6 Legacy Toggle Legacy subsection 6.1 Rank 6.2 Cultural impact 7 Other media 8 Future 9 See also 10 Notes 11 References 12 Bibliography 13 External links Toggle the table of contents Shrek 98 languages Аԥсшәа Afrikaans አማርኛ العربية مصرى Azərbaycanca تۆرکجه Беларуская Български বাংলা Brezhoneg Català Нохчийн Cebuano کوردی Qırımtatarca Čeština Чӑвашла Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Français Gaeilge Galego Gaelg Hausa עברית हिन्दी Hrvatski Kreyòl ayisyen Magyar Հայերեն Bahasa Indonesia Íslenska Italiano 日本語 ქართული Қазақша ភាសាខ្មែរ 한국어 Kurdî Kernowek Кыргызча Latina ລາວ Lietuvių Latviešu Malagasy Македонски മലയാളം मराठी Bahasa Melayu Malti မြန်မာဘာသာ Nederlands Norsk nynorsk Norsk bokmål Oromoo Polski پښتو Português Română Русский Scots سنڌي Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska Kiswahili தமிழ் Тоҷикӣ ไทย Türkmençe Toki pona Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt Volapük Winaray 吴语 ייִדיש Yorùbá 粵語 中文 IsiZulu Edit links Article Talk English Read View source View history Tools Tools move to sidebar hide Actions Read View source View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2001 DreamWorks Animation film This article is about the 2001 film. For the franchise, see Shrek (franchise) . For the title character, see Shrek (character) . For the book that the film is based on, see Shrek! For other uses, see Shrek (disambiguation) . Shrek Theatrical release poster Directed by Andrew Adamson Vicky Jenson Written by Ted Elliott Terry Rossio Joe Stillman Roger S. H. Schulman Based on Shrek! by William Steig Produced by Aron Warner John H. Williams Jeffrey Katzenberg Starring Mike Myers Eddie Murphy Cameron Diaz John Lithgow Edited by Sim Evan-Jones Music by Harry Gregson-Williams John Powell Production companies DreamWorks Animation [ 1 ] PDI/DreamWorks [ 2 ] [ 3 ] Distributed by DreamWorks Pictures (through DreamWorks Distribut",True
+672,tt0295297,Harry Potter and the Chamber of Secrets,2002,"Adventure, Fantasy",Adventure,7.705,23638,35.1723,876688482.0,100000000.0,161,7.5,759564.0,263094348.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Chamber_of_Secrets,"Harry Potter and the Chamber of Secrets - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Publication and reception Toggle Publication and reception subsection 2.1 Development 2.2 Publication 2.3 Critical response 2.4 Awards and honours 3 Main themes Toggle Main themes subsection 3.1 Connection to Harry Potter and the Half-Blood Prince 4 Adaptations Toggle Adaptations subsection 4.1 Film 4.2 Video games 5 References 6 External links Toggle the table of contents Harry Potter and the Chamber of Secrets 84 languages अंगिका العربية अवधी Azərbaycanca Беларуская (тарашкевіца) Беларуская Български বাংলা Brezhoneg Bosanski Català Čeština Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Føroyskt Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 Jawa ქართული Қазақша ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Nederlands Norsk nynorsk Norsk bokmål Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски සිංහල Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska தமிழ் ไทย Tagalog Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 1998 fantasy novel by J. K. Rowling This article is about the book. For the film, see Harry Potter and the Chamber of Secrets (film) . For other uses, see Chamber of Secrets (disambiguation) . Harry Potter and the Chamber of Secrets Jacket art of the original UK edition Author J. K. Rowling Illustrator Cliff Wright (first edition) Language English and others Series Harry Potter Release number 2nd in series Genre Fantasy Set in United Kingdom Publisher Bloomsbury (UK) Publication date 2 July 1998 Publication place United Kingdom Pages 251 (first edition) ISBN 0-7475-3849-2 Preceded by Harry Potter and the Philosopher's Stone Followed by Harry Potter and the Prisoner of Azkaban Harry Potter and the Chamber of Secrets is a fantasy novel by British author J. K. Rowling . The second novel in the Harry Potter series, it chronicles Harry Potter 's second",True
+1375646,tt34385135,Colony,2026,"Action, Thriller, Horror",Action,6.85,61,34.7799,,12000000.0,123,7.3,357.0,,,,,
+1116201,tt27564844,Iron Lung,2026,"Horror, Mystery, Science Fiction",Horror,6.976,273,29.3385,51226173.0,4000000.0,125,6.5,19668.0,40851941.0,,,,
+1515729,tt37971394,Blast,2026,"Action, Drama, Family",Action,7.6,5,32.2541,,,143,,,,,,,
+1156593,tt28510079,Your Fault,2024,"Drama, Romance",Drama,7.1,1564,34.876,,,117,5.2,14368.0,,,,,
+519182,tt7510222,Despicable Me 4,2024,"Action, Animation, Comedy, Family, Science Fiction",Action,7.0,3219,28.3036,972021410.0,100000000.0,94,6.2,76384.0,361004205.0,,,,
+27205,tt1375666,Inception,2010,"Action, Science Fiction, Adventure",Action,8.372,39384,30.5979,839030630.0,160000000.0,148,8.8,2811614.0,292587330.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Inception,"List of accolades received by Inception - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Inception 2 languages 日本語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Inception accolades Christopher Nolan garnered several awards and nominations for his direction and writing. Accolades Award Wins Nominations Academy Awards 4 8 AFCA Film Awards 0 1 African-American Film Critics Association Awards 2 2 Alliance of Women Film Journalists EDA Awards 1 9 Amanda Awards 0 1 American Cinema Editors Eddie Awards 0 1 American Film Institute Awards 1 1 American Society of Cinematographers Awards 1 1 Art Directors Guild Awards 1 1 Artios Awards 0 1 Austin Film Critics Association Awards 1 1 Bodil Awards 0 1 Boston Society of Film Critics Awards 1 1 British Academy Film Awards 3 9 British Society of Cinematographers Awards 0 1 Camerimage Awards 0 1 César Awards 0 1 Chicago Film Critics Association Awards 2 5 Cinema Audio Society Awards 0 1 Costume Designers Guild Awards 0 1 Crime Thriller Awards 1 1 Critics' Choice Movie Awards 6 10 Czech Lion Awards 1 1 Dallas–Fort Worth Film Critics Association Awards 4 4 David di Donatello Awards 0 1 Detroit Film Critics Society Awards 0 2 Directors Guild of America Awards 0 1 Dublin Film Critics' Circle Awards 2 2 Empire Awards 1 4 Film Critics Circle of Australia Awards 0 1 Florida Film Critics Circle Awards 4 4 Gaudí Awards 0 1 Golden Globe Awards 0 4 Golden Reel Awards 2 3 Golden Trailer Awards 1 5 Grammy Awards 0 1 Grande Prêmio do Cinema Brasileiro 0 1 Hollywood Film Awards 3 3 Hollywood Music in Media Awards 1 1 Hollywood Post Alliance Awards 1 2 Houston Film Critics Society Awards 2 5 Huabiao Film Awards 0 1 Hugo Awards 1 1 International Cinephile Society Awards 2 4 International Film Music Critics Association Awards 0 2 Irish Film & Television Awards 0 3 Japan Academy Film Prize 0 1 Kansas City Film Critics Circle Awards 3 3 Kinema Junpo Awards 2 2 London Film Critics' Circle Awards 0 3 Los Angeles Film Critics Association Awards 1 1 MTV Movie Awards 1 6 Nastro d'Argento 0 1 National Board of Review Awards 1 1 Nebula Awards 1 1 New York Film Critics Online Awards 1 1 Online Film ",True
+911430,tt16311594,F1,2025,"Action, Drama",Action,7.799,4084,33.2027,634142436.0,300000000.0,156,7.6,353753.0,189642436.0,,,,
+1207162,tt25868520,Rise of the Conqueror,2026,"History, Action, Adventure, War",History,6.063,16,28.2517,,30000000.0,119,,,,,,,
+920728,tt15359866,We Want Now,2016,Romance,Romance,0.0,0,33.9804,,,58,,,,False,,,False
+10193,tt0435761,Toy Story 3,2010,"Animation, Family, Comedy",Animation,7.8,15780,35.2989,1067316101.0,200000000.0,102,8.3,961588.0,415004880.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Toy_Story_3,"List of accolades received by Toy Story 3 - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 See also 3 Notes 4 References 5 External links Toggle the table of contents List of accolades received by Toy Story 3 3 languages Italiano Русский 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Toy Story 3 accolades Screenwriter Michael Arndt received multiple nominations for his work in the film. Awards and nominations Award Wins Nominations 3D Creative Arts Awards 1 1 Academy Awards 2 5 Alliance of Women Film Journalists Awards 1 3 American Cinema Editors Awards 1 1 American Film Institute Awards 1 1 Annie Awards 0 3 Artios Awards 1 1 ASCAP Awards 1 1 Austin Film Critics Association Awards 1 1 British Academy Children's Awards 0 2 British Academy Film Awards 1 3 Boston Society of Film Critics Awards 2 2 Chicago Film Critics Association Awards 2 2 The Comedy Awards 1 1 Critics' Choice Movie Awards 1 5 Dallas–Fort Worth Film Critics Association Awards 1 1 Dorian Awards 0 1 Dublin Film Critics' Circle Awards 1 1 Empire Awards 0 1 Florida Film Critics Circle Awards 1 1 Golden Globe Awards 1 1 Golden Reel Awards 0 1 Golden Trailer Awards 0 2 Grammy Awards 1 1 Hollywood Film Awards 1 2 Hollywood Post Alliance Awards 0 2 Houston Film Critics Society Awards 1 3 Hugo Awards 0 1 ICG Publicists Awards 0 1 International Cinephile Society Awards 0 1 International Film Music Critics Association Awards 0 1 Irish Film & Television Awards 0 1 Japan Academy Film Prize 0 1 Kansas City Film Critics Circle Awards 1 1 London Film Critics' Circle Awards 0 1 Los Angeles Film Critics Association Awards 1 1 Movieguide Awards 1 1 MTV Movie Awards 0 1 National Board of Review Awards 2 2 National Movie Awards 0 1 Nebula Awards 0 1 New York Film Critics Online Awards 1 1 Nickelodeon Kids' Choice Awards (Australia) 0 1 Nickelodeon Kids' Choice Awards (United States) 0 3 Online Film Critics Society Awards 1 2 People's Choice Awards 1 2 Producers Guild of America Awards 1 2 San Diego Film Critics Society Awards 1 2 San Francisco Film Critics Circle Awards 1 1 Satellite Awards 1 2 Saturn Awards 1 2 Scream Awards 0 4 St. Louis Film Critics Association Awards 1 1 Teen Choice Awards 1 1 Toronto Film Critics Association Awards 1 1 Visual Effect",True
+1038392,tt22898462,The Conjuring: Last Rites,2025,Horror,Horror,6.936,1889,30.2076,499256445.0,55000000.0,136,6.2,98159.0,177756445.0,,,,
+1146058,tt12824390,The Pout-Pout Fish,2026,"Animation, Family, Adventure, Comedy",Animation,5.8,10,28.3042,4834402.0,10000000.0,91,,,,,,,
+767,tt0417741,Harry Potter and the Half-Blood Prince,2009,"Adventure, Fantasy",Adventure,7.68,20830,30.9274,933959197.0,250000000.0,153,7.6,653701.0,302334374.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Half-Blood_Prince,"Harry Potter and the Half-Blood Prince - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Development Toggle Development subsection 2.1 Series 2.2 Background 3 Controversies Toggle Controversies subsection 3.1 Right-to-read controversy 4 Style and themes 5 Publication and reception Toggle Publication and reception subsection 5.1 Critical reception 5.2 Awards and honours 5.3 Sales 6 Translations 7 Editions 8 Adaptations Toggle Adaptations subsection 8.1 Film 8.2 Video games 9 Notes 10 References 11 External links Toggle the table of contents Harry Potter and the Half-Blood Prince 79 languages अंगिका العربية अवधी Azərbaycanca Беларуская Български বাংলা Bosanski Català Čeština Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Ido Íslenska Italiano 日本語 Jawa ქართული ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Nederlands Norsk nynorsk Norsk bokmål ਪੰਜਾਬੀ Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska தமிழ் ไทย Tagalog Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2005 fantasy novel by J. K. Rowling ""Halfblood"" redirects here. For other uses, see Halfblood (disambiguation) . ""Half-Blood Prince"" redirects here. For the film based on the novel, see Harry Potter and the Half-Blood Prince (film) . For other uses, see Half-Blood Prince (disambiguation) . Harry Potter and the Half-Blood Prince Cover art of the first UK edition Author J. K. Rowling Illustrator Jason Cockcroft (first edition) Language English Series Harry Potter Release number 6th in series Genre Fantasy Publisher Bloomsbury (UK) Publication date 16 July 2005 Publication place United Kingdom Pages 607 (first edition) ISBN 0-7475-8108-8 Dewey Decimal 823.914 Preceded by Harry Potter and the Order of the Phoenix Followed by Harry Potter and the Deathly Hallows Harry Potter and the Half-Blood Prince is a fantasy novel by British author J. K. Row",True
+875828,tt15574124,Peaky Blinders: The Immortal Man,2026,"Crime, Drama",Crime,7.243,1023,25.077,,,112,6.5,74842.0,,,,,
+1233413,tt31193180,Sinners,2025,"Horror, Action, Thriller",Horror,7.5,4643,31.0776,370000000.0,100000000.0,138,7.5,472042.0,279989632.0,,,,
+675,tt0373889,Harry Potter and the Order of the Phoenix,2007,"Adventure, Fantasy",Adventure,7.672,20841,31.1134,938212738.0,150000000.0,138,7.5,693356.0,292382727.0,True,https://en.wikipedia.org/wiki/Harry_Potter_and_the_Order_of_the_Phoenix,"Harry Potter and the Order of the Phoenix - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Publication and release Toggle Publication and release subsection 2.1 Critical response 2.2 Predecessors and sequels 3 Adaptations Toggle Adaptations subsection 3.1 Film 3.2 Video games 4 See also 5 References 6 External links Toggle the table of contents Harry Potter and the Order of the Phoenix 77 languages अंगिका العربية अवधी Azərbaycanca Беларуская Български বাংলা Bosanski Català Čeština Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Français Frysk Gaeilge Galego עברית हिन्दी Hrvatski Magyar Հայերեն Արեւմտահայերէն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 ქართული ಕನ್ನಡ 한국어 کٲشُر Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Монгол मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Nederlands Norsk nynorsk Norsk bokmål Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Shqip Српски / srpski Svenska தமிழ் ไทย Tagalog Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 粵語 中文 IsiZulu Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2003 fantasy novel by J. K. Rowling This article is about the book. For the film, see Harry Potter and the Order of the Phoenix (film) . For other uses, see Order of the Phoenix (disambiguation) . Harry Potter and the Order of the Phoenix Cover art of the original UK edition Author J. K. Rowling Illustrator Jason Cockcroft (first edition) Language English Series Harry Potter Release number 5th in series Genre Fantasy Publisher Bloomsbury (UK) Publication date 21 June 2003 Publication place United Kingdom Pages 766 (first edition) ISBN 0-7475-5100-6 Preceded by Harry Potter and the Goblet of Fire Followed by Harry Potter and the Half-Blood Prince Harry Potter and the Order of the Phoenix is a fantasy novel by British author J. K. Rowling . It is the fifth and longest novel in the Harry Potter series. It follows Harry Potter 's struggles through his fifth year at Hogwarts School of Witchcraft and Wizardry , including the surreptitious return of the antagonist Lord Voldemort , O.W.L. exams, and an obstructive Ministry of Magic . The ",True
+1272837,tt32141377,28 Years Later: The Bone Temple,2026,"Horror, Thriller, Science Fiction",Horror,7.137,1309,29.4346,58522222.0,63000000.0,109,7.3,84391.0,25147583.0,,,,
+1084577,tt26735622,Balls Up,2026,"Comedy, Action, Adventure",Comedy,5.907,264,26.533,,,104,4.7,11568.0,,,,,
+129,tt0245429,Spirited Away,2001,"Animation, Family, Fantasy",Animation,8.535,18416,30.9662,274925095.0,19000000.0,125,8.6,964088.0,14821254.0,True,https://en.wikipedia.org/wiki/List_of_accolades_received_by_Spirited_Away,"List of accolades received by Spirited Away - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Accolades 2 Notes 3 References 4 External links Toggle the table of contents List of accolades received by Spirited Away Add languages Add links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Spirited Away accolades Hayao Miyazaki received several awards and nominations for his direction and screenplay. Accolades Award Wins Nominations Totals [ a ] Wins 32 Nominations 37 Note ^ Certain award groups do not simply award one winner. They acknowledge several different recipients, have runners-up, and have third place. Since this is a specific recognition and is different from losing an award, runner-up mentions are considered wins in this award tally. For simplification and to avoid errors, each award in this list has been presumed to have had a prior nomination. Spirited Away ( Japanese : 千と千尋の神隠し , Hepburn : Sen to Chihiro no Kamikakushi ; transl. Sen and Chihiro's Spiriting Away ) is a 2001 Japanese animated fantasy film written and directed by Hayao Miyazaki . It was produced by Toshio Suzuki , animated by Studio Ghibli , and distributed by Toho . [ 1 ] The film stars Rumi Hiiragi , alongside Miyu Irino , Mari Natsuki , Takashi Naito, Yasuko Sawaguchi , Tsunehiko Kamijō , Takehiko Ono, and Bunta Sugawara . In Spirited Away , Chihiro ""Sen"" Ogino moves to a new neighborhood and inadvertently enters the world of kami (spirits of Japanese Shinto folklore). [ 2 ] After her parents are turned into pigs by the witch Yubaba, Chihiro takes a job working in Yubaba's bathhouse to find a way to free herself and her parents and return to the human world. Released in Japan on 20 July 2001, Spirited Away was widely acclaimed and commercially successful, [ 3 ] grossing US$396 million at the worldwide box office, and becoming the highest-grossing film in Japanese history until 2020. [ 4 ] Spirited Away was a co-recipient of the Golden Bear at the 2002 Berlin International Film Festival and became the first hand-drawn , Japanese anime and non-English-language animated film to win the Academy Award for Best Animated Feature at the 75th Academy Awards . Accolades [ edit ] Accolades received by Spirited Away Award Year Category Recipient Result Ref. 6th",True
+1083884,tt21109170,Signal One,2026,"Mystery, Science Fiction",Mystery,6.5,19,26.3137,,,112,,,,,,,
+1301421,tt32565993,The Sheep Detectives,2026,"Comedy, Family, Mystery",Comedy,7.6,171,29.1076,115953209.0,75000000.0,109,7.7,15978.0,54536613.0,,,,
+14836,tt0327597,Coraline,2009,"Animation, Family, Fantasy",Animation,7.9,9033,29.2439,185860104.0,60000000.0,100,7.8,297596.0,116896576.0,True,https://en.wikipedia.org/wiki/Coraline,"Coraline - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Characters 3 Allusions 4 Adaptations Toggle Adaptations subsection 4.1 Graphic novel 4.2 Film 4.3 Theatre 4.3.1 2009 musical 4.3.2 2018 opera 4.3.3 Cancelled 2025 musical 4.4 Video games 4.5 Parodies 5 See also 6 References 7 External links Toggle the table of contents Coraline 29 languages العربية Català Čeština Deutsch Español Euskara فارسی Suomi Français עברית Magyar Հայերեն Արեւմտահայերէն Bahasa Indonesia Íslenska Italiano 日本語 한국어 Nederlands Norsk bokmål Polski Português Română Русский Српски / srpski Svenska Українська اردو 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2002 children's novella by Neil Gaiman This article is about the novel. For the film adaptation, see Coraline (film) . For other uses, see Coraline (disambiguation) . Coraline Front cover by Dave McKean Author Neil Gaiman Illustrator Dave McKean Cover artist Dave McKean Language English Genre Dark fantasy Publisher Bloomsbury Publishing (UK) HarperCollins (US) Publication date 2 July 2002 [ 1 ] Publication place United Kingdom Media type Print, e-book , audiobook Pages 210 ISBN 0-06-113937-8 OCLC 71822484 Dewey Decimal 813 LC Class PZ7.G1273 Co 2002 Coraline ( / ˈ k ɒr əl aɪ n / ) [ 2 ] is a 2002 British fantasy horror children's novella by author Neil Gaiman . Gaiman started writing Coraline in 1990, and it was published in 2002 by Bloomsbury and HarperCollins . It was awarded the 2003 Hugo Award for Best Novella , [ 3 ] the 2003 Nebula Award for Best Novella , [ 4 ] and the 2002 Bram Stoker Award for Best Work for Young Readers . [ 5 ] The Guardian ranked Coraline #82 in its list of 100 Best Books of the 21st Century. [ 6 ] It was adapted as a 2009 stop-motion animated film , directed by Henry Selick under the same name. Plot [ edit ] A young girl named Coraline Jones and her parents move into an old house that has been divided into flats. The other tenants include former actresses, April Spink and Miriam Forcible, and Mr. Bobo (commonly referred as the ""Crazy Old Man Upstairs""), who claims to be training a mouse circus. The flat beside Coraline's, which lies behind a big brown door, remains empty. During a rainy day she discovers a locke",True
+99861,tt2395427,Avengers: Age of Ultron,2015,"Action, Adventure, Science Fiction",Action,7.273,24494,24.1729,1405403694.0,235000000.0,141,7.3,998463.0,459005868.0,,,,
+646315,tt34510565,The Legendary Lighter,2019,Action,Action,5.8,5,21.9176,,,109,,,,,,,
+315635,tt2250912,Spider-Man: Homecoming,2017,"Action, Adventure, Science Fiction",Action,7.3,23220,29.5217,880978185.0,175000000.0,133,7.4,795043.0,334952829.0,True,https://en.wikipedia.org/wiki/Spider-Man:_Homecoming,"Spider-Man: Homecoming - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Development 3.2 Pre-production 3.3 Filming 3.4 Post-production 3.4.1 Visual effects 4 Music 5 Marketing 6 Release Toggle Release subsection 6.1 Theatrical 6.2 Home media 7 Reception Toggle Reception subsection 7.1 Box office 7.2 Critical response 7.3 Accolades 8 Sequels 9 See also 10 Notes 11 References 12 External links Toggle the table of contents Spider-Man: Homecoming 69 languages العربية مصرى Azərbaycanca Беларуская Български বাংলা Català Cebuano کوردی Čeština Cymraeg Dansk Deutsch Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Français Frysk Gaeilge Galego עברית हिन्दी Magyar Հայերեն Bahasa Indonesia Italiano 日本語 Jawa ქართული Қазақша 한국어 Lietuvių Latviešu Bahasa Melayu မြန်မာဘာသာ नेपाली Nederlands Norsk bokmål ਪੰਜਾਬੀ Polski پنجابی Português Română Русский Scots Srpskohrvatski / српскохрватски Simple English Slovenčina Slovenščina Српски / srpski Svenska Kiswahili தமிழ் ไทย Türkçe Татарча / tatarça Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt 吴语 მარგალური 閩南語 / Bân-lâm-gí 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2017 Marvel Studios film ""SMHC"" redirects here; not to be confused with San Miguel Holdings Corporation . Spider-Man: Homecoming Theatrical release poster Directed by Jon Watts Screenplay by Jonathan Goldstein John Francis Daley Jon Watts Christopher Ford Chris McKenna Erik Sommers Story by Jonathan Goldstein John Francis Daley Based on Spider-Man by Stan Lee Steve Ditko Produced by Kevin Feige Amy Pascal Starring Tom Holland Michael Keaton Jon Favreau Gwyneth Paltrow Zendaya Donald Glover Jacob Batalon Laura Harrier Tony Revolori Bokeem Woodbine Tyne Daly Marisa Tomei Robert Downey Jr. Cinematography Salvatore Totino Edited by Dan Lebental Debbie Berman Music by Michael Giacchino Production companies Columbia Pictures Marvel Studios Pascal Pictures Distributed by Sony Pictures Releasing [ 1 ] Release dates June 28, 2017 ( 2017-06-28 ) ( TCL Chinese Theatre ) July 7, 2017 ( 2017-07-07 ) (United States) Running time 133 minutes [ 2 ] Country United States Language English Budget $175 million [ 3 ] B",True
+1699155,tt42863533,Maternal Instinct,2026,"Documentary, Crime",Documentary,7.214,35,28.2957,,,97,,,,,,,
+13078,tt0796302,The Babysitters,2008,Drama,Drama,5.998,545,26.4429,44852.0,,88,5.6,13302.0,44852.0,,,,
+47971,tt1293847,xXx: Return of Xander Cage,2017,"Action, Adventure, Crime",Action,6.131,9240,28.0083,346118277.0,85000000.0,107,5.2,101386.0,44898413.0,True,https://en.wikipedia.org/wiki/xXx:_Return_of_Xander_Cage,"XXX: Return of Xander Cage - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Development 3.2 Casting 3.3 Filming 4 Music 5 Novelization 6 Release Toggle Release subsection 6.1 Theatrical 6.2 Home media 7 Reception Toggle Reception subsection 7.1 Box office 7.2 Critical response 7.3 Accolades 8 Sequel 9 References 10 External links Toggle the table of contents XXX: Return of Xander Cage 37 languages العربية مصرى Български भोजपुरी বাংলা Català کوردی Čeština Cymraeg Deutsch Español فارسی Suomi Français עברית हिन्दी Magyar Հայերեն Bahasa Indonesia Italiano 日本語 한국어 Latviešu Bahasa Melayu Nederlands Polski Português Română Русский Svenska ไทย Türkçe Українська اردو Tiếng Việt 粵語 中文 Edit links Article Talk English Read View source View history Tools Tools move to sidebar hide Actions Read View source View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia (Redirected from XXx: Return of Xander Cage ) 2017 American thriller film by D. J. Caruso XXX: Return of Xander Cage Theatrical release poster Directed by D.J. Caruso Written by F. Scott Frazier Based on Characters by Rich Wilkes Produced by Joe Roth [ 1 ] Jeff Kirschenbaum [ 1 ] Vin Diesel [ 1 ] Samantha Vincent [ 1 ] Starring Vin Diesel Donnie Yen Deepika Padukone Kris Wu Ruby Rose Tony Jaa Nina Dobrev Toni Collette Samuel L. Jackson Cinematography Russell Carpenter Edited by Jim Page Vince Filippone Music by Brian Tyler [ 2 ] Robert Lydecker [ 3 ] Production companies Paramount Pictures [ 4 ] Revolution Studios [ 4 ] One Race Films [ 4 ] Roth/Kirschenbaum Films [ 4 ] Distributed by Paramount Pictures [ 4 ] Release dates January 5, 2017 ( 2017-01-05 ) ( Mexico City ) January 20, 2017 ( 2017-01-20 ) (United States) Running time 107 minutes [ 5 ] Country United States [ 6 ] Language English Budget $85 million [ 5 ] Box office $346.1 million [ 5 ] XXX: Return of Xander Cage (released as XXX: Reactivated in some countries) is a 2017 American action spy film starring Vin Diesel . The third installment in the XXX film series and a sequel to both XXX (2002) and XXX: State of the Union (2005), the film was directed by D.J. Caruso and written by F. Scott Frazier. Donnie Yen , Deepika Padukone , Kris Wu , Ruby Rose , Tony Jaa , Nina Dobrev , Toni Collette , Ariadna Gutiérrez , Hermione Corfield , a",True
+1210938,tt32648798,Revelations,2025,"Thriller, Crime, Mystery",Thriller,6.379,203,26.993,,,122,6.0,4408.0,,,,,
+1168190,tt33046197,The Wrecking Crew,2026,"Action, Comedy, Crime, Mystery",Action,7.02,1077,25.7312,89000000.0,78500000.0,125,6.4,45325.0,,,,,
+425274,tt4712810,Now You See Me: Now You Don't,2025,"Crime, Thriller",Crime,6.498,1567,27.1836,243700000.0,90000000.0,112,5.9,65532.0,61882396.0,,,,
+16869,tt0361748,Inglourious Basterds,2009,"Drama, Thriller, War",Drama,8.217,24255,23.947,321457747.0,70000000.0,153,8.4,1778290.0,120540719.0,,,,
+1597280,tt31455863,Kenatha Kanom,2026,"Comedy, Drama, Family",Comedy,0.0,0,30.7469,,,116,8.1,16.0,,,,,
+38,tt0338013,Eternal Sunshine of the Spotless Mind,2004,"Science Fiction, Drama, Romance",Science Fiction,8.091,16384,24.1847,72258126.0,20000000.0,108,8.3,1166070.0,34400301.0,,,,
+1598785,tt39228706,Milky☆Subway: The Galactic Limited Express - the Movie,2026,"Animation, Action, Adventure, Comedy, Science Fiction",Animation,9.308,26,27.529,3700000.0,,46,6.6,20.0,,,,,
+1061474,tt5950044,Superman,2025,"Science Fiction, Adventure, Action",Science Fiction,7.3,4882,28.3006,618723803.0,225000000.0,130,7.0,406287.0,354223803.0,,,,
+269955,tt3303730,Obsessed,2014,"Drama, Romance",Drama,6.7,82,25.9638,,,132,6.3,3004.0,,,,,
+1688935,tt42111190,Oye Bhole Oye 2,2026,"Comedy, Drama, Action",Comedy,0.0,0,27.864,,,0,,,,,,,
+4257,tt0362120,Scary Movie 4,2006,Comedy,Comedy,5.492,3617,24.3983,178710620.0,40000000.0,83,5.1,136207.0,90710620.0,,,,
+1699574,tt41389703,Deool Band 2,2026,"Comedy, Drama",Comedy,0.0,0,25.0992,,,182,7.6,139.0,,,,,
+1530510,tt37961742,Mexico 86,2026,"Comedy, History, Drama",Comedy,7.547,74,22.5339,,,95,,,,,,,
+1316092,tt32897959,"""Wuthering Heights""",2026,"Romance, Drama",Romance,6.667,1115,22.3601,241601072.0,80000000.0,136,6.2,57394.0,84001072.0,,,,
+1439584,tt35992024,Ugly Story,2026,"Romance, Drama, Thriller",Romance,4.0,2,22.6119,,,123,9.3,536.0,,,,,
+121,tt0167261,The Lord of the Rings: The Two Towers,2002,"Adventure, Fantasy, Action",Adventure,8.4,23983,25.8968,926287400.0,79000000.0,179,8.8,1954618.0,350104956.0,,,,
+216015,tt2322441,Fifty Shades of Grey,2015,"Drama, Romance, Thriller",Drama,5.866,12411,27.5369,569651467.0,40000000.0,125,4.2,354203.0,166167230.0,True,https://en.wikipedia.org/wiki/Fifty_Shades_of_Grey,"Fifty Shades of Grey - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Background and publication 3 Reception Toggle Reception subsection 3.1 Critical response 3.2 Controversy 3.3 Censorship 4 Media Toggle Media subsection 4.1 Film adaptation 4.2 Film soundtrack 4.3 Classical album 4.4 Parodies 4.4.1 In print 4.4.2 In film 4.4.3 Online 4.4.4 On stage 4.4.5 On television 5 See also 6 References 7 External links Toggle the table of contents Fifty Shades of Grey 41 languages العربية Azərbaycanca Български Català Cymraeg Dansk Ελληνικά Español Eesti فارسی Suomi Français עברית हिन्दी Հայերեն Bahasa Indonesia Italiano 日本語 ქართული 한국어 Lietuvių മലയാളം Napulitano Nederlands Norsk bokmål ਪੰਜਾਬੀ Polski Português Română Русский Srpskohrvatski / српскохрватски Српски / srpski Sunda Svenska ไทย Tagalog Türkçe Українська اردو 粵語 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2011 erotic novel by E.L. James This article is about the novel. For its film adaptation, see Fifty Shades of Grey (film) . For the novel series, see Fifty Shades (novel series) . For the film series, see Fifty Shades (film series) . Fifty Shades of Grey First edition Author E. L. James Language English Series Fifty Shades trilogy Genre Romance Published 20 June 2011 (self-published) Publisher Vintage Books Publication place United Kingdom Media type Print ( hardcover , paperback ) Pages 514 ISBN 978-1-61213-028-6 OCLC 780307033 Followed by Fifty Shades Darker Fifty Shades of Grey is a 2011 erotic romance novel by British author E. L. James . [ 1 ] It became the first installment in the Fifty Shades novel series that follows the deepening relationship between a college graduate, Anastasia Steele, and a young business magnate, Christian Grey. It contains explicitly erotic scenes featuring elements of sexual practices involving bondage / discipline , dominance/submission , and sadism/masochism ( BDSM ). Originally self-published as an ebook and print-on-demand in June 2011, the publishing rights to Fifty Shades of Grey were acquired by Vintage Books in March 2012, topping best-seller lists around the world. It has been translated into 52 languages and set a record  as the fastest-selling paperback of all time in th",True
+569094,tt9362722,Spider-Man: Across the Spider-Verse,2023,"Animation, Action, Adventure, Science Fiction",Animation,8.337,8678,26.079,690897910.0,100000000.0,140,8.5,509515.0,381593754.0,,,,
+1218925,tt30472557,Chainsaw Man - The Movie: Reze Arc,2025,"Animation, Action, Romance, Fantasy",Animation,8.419,942,25.533,191400000.0,4100000.0,100,8.4,35800.0,43438461.0,,,,
+1669050,tt40541183,Tayuan 2,2026,Drama,Drama,4.9,8,22.8759,,,71,6.7,43.0,,,,,
+1213898,tt30387012,Border 2,2026,"Action, Drama, War",Action,7.2,26,21.7153,21000000.0,33000000.0,201,7.3,17745.0,,,,,
+1022789,tt22022452,Inside Out 2,2024,"Animation, Adventure, Comedy, Family",Animation,7.545,6720,26.1583,1698863816.0,200000000.0,97,7.5,245290.0,652980194.0,,,,
+585,tt0198781,"Monsters, Inc.",2001,"Animation, Comedy, Family, Fantasy",Animation,7.851,19832,26.861,579700000.0,115000000.0,92,8.1,1072549.0,290642256.0,True,"https://en.wikipedia.org/wiki/Monsters,_Inc.","Monsters, Inc. - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Voice cast 3 Production Toggle Production subsection 3.1 Development 3.2 Writing 3.3 Casting 3.4 Animation 4 Music 5 Release Toggle Release subsection 5.1 Marketing 5.2 Theatrical 5.3 Home media 6 Reception Toggle Reception subsection 6.1 Box office 6.2 Critical response 6.3 Accolades 7 Lawsuits 8 Further films Toggle Further films subsection 8.1 Prequel 8.2 Sequel 9 Other media Toggle Other media subsection 9.1 Video games 9.2 Television series 10 See also 11 Notes 12 References 13 Bibliography 14 External links Toggle the table of contents Monsters, Inc. 78 languages Afrikaans Aragonés العربية مصرى Azərbaycanca تۆرکجه Basa Bali Беларуская (тарашкевіца) Беларуская Български Brezhoneg Català Cebuano Čeština Cymraeg Dansk Deutsch Zazaki ދިވެހިބަސް Ελληνικά Español Euskara فارسی Suomi Français Galego Gaelg עברית हिन्दी Hrvatski Kreyòl ayisyen Magyar Հայերեն Bahasa Indonesia Íslenska Italiano 日本語 Jawa ქართული Қазақша 한국어 Кыргызча Latina Lietuvių Latviešu Македонски മലയാളം Bahasa Melayu မြန်မာဘာသာ Nederlands Norsk nynorsk Norsk bokmål Polski Português Runa Simi Română Русский Srpskohrvatski / српскохрватски Simple English Slovenčina Српски / srpski Svenska Kiswahili தமிழ் ไทย ትግርኛ Tagalog Türkçe Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt Volapük 吴语 ייִדיש 閩南語 / Bân-lâm-gí 粵語 中文 Edit links Article Talk English Read View source View history Tools Tools move to sidebar hide Actions Read View source View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2001 film by Pete Docter For the equipment manufacturer company ""Monster Inc."", see Monster Cable . For the franchise, see Monsters, Inc. (franchise) . For the 2001 video game, see Monsters, Inc. (video game) . Monsters, Inc. Theatrical release poster Directed by Pete Docter Screenplay by Andrew Stanton Daniel Gerson Story by Pete Docter Jill Culton Jeff Pidgeon Ralph Eggleston Produced by Darla K. Anderson Starring John Goodman Billy Crystal Steve Buscemi James Coburn Jennifer Tilly Mary Gibbs Edited by Robert Grahamjones Jim Stewart Music by Randy Newman Production company Pixar Animation Studios Distributed by Buena Vista Pictures Distribution [ a ] Release dates October 28, 2001 ( 2001-10-28 ) ( El Capitan Theatre ) November 2, 2001 ( 2001-11-02 ) (Un",True
+4935,tt0347149,Howl's Moving Castle,2004,"Fantasy, Animation, Adventure",Fantasy,8.387,11131,23.2222,236049757.0,24000000.0,119,8.2,507343.0,10352604.0,,,,
+209112,tt2975590,Batman v Superman: Dawn of Justice,2016,"Action, Adventure, Fantasy",Action,6.002,19036,21.3404,874362803.0,250000000.0,152,6.4,790738.0,330360194.0,,,,
+662712,tt2304637,Flag Day,2021,"Drama, Thriller, Crime",Drama,5.75,168,24.5961,,,108,5.5,3814.0,424667.0,,,,
+1306368,tt32642706,The Rip,2026,"Action, Thriller, Crime",Action,7.082,1670,23.8344,,100000000.0,113,6.8,123010.0,,,,,
+1539104,tt38121182,JUJUTSU KAISEN: Execution,2025,"Animation, Action, Fantasy",Animation,5.955,100,25.0643,44457030.0,,88,6.5,4406.0,,,,,
+37169,tt1467304,The Human Centipede (First Sequence),2009,Horror,Horror,5.186,2398,28.9404,252207.0,2000000.0,92,4.4,94031.0,181467.0,True,https://en.wikipedia.org/wiki/The_Human_Centipede_(First_Sequence),"The Human Centipede (First Sequence) - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Production Toggle Production subsection 3.1 Writing 3.2 Filming 3.3 Effects 4 Release Toggle Release subsection 4.1 Promotion 4.2 Theatrical 4.3 Home media 5 Reception Toggle Reception subsection 5.1 Critical response 5.2 Accolades 6 Sequels 7 Parodies 8 Graphic novel 9 Future 10 See also 11 References 12 External links Toggle the table of contents The Human Centipede (First Sequence) 32 languages العربية مصرى Azərbaycanca Català Cymraeg Dansk Deutsch Ελληνικά Esperanto Español فارسی Suomi Français עברית Hrvatski Ido Italiano 日本語 한국어 Nederlands Norsk bokmål Polski Português Română Русский Simple English Shqip Svenska Tagalog Türkçe Українська 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2009 film by Tom Six The Human Centipede (First Sequence) Theatrical release poster Directed by Tom Six Written by Tom Six Produced by Ilona Six Tom Six Starring Dieter Laser Ashley C. Williams Ashlynn Yennie Akihiro Kitamura Cinematography Goof de Koning Edited by Tom Six Music by Patrick Savage Holeg Spies Production company Six Entertainment Company Distributed by IFC Films Release dates 30 August 2009 ( 2009-08-30 ) ( FrightFest ) [ 1 ] 30 April 2010 ( 2010-04-30 ) Running time 92 minutes [ 2 ] Country Netherlands Languages English German Japanese Budget $1.6 million Box office $352,161 [ 3 ] The Human Centipede (First Sequence) is a 2009 Dutch body horror film written, directed and co-produced by Tom Six . The independent film concerns a deranged German surgeon who kidnaps three tourists and conjoins them surgically, mouth to anus , forming the eponymous ""human centipede "". It stars Dieter Laser as Josef Heiter, the creator of the centipede, Ashley C. Williams , Ashlynn Yennie , and Akihiro Kitamura as Heiter's victims. According to Six, the concept arose from a joke he had made with friends about punishing a child molester by stitching his mouth to the anus of a ""fat truck driver"". Other sources of inspiration were Nazi medical experiments performed during World War II , such as those performed by Josef Mengele at the Auschwitz concentration camp . When approaching i",True
+1628367,tt39664733,Kartavya,2026,"Crime, Drama, Thriller",Crime,6.5,19,21.5133,,,109,5.4,1932.0,,,,,
+502356,tt6718170,The Super Mario Bros. Movie,2023,"Family, Comedy, Adventure, Fantasy, Animation",Family,7.604,10806,24.3871,1360879735.0,100000000.0,93,7.0,295821.0,574934330.0,,,,
+278986,tt1436327,Gangor,2011,Drama,Drama,5.5,2,21.9456,,,92,6.0,109.0,,,,,
+829557,tt12996154,365 Days: This Day,2022,"Romance, Drama",Romance,5.942,1851,24.2218,,,110,2.7,27939.0,,,,,
+1315772,tt32890033,Minions & Monsters,2026,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,9.5,1,24.6585,,,90,,,,,,,
+1196067,tt14264694,Worldbreaker,2025,"Action, Horror, Science Fiction",Action,6.087,213,23.2888,,,95,4.2,766.0,,,,,
+557,tt0145487,Spider-Man,2002,"Action, Science Fiction",Action,7.332,20726,26.7808,821708551.0,139000000.0,121,7.4,958249.0,408524875.0,True,https://en.wikipedia.org/wiki/Spider-Man,"Spider-Man - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikinews Wikiquote Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Publication history Toggle Publication history subsection 1.1 Creation and development 1.2 1960s 1.3 1970s 1.4 1980s 1.5 1990s 1.6 2000s 1.7 2010s 2 Fictional character biography 3 Personality and themes 4 Powers, skills, and equipment 5 Supporting cast Toggle Supporting cast subsection 5.1 Enemies 5.2 Romantic interests 5.3 Children 5.4 Alternate versions of Spider-Man 6 Reception and legacy Toggle Reception and legacy subsection 6.1 Real-life comparisons 7 In other media 8 See also 9 Notes 10 References 11 Bibliography 12 External links Toggle the table of contents Spider-Man 113 languages Afrikaans አማርኛ Ænglisc العربية الدارجة Asturianu Azərbaycanca تۆرکجه Basa Bali Беларуская (тарашкевіца) Беларуская Betawi Български বাংলা Brezhoneg Català Нохчийн کوردی Čeština Cymraeg Dansk Deutsch Zazaki ދިވެހިބަސް Ελληνικά Esperanto Español Eesti Euskara فارسی Suomi Français Gaeilge Galego Avañe'ẽ ગુજરાતી עברית हिन्दी Hrvatski Magyar Հայերեն Interlingua Bahasa Indonesia Íslenska Italiano 日本語 Jawa ქართული Қазақша ភាសាខ្មែរ Yerwa Kanuri 한국어 Kurdî Kernowek Lëtzebuergesch Ligure Lietuvių Latviešu Malagasy Македонски മലയാളം मराठी Bahasa Melayu မြန်မာဘာသာ مازِرونی Napulitano Plattdüütsch नेपाली Nederlands Norsk nynorsk Norsk bokmål Chi-Chewa Occitan ଓଡ଼ିଆ ਪੰਜਾਬੀ Picard Polski Piemontèis پنجابی Português Română Русский Sardu Scots Srpskohrvatski / српскохрватски සිංහල Simple English Slovenčina Slovenščina Shqip Српски / srpski Sunda Svenska Kiswahili தமிழ் Тоҷикӣ ไทย Türkmençe Tagalog Türkçe Татарча / tatarça Удмурт Українська اردو Oʻzbekcha / ўзбекча Tiếng Việt Winaray 吴语 ייִדיש ⵜⴰⵎⴰⵣⵉⵖⵜ ⵜⴰⵏⴰⵡⴰⵢⵜ 閩南語 / Bân-lâm-gí 粵語 中文 Edit links Article Talk English Read View source View history Tools Tools move to sidebar hide Actions Read View source View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikimedia Commons Wikinews Wikiquote Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia Marvel Comics superhero This article is about the main and original version of the superhero. For other uses, see Spider-Man (disambiguation) . For other versions, see List of incarnations of Spider-Man and Alternative versions of Spider-Man . ""Web Slinger"" and ""Webslinger"" redirect here. For an alternate version of Spider-Man with this code name, see Alternative versions of Spider-Man § Web-Slinger (Earth-31913) . Comics ",True
+933260,tt17526714,The Substance,2024,"Horror, Science Fiction, Thriller",Horror,7.133,6068,25.7463,77316812.0,17500000.0,141,7.2,416556.0,17584795.0,,,,
+11036,tt0332280,The Notebook,2004,"Romance, Drama",Romance,7.9,12589,21.6758,115600000.0,29000000.0,123,7.8,686952.0,81417274.0,,,,
+1646787,tt39715014,Sundutan,2026,Drama,Drama,4.0,1,25.9162,,,70,,,,,,,
+98,tt0172495,Gladiator,2000,"Action, Drama, Adventure",Action,8.227,20965,24.8962,465516248.0,103000000.0,155,8.5,1844518.0,187705427.0,,,,
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,,,0,,,,,,,
+361743,tt1745960,Top Gun: Maverick,2022,"Action, Drama",Action,8.158,11047,24.2055,1488732821.0,170000000.0,131,8.2,855273.0,718732821.0,,,,
+1380126,tt34706992,Pin/Ya,2024,Drama,Drama,5.7,9,25.8648,,,60,,,,,,,
+1414413,tt32394984,Brothers Under Fire,2026,"Action, Thriller, Mystery, Drama",Action,5.9,29,24.2043,,,99,5.0,181.0,,,,,
+1632181,tt40187050,Accidental Partners,2026,"Comedy, Romance",Comedy,9.06,267,22.5694,,,110,5.6,185.0,,,,,
+1300501,tt33412884,Patriot,2026,"Action, Drama, Thriller",Action,7.1,10,21.9703,7700000.0,15000000.0,177,,,,,,,
+1316427,tt35512499,7 Dogs,2026,"Action, Comedy",Action,6.4,5,23.7059,,40000000.0,123,,,,,,,
+22,tt0325980,Pirates of the Caribbean: The Curse of the Black Pearl,2003,"Adventure, Fantasy, Action",Adventure,7.826,22301,23.1519,655011224.0,140000000.0,143,8.1,1323403.0,305413918.0,,,,
+396535,tt5700672,Train to Busan,2016,"Horror, Thriller, Action, Adventure",Horror,7.751,8414,23.0394,87547518.0,8500000.0,118,7.6,300921.0,2129768.0,,,,
+272,tt0372784,Batman Begins,2005,"Drama, Crime, Action",Drama,7.7,22671,19.8932,374218673.0,150000000.0,140,8.2,1709629.0,206863479.0,,,,
+575265,tt9603208,Mission: Impossible - The Final Reckoning,2025,"Action, Thriller, Adventure",Action,7.169,2865,25.0408,598767057.0,400000000.0,170,7.1,226897.0,197413515.0,,,,
+1556616,tt38897659,Summer House,2026,"Romance, Family, Drama, Mystery",Romance,7.9,10,22.4937,,,0,5.5,268.0,,,,,
+939243,tt18259086,Sonic the Hedgehog 3,2024,"Action, Science Fiction, Comedy, Family",Action,7.616,3306,22.2076,492162604.0,122000000.0,110,6.9,79715.0,236115100.0,,,,
+10138,tt1228705,Iron Man 2,2010,"Adventure, Action, Science Fiction",Adventure,6.855,22431,23.9188,623933331.0,200000000.0,124,6.9,936571.0,312433331.0,,,,
+76600,tt1630029,Avatar: The Way of Water,2022,"Action, Adventure, Science Fiction",Action,7.594,14202,22.3778,2334484620.0,460000000.0,192,7.5,601100.0,688459501.0,,,,
+640,tt0264464,Catch Me If You Can,2002,"Drama, Crime",Drama,7.978,17152,20.3331,352114312.0,52000000.0,141,8.1,1233450.0,164615351.0,,,,
+284054,tt1825683,Black Panther,2018,"Action, Adventure, Science Fiction",Action,7.364,23531,19.7945,1349926083.0,200000000.0,135,7.3,907405.0,700426566.0,,,,
+4256,tt0306047,Scary Movie 3,2003,Comedy,Comedy,5.976,4521,21.4558,220673217.0,45000000.0,84,5.6,170244.0,110003217.0,,,,
+7451,tt0295701,xXx,2002,"Action, Adventure, Thriller, Crime, Drama",Action,5.988,4930,22.7357,277448382.0,70000000.0,124,5.9,192071.0,142109382.0,,,,
+1470130,tt36647890,The Mortuary Assistant,2026,"Horror, Mystery",Horror,5.5,116,22.7211,1300011.0,,91,,,,,,,
+533533,tt6604188,TRON: Ares,2025,"Science Fiction, Adventure, Action",Science Fiction,6.497,1439,20.4038,142249983.0,220000000.0,119,6.2,78081.0,73161014.0,,,,
+1011985,tt21692408,Kung Fu Panda 4,2024,"Action, Adventure, Animation, Comedy, Family, Fantasy",Action,7.003,3532,19.1042,548040835.0,80000000.0,94,6.3,78494.0,193590620.0,,,,
+680493,tt22868010,Return to Silent Hill,2026,"Mystery, Drama, Horror",Mystery,5.415,632,21.1619,47976996.0,23000000.0,106,4.0,17409.0,5544971.0,,,,
+1295400,tt27817389,The Last Viking,2025,"Comedy, Crime, Drama",Comedy,7.263,137,18.9986,,,116,7.2,11659.0,,,,,
+1129104,tt11662534,Flavia,2026,"Family, Adventure, Mystery, Comedy",Family,6.2,5,21.7156,,,92,6.0,227.0,,,,,
+1119449,tt1341338,"Good Luck, Have Fun, Don't Die",2026,"Science Fiction, Action, Comedy",Science Fiction,7.004,570,21.5195,9755038.0,20000000.0,134,7.0,36970.0,8431443.0,,,,
+10681,tt0910970,WALL·E,2008,"Animation, Family, Science Fiction",Animation,8.114,20353,22.3987,521311860.0,180000000.0,98,8.4,1306354.0,223808164.0,,,,
+1663082,tt38782528,The Last Supper,2025,Horror,Horror,7.5,4,19.2995,,,87,,,,,,,
+1290417,tt32362890,Thrash,2026,"Horror, Thriller",Horror,6.066,641,19.3937,,,84,5.1,14495.0,,,,,
+1232889,tt24128644,Malta,2024,"Drama, Science Fiction",Drama,5.4,8,36.0552,,,97,7.0,103.0,,,,,
+950387,tt3566834,A Minecraft Movie,2025,"Family, Fantasy, Comedy, Adventure",Family,6.256,3036,21.2046,960387780.0,150000000.0,101,5.6,153774.0,424087780.0,,,,
+1087192,tt26743210,How to Train Your Dragon,2025,"Fantasy, Family, Action, Adventure",Fantasy,7.928,2875,22.4044,636351148.0,150000000.0,125,7.7,131570.0,262958100.0,,,,
+1241982,tt13622970,Moana 2,2024,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,7.007,3097,22.1946,1059242164.0,150000000.0,100,6.3,125961.0,460405297.0,,,,
+77338,tt1675434,The Intouchables,2011,"Drama, Comedy",Drama,8.271,18470,24.928,426590315.0,13000000.0,113,8.5,1024790.0,10198820.0,,,,
+150540,tt2096673,Inside Out,2015,"Animation, Family, Adventure, Drama, Comedy",Animation,7.909,23507,21.2604,857611174.0,175000000.0,95,8.1,905131.0,356461711.0,,,,
+106646,tt0993846,The Wolf of Wall Street,2013,"Crime, Drama, Comedy",Crime,8.028,25986,22.2641,407038432.0,100000000.0,180,8.2,1784314.0,116900694.0,,,,
+324857,tt4633694,Spider-Man: Into the Spider-Verse,2018,"Animation, Action, Adventure, Science Fiction",Animation,8.393,17304,20.5561,394884133.0,90000000.0,117,8.4,777014.0,190241310.0,,,,
+872585,tt15398776,Oppenheimer,2023,"Drama, History",Drama,8.0,11863,23.0112,952000000.0,100000000.0,181,8.2,1024033.0,330078895.0,,,,
+12153,tt0381707,White Chicks,2004,"Comedy, Crime",Comedy,6.9,4558,21.4164,113100000.0,37000000.0,109,5.9,190250.0,70831760.0,,,,
+1511057,tt37540875,Roommates,2026,Comedy,Comedy,6.569,130,16.7345,,,108,5.7,2181.0,,,,,
+508642,tt8119752,Gonjiam: Haunted Asylum,2018,"Horror, Mystery",Horror,7.278,942,21.3186,21041950.0,,95,6.5,22725.0,115252.0,,,,
+12445,tt1201607,Harry Potter and the Deathly Hallows: Part 2,2011,"Adventure, Fantasy",Adventure,8.079,22028,19.5573,1341511219.0,125000000.0,130,8.1,1035967.0,381884297.0,,,,
+537915,tt4126476,After,2019,"Drama, Romance",Drama,7.106,8528,19.9841,69497587.0,14000000.0,106,5.3,75034.0,12138565.0,,,,
+244786,tt2582802,Whiplash,2014,"Drama, Music, Thriller",Drama,8.375,16677,21.2186,50307484.0,3300000.0,107,8.5,1134459.0,14003391.0,,,,
+438631,tt1160419,Dune,2021,"Science Fiction, Adventure",Science Fiction,7.779,14970,22.5697,410668500.0,165000000.0,155,8.0,1038179.0,108897830.0,,,,
+1726,tt0371746,Iron Man,2008,"Action, Science Fiction, Adventure",Action,7.662,28200,19.5613,585174222.0,140000000.0,126,7.9,1223183.0,319034126.0,,,,
+9806,tt0317705,The Incredibles,2004,"Action, Adventure, Animation, Family",Action,7.726,18939,19.2165,631442092.0,92000000.0,115,8.0,891503.0,261441092.0,,,,
+269149,tt2948356,Zootopia,2016,"Animation, Adventure, Family, Comedy",Animation,7.763,18163,20.5807,1025521689.0,150000000.0,109,8.0,625023.0,341268248.0,,,,
+858024,tt14905854,Hamnet,2025,"Drama, Romance, History",Drama,7.7,1393,23.7401,107756183.0,30000000.0,125,7.8,109507.0,24208900.0,,,,
+1247165,tt31390893,Raja Shivaji,2026,"Action, History, Drama",Action,9.0,1,18.3197,15600000.0,9000000.0,195,,,,,,,
+429617,tt6320628,Spider-Man: Far From Home,2019,"Action, Adventure, Science Fiction",Action,7.396,17002,25.1858,1132723226.0,160000000.0,129,7.3,637793.0,391283774.0,,,,
+181808,tt2527336,Star Wars: The Last Jedi,2017,"Adventure, Action, Science Fiction",Adventure,6.75,16368,22.4446,1334407706.0,300000000.0,152,6.8,714411.0,620181382.0,,,,
+354912,tt2380307,Coco,2017,"Family, Animation, Music, Adventure",Family,8.198,21028,20.4469,814641172.0,175000000.0,105,8.4,704092.0,210460015.0,,,,
+411,tt0363771,"The Chronicles of Narnia: The Lion, the Witch and the Wardrobe",2005,"Adventure, Family, Fantasy",Adventure,7.137,11517,20.3498,745013115.0,180000000.0,143,6.9,450246.0,291710957.0,,,,
+1197306,tt9150192,A Working Man,2025,"Action, Crime, Thriller",Action,6.696,1943,20.437,89400711.0,40000000.0,116,5.7,76249.0,37000711.0,,,,
+414906,tt1877830,The Batman,2022,"Crime, Mystery, Thriller",Crime,7.66,11996,20.816,772775278.0,185000000.0,177,7.8,923764.0,369801546.0,,,,
+693134,tt15239678,Dune: Part Two,2024,"Science Fiction, Adventure",Science Fiction,8.1,8041,21.7486,714844358.0,190000000.0,167,8.4,734902.0,282144358.0,,,,
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15203,20.9751,259239658.0,150000000.0,164,8.0,751317.0,92071675.0,,,,
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15204,20.9751,259239658.0,150000000.0,164,8.0,751317.0,92071675.0,,,,
+138843,tt1457767,The Conjuring,2013,"Horror, Thriller",Horror,7.54,12751,19.6945,321293998.0,13000000.0,112,7.5,620597.0,137446368.0,,,,
+1408208,tt35222590,Exit 8,2025,"Horror, Mystery",Horror,6.818,466,19.8543,43891675.0,1400000.0,95,6.4,14034.0,2153941.0,,,,
+406997,tt2543472,Wonder,2017,"Family, Drama",Family,8.106,8266,21.0396,315025930.0,20000000.0,113,7.9,195058.0,132422809.0,,,,
+6312,tt0237534,Brotherhood of the Wolf,2001,"Adventure, Horror, Action, History",Adventure,6.7,1734,28.8775,70800000.0,29000000.0,151,7.0,76333.0,11274610.0,True,https://en.wikipedia.org/wiki/Brotherhood_of_the_Wolf,"Brotherhood of the Wolf - Wikipedia Jump to content Main menu Main menu move to sidebar hide Navigation Main page Contents Current events Random article About Wikipedia Contact us Contribute Help Learn to edit Community portal Recent changes Upload file Special pages Print/export Download as PDF Printable version In other projects Wikidata item Search Search Appearance Donate Create account Log in Personal tools Donate Create account Log in Contents move to sidebar hide (Top) 1 Plot 2 Cast 3 Reception Toggle Reception subsection 3.1 Critical reception 3.2 Box office 4 Alternate versions 5 Awards 6 References 7 External links Toggle the table of contents Brotherhood of the Wolf 30 languages العربية مصرى Български Català Čeština Cymraeg Deutsch Ελληνικά Español Euskara فارسی Suomi Français Galego עברית Magyar Italiano 日本語 한국어 Nederlands Norsk bokmål Polski Português Română Русский Srpskohrvatski / српскохрватски Српски / srpski Svenska Українська 中文 Edit links Article Talk English Read Edit View history Tools Tools move to sidebar hide Actions Read Edit View history General What links here Related changes Upload file Permanent link Page information Cite this page Get shortened URL Print/export Download as PDF Printable version In other projects Wikidata item Appearance move to sidebar hide From Wikipedia, the free encyclopedia 2001 film by Christophe Gans This article is missing information about the film's production. Please expand the article to include this information. Further details may exist on the talk page . ( December 2021 ) Brotherhood of the Wolf French theatrical release poster Directed by Christophe Gans Written by Christophe Gans Stéphane Cabel Produced by Richard Grandpierre Samuel Hadida Starring Samuel Le Bihan Vincent Cassel Émilie Dequenne Monica Bellucci Jérémie Renier Mark Dacascos Narrated by Jacques Perrin Cinematography Dan Laustsen Edited by David Wu Sébastien Prangère Xavier Loutreuil Music by Joseph LoDuca Production companies StudioCanal Davis Films Eskwad Distributed by Metropolitan Filmexport Release date 31 January 2001 ( 2001-01-31 ) Running time 142 minutes [ 1 ] Country France Language French Budget Fr 200 million (€32 million) [ 2 ] US$29 million [ 3 ] Box office $70.8 million [ 4 ] Brotherhood of the Wolf ( French : Le Pacte des loups ) is a 2001 French period action horror film [ 5 ] [ 6 ] directed by Christophe Gans , co-written by Gans and Stéphane Cabel, and starring Samuel Le Bihan , Mark Dacascos , Émilie Dequenne , Monica Bellucci and Vincent Cassel . The story takes place in 18th-century France, where the Chevalier de Fronsac and Mani, an Iroquois man, are sent to investigate the mysterious slaughter of hundreds by an unknown creature in the county of Gévaudan . The plot is loosely based on a real-life series of killings that took place in France in the 18th century and the famous legend of the beast of Gévaudan ; parts of the film were shot at Château de Roquetaillade . The film has several extended swa",True
+1236153,tt31050594,Mercy,2026,"Science Fiction, Action, Thriller",Science Fiction,7.042,1390,18.3302,54708061.0,60000000.0,99,6.2,56372.0,24390303.0,,,,
+617126,tt10676052,The Fantastic 4: First Steps,2025,"Science Fiction, Adventure, Action",Science Fiction,6.962,3405,21.8924,521858728.0,229600000.0,115,6.8,258601.0,274286610.0,,,,
+950396,tt13654226,The Gorge,2025,"Romance, Science Fiction, Thriller",Romance,7.649,3796,18.4846,,70000000.0,128,6.7,169186.0,,,,,
+177572,tt2245084,Big Hero 6,2014,"Adventure, Family, Animation, Action, Comedy",Adventure,7.725,16618,19.9957,657870525.0,165000000.0,102,7.8,548572.0,222527828.0,,,,
+1404791,tt35276942,Dollhouse,2025,"Horror, Mystery",Horror,7.605,95,18.3916,11547839.0,,110,,111.0,,,,,
+68726,tt1663662,Pacific Rim,2013,"Action, Science Fiction, Adventure",Action,6.93,13421,20.1785,411000000.0,180000000.0,131,6.9,555685.0,101802906.0,,,,
+330457,tt4520988,Frozen II,2019,"Family, Animation, Adventure, Comedy, Fantasy",Family,7.23,10303,20.7683,1453683476.0,150000000.0,103,6.8,216694.0,477373578.0,,,,
+1613650,tt36120705,El fantasma de mi mujer,2026,Comedy,Comedy,4.7,3,18.6299,,,90,,,,,,,
+1084187,tt26678938,Pretty Lethal,2026,"Music, Thriller, Action, Horror",Music,6.759,407,18.0854,,,90,5.8,10515.0,,,,,
+68721,tt1300854,Iron Man 3,2013,"Action, Adventure, Science Fiction",Action,6.933,23466,19.041,1215577205.0,200000000.0,130,7.1,964747.0,409013994.0,,,,
+58,tt0383574,Pirates of the Caribbean: Dead Man's Chest,2006,"Adventure, Fantasy, Action",Adventure,7.381,17212,19.1317,1066179747.0,200000000.0,151,7.4,825206.0,423315812.0,,,,
+72190,tt0816711,World War Z,2013,"Action, Horror, Science Fiction",Action,6.836,16626,17.3061,531865000.0,200000000.0,116,7.0,778104.0,202807711.0,,,,
+10867,tt0213847,Malena,2000,Drama,Drama,7.501,2668,18.5079,14493284.0,,108,7.4,123235.0,3448233.0,,,,
+1495,tt0320661,Kingdom of Heaven,2005,"Drama, Action, Adventure, History, War",Drama,7.1,5003,17.7673,218366336.0,130000000.0,144,7.3,347384.0,47527678.0,,,,
+1340110,tt33295741,Redux Redux,2025,"Science Fiction, Thriller, Horror, Crime",Science Fiction,6.704,147,15.8933,,,109,6.3,2074.0,,,,,
+378064,tt5323662,A Silent Voice: The Movie,2016,"Animation, Drama, Romance",Animation,8.389,4515,16.8954,30819442.0,,129,8.2,137111.0,1079689.0,,,,
+8358,tt0162222,Cast Away,2000,"Adventure, Drama",Adventure,7.663,12296,16.4982,429632142.0,90000000.0,143,7.8,676631.0,233632142.0,,,,
+1584215,tt38238651,The Internship,2026,Action,Action,6.3,80,26.5701,,,91,4.1,772.0,,,,,
+662707,tt1742179,Starbright,2026,"Adventure, Action",Adventure,5.921,19,16.9443,,30000000.0,148,,,,,,,
+1108427,tt27419466,Moana,2026,"Family, Fantasy, Comedy, Adventure",Family,0.0,0,16.5843,,200000000.0,115,,,,,,,
+991494,tt23572848,The SpongeBob Movie: Search for SquarePants,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.9,300,18.6983,163197450.0,64000000.0,88,5.7,6073.0,70484958.0,,,,
+259316,tt3183660,Fantastic Beasts and Where to Find Them,2016,"Fantasy, Adventure",Fantasy,7.309,19730,16.3965,809342332.0,180000000.0,133,7.2,537711.0,234037575.0,,,,
+912649,tt16366836,Venom: The Last Dance,2024,"Science Fiction, Action, Adventure",Science Fiction,6.672,4259,19.2757,478937618.0,120000000.0,109,6.0,149838.0,139755882.0,,,,
+50619,tt1324999,The Twilight Saga: Breaking Dawn - Part 1,2011,"Adventure, Fantasy, Romance",Adventure,6.189,9281,18.2169,712171856.0,110000000.0,117,4.9,271400.0,281797623.0,,,,
+1368881,tt34611082,Ladies First,2026,"Comedy, Fantasy",Comedy,5.984,340,17.1805,,,94,5.8,16459.0,,,,,
+1340206,tt33296751,Tuner,2026,"Crime, Thriller",Crime,6.9,61,16.6003,1896557.0,7000000.0,107,7.3,267.0,,,,,
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209.0,300000000.0,169,7.2,743246.0,309420425.0,,,,
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209.0,300000000.0,169,7.2,743246.0,309420425.0,,,,
+541671,tt7181546,Ballerina,2025,"Action, Thriller, Crime",Action,7.3,2666,18.028,137408107.0,90000000.0,125,6.8,148470.0,58051327.0,,,,
+1571594,tt34437490,The Photographer,2025,"Horror, Thriller",Horror,6.5,4,16.3267,,,70,,,,,,,
+666277,tt13238346,Past Lives,2023,"Drama, Romance",Drama,7.7,2337,16.3372,28126646.0,12000000.0,106,7.8,171844.0,11331983.0,,,,
+2062,tt0382932,Ratatouille,2007,"Animation, Comedy, Family, Fantasy",Animation,7.843,18534,18.1308,623726000.0,150000000.0,111,8.1,940588.0,206445654.0,,,,
+210577,tt2267998,Gone Girl,2014,"Mystery, Thriller, Drama",Mystery,7.89,20014,19.8742,370890259.0,61000000.0,149,8.1,1166585.0,167767189.0,,,,
+1371023,tt34498111,Chand Mera Dil,2026,"Romance, Drama",Romance,5.4,4,16.554,,,142,,,,,,,
+1234731,tt33244668,Anaconda,2025,"Adventure, Comedy, Horror",Adventure,5.884,1222,18.6392,135148320.0,45000000.0,100,5.6,55645.0,65098148.0,,,,
+425,tt0268380,Ice Age,2002,"Animation, Comedy, Family, Adventure",Animation,7.377,14328,18.4123,383257136.0,59000000.0,82,7.5,560233.0,176387405.0,,,,
+1417285,tt39392225,The Stain,2026,"Horror, Thriller, Romance",Horror,4.0,2,18.3504,,,105,,,,,,,
+346698,tt1517268,Barbie,2023,"Comedy, Adventure, Fantasy",Comedy,6.9,11156,18.0542,1447138421.0,145000000.0,114,6.8,667737.0,636238421.0,,,,
+1083637,tt26439764,Kantara - A Legend: Chapter 1,2025,"Action, Drama, Fantasy",Action,7.19,84,18.0544,91000000.0,14000000.0,165,8.5,41331.0,540000.0,,,,
+43949,tt0817177,Flipped,2010,"Romance, Drama",Romance,8.01,3336,15.6701,4324817.0,14000000.0,89,7.7,106584.0,1755212.0,,,,
+652,tt0332452,Troy,2004,"War, Action, History",War,7.176,11092,17.234,497409852.0,175000000.0,163,7.3,609875.0,133378256.0,,,,
+12444,tt0926084,Harry Potter and the Deathly Hallows: Part 1,2010,"Adventure, Fantasy",Adventure,7.734,20420,18.3045,954305868.0,250000000.0,146,7.7,659115.0,296374621.0,,,,
+1228246,tt30274401,Five Nights at Freddy's 2,2025,"Horror, Thriller",Horror,6.644,991,18.3565,239568877.0,36000000.0,104,5.1,37816.0,127730290.0,,,,
+1481041,tt36277018,Ginny Wedss Sunny 2,2026,"Romance, Comedy, Drama",Romance,0.0,0,13.8577,,,134,,,,,,,
+1538497,tt38077943,Hexed,2026,"Adventure, Animation, Family, Fantasy",Adventure,0.0,0,13.6316,,,0,,,,,,,
+603692,tt10366206,John Wick: Chapter 4,2023,"Action, Thriller, Crime",Action,7.709,7977,18.7357,447316405.0,100000000.0,170,7.6,405485.0,187131806.0,,,,
+1062722,tt1312221,Frankenstein,2025,"Drama, Fantasy, Horror",Drama,7.637,3508,16.7265,480678.0,120000000.0,150,7.4,308622.0,,,,,
+76341,tt1392190,Mad Max: Fury Road,2015,"Action, Adventure, Science Fiction",Action,7.634,24136,16.9462,378858340.0,150000000.0,121,8.1,1198396.0,154280290.0,,,,
+324786,tt2119532,Hacksaw Ridge,2016,"Drama, History, War",Drama,8.19,14895,19.6088,175302354.0,40000000.0,139,8.1,679234.0,67209615.0,,,,
+39688,tt0470715,Like a Brother,2005,"Drama, Romance",Drama,4.2,24,24.648,,,54,5.7,1014.0,,,,,
+519465,tt8378126,Queen of Hearts,2019,Drama,Drama,6.905,380,17.3032,,19000000.0,127,7.0,16466.0,,,,,
+1358280,tt32881248,Taboo: Family Secrets,2024,"Romance, Drama, Thriller",Romance,5.2,8,18.0132,,,95,,,,,,,
+12,tt0266543,Finding Nemo,2003,"Animation, Family, Adventure",Animation,7.819,20597,17.6337,940335536.0,94000000.0,100,8.2,1196544.0,380843261.0,,,,
+290098,tt4016934,The Handmaiden,2016,"Thriller, Drama, Romance",Thriller,8.187,4340,19.2829,38600000.0,8575000.0,145,8.1,199145.0,2006788.0,,,,
+829560,tt21106646,The Next 365 Days,2022,"Romance, Drama",Romance,6.373,1323,18.1447,,,112,2.9,12011.0,,,,,
+73861,tt1273235,A Serbian Film,2010,"Crime, Horror, Thriller",Crime,5.4,2217,17.5169,,,104,4.9,79352.0,,,,,
+1510769,tt37737315,29,2026,"Romance, Comedy, Drama",Romance,7.167,6,17.0918,,,149,9.2,416.0,,,,,
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,,,107,6.2,15353.0,,,,,
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,,,107,6.2,15353.0,,,,,
+1317672,tt36331860,Love Me Love Me,2026,"Romance, Drama",Romance,5.963,269,17.2612,,,99,4.2,2971.0,,,,,
+198663,tt1790864,The Maze Runner,2014,"Action, Mystery, Science Fiction, Thriller",Action,7.2,18142,17.149,348319861.0,34000000.0,113,6.8,557043.0,102427862.0,,,,
+14324,tt0437954,Virgin Territory,2007,"Adventure, Action, Comedy, Romance",Adventure,5.0,371,15.6885,5410749.0,38000000.0,93,4.7,9504.0,,,,,
+1119090,tt36639986,I Am Frankelda,2025,"Animation, Family, Fantasy, Horror, Adventure",Animation,8.3,91,17.4803,2709440.0,,104,7.3,1029.0,,,,,
+545611,tt6710474,Everything Everywhere All at Once,2022,"Action, Adventure, Science Fiction",Action,7.719,8024,17.7773,139200000.0,25000000.0,140,7.7,627115.0,77191785.0,,,,
+1551003,tt38218065,R.L. Stine's Pumpkinhead,2025,"Horror, Fantasy",Horror,7.036,28,16.4086,,,91,5.8,1163.0,,,,,
+3933,tt0121164,Corpse Bride,2005,"Romance, Fantasy, Animation",Romance,7.591,10212,17.9113,118133252.0,40000000.0,77,7.4,324184.0,53401527.0,,,,
+1352310,tt35315322,Rodrigue in Love,2025,"Comedy, Family",Comedy,6.2,138,16.9894,,,102,,,,,,,
+15356,tt0830558,The Girl Next Door,2007,"Thriller, Crime, Drama, Horror",Thriller,6.653,786,18.8731,,,91,6.5,31256.0,,,,,
+1706197,tt42995023,Scandal Queen,2026,Drama,Drama,7.5,2,18.1953,,,71,6.0,11.0,,,,,
+424783,tt4701182,Bumblebee,2018,"Action, Adventure, Science Fiction",Action,6.721,6640,13.219,467989645.0,135000000.0,114,6.7,205892.0,127195589.0,,,,
+848116,tt14993250,Rocky Aur Rani Kii Prem Kahaani,2023,"Comedy, Drama, Family, Romance",Comedy,6.152,88,16.0375,,,168,6.5,48224.0,,,,,
+217,tt0367882,Indiana Jones and the Kingdom of the Crystal Skull,2008,"Adventure, Action",Adventure,6.027,9037,13.2886,786636033.0,185000000.0,122,6.2,511928.0,317101119.0,,,,
+8966,tt1099212,Twilight,2008,"Fantasy, Drama, Romance",Fantasy,6.281,14430,16.3145,393616788.0,37000000.0,122,5.4,522520.0,195553813.0,,,,
+1003596,tt21357150,Avengers: Doomsday,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,18.1483,,,0,,,,,,,
+798645,tt14107334,The Running Man,2025,"Action, Thriller, Science Fiction",Action,6.784,1639,16.5727,69000000.0,110000000.0,133,6.4,92947.0,37815641.0,,,,
+1252309,tt31723358,Tell Me What You Want,2024,"Romance, Drama",Romance,6.153,291,17.2157,2265661.0,,114,3.9,2019.0,,,,,
+574475,tt9619824,Final Destination Bloodlines,2025,"Horror, Mystery",Horror,7.0,2886,17.2738,317854739.0,50000000.0,110,6.7,160018.0,138254739.0,,,,
+818647,tt14463484,Through My Window,2022,"Romance, Drama, Comedy",Romance,7.351,3348,15.5022,,,112,5.5,23657.0,,,,,
+122917,tt2310332,The Hobbit: The Battle of the Five Armies,2014,"Action, Adventure, Fantasy",Action,7.334,15404,16.8059,956019788.0,250000000.0,144,7.4,617163.0,255138261.0,,,,
+741110,tt11229766,Dreamchild,2020,"Drama, Romance",Drama,5.6,28,13.8167,,,107,5.9,166.0,,,,,
+1383731,tt34471850,Protector,2026,"Action, Thriller",Action,8.426,278,15.5337,1969113.0,,90,5.3,807.0,1290170.0,,,,
+263115,tt3315342,Logan,2017,"Action, Drama, Science Fiction",Action,7.82,20436,17.8594,619021436.0,97000000.0,137,8.1,917281.0,226277068.0,,,,
+4588,tt0808357,"Lust, Caution",2007,"Action, Drama, Romance, Thriller",Action,7.274,808,17.7324,67100000.0,15000000.0,158,7.5,48088.0,4604982.0,,,,
+1075175,tt22890246,How to Have Sex,2023,Drama,Drama,6.231,506,17.1857,1216642.0,,91,6.4,22391.0,167725.0,,,,
+246403,tt3099498,Tusk,2014,"Comedy, Horror",Comedy,5.534,1638,18.5631,1882074.0,3000000.0,102,5.4,70938.0,1826705.0,,,,
+62177,tt1217209,Brave,2012,"Adventure, Animation, Family, Fantasy",Adventure,7.029,14206,16.9163,538983207.0,185000000.0,93,7.1,475578.0,237283207.0,,,,
+1402,tt0454921,The Pursuit of Happyness,2006,Drama,Drama,7.886,10621,15.9356,307077295.0,55000000.0,117,8.0,614482.0,163566459.0,,,,
+315162,tt3915174,Puss in Boots: The Last Wish,2022,"Animation, Adventure, Fantasy, Comedy, Family",Animation,8.2,8884,16.304,484700000.0,90000000.0,103,7.8,218530.0,186090535.0,,,,
+572802,tt9663764,Aquaman and the Lost Kingdom,2023,"Action, Adventure, Fantasy",Action,6.5,3505,18.1457,440181226.0,205000000.0,124,5.6,117603.0,124481226.0,,,,
+1022787,tt4900148,Elio,2025,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,6.919,1005,13.7587,154291182.0,150000000.0,98,6.6,45380.0,72987454.0,,,,
+1387382,tt32537226,Hunting Season,2025,"Action, Drama, Thriller",Action,7.0,246,16.6817,,,93,5.7,3198.0,,,,,
+378236,tt4877122,The Emoji Movie,2017,"Animation, Family, Comedy",Animation,5.387,3325,17.2473,216909830.0,50000000.0,86,3.5,76999.0,86089513.0,,,,
+17073,tt1058058,American Swing,2009,Documentary,Documentary,5.1,18,14.4699,,,81,6.2,787.0,30156.0,,,,
+107257,tt1823059,A Perfect Ending,2012,"Drama, Romance",Drama,6.239,138,15.1795,,175000.0,110,5.6,5085.0,,,,,
+1167307,tt15678738,David,2025,"Animation, Drama, Family, History",Animation,8.1,151,16.8883,85865995.0,60900000.0,109,6.9,5510.0,80382774.0,,,,
+20352,tt1323594,Despicable Me,2010,"Animation, Comedy, Crime, Family, Science Fiction",Animation,7.258,16079,16.4826,543284256.0,69000000.0,95,7.6,628264.0,251683815.0,,,,
+338953,tt4123432,Fantastic Beasts: The Secrets of Dumbledore,2022,"Fantasy, Adventure",Fantasy,6.627,5114,13.258,407200000.0,200000000.0,142,6.2,191265.0,95850844.0,,,,
+9567,tt0314353,Tears of the Sun,2003,"War, Action, Drama",War,6.89,2627,13.5913,86500000.0,75000000.0,121,6.6,137079.0,43734876.0,,,,
+17654,tt1136608,District 9,2009,Science Fiction,Science Fiction,7.469,10370,12.8464,210888950.0,30000000.0,112,7.9,748028.0,115646235.0,,,,
+508883,tt6587046,The Boy and the Heron,2023,"Animation, Fantasy, Drama",Animation,7.402,2648,15.3206,294200000.0,50000000.0,124,7.3,123968.0,47343204.0,,,,
+1078605,tt26581740,Weapons,2025,"Horror, Mystery",Horror,7.26,3490,16.6456,269972492.0,38000000.0,128,7.4,349399.0,151572492.0,,,,
+9502,tt0441773,Kung Fu Panda,2008,"Action, Animation, Comedy, Family",Action,7.325,12676,16.8776,632091832.0,130000000.0,90,7.6,574537.0,216064546.0,,,,
+2251,tt0250797,Unfaithful,2002,"Thriller, Drama, Romance",Thriller,6.702,1732,16.3035,119137784.0,50000000.0,124,6.7,106118.0,52775765.0,,,,
+619803,tt15838850,The Roundup,2022,"Action, Crime, Thriller, Adventure",Action,7.34,440,13.7943,101166707.0,7600000.0,106,7.0,14815.0,812859.0,,,,
+1219739,tt27524853,Heresy,2024,"Drama, Horror, Mystery",Drama,6.25,26,54.3742,,,61,,,,,,,
+1930,tt0948470,The Amazing Spider-Man,2012,"Action, Adventure, Science Fiction",Action,6.739,18557,17.4948,758725893.0,215000000.0,136,6.9,763493.0,262782352.0,,,,
+1549519,tt38080080,Sex Trip,2026,Drama,Drama,6.0,4,16.2895,,,75,,,,,,,
+72559,tt1583421,G.I. Joe: Retaliation,2013,"Action, Science Fiction, Adventure, Thriller",Action,5.658,5782,11.3918,371900000.0,130000000.0,110,5.7,192513.0,122523060.0,,,,
+385687,tt5433140,Fast X,2023,"Action, Crime, Thriller",Action,6.994,6343,16.9666,704709660.0,340000000.0,142,5.7,145538.0,146126015.0,,,,
+1242265,tt31189814,Fuze,2026,"Action, Crime, Drama, Thriller",Action,6.453,129,17.9795,2890908.0,45000000.0,96,6.4,1075.0,,,,,
+801335,tt13269536,Girl in the Basement,2021,"Thriller, Crime, TV Movie",Thriller,7.562,869,17.2501,,,88,6.3,17040.0,,,,,
+985939,tt15325794,Fall,2022,Thriller,Thriller,7.14,4638,15.4457,17363261.0,3000000.0,107,6.4,132169.0,7240521.0,,,,
+1242332,tt31195136,Normal,2026,"Action, Crime, Thriller",Action,6.5,166,16.7392,5978949.0,10000000.0,91,6.9,997.0,,,,,
+1252051,tt32601650,Disforia,2025,"Horror, Thriller",Horror,4.556,9,13.4532,,,82,,23.0,,,,,
+1241634,tt28037987,Saiyaara,2025,"Romance, Drama, Music",Romance,6.412,142,15.7311,63539300.0,5500000.0,150,6.3,54249.0,3359480.0,,,,
+552524,tt11655566,Lilo & Stitch,2025,"Family, Science Fiction, Comedy",Family,7.207,2178,17.7027,1038027526.0,100000000.0,108,6.7,93833.0,423778855.0,,,,
+467905,tt4357198,How to Make a Killing,2026,"Comedy, Thriller",Comedy,7.1,449,15.0504,21236094.0,15000000.0,105,6.5,24261.0,7851600.0,,,,
+847742,tt14113634,Drishyam 3,2026,"Crime, Drama, Thriller",Crime,7.313,8,25.8887,,21000000.0,157,,,,,,,
+20526,tt1104001,TRON: Legacy,2010,"Adventure, Action, Science Fiction",Adventure,6.543,7949,13.1596,409912892.0,170000000.0,126,6.8,386829.0,172062763.0,,,,
+1336770,tt33245761,Vaazha II,2026,"Comedy, Drama",Comedy,7.318,11,13.9283,21181760.0,1079884.0,162,,,,,,,
+38757,tt0398286,Tangled,2010,"Animation, Family, Adventure",Animation,7.613,12422,15.7577,592461732.0,260000000.0,100,7.7,540207.0,200821936.0,,,,
+1368314,tt33763941,Passenger,2026,"Horror, Thriller",Horror,6.3,70,15.8406,31002808.0,15000000.0,94,,,,,,,
+1352874,tt32059878,The Crucifix: Blood of the Exorcist,2025,Horror,Horror,5.603,58,14.5763,82873.0,100000.0,92,,71.0,,,,,
+109445,tt2294629,Frozen,2013,"Animation, Family, Adventure, Fantasy",Animation,7.2,17603,15.937,1274219009.0,150000000.0,102,7.4,708011.0,400953009.0,,,,
+475557,tt7286456,Joker,2019,"Crime, Thriller, Drama",Crime,8.1,27793,15.2732,1078958629.0,55000000.0,122,8.3,1690149.0,335477657.0,,,,
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266.0,379000000.0,136,6.6,606603.0,241071802.0,,,,
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266.0,379000000.0,136,6.6,606603.0,241071802.0,,,,
+49051,tt0903624,The Hobbit: An Unexpected Journey,2012,"Adventure, Fantasy, Action",Adventure,7.376,19679,16.0525,1021103568.0,250000000.0,169,7.8,926871.0,303030651.0,,,,
+1197137,tt29644189,Black Phone 2,2025,"Horror, Thriller",Horror,6.7,1153,13.5611,132675749.0,30000000.0,114,6.1,58077.0,77378880.0,,,,
+664413,tt10886166,365 Days,2020,"Romance, Drama, Crime",Romance,6.992,9527,16.0001,9458590.0,,114,3.3,106045.0,,,,,
+18785,tt1119646,The Hangover,2009,Comedy,Comedy,7.332,18135,15.4014,469310836.0,35000000.0,100,7.7,922266.0,277339746.0,,,,
+1372,tt0450259,Blood Diamond,2006,"Drama, Thriller, Action",Drama,7.561,8346,12.0312,171720398.0,100000000.0,143,8.0,624901.0,57377916.0,,,,
+1159831,tt30851137,The Bride!,2026,"Science Fiction, Horror, Fantasy",Science Fiction,6.2,519,15.1957,23944025.0,80000000.0,127,5.7,25722.0,12744025.0,,,,
+8355,tt1080016,Ice Age: Dawn of the Dinosaurs,2009,"Animation, Comedy, Family, Adventure",Animation,6.769,8886,15.7862,886686817.0,90000000.0,94,6.9,283955.0,196573705.0,,,,
+14869,tt1046173,G.I. Joe: The Rise of Cobra,2009,"Adventure, Action, Thriller, Science Fiction",Adventure,5.785,4932,11.6734,302500000.0,175000000.0,118,5.7,220928.0,150201498.0,,,,
+1669057,tt41698360,Check-In,2026,Drama,Drama,5.0,2,17.2142,,,0,6.7,22.0,,,,,
+1659087,tt40891145,180,2026,"Thriller, Crime, Drama, TV Movie",Thriller,5.767,120,12.1051,,,94,4.6,153.0,,,,,
+255709,tt3153634,Hope,2013,Drama,Drama,8.402,863,14.9168,,,122,8.2,11399.0,,,,,
+278154,tt3416828,Ice Age: Collision Course,2016,"Adventure, Animation, Family, Comedy, Science Fiction",Adventure,6.115,4883,15.8653,408579038.0,105000000.0,95,5.7,84930.0,64063008.0,,,,
+1416391,tt34498610,Toaster,2026,"Comedy, Crime, Action",Comedy,5.815,27,12.1127,,,126,,,,,,,
+823464,tt14539740,Godzilla x Kong: The New Empire,2024,"Action, Adventure, Science Fiction",Action,7.047,4692,14.6035,571750016.0,150000000.0,115,6.0,135918.0,196350016.0,,,,
+76726,tt1706593,Chronicle,2012,"Science Fiction, Drama, Thriller",Science Fiction,6.854,5746,12.3659,145000000.0,15000000.0,84,7.0,276134.0,64575175.0,,,,
+1557848,tt37536947,The Sleeper,2025,"Action, Thriller, Drama",Action,6.0,5,11.9389,3700000.0,,123,,,,,,,
+11324,tt1130884,Shutter Island,2010,"Drama, Thriller, Mystery",Drama,8.198,25913,15.1836,294804195.0,80000000.0,138,8.2,1644111.0,128012934.0,,,,
+466272,tt7131622,Once Upon a Time... in Hollywood,2019,"Comedy, Drama, Thriller",Comedy,7.421,14886,14.7104,393869691.0,95000000.0,162,7.6,959546.0,142502728.0,,,,
+14160,tt1049413,Up,2009,"Animation, Comedy, Family, Adventure",Animation,8.0,21713,16.6024,735103954.0,175000000.0,96,8.3,1225827.0,293004164.0,,,,
+1054867,tt30144839,One Battle After Another,2025,"Thriller, Crime, Comedy",Thriller,7.355,3795,15.1094,209377100.0,175000000.0,162,7.7,397927.0,72918884.0,,,,
+1010755,tt28682323,The Strangers: Chapter 3,2026,"Horror, Thriller",Horror,5.785,205,14.4573,9191988.0,8500000.0,92,4.1,5027.0,8560986.0,,,,
+1175942,tt30017619,The Bad Guys 2,2025,"Family, Comedy, Crime, Adventure, Animation",Family,7.66,791,14.6906,239676236.0,80000000.0,104,7.0,27455.0,82593605.0,,,,
+77,tt0209144,Memento,2000,"Mystery, Thriller",Mystery,8.175,16304,17.0425,40060108.0,9000000.0,113,8.4,1432382.0,25544867.0,,,,
+561,tt0360486,Constantine,2005,"Fantasy, Action, Horror",Fantasy,7.2,8153,14.7927,230900000.0,100000000.0,121,7.0,404706.0,75976178.0,,,,
+156022,tt0455944,The Equalizer,2014,"Thriller, Action, Crime",Thriller,7.3,9972,14.5506,192330738.0,55000000.0,132,7.3,464792.0,101530738.0,,,,
+102382,tt1872181,The Amazing Spider-Man 2,2014,"Action, Adventure, Science Fiction",Action,6.543,14275,15.3514,716934779.0,200000000.0,141,6.6,588917.0,203605622.0,,,,
+49521,tt0770828,Man of Steel,2013,"Action, Adventure, Science Fiction",Action,6.651,16243,14.0336,668045518.0,225000000.0,143,7.1,865769.0,291045518.0,,,,
+822119,tt14513804,Captain America: Brave New World,2025,"Action, Thriller, Science Fiction",Action,5.97,3119,14.2334,415101577.0,180000000.0,119,5.6,178537.0,200500001.0,,,,
+102651,tt1587310,Maleficent,2014,"Fantasy, Adventure, Action, Family, Romance",Fantasy,7.087,13759,13.5888,758539785.0,180000000.0,97,6.9,420347.0,241410378.0,,,,
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206.0,13000000.0,122,7.6,60977.0,10932037.0,,,,
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206.0,13000000.0,122,7.6,60977.0,10932037.0,,,,
+637649,tt11083552,Wrath of Man,2021,"Thriller, Crime, Drama",Thriller,7.574,6119,15.0232,103966489.0,40000000.0,119,7.1,237787.0,27466489.0,,,,
+286217,tt3659388,The Martian,2015,"Science Fiction, Drama, Adventure",Science Fiction,7.7,21278,14.8116,631058917.0,108000000.0,141,8.0,999128.0,228433663.0,,,,
+109424,tt1535109,Captain Phillips,2013,"Action, Drama, Thriller",Action,7.539,7508,10.5368,218791811.0,55000000.0,134,7.8,516908.0,107100855.0,,,,
+588228,tt9777666,The Tomorrow War,2021,"Action, Science Fiction, Adventure",Action,7.5,4198,14.5132,14400000.0,200000000.0,138,6.6,251689.0,,,,,
+581528,tt10208198,"The Gangster, the Cop, the Devil",2019,"Action, Crime, Thriller",Action,7.874,1484,15.9957,25775371.0,6500000.0,110,7.0,32511.0,216494.0,,,,
+855,tt0265086,Black Hawk Down,2001,"Action, War, History",Action,7.393,6380,13.3227,172989651.0,92000000.0,145,7.7,454170.0,108638745.0,,,,
+809,tt0298148,Shrek 2,2004,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.319,13469,19.2901,935454538.0,150000000.0,92,7.4,550541.0,444978202.0,,,,
+1688163,tt41700228,Hayok,2026,Drama,Drama,7.0,1,15.1843,,,0,6.8,9.0,,,,,
+472269,tt6081670,Possum,2018,"Drama, Horror, Thriller",Drama,6.132,329,16.6974,,,85,5.8,10037.0,,,,,
+49013,tt1216475,Cars 2,2011,"Animation, Family, Adventure, Comedy",Animation,6.182,8493,16.2794,559852396.0,200000000.0,106,6.2,251842.0,191452396.0,,,,
+447273,tt6208148,Snow White,2025,"Family, Fantasy",Family,4.3,1648,14.3412,205679463.0,271600000.0,109,2.1,389458.0,87203963.0,,,,
+953,tt0351283,Madagascar,2005,"Adventure, Animation, Comedy, Family",Adventure,6.923,11754,16.2047,542064525.0,75000000.0,86,6.9,473809.0,194820396.0,,,,
+284053,tt3501632,Thor: Ragnarok,2017,"Action, Science Fiction, Comedy",Action,7.581,22057,15.0143,855301806.0,180000000.0,131,7.9,892533.0,315058289.0,,,,
+427641,tt2231461,Rampage,2018,"Action, Adventure, Science Fiction",Action,6.456,7553,14.5726,428028233.0,120000000.0,107,6.1,201100.0,101028233.0,,,,
+967998,tt18305922,Fatal Conspiracy,2022,Horror,Horror,7.0,3,12.3341,,,0,,48.0,,,,,
+1476453,tt37790907,Kirot,2025,Drama,Drama,5.5,2,14.9046,,,90,,,,,,,
+762509,tt13186482,Mufasa: The Lion King,2024,"Adventure, Family, Animation",Adventure,7.307,2674,15.025,722631756.0,200000000.0,118,6.6,80914.0,254567693.0,,,,
+530442,tt6997574,"My Teacher, My Obsession",2018,"Drama, Thriller, TV Movie",Drama,4.9,109,13.6616,,,86,4.4,3027.0,,,,,
+843527,tt9466114,The Idea of You,2024,"Music, Comedy, Romance, Drama",Music,7.28,1959,14.1483,36178.0,,116,6.3,82785.0,,,,,
+102899,tt0478970,Ant-Man,2015,"Science Fiction, Adventure, Action",Science Fiction,7.066,20896,12.6346,519311965.0,130000000.0,117,7.2,778683.0,180202163.0,,,,
+615656,tt9224104,Meg 2: The Trench,2023,"Action, Science Fiction, Horror",Action,6.375,3995,15.2753,398500317.0,129000000.0,116,5.0,101683.0,82600317.0,,,,
+818,tt0295178,Austin Powers in Goldmember,2002,"Comedy, Crime",Comedy,6.0,3445,10.7469,296938801.0,63000000.0,94,6.3,233424.0,213307889.0,,,,
+49849,tt0409847,Cowboys & Aliens,2011,"Action, Science Fiction, Thriller, Western",Action,5.678,5455,11.3149,174822325.0,163000000.0,119,6.0,241008.0,100240551.0,,,,
+1339876,tt27673536,Mardaani 3,2026,"Action, Crime, Thriller",Action,7.426,34,13.3937,,,131,,,,,,,
+1241693,tt31226272,Do Deewane Seher Mein,2026,"Romance, Drama, Comedy",Romance,6.75,12,11.3128,,,137,,,,,,,
+228150,tt2713180,Fury,2014,"War, Drama, Action",War,7.546,12945,13.8479,211817906.0,68000000.0,135,7.6,607560.0,85817906.0,,,,
+271110,tt3498820,Captain America: Civil War,2016,"Adventure, Action, Science Fiction",Adventure,7.449,24077,14.3328,1155046416.0,250000000.0,147,7.8,925892.0,408084349.0,,,,
+1193501,tt29550683,Whistle,2026,"Horror, Mystery",Horror,6.295,466,13.8568,4987632.0,2000000.0,100,5.2,12980.0,1250972.0,,,,
+1268127,tt32606470,Humint,2026,"Thriller, Action, Drama",Thriller,7.443,148,14.1626,13207600.0,16000000.0,120,6.4,3281.0,,,,,
+1088434,tt14507394,Hellfire,2026,"Action, Thriller",Action,5.4,5,14.5726,,,94,4.6,531.0,,,,,
+20453,tt1187043,3 Idiots,2009,"Drama, Comedy",Drama,8.001,2720,15.0191,70000000.0,9000000.0,171,8.4,474710.0,6532874.0,,,,
+44896,tt1192628,Rango,2011,"Animation, Comedy, Family, Western, Adventure",Animation,6.904,7132,15.0023,245724603.0,135000000.0,107,7.3,314167.0,123477607.0,,,,
+838209,tt27802490,Exhuma,2024,"Mystery, Horror, Thriller",Mystery,7.609,711,13.6432,97974828.0,,134,6.9,28229.0,2310900.0,,,,
+18240,tt1041829,The Proposal,2009,"Comedy, Romance, Drama",Comedy,7.168,7555,14.2845,317400000.0,40000000.0,108,6.8,393239.0,163958031.0,,,,
+447365,tt6791350,Guardians of the Galaxy Vol. 3,2023,"Science Fiction, Adventure, Action",Science Fiction,7.931,8382,14.2505,845550000.0,250000000.0,150,7.9,470167.0,358995815.0,,,,
+293660,tt1431045,Deadpool,2016,"Action, Adventure, Comedy",Action,7.6,32804,14.5086,782837347.0,58000000.0,108,8.0,1250978.0,363070709.0,,,,
+1212763,tt31170389,Evil Dead Burn,2026,"Horror, Thriller",Horror,0.0,0,14.1212,,15000000.0,110,,,,,,,
+383498,tt5463162,Deadpool 2,2018,"Action, Comedy, Adventure",Action,7.5,19267,14.2479,785896632.0,110000000.0,120,7.6,742720.0,324591735.0,,,,
+1639398,tt32205214,Mexican Psycho,2026,"Thriller, Horror",Thriller,7.3,91,12.0117,,,99,,,,,,,
+337404,tt3228774,Cruella,2021,"Comedy, Crime, Drama",Comedy,7.972,10083,14.2263,233503234.0,200000000.0,134,7.3,293600.0,86103234.0,,,,
+168259,tt2820852,Furious 7,2015,"Action, Crime, Thriller",Action,7.2,11305,14.2774,1515400000.0,190000000.0,138,7.1,437204.0,353007020.0,,,,
+4348,tt0414387,Pride & Prejudice,2005,"Drama, Romance",Drama,8.055,8791,15.892,124604345.0,28000000.0,128,7.8,368401.0,44785261.0,,,,
+2770,tt0252866,American Pie 2,2001,"Comedy, Romance",Comedy,6.257,5324,10.9729,287553595.0,30000000.0,111,6.5,283386.0,145103595.0,,,,
+539972,tt8790086,Kraven the Hunter,2024,"Action, Adventure, Thriller",Action,6.436,2359,13.8014,62076533.0,130000000.0,127,5.5,78716.0,25026310.0,,,,
+419430,tt5052448,Get Out,2017,"Mystery, Thriller, Horror",Mystery,7.624,18939,13.7493,255407969.0,4500000.0,104,7.8,814293.0,176196665.0,,,,
+1671548,tt41791573,Dear You,2026,"Drama, Family, Comedy",Drama,9.2,30,18.8,,,118,8.6,351.0,,,,,
+1511417,tt37893389,Bāhubali: The Epic,2025,"Action, Drama",Action,6.2,39,12.8537,3500000.0,65000000.0,224,8.5,1178.0,1039440.0,,,,
+59967,tt1276104,Looper,2012,"Action, Thriller, Science Fiction",Action,6.911,10933,13.3788,47042000.0,30000000.0,118,7.4,624435.0,66486205.0,,,,
+1398655,tt34915693,Blue Film,2026,Drama,Drama,7.5,3,13.5735,,,85,,,,,,,
+329865,tt2543164,Arrival,2016,"Drama, Science Fiction, Mystery",Drama,7.627,19413,13.9274,203388186.0,47000000.0,116,7.9,852057.0,100546139.0,,,,
+1257009,tt18312380,Primitive War,2025,"Action, Horror, War, Science Fiction",Action,6.619,349,14.2571,217753.0,,133,5.4,3738.0,,,,,
+259693,tt3065204,The Conjuring 2,2016,Horror,Horror,7.292,9205,12.8133,322819915.0,40000000.0,134,7.3,341821.0,102516140.0,,,,
+38365,tt1375670,Grown Ups,2010,Comedy,Comedy,6.423,6712,13.6664,271457606.0,80000000.0,102,6.0,309387.0,162001186.0,,,,
+1367642,tt33714084,Reminders of Him,2026,"Romance, Drama",Romance,7.732,313,12.6897,89039780.0,30000000.0,114,6.3,5740.0,47896865.0,,,,
+950,tt0438097,Ice Age: The Meltdown,2006,"Animation, Family, Comedy, Adventure",Animation,6.7,10365,13.7943,660998756.0,80000000.0,91,6.8,316256.0,195330621.0,,,,
+781732,tt13751694,Animal,2023,"Action, Crime, Drama",Action,6.117,192,14.1754,108300000.0,13000000.0,201,6.2,111191.0,15004482.0,,,,
+177677,tt2381249,Mission: Impossible - Rogue Nation,2015,"Action, Adventure",Action,7.224,9731,11.2459,682716636.0,150000000.0,131,7.4,445302.0,195042377.0,,,,
+370172,tt2382320,No Time to Die,2021,"Action, Thriller, Adventure",Action,7.339,7141,13.3041,774153024.0,250000000.0,163,7.3,481524.0,160891007.0,,,,
+260514,tt3606752,Cars 3,2017,"Animation, Drama, Family",Animation,6.861,6402,13.185,383925276.0,175000000.0,102,6.7,148184.0,152901115.0,,,,
+866398,tt15314262,The Beekeeper,2024,"Action, Crime, Thriller",Action,7.266,4279,13.352,162619535.0,35000000.0,106,6.3,179196.0,66220535.0,,,,
+570595,tt4324506,Russian Nymphet: Temptation,2004,"Drama, Romance",Drama,5.6,27,13.9741,,,35,5.6,209.0,,,,,
+82702,tt1646971,How to Train Your Dragon 2,2014,"Fantasy, Action, Adventure, Animation, Family",Fantasy,7.683,10464,14.2187,621537519.0,145000000.0,102,7.8,398152.0,177002924.0,,,,
+411088,tt4857264,The Invisible Guest,2017,"Drama, Mystery, Thriller",Drama,8.08,5000,14.0566,30000000.0,4000000.0,107,8.0,211110.0,,,,,
+400928,tt4481414,Gifted,2017,"Drama, Comedy",Drama,7.998,5955,11.6442,40300000.0,7000000.0,101,7.6,157423.0,24801212.0,,,,
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804.0,290000000.0,126,6.9,543288.0,411331607.0,,,,
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804.0,290000000.0,126,6.9,543288.0,411331607.0,,,,
+339527,tt1291570,Solace,2015,"Thriller, Crime, Mystery",Thriller,6.433,2389,7.421,22586863.0,,101,6.4,72978.0,,,,,
+598,tt0317248,City of God,2002,"Drama, Crime",Drama,8.429,8216,11.7039,30641770.0,3300000.0,129,8.6,869206.0,7564459.0,,,,
+1245398,tt28668007,True Fear,2024,Horror,Horror,5.6,7,41.6685,,,92,4.6,146.0,,,,,
+674324,tt11813216,The Banshees of Inisherin,2022,"Drama, Comedy",Drama,7.463,3379,9.8686,49300000.0,20000000.0,114,7.6,296473.0,10582266.0,,,,
+1223601,tt31844586,Sisu: Road to Revenge,2025,"Action, War, Thriller",Action,7.302,792,12.7324,9811703.0,12200000.0,89,6.8,25076.0,4544481.0,,,,
+30112,tt0949489,Lost in Beijing,2007,"Romance, Drama",Romance,6.6,62,10.7876,5095696.0,,112,6.7,2496.0,11163.0,,,,
+61012,tt0938330,Silent Hill: Revelation 3D,2012,"Thriller, Horror, Mystery",Thriller,5.548,1876,12.0143,55975672.0,20000000.0,94,4.9,69971.0,17529157.0,,,,
+14442,tt0327679,Ella Enchanted,2004,"Family, Fantasy, Comedy",Family,6.482,1976,23.016,27400000.0,31000000.0,96,6.3,80202.0,22918387.0,,,,
+961268,tt26350277,Ballerina,2023,"Action, Thriller",Action,7.011,704,11.0613,,,93,6.3,18693.0,,,,,
+153104,tt0338556,Wicked Minds,2003,"Mystery, Drama, Romance, Thriller, TV Movie",Mystery,6.34,53,13.4501,,,93,5.3,868.0,,,,,
+259872,tt1852099,Skin. Like. Sun.,2009,"Romance, Documentary",Romance,6.1,115,12.2294,,,60,4.0,272.0,,,,,
+1317288,tt32916440,Marty Supreme,2025,"Drama, Thriller",Drama,7.387,1854,15.6068,191303074.0,65000000.0,150,7.7,164546.0,96040064.0,,,,
+1446616,tt36118360,Tu Yaa Main,2026,"Thriller, Romance",Thriller,6.385,48,12.5236,,,145,6.9,4858.0,,,,,
+10591,tt0265208,The Girl Next Door,2004,"Comedy, Romance",Comedy,6.747,4043,12.7161,31635150.0,21000000.0,110,6.7,257258.0,14589444.0,,,,
+791373,tt12361974,Zack Snyder's Justice League,2021,"Action, Adventure, Fantasy",Action,8.089,10862,12.8868,,70000000.0,242,7.9,472346.0,,,,,
+601796,tt20168564,Alienoid,2022,"Science Fiction, Action, Fantasy, Adventure",Science Fiction,6.9,543,11.2695,12109608.0,24500000.0,142,6.3,7513.0,168309.0,,,,
+976573,tt15789038,Elemental,2023,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.577,5315,12.7177,496444308.0,200000000.0,102,7.0,163663.0,154426697.0,,,,
+855400,tt15097216,Jai Bhim,2021,"Crime, Drama, Mystery, History",Crime,7.298,233,10.2932,,,164,8.6,233149.0,,,,,
+332567,tt4052882,The Shallows,2016,"Horror, Drama, Thriller",Horror,6.355,5335,9.5072,119100758.0,17000000.0,86,6.3,150701.0,55124043.0,,,,
+587412,tt10698680,K.G.F: Chapter 2,2022,"Action, Thriller, Adventure, Crime",Action,7.373,208,12.9609,90410749.0,13000000.0,168,8.2,168019.0,2874000.0,,,,
+171424,tt2403021,The Green Inferno,2013,"Adventure, Horror",Adventure,5.747,1592,9.535,12931420.0,5000000.0,100,5.4,54419.0,7192291.0,,,,
+68718,tt1853728,Django Unchained,2012,"Drama, Western",Drama,8.192,28101,12.2399,425368238.0,100000000.0,165,8.5,1878015.0,162805434.0,,,,
+56292,tt1229238,Mission: Impossible - Ghost Protocol,2011,"Action, Thriller, Adventure",Action,7.114,10788,9.9142,694713380.0,145000000.0,133,7.4,565615.0,209397903.0,,,,
+1317149,tt31514146,I Swear,2025,"Drama, History",Drama,8.2,353,13.052,15564405.0,3730000.0,121,8.4,37223.0,,,,,
+645710,tt11235772,The Voyeurs,2021,Thriller,Thriller,6.521,1195,13.2145,,,117,6.1,44090.0,,,,,
+10159,tt0327850,The Rundown,2003,"Adventure, Action, Comedy, Thriller",Adventure,6.451,2188,9.8134,80900000.0,85000000.0,104,6.7,147360.0,47726342.0,,,,
+1235192,tt27040807,Wormtown,2025,"Science Fiction, Horror, Adventure",Science Fiction,5.944,18,11.8249,,,107,,,,,,,
+278927,tt3040964,The Jungle Book,2016,"Adventure, Family, Fantasy",Adventure,6.873,8507,11.2849,966550600.0,175000000.0,106,7.3,304379.0,364001123.0,,,,
+254,tt0360717,King Kong,2005,"Adventure, Drama, Action",Adventure,6.892,8523,11.5272,562363449.0,207000000.0,188,7.2,465049.0,218080025.0,,,,
+6977,tt0477348,No Country for Old Men,2007,"Crime, Thriller, Western",Crime,7.951,13365,13.7924,171627166.0,25000000.0,122,8.2,1177271.0,74283625.0,,,,
+1422,tt0407887,The Departed,2006,"Drama, Thriller, Crime",Drama,8.16,16249,13.2006,291465000.0,90000000.0,151,8.5,1551506.0,132399394.0,,,,
+17422,tt0794374,Summer Palace,2006,"Drama, Romance",Drama,7.3,113,11.8398,,,135,7.2,4965.0,63045.0,,,,
+150689,tt1661199,Cinderella,2015,"Romance, Fantasy, Family, Drama",Romance,6.826,7406,13.5504,543514353.0,95000000.0,105,6.9,204139.0,201151353.0,,,,
+71552,tt1605630,American Reunion,2012,Comedy,Comedy,6.3,4717,9.8556,234989584.0,50000000.0,114,6.7,233104.0,57011521.0,,,,
+19564,tt0365658,The Prophecy: Uprising,2005,"Fantasy, Horror, Thriller",Fantasy,5.017,87,12.0257,,,88,5.2,2230.0,,,,,
+72105,tt1637725,Ted,2012,"Comedy, Fantasy",Comedy,6.454,13213,12.8856,549368315.0,50000000.0,107,6.9,704925.0,218815487.0,,,,
+333339,tt1677720,Ready Player One,2018,"Adventure, Action, Science Fiction",Adventure,7.588,16979,11.0454,607274134.0,175000000.0,140,7.4,540503.0,137715350.0,,,,
+1142921,tt28142095,Tere Ishk Mein,2025,"Romance, Drama",Romance,5.588,17,13.2864,,9505286.0,169,7.5,24671.0,,,,,
+1463681,tt36113721,Southern Scares,2026,"Horror, Mystery",Horror,0.0,0,39.2337,,,73,,,,,,,
+592695,tt8550054,Pleasure,2021,Drama,Drama,6.272,797,12.695,393824.0,1800000.0,108,6.3,24938.0,106789.0,,,,
+1214931,tt29567915,Nuremberg,2025,"History, Drama",History,7.559,1109,12.3171,37009109.0,11800000.0,149,7.4,84314.0,14524692.0,,,,
+568124,tt2953050,Encanto,2021,"Animation, Comedy, Family, Fantasy",Animation,7.6,10223,12.9243,261292688.0,150000000.0,102,7.2,293893.0,96093622.0,,,,
+118,tt0367594,Charlie and the Chocolate Factory,2005,"Adventure, Comedy, Family, Fantasy",Adventure,7.039,16147,12.0132,475000000.0,150000000.0,115,6.7,566515.0,206459076.0,,,,
+505642,tt9114286,Black Panther: Wakanda Forever,2022,"Action, Adventure, Science Fiction",Action,7.006,7493,12.5753,859102154.0,250000000.0,162,6.6,368850.0,453829060.0,,,,
+823219,tt4772188,Flow,2024,"Adventure, Animation, Family, Fantasy",Adventure,8.083,2854,13.1956,17660107.0,3700000.0,85,7.9,121667.0,4844117.0,,,,
+61979,tt1648216,Three Steps Above Heaven,2010,"Romance, Drama",Romance,7.728,3233,12.1489,,,122,6.8,29527.0,,,,,
+1724,tt0800080,The Incredible Hulk,2008,"Science Fiction, Action, Adventure",Science Fiction,6.2,12725,13.2098,264770996.0,150000000.0,114,6.6,563613.0,134806913.0,,,,
+524047,tt7737786,Greenland,2020,"Thriller, Adventure, Action, Science Fiction",Thriller,7.129,5341,12.0331,52300000.0,34000000.0,120,6.4,153226.0,,,,,
+507086,tt8041270,Jurassic World Dominion,2022,"Adventure, Science Fiction, Thriller",Adventure,6.598,7079,14.0193,1004004592.0,658800000.0,147,5.6,245361.0,376851080.0,,,,
+1278162,tt35450281,Panor,2025,"Horror, Thriller",Horror,6.889,9,12.2296,,,124,,17.0,,,,,
+508442,tt2948372,Soul,2020,"Animation, Family, Drama, Music, Fantasy",Animation,8.1,11446,12.7645,121977511.0,150000000.0,101,8.0,441986.0,946154.0,,,,
+1428990,tt35669125,This Is Not a Test,2026,"Thriller, Horror",Thriller,5.45,60,33.9779,150000.0,,102,4.6,2035.0,213951.0,,,,
+920,tt0317219,Cars,2006,"Animation, Adventure, Comedy, Family",Animation,7.0,15152,12.9666,461983149.0,120000000.0,117,7.3,528959.0,244082982.0,,,,
+1119878,tt27621210,Ice Road: Vengeance,2025,"Action, Thriller, Drama",Action,6.243,635,11.0767,,,113,4.8,17200.0,,,,,
+57800,tt1667889,Ice Age: Continental Drift,2012,"Animation, Comedy, Adventure, Family",Animation,6.387,8118,13.063,877244782.0,95000000.0,88,6.5,240893.0,161321843.0,,,,
+10191,tt0892769,How to Train Your Dragon,2010,"Fantasy, Adventure, Animation, Family",Fantasy,7.86,14404,12.2809,495141736.0,165000000.0,98,8.1,882954.0,217581231.0,,,,
+949536,tt18212138,Kill Code,2026,"Action, Thriller, Science Fiction",Action,5.4,10,35.4499,19426.0,20000000.0,87,4.3,952.0,,,,,
+1542261,tt38201958,Doraemon the Movie: New Nobita and the Castle of the Undersea Devil,2026,"Animation, Adventure, Fantasy, Family",Animation,7.5,8,12.9169,,,102,,,,,,,
+161,tt0240772,Ocean's Eleven,2001,"Thriller, Crime",Thriller,7.5,12593,12.7061,450717150.0,85000000.0,116,7.7,668514.0,183417150.0,,,,
+166428,tt2386490,How to Train Your Dragon: The Hidden World,2019,"Animation, Family, Adventure",Animation,7.752,7130,11.5383,539987993.0,129000000.0,104,7.4,175859.0,160945505.0,,,,
+1100988,tt10548174,28 Years Later,2025,"Horror, Thriller, Science Fiction",Horror,6.612,2595,14.2828,151308832.0,60000000.0,115,6.6,209527.0,70446897.0,,,,
+297090,tt3617996,The Torture Club,2014,"Drama, Comedy",Drama,5.235,51,11.5153,,,97,4.4,619.0,,,,,
+12155,tt1014759,Alice in Wonderland,2010,"Family, Fantasy, Adventure",Family,6.6,14831,12.88,1025467110.0,200000000.0,108,6.4,464214.0,334191110.0,,,,
+25376,tt1305806,The Secret in Their Eyes,2009,"Mystery, Thriller, Drama",Mystery,7.975,2869,8.7575,33965843.0,2000000.0,130,8.2,240743.0,6391436.0,,,,
+353081,tt4912910,Mission: Impossible - Fallout,2018,"Action, Adventure",Action,7.45,9156,10.3742,824171374.0,178000000.0,147,7.7,419025.0,220159104.0,,,,
+1072790,tt26047818,Anyone But You,2023,"Romance, Comedy",Romance,6.766,3085,12.9936,214891370.0,25000000.0,103,6.1,163540.0,88319668.0,,,,
+936245,tt34490115,Hidden Face,2024,"Mystery, Thriller",Mystery,5.1,66,11.1958,,,113,6.2,1026.0,,,,,
+667538,tt5090568,Transformers: Rise of the Beasts,2023,"Science Fiction, Adventure, Action",Science Fiction,7.17,5291,12.5446,441381193.0,195000000.0,127,6.0,129623.0,157341749.0,,,,
+345940,tt4779682,The Meg,2018,"Action, Science Fiction, Horror",Action,6.248,8214,12.9035,530517320.0,150000000.0,113,5.7,226090.0,145522784.0,,,,
+1421155,tt38221401,Ikatan Darah,2026,"Action, Crime, Thriller",Action,6.5,4,13.3907,,,119,8.3,25.0,,,,,
+122906,tt2194499,About Time,2013,"Drama, Romance, Fantasy",Drama,7.907,9298,12.6589,87100449.0,12000000.0,123,7.8,429483.0,15322921.0,,,,
+1173558,tt26787296,Burning Betrayal,2023,"Drama, Mystery, Romance",Drama,6.254,244,11.6264,,,99,4.2,4511.0,,,,,
+1643729,tt39385906,Ishqa'n De Lekhe,2026,"Drama, Romance, Music",Drama,10.0,1,10.3347,,,143,,,,,,,
+1309587,tt32296243,Hell in Paradise,2025,Thriller,Thriller,4.9,8,12.5357,,,102,,24.0,,,,,
+11237,tt0366174,Anacondas: The Hunt for the Blood Orchid,2004,"Adventure, Horror, Thriller",Adventure,5.5,1098,8.8432,70992898.0,20000000.0,96,4.8,36538.0,32238923.0,,,,
+1145899,tt33029380,Marsupilami,2026,"Adventure, Comedy",Adventure,6.354,113,11.9538,,33555600.0,99,6.3,383.0,,,,,
+1457939,tt36410586,Rahu Ketu,2026,"Adventure, Comedy, Fantasy",Adventure,3.75,2,8.7631,,,140,8.2,2475.0,,,,,
+166426,tt1790809,Pirates of the Caribbean: Dead Men Tell No Tales,2017,"Adventure, Action, Fantasy",Adventure,6.659,12837,11.7645,795922298.0,230000000.0,129,6.5,381325.0,172558876.0,,,,
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,,,90,4.9,202.0,,,,,
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,,,90,4.9,202.0,,,,,
+1627824,tt39565775,Rocky's Cat-astrophe,2026,"Animation, Family",Animation,8.0,18,12.2398,,,44,,,,,,,
+579974,tt8178634,RRR,2022,"Action, History, Drama",Action,7.714,1607,13.5689,160000000.0,69000000.0,187,7.8,201689.0,15156051.0,,,,
+436969,tt6334354,The Suicide Squad,2021,"Action, Comedy, Adventure",Action,7.5,9611,12.2294,168717425.0,185000000.0,132,7.2,457420.0,55817425.0,,,,
+520023,tt8110652,Bodies Bodies Bodies,2022,"Comedy, Mystery, Horror",Comedy,6.2,1468,13.3301,13929670.0,3000000.0,94,6.2,87253.0,11446602.0,,,,
+135397,tt0369610,Jurassic World,2015,"Adventure, Science Fiction, Thriller",Adventure,6.701,21615,12.6651,1671537444.0,150000000.0,124,6.9,723175.0,653406625.0,,,,
+43947,tt1242432,I Spit on Your Grave,2010,"Thriller, Crime, Horror",Thriller,6.5,2582,10.1816,572809.0,2000000.0,108,6.2,99752.0,93051.0,,,,
+786892,tt12037194,Furiosa: A Mad Max Saga,2024,"Action, Science Fiction, Adventure",Action,7.454,4908,12.0826,174287546.0,168000000.0,149,7.5,311953.0,67475791.0,,,,
+508947,tt8097030,Turning Red,2022,"Animation, Family, Comedy, Fantasy",Animation,7.335,5884,13.4129,21813358.0,175000000.0,100,6.9,171863.0,1399001.0,,,,
+24,tt0266697,Kill Bill: Vol. 1,2003,"Action, Crime",Action,7.973,18997,11.0578,180906076.0,30000000.0,111,8.2,1305508.0,70099045.0,,,,
+359410,tt3359350,Road House,2024,"Action, Thriller, Drama",Action,6.944,3072,12.5207,,85000000.0,121,6.2,182249.0,,,,,
+146233,tt1392214,Prisoners,2013,"Drama, Thriller, Crime",Drama,8.106,13128,11.9944,122127446.0,46000000.0,153,8.2,922474.0,61002302.0,,,,
+1214835,tt28802657,De De Pyaar De 2,2025,"Comedy, Romance",Comedy,6.536,14,9.1732,,,146,6.5,13074.0,,,,,
+384018,tt6806448,Fast & Furious Presents: Hobbs & Shaw,2019,"Action, Adventure, Comedy",Action,6.831,7778,12.186,760098996.0,200000000.0,137,6.4,255155.0,173956935.0,,,,
+1469458,tt36628923,Sambhavam Adhyayam Onnu,2026,"Fantasy, Thriller, Drama",Fantasy,6.4,7,12.0668,,,127,,,,,,,
+11770,tt0286112,Shaolin Soccer,2001,"Action, Comedy",Action,7.172,2543,13.8593,42776760.0,10000005.0,113,7.3,95575.0,489600.0,,,,
+1423251,tt31593809,Biker,2026,"Adventure, Drama, Family",Adventure,6.2,4,8.5951,,,162,,,,,,,
+567609,tt7798634,Ready or Not,2019,"Horror, Comedy",Horror,7.075,5531,12.7159,57615777.0,6000000.0,96,6.9,243060.0,28714231.0,,,,
+214756,tt2637276,Ted 2,2015,"Comedy, Fantasy",Comedy,6.325,8018,13.0671,215863606.0,68000000.0,115,6.3,258061.0,81476385.0,,,,
+19173,tt1111890,Diary of a Nymphomaniac,2008,"Drama, Romance",Drama,5.647,365,12.1765,,,102,5.7,11802.0,,,,,
+297762,tt0451279,Wonder Woman,2017,"Action, Adventure, Fantasy",Action,7.2,20934,10.3688,823970682.0,149000000.0,141,7.3,732467.0,412845172.0,,,,
+614479,tt13405778,Insidious: The Red Door,2023,"Horror, Thriller",Horror,6.5,1973,12.9862,189086877.0,16000000.0,107,5.5,63373.0,82156962.0,,,,
+244998,tt3088040,Senario XX,2005,"Comedy, Adventure, Action",Comedy,0.0,0,10.9277,,,93,6.5,73.0,,,,,
+36557,tt0381061,Casino Royale,2006,"Adventure, Action, Thriller",Adventure,7.571,11718,12.5571,599045960.0,150000000.0,144,8.0,739664.0,167445960.0,,,,
+1699820,tt40448536,Vibeland Chronicles,2026,Thriller,Thriller,4.0,1,35.3295,,,57,,,,,,,
+670,tt0364569,Oldboy,2003,"Thriller, Mystery, Action, Drama",Thriller,8.236,9898,11.9261,17500000.0,3000000.0,120,8.3,710562.0,2458200.0,,,,
+438148,tt5113044,Minions: The Rise of Gru,2022,"Comedy, Crime, Science Fiction, Animation, Family",Comedy,7.266,4024,12.0853,940203765.0,85000000.0,87,6.5,102656.0,370549695.0,,,,
+1510339,tt28961625,Mark,2025,"Action, Thriller",Action,4.0,1,10.7375,,,144,,,,,,,
+1064213,tt28607951,Anora,2024,"Drama, Comedy, Romance",Drama,7.1,3188,11.9328,56286295.0,6000000.0,139,7.4,270515.0,20474295.0,,,,
+550988,tt6264654,Free Guy,2021,"Comedy, Adventure, Science Fiction",Comedy,7.452,9858,11.5123,331526598.0,110000000.0,115,7.1,487068.0,121626598.0,,,,
+1417,tt0457430,Pan's Labyrinth,2006,"Fantasy, Drama, War",Fantasy,7.764,11494,12.469,83258226.0,19000000.0,118,8.2,745954.0,37646380.0,,,,
+1263337,tt7526136,Heart of the Beast,2026,"Action, Adventure",Action,0.0,0,10.0859,,,0,,,,,,,
+11247,tt0356470,A Cinderella Story,2004,"Comedy, Family, Romance",Comedy,6.596,3391,10.1346,70067909.0,19000000.0,95,5.9,100465.0,51438175.0,,,,
+370663,tt5073620,Below Her Mouth,2017,"Drama, Romance",Drama,6.803,1298,11.9143,33673.0,,91,5.5,15882.0,,,,,
+613504,tt10362466,After We Collided,2020,"Drama, Romance",Drama,7.152,5464,12.3653,47990414.0,14000000.0,105,5.1,43720.0,2386483.0,,,,
+93685,tt0284534,Swingers,2002,"Romance, Drama",Romance,5.9,75,11.4069,,,93,5.6,1452.0,,,,,
+1117857,tt27604215,In Your Dreams,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.968,222,13.4221,,,87,6.5,1343.0,,,,,
+420817,tt6139732,Aladdin,2019,"Adventure, Fantasy, Romance, Family",Adventure,7.084,10632,11.4368,1054304000.0,183000000.0,127,6.9,312476.0,355559216.0,,,,
+9470,tt0373074,Kung Fu Hustle,2004,"Action, Comedy, Crime, Fantasy",Action,7.5,3207,11.9181,102034104.0,20000000.0,99,7.7,162566.0,17108591.0,,,,
+1144107,tt37284198,The Legend of Hei 2,2025,"Animation, Fantasy, Action, Adventure",Animation,8.5,58,11.3424,67216848.0,,119,7.9,1067.0,365480.0,,,,
+321612,tt2771200,Beauty and the Beast,2017,"Family, Fantasy, Romance",Family,6.968,16018,14.5158,1266115964.0,160000000.0,129,7.1,356758.0,504481165.0,,,,
+140607,tt2488496,Star Wars: The Force Awakens,2015,"Adventure, Action, Science Fiction",Adventure,7.248,20576,11.1251,2068223624.0,245000000.0,136,7.7,1018738.0,936662225.0,,,,
+1034541,tt27911000,Terrifier 3,2024,Horror,Horror,6.786,1966,12.028,90322103.0,2000000.0,125,6.2,61278.0,53981071.0,,,,
+1087891,tt0899043,The Amateur,2025,"Thriller, Action",Thriller,6.9,1619,10.2495,96000836.0,60000000.0,123,6.5,96580.0,40759635.0,,,,
+313369,tt3783958,La La Land,2016,"Comedy, Drama, Romance",Comedy,7.898,18148,12.3288,509183536.0,30000000.0,129,8.0,759966.0,151101803.0,,,,
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,,,148,,,,,,,
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259.0,,105,7.4,64148.0,,,,,
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,,,148,,,,,,,
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259.0,,105,7.4,64148.0,,,,,
+205596,tt2084970,The Imitation Game,2014,"History, Drama, Thriller, War",History,7.984,18112,12.535,233555708.0,14000000.0,113,8.0,872710.0,91125683.0,,,,
+945961,tt18412256,Alien: Romulus,2024,"Horror, Science Fiction",Horror,7.164,4584,11.9834,350865342.0,80000000.0,119,7.1,285643.0,105313091.0,,,,
+1656061,tt39315819,Immortal Combat,2026,"Action, Adventure, Science Fiction",Action,5.1,12,8.1056,,,88,,,,,,,
+439079,tt5814060,The Nun,2018,Horror,Horror,5.9,7181,11.8387,366082797.0,22000000.0,96,5.4,194981.0,117481222.0,,,,
+6479,tt0480249,I Am Legend,2007,"Drama, Science Fiction, Thriller",Drama,7.217,16883,11.3652,585410052.0,150000000.0,101,7.2,870487.0,256393010.0,,,,
+420818,tt6105098,The Lion King,2019,"Adventure, Drama, Family, Animation",Adventure,7.096,10758,12.392,1662020819.0,260000000.0,118,6.8,290328.0,543638043.0,,,,
+1101383,tt27165187,The End of Oak Street,2026,"Science Fiction, Mystery, Thriller",Science Fiction,0.0,0,11.5544,,85000000.0,110,,,,,,,
+1571782,tt38813422,Rangbaaz: The Bihar Chapter,2025,"Action, Crime",Action,4.0,1,8.4459,,,146,,96.0,,,,,
+616037,tt10648342,Thor: Love and Thunder,2022,"Fantasy, Action, Comedy",Fantasy,6.368,8590,11.6104,760928081.0,250000000.0,119,6.1,459337.0,343256830.0,,,,
+11423,tt0353969,Memories of Murder,2003,"Crime, Drama, Thriller",Crime,8.057,4621,11.3142,26000000.0,2800000.0,131,8.1,262200.0,15357.0,,,,
+10192,tt0892791,Shrek Forever After,2010,"Comedy, Adventure, Fantasy, Animation, Family",Comedy,6.4,7967,12.1589,752600867.0,165000000.0,93,6.3,243636.0,238736787.0,,,,
+714338,tt12393526,Bulbbul,2020,"Horror, Fantasy, Thriller",Horror,6.6,171,8.3909,,,94,6.6,16330.0,,,,,
+298618,tt0439572,The Flash,2023,"Action, Science Fiction, Adventure",Action,6.616,5014,11.2821,271333313.0,220000000.0,144,6.6,246759.0,108133313.0,,,,
+360814,tt5074352,Dangal,2016,"Drama, Family, Comedy",Drama,7.875,1164,10.807,311000000.0,10400000.0,161,8.3,239462.0,12391761.0,,,,
+423,tt0253474,The Pianist,2002,"Drama, War",Drama,8.373,10165,10.7023,120098945.0,35000000.0,150,8.5,1010154.0,32590750.0,,,,
+986056,tt20969586,Thunderbolts*,2025,"Action, Science Fiction, Adventure",Action,7.3,3579,13.6722,382436917.0,180000000.0,127,7.1,274694.0,190274328.0,,,,
+490132,tt6966692,Green Book,2018,"Drama, Comedy, History",Drama,8.225,12914,11.0433,321752656.0,23000000.0,130,8.2,682124.0,85080171.0,,,,
+934433,tt17663992,Scream VI,2023,"Horror, Thriller, Crime",Horror,6.942,3208,10.7951,169063850.0,33000000.0,123,6.4,147729.0,108391107.0,,,,
+1703693,tt42111286,Palitan 2,2026,Drama,Drama,0.0,0,10.6761,,,94,,,,,,,
+76338,tt1981115,Thor: The Dark World,2013,"Action, Adventure, Fantasy",Action,6.511,18363,10.6013,644783140.0,170000000.0,112,6.7,776160.0,206362140.0,,,,
+10632,tt0269347,The Hunted,2003,"Drama, Action, Thriller, Crime",Drama,6.176,927,8.385,34234008.0,55000000.0,94,6.1,52548.0,34244097.0,,,,
+57158,tt1170358,The Hobbit: The Desolation of Smaug,2013,"Fantasy, Adventure, Action",Fantasy,7.579,14237,11.0568,958400000.0,250000000.0,161,7.8,752978.0,258387334.0,,,,
+713704,tt13345606,Evil Dead Rise,2023,"Horror, Thriller",Horror,6.9,3700,11.7586,147256372.0,15000000.0,96,6.5,165402.0,67233054.0,,,,
+1477712,tt36893729,Ice Cream Man,2026,"Horror, Thriller",Horror,0.0,0,10.8437,,,0,,,,,,,
+1124,tt0482571,The Prestige,2006,"Drama, Mystery, Science Fiction",Drama,8.208,17646,12.8238,109676311.0,40000000.0,130,8.5,1583310.0,53089891.0,,,,
+258216,tt1937390,Nymphomaniac: Vol. I,2013,Drama,Drama,6.853,3668,11.2782,13545832.0,2350000.0,118,6.9,138016.0,785896.0,,,,
+91314,tt2109248,Transformers: Age of Extinction,2014,"Science Fiction, Action, Adventure",Science Fiction,5.966,8778,10.9937,1105261713.0,210000000.0,165,5.6,347982.0,245439076.0,,,,
+1384216,tt21285562,The Dog Stars,2026,"Adventure, Science Fiction, Thriller",Adventure,0.0,0,10.0236,,110000000.0,100,,,,,,,
+1415974,tt37443891,Raat Akeli Hai - The Bansal Murders,2025,"Thriller, Mystery, Crime, Drama",Thriller,6.12,25,8.2291,,,136,6.6,4312.0,,,,,
+1403735,tt32831759,Laila,2025,"Comedy, Romance",Comedy,5.25,8,11.572,,,134,2.5,562.0,,,,,
+753091,tt27688034,The Moon,2023,"Drama, Adventure, Science Fiction",Drama,6.517,210,8.465,92718.0,20000000.0,129,5.8,10040.0,92718.0,,,,
+109418,tt2191701,Grown Ups 2,2013,Comedy,Comedy,6.177,4713,11.4905,247022278.0,80000000.0,101,5.4,190524.0,133668525.0,,,,
+334074,tt3247714,Survivor,2015,"Action, Crime, Mystery, Thriller",Action,5.696,1084,11.0012,,20000000.0,96,5.7,37078.0,,,,,
+615453,tt10627720,Ne Zha,2019,"Animation, Fantasy, Adventure",Animation,7.908,872,12.1979,742718496.0,22000000.0,110,7.3,21890.0,3695533.0,,,,
+47964,tt1606378,A Good Day to Die Hard,2013,"Action, Thriller",Action,5.334,6769,8.0628,304654182.0,92000000.0,98,5.2,222360.0,67349198.0,,,,
+10527,tt0479952,Madagascar: Escape 2 Africa,2008,"Adventure, Animation, Comedy, Family",Adventure,6.528,7445,10.8355,603900354.0,150000000.0,89,6.7,268534.0,180010950.0,,,,
+8275,tt0808146,American Pie Presents: The Naked Mile,2006,Comedy,Comedy,5.485,2199,9.06,,,97,5.1,66890.0,,,,,
+546554,tt8946378,Knives Out,2019,"Comedy, Crime, Mystery",Comedy,7.841,14071,11.3958,312897920.0,40000000.0,131,7.9,875016.0,165363234.0,,,,
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,,,0,,,,,,,
+729854,tt13086266,Concrete Utopia,2023,"Thriller, Action",Thriller,6.914,301,8.8392,28900000.0,,130,6.6,8419.0,,,,,
+508943,tt12801262,Luca,2021,"Animation, Family, Fantasy",Animation,7.8,8966,12.0436,51074773.0,200000000.0,95,7.4,222432.0,1324302.0,,,,
+812037,tt14550346,Last Summer,2023,Drama,Drama,6.095,247,12.446,1022551.0,,104,6.3,3658.0,174977.0,,,,
+58244,tt1374992,Upside Down,2012,"Romance, Science Fiction, Drama, Fantasy",Romance,6.276,2620,8.3943,22187813.0,60000000.0,104,6.3,75091.0,105095.0,,,,
+1601797,tt35979013,¿Quieres ser mi novia?,2026,"Comedy, Romance",Comedy,8.682,148,11.0256,197388.0,,97,,63.0,,,,,
+1418657,tt14500286,The Yeti,2026,"Horror, Thriller",Horror,6.381,59,9.3678,,,93,3.8,612.0,52689.0,,,,
+50014,tt1454029,The Help,2011,Drama,Drama,8.203,9073,11.0455,216600000.0,25000000.0,146,8.1,524627.0,169708112.0,,,,
+520763,tt8332922,A Quiet Place Part II,2021,"Science Fiction, Thriller, Horror",Science Fiction,7.432,7424,10.3395,297372261.0,55000000.0,96,7.2,315806.0,160072261.0,,,,
+184345,tt2828996,A Haunted House 2,2014,"Comedy, Horror",Comedy,6.186,1598,10.9898,25343661.0,4000000.0,87,4.7,25195.0,17329486.0,,,,
+283995,tt3896198,Guardians of the Galaxy Vol. 2,2017,"Science Fiction, Adventure, Action",Science Fiction,7.61,22979,11.1117,863756051.0,200000000.0,137,7.6,828114.0,389813101.0,,,,
+810693,tt14331144,Jujutsu Kaisen 0,2021,"Animation, Action, Fantasy",Animation,8.102,1767,12.3071,195870885.0,,105,7.8,59986.0,34542754.0,,,,
+1351923,tt15911108,120 Bahadur,2025,"Action, War",Action,6.4,16,8.4335,114872.0,,137,7.1,4430.0,,,,,
+179291,tt0837794,Favorite Son,2008,Drama,Drama,3.8,11,10.4817,,,90,5.7,185.0,,,,,
+1065834,tt35668756,Kattalan,2026,"Action, Thriller",Action,7.1,5,9.9731,,,119,,,,,,,
+14161,tt1190080,2012,2009,"Action, Adventure, Science Fiction",Action,5.882,12766,10.819,791217826.0,200000000.0,158,5.9,419441.0,166112167.0,,,,
+1511549,tt36956284,Still Sexy,2026,"Comedy, Romance",Comedy,5.167,18,11.2589,,,100,,,,,,,
+260513,tt3606756,Incredibles 2,2018,"Action, Adventure, Animation, Family",Action,7.453,13705,11.5713,1243225667.0,200000000.0,118,7.5,366471.0,608581744.0,,,,
+957119,tt19704542,Sidelined: The QB and Me,2025,"Comedy, Romance",Comedy,6.252,234,10.4892,,,99,5.9,3031.0,,,,,
+2575,tt0236784,The Tailor of Panama,2001,"Drama, Thriller",Drama,6.003,541,7.6375,28000000.0,21000000.0,109,6.1,32465.0,13729742.0,,,,
+415842,tt1961175,American Assassin,2017,"Action, Adventure, Thriller",Action,6.413,3264,9.9202,67200000.0,33000000.0,112,6.2,99279.0,36249674.0,,,,
+348893,tt3344680,Boyka: Undisputed IV,2016,"Action, Drama, Thriller, Crime",Action,7.198,1465,10.82,63500000.0,,87,7.0,26480.0,,,,,
+399579,tt0437086,Alita: Battle Angel,2019,"Action, Science Fiction, Adventure",Action,7.256,10055,11.2286,405000000.0,170000000.0,122,7.3,321252.0,85838210.0,,,,
+828871,tt13529034,Meenakshi Sundareshwar,2021,"Romance, Drama",Romance,5.544,34,7.7274,,,141,6.7,18707.0,,,,,
+273481,tt3397884,Sicario,2015,"Action, Crime, Thriller",Action,7.419,9583,10.2513,84997446.0,30000000.0,122,7.7,527661.0,46889293.0,,,,
+744876,tt10235600,Kaali Khuhi,2020,"Horror, Drama, Thriller",Horror,4.6,24,7.2797,,,90,3.7,1457.0,,,,,
+381288,tt4972582,Split,2017,"Horror, Thriller",Horror,7.341,18355,9.9265,278454358.0,9000000.0,117,7.3,616174.0,138291365.0,,,,
+1545621,tt39123115,Detective Conan: Fallen Angel of the Highway,2026,"Animation, Action, Mystery, Crime",Animation,8.1,10,10.8811,,,109,,,,,,,
+497698,tt3480822,Black Widow,2021,"Action, Adventure, Science Fiction",Action,7.168,11270,11.6852,379751131.0,200000000.0,134,6.6,476594.0,183651655.0,,,,
+1652947,tt39715030,Tuklas,2026,Drama,Drama,7.0,2,11.0163,,,0,,,,,,,
+1306845,tt32223398,Jaat,2025,"Crime, Action, Thriller",Crime,6.243,35,9.5144,12117647.0,11764705.0,153,6.0,12574.0,,,,,
+8274,tt0436058,American Pie Presents: Band Camp,2005,Comedy,Comedy,5.5,2244,7.8482,,7000000.0,94,5.1,69324.0,,,,,
+407436,tt2388771,Mowgli: Legend of the Jungle,2018,"Adventure, Drama",Adventure,6.476,2603,8.4022,,175000000.0,105,6.5,67737.0,,,,,
+594669,tt8366590,Baaghi 3,2020,"Action, Adventure, Thriller",Action,6.258,126,8.0871,18473570.0,7952450.0,144,2.3,17713.0,721439.0,,,,
+339308,tt0160256,The Unscarred,2000,Thriller,Thriller,5.8,9,9.4581,,,88,5.6,254.0,,,,,
+1495694,tt36585628,Beauty from Pain,2025,"Romance, Drama",Romance,6.974,19,11.6521,,,116,5.8,69.0,,,,,
+324552,tt4425200,John Wick: Chapter 2,2017,"Action, Thriller, Crime",Action,7.34,14298,11.9888,171539887.0,40000000.0,122,7.4,564980.0,92029184.0,,,,
+426889,tt7103560,Le Clitoris,2017,"Animation, Documentary",Animation,6.756,43,11.2924,,,4,7.1,179.0,,,,,
+1321179,tt38626703,The King's Warden,2026,"History, Drama",History,7.184,19,10.2825,111782570.0,6900000.0,117,,75.0,,,,,
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000.0,200000000.0,134,6.5,329657.0,159555901.0,,,,
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000.0,200000000.0,134,6.5,329657.0,159555901.0,,,,
+1653208,tt40769151,The Great Grand Superhero,2026,"Comedy, Family, Drama",Comedy,0.0,0,8.2898,,,112,,,,,,,
+1497348,tt39018552,Alas Roban,2026,"Drama, Horror, Mystery",Drama,4.6,5,10.1879,,,111,6.3,58.0,,,,,
+49444,tt1302011,Kung Fu Panda 2,2011,"Animation, Family, Comedy, Action",Animation,7.1,7907,11.1089,665692281.0,150000000.0,91,7.3,349971.0,165249063.0,,,,
+10198,tt0780521,The Princess and the Frog,2009,"Animation, Romance, Fantasy, Family",Animation,7.2,6136,10.7203,270997378.0,105000000.0,98,7.2,184917.0,104400899.0,,,,
+603673,tt10350922,Laxmii,2020,"Horror, Comedy",Horror,4.414,58,7.5315,,,141,2.5,59026.0,,,,,
+573435,tt4919268,Bad Boys: Ride or Die,2024,"Action, Comedy, Crime",Action,7.322,3344,11.0859,404547819.0,100000000.0,116,6.5,113239.0,193573217.0,,,,
+940551,tt6495056,Migration,2023,"Family, Comedy, Adventure, Animation",Family,7.354,2252,10.3683,298776052.0,72000000.0,83,6.6,45901.0,127630880.0,,,,
+351286,tt4881806,Jurassic World: Fallen Kingdom,2018,"Adventure, Science Fiction, Thriller",Adventure,6.531,12791,10.6061,1310469037.0,170000000.0,129,6.1,382093.0,417719760.0,,,,
+696393,tt8879928,Cold Storage,2026,"Horror, Science Fiction, Comedy",Horror,6.797,520,10.9563,4048606.0,10000000.0,99,6.1,15845.0,1529234.0,,,,
+395,tt0370263,AVP: Alien vs. Predator,2004,"Adventure, Science Fiction, Action, Horror",Adventure,5.949,4978,8.4364,177427090.0,70000000.0,101,5.7,231347.0,80282231.0,,,,
+81005,tt1351685,Jack the Giant Slayer,2013,"Fantasy, Action, Adventure, Drama",Fantasy,5.893,5252,10.2365,197700000.0,195000000.0,114,6.3,153746.0,65187603.0,,,,
+590403,tt10023024,Love Aaj Kal,2020,"Romance, Drama",Romance,5.62,50,7.3236,,,141,4.7,11012.0,,,,,
+1252037,tt31495504,The Tank,2025,"War, Action, Drama",War,7.109,441,10.6551,,,117,6.5,13143.0,,,,,
+928358,tt13887082,Grand Jete,2022,Drama,Drama,4.9,48,11.0142,,,105,4.8,1170.0,,,,,
+619061,tt7743400,Jhalki,2019,Drama,Drama,6.8,5,6.9866,,,105,6.9,1434.0,,,,,
+601807,tt10230426,Mrs. Serial Killer,2020,Thriller,Thriller,6.245,94,7.0922,,,106,4.0,19247.0,,,,,
+1035259,tt3402138,The Naked Gun,2025,"Action, Comedy, Crime",Action,6.37,1756,10.4553,102147396.0,42000000.0,85,6.3,124409.0,52647396.0,,,,
+675353,tt12412888,Sonic the Hedgehog 2,2022,"Action, Adventure, Family, Comedy",Action,7.427,5886,10.1082,405421518.0,110000000.0,123,6.5,115967.0,190872904.0,,,,
+997391,tt24517458,RDX: Robert Dony Xavier,2023,"Action, Drama",Action,6.7,62,7.4473,,,150,7.0,5657.0,,,,,
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.5,684,10.5692,41235665.0,21000000.0,89,5.8,25872.0,25635665.0,,,,
+454626,tt3794354,Sonic the Hedgehog,2020,"Action, Science Fiction, Comedy, Family",Action,7.282,10409,10.2991,319715683.0,85000000.0,99,6.5,192228.0,148974665.0,,,,
+341174,tt4465564,Fifty Shades Darker,2017,"Drama, Romance",Drama,6.473,7951,10.1571,381545846.0,55000000.0,118,4.6,120435.0,114581250.0,,,,
+139038,tt2243537,A Haunted House,2013,"Comedy, Horror",Comedy,5.951,2059,10.475,60141683.0,2500000.0,86,5.1,52749.0,40041683.0,,,,
+812583,tt14364480,Wake Up Dead Man: A Knives Out Mystery,2025,"Thriller, Mystery, Comedy",Thriller,7.2,2540,10.4101,4000000.0,210000000.0,145,7.3,232785.0,1600000.0,,,,
+566525,tt9376612,Shang-Chi and the Legend of the Ten Rings,2021,"Action, Adventure, Fantasy",Action,7.495,10420,11.1336,432243292.0,150000000.0,132,7.3,486812.0,224543292.0,,,,
+635503,tt10515526,Lootcase,2020,Comedy,Comedy,6.32,64,7.2661,,,132,7.5,18771.0,,,,,
+639988,tt1527793,No Other Choice,2025,"Comedy, Crime, Thriller",Comedy,7.507,1100,10.6288,40223568.0,12200000.0,140,7.5,57461.0,10011860.0,,,,
+493922,tt7784604,Hereditary,2018,"Horror, Mystery, Thriller",Horror,7.294,8628,10.3444,87796204.0,10000000.0,128,7.3,453527.0,44069456.0,,,,
+338803,tt4844288,The Treacherous,2015,"Drama, History, Crime",Drama,6.1,91,10.9149,6906250.0,,133,6.1,2461.0,,,,,
+1359,tt0144084,American Psycho,2000,"Thriller, Drama, Crime",Thriller,7.403,12340,10.7251,34269748.0,7000000.0,102,7.6,827026.0,15070285.0,,,,
+1171094,tt35682680,Ek Din,2026,"Romance, Drama",Romance,0.0,0,7.2818,,,125,5.6,223.0,,,,,
+387848,tt6571010,Buddy's Mom,2015,"Drama, Romance",Drama,5.7,15,10.0553,,,101,7.0,171.0,,,,,
+493529,tt2906216,Dungeons & Dragons: Honor Among Thieves,2023,"Adventure, Fantasy, Comedy",Adventure,7.352,4671,9.6775,208200000.0,151000000.0,134,7.2,270852.0,93549650.0,,,,
+284052,tt1211837,Doctor Strange,2016,"Fantasy, Adventure, Action",Fantasy,7.421,23469,11.2659,676343174.0,180000000.0,115,7.5,877590.0,232641920.0,,,,
+1308821,tt32264942,First Taste,2024,"Romance, Drama",Romance,5.4,9,10.1144,,,99,4.1,366.0,,,,,
+414419,tt6019206,Kill Bill: The Whole Bloody Affair,2011,"Action, Crime",Action,8.098,1315,10.3599,12338649.0,60000000.0,254,8.8,36729.0,6002538.0,,,,
+263472,tt3605418,Knock Knock,2015,"Horror, Thriller, Crime",Horror,5.4,3498,9.7953,6341684.0,10000000.0,99,4.9,114537.0,36336.0,,,,
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.526,684,10.5692,41235665.0,21000000.0,89,5.8,25872.0,25635665.0,,,,
+38055,tt1001526,Megamind,2010,"Animation, Action, Comedy, Family, Science Fiction",Animation,7.027,7491,10.1922,321885765.0,130000000.0,96,7.3,322951.0,148415853.0,,,,
+13186,tt0804555,Wrong Turn 2: Dead End,2007,"Horror, Thriller",Horror,6.166,1556,10.7038,,4000000.0,97,5.5,39555.0,,,,,
+1303331,tt27548557,Dhamaal 4,2026,Comedy,Comedy,0.0,0,9.9123,,,0,,,,,,,
+10195,tt0800369,Thor,2011,"Adventure, Fantasy, Action",Adventure,6.771,22380,12.514,449326618.0,150000000.0,115,7.0,963947.0,181030624.0,,,,
+526024,tt8320406,Boy Undone,2017,Drama,Drama,4.8,20,11.5396,,,116,5.2,388.0,,,,,
+286687,tt3985604,Love Lesson,2013,"Romance, Drama, Comedy",Romance,6.8,42,11.0919,,,80,5.2,998.0,,,,,
+10625,tt0377092,Mean Girls,2004,"Drama, Comedy",Drama,7.226,9483,11.0523,130195052.0,17000000.0,97,7.1,485269.0,86058055.0,,,,
+127585,tt1877832,X-Men: Days of Future Past,2014,"Action, Adventure, Science Fiction",Action,7.531,16289,10.0709,748045700.0,250000000.0,132,7.9,786991.0,233921534.0,,,,
+1248226,tt31425731,Playdate,2025,"Action, Comedy, Family",Action,6.086,607,10.0456,,,93,5.5,25282.0,,,,,
+554826,tt8476998,Bhonsle,2018,Drama,Drama,6.333,6,6.7695,,,128,6.8,1742.0,,,,,
+281957,tt1663202,The Revenant,2015,"Western, Drama, Adventure",Western,7.541,19359,10.6462,532950503.0,135000000.0,157,8.0,947792.0,184247394.0,,,,
+615173,tt13721828,The Witch: Part 2. The Other One,2022,"Action, Mystery, Thriller, Science Fiction",Action,7.406,453,10.9166,23068596.0,,137,6.3,9285.0,143723.0,,,,
+1662414,tt41367695,Propeller One-Way Night Coach,2026,"Adventure, Drama, Family",Adventure,6.7,36,10.157,,,60,5.7,41.0,,,,,
+50620,tt1673434,The Twilight Saga: Breaking Dawn - Part 2,2012,"Fantasy, Drama, Romance",Fantasy,6.5,9390,8.8414,829747654.0,120000000.0,115,5.6,279805.0,293144686.0,,,,
+446354,tt6294822,The Post,2017,"Drama, History",Drama,7.005,4923,11.149,179769467.0,50000000.0,116,7.2,171711.0,81903458.0,,,,
+1448560,tt36153493,Wildcat,2025,"Action, Thriller",Action,6.213,176,10.0107,,50000.0,99,3.9,1755.0,,,,,
+447332,tt6644200,A Quiet Place,2018,"Horror, Drama, Science Fiction",Horror,7.393,15383,10.2697,340955294.0,17000000.0,91,7.5,652123.0,188024361.0,,,,
+1049471,tt23724682,Outcome,2026,"Comedy, Drama",Comedy,5.392,212,10.2923,,80000000.0,84,4.6,4918.0,,,,,
+607297,tt9248952,Jawaani Jaaneman,2020,Comedy,Comedy,6.0,37,9.364,,,130,6.5,8585.0,,,,,
+1233506,tt32642156,The Shrinking Man,2025,"Adventure, Science Fiction",Adventure,6.055,137,10.0503,,24350000.0,99,5.9,1609.0,,,,,
+242582,tt2872718,Nightcrawler,2014,"Crime, Drama, Thriller",Crime,7.709,11761,10.366,47425835.0,8500000.0,118,7.8,662221.0,32381217.0,,,,
+1587124,tt39045215,Bhabiji Ghar Par Hain! Fun on the Run,2026,"Adventure, Comedy, Family, Romance, TV Movie",Adventure,3.5,2,7.3997,,,136,7.6,3141.0,,,,,
+75656,tt1670345,Now You See Me,2013,"Thriller, Crime",Thriller,7.331,16826,10.8403,351723989.0,75000000.0,116,7.2,765172.0,117723989.0,,,,
+7518,tt0327084,Over the Hedge,2006,"Adventure, Animation, Comedy, Family",Adventure,6.598,4862,10.3641,343397247.0,80000000.0,83,6.7,200382.0,155019340.0,,,,
+1058424,tt27369017,Hope,2026,"Science Fiction, Mystery, Action",Science Fiction,0.0,0,9.9169,,,160,,,,,,,
+686919,tt11953628,Maska,2020,Comedy,Comedy,5.3,18,6.6861,,,111,5.9,1555.0,,,,,
+944864,tt18082758,The Takeover,2022,"Action, Crime, Thriller",Action,5.731,206,7.046,,,87,5.3,5307.0,,,,,
+2501,tt0258463,The Bourne Identity,2002,"Action, Mystery, Thriller",Action,7.48,10119,11.4892,214034224.0,60000000.0,119,7.8,609951.0,121661683.0,,,,
+1642859,tt36163614,Iron Maiden: Burning Ambition,2026,"Documentary, Music",Documentary,7.2,16,10.2714,2547000.0,,105,,,,,,,
+1278,tt0309987,The Dreamers,2003,"Drama, Romance",Drama,7.181,3097,10.2066,15100000.0,15000000.0,115,7.1,140589.0,2532228.0,,,,
+126889,tt2316204,Alien: Covenant,2017,"Horror, Science Fiction",Horror,6.2,9447,10.2203,240891763.0,97000000.0,122,6.4,344333.0,74262031.0,,,,
+1263256,tt31868189,Happy Gilmore 2,2025,Comedy,Comedy,6.539,964,10.2552,,152000000.0,118,6.1,117123.0,,,,,
+137113,tt1631867,Edge of Tomorrow,2014,"Action, Science Fiction",Action,7.64,15113,10.5424,370541256.0,178000000.0,114,7.9,802767.0,100206256.0,,,,
+656007,tt8983166,Panga,2020,Romance,Romance,6.741,27,6.8981,,,131,6.8,7999.0,582720.0,,,,
+941109,tt18392014,Play Dirty,2025,"Crime, Action, Thriller, Drama",Crime,6.58,634,10.7575,,2500000.0,128,5.9,26133.0,,,,,
+635302,tt11032374,Demon Slayer -Kimetsu no Yaiba- The Movie: Mugen Train,2020,"Animation, Action, Fantasy",Animation,8.214,4543,10.5602,523542183.0,15700000.0,117,8.2,98764.0,49888550.0,,,,
+1392501,tt34877041,Lamas,2024,Drama,Drama,6.5,2,10.6357,,,0,,9.0,,,,,
+207703,tt2802144,Kingsman: The Secret Service,2015,"Crime, Comedy, Action, Adventure",Crime,7.62,17850,10.8595,414351546.0,81000000.0,129,7.7,775402.0,128261724.0,,,,
+530385,tt8772262,Midsommar,2019,"Horror, Drama, Mystery",Horror,7.2,8109,11.3428,48498408.0,9000000.0,147,7.1,481955.0,27426361.0,,,,
+287649,tt3958014,Scarlet Innocence,2014,"Thriller, Drama, Romance",Thriller,6.114,70,10.9444,,,111,5.9,1759.0,,,,,
+1734,tt0209163,The Mummy Returns,2001,"Adventure, Action, Fantasy",Adventure,6.407,7708,9.8829,443280904.0,98000000.0,130,6.4,362637.0,202019785.0,,,,
+14574,tt0914798,The Boy in the Striped Pyjamas,2008,"Drama, War, History",Drama,7.82,7686,9.5471,20416563.0,12500000.0,94,7.7,271521.0,9046156.0,,,,
+1271,tt0416449,300,2007,"Action, Adventure, War",Action,7.202,14761,10.4001,456082343.0,65000000.0,117,7.6,904962.0,210629101.0,,,,
+616880,tt10463030,Bhoot: Part One - The Haunted Ship,2020,"Horror, Thriller",Horror,5.635,37,6.9177,,,114,5.4,6032.0,,,,,
+1007734,tt28996126,Nobody 2,2025,"Action, Thriller, Comedy",Action,6.94,1599,10.1867,43285109.0,25000000.0,89,6.3,89019.0,21604985.0,,,,
+575264,tt9603212,Mission: Impossible - Dead Reckoning Part One,2023,"Action, Adventure, Thriller",Action,7.504,5148,9.8314,571125435.0,220000000.0,164,7.6,326383.0,172640980.0,,,,
+204082,tt2312718,Homefront,2013,"Action, Thriller",Action,6.943,3865,9.9109,51695362.0,22000000.0,100,6.5,140009.0,20158898.0,,,,
+438695,tt6467266,Sing 2,2021,"Animation, Comedy, Family, Music",Animation,7.835,4790,10.345,408402685.0,85000000.0,110,7.3,100000.0,162790990.0,,,,
+2832,tt0309698,Identity,2003,"Mystery, Thriller",Mystery,7.188,4382,10.6893,90259536.0,28000000.0,90,7.3,285988.0,52159536.0,,,,
+615457,tt7888964,Nobody,2021,"Action, Thriller",Action,7.877,8384,10.2458,57512470.0,16000000.0,91,7.4,391880.0,27568035.0,,,,
+458156,tt6146586,John Wick: Chapter 3 - Parabellum,2019,"Action, Thriller, Crime",Action,7.439,11771,9.8567,328349908.0,55000000.0,131,7.4,476412.0,171015687.0,,,,
+701387,tt12300742,Bugonia,2025,"Science Fiction, Thriller, Comedy",Science Fiction,7.3,1998,11.8398,43500000.0,55000000.0,119,7.4,177787.0,17692390.0,,,,
+1236470,tt21103218,The Lost Bus,2025,"Drama, Thriller",Drama,7.0,739,6.6414,,90000000.0,130,6.8,51736.0,,,,,
+8681,tt0936501,Taken,2008,"Action, Thriller",Action,7.407,12132,10.2081,226830568.0,25000000.0,94,7.7,668854.0,145000989.0,,,,
+93456,tt1690953,Despicable Me 2,2013,"Animation, Comedy, Family, Science Fiction",Animation,6.9,12010,10.2679,970766005.0,76000000.0,98,7.3,456712.0,368065385.0,,,,
+681419,tt3802574,Operation Parindey,2020,"Action, Thriller",Action,3.0,2,6.4799,,,55,4.7,430.0,,,,,
+855435,tt14619456,Faces of Death,2026,Horror,Horror,5.553,85,9.0597,2610000.0,7400000.0,97,6.5,1174.0,2148534.0,,,,
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,,,148,8.1,1973.0,,,,,
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,,,148,8.1,1973.0,,,,,
+718206,tt9642630,Prawaas,2020,"Drama, Family",Drama,0.0,0,6.4834,,,133,7.8,213.0,,,,,
+76492,tt0837562,Hotel Transylvania,2012,"Animation, Comedy, Family, Fantasy",Animation,6.965,9193,11.2249,358375603.0,85000000.0,91,7.0,309621.0,148426305.0,,,,
+1022453,tt23790696,The Rajasaab,2026,"Comedy, Horror, Fantasy, Action",Comedy,5.226,31,10.6905,21000000.0,50000000.0,186,3.5,9886.0,,,,,
+359724,tt1950186,Ford v Ferrari,2019,"Drama, History",Drama,8.006,9018,11.0982,225508210.0,97600000.0,153,8.1,553839.0,117624357.0,,,,
+87101,tt1340138,Terminator Genisys,2015,"Science Fiction, Action, Thriller",Science Fiction,5.957,8993,10.1631,440603537.0,155000000.0,126,6.3,305926.0,89760956.0,,,,
+1196656,tt30012687,Sugar Baby,2023,Romance,Romance,5.2,10,10.3918,,,114,,490.0,,,,,
+1381027,tt34381258,Good Boy,2026,"Thriller, Drama, Mystery",Thriller,7.223,119,10.1643,,,110,,,,,,,
+698508,tt11365186,Redeeming Love,2022,"Romance, Drama, Western",Romance,7.848,748,8.824,9464198.0,30000000.0,134,,,,,,,
+572164,tt10648440,EXIT,2019,"Action, Comedy",Action,7.633,301,8.1206,69501772.0,10892000.0,103,,,,,,,
+653346,tt11389872,Kingdom of the Planet of the Apes,2024,"Science Fiction, Adventure, Action",Science Fiction,7.054,4272,10.9611,397378150.0,160000000.0,145,,,,,,,
+1380316,tt34379307,Is God Is,2026,"Drama, Thriller",Drama,6.1,46,8.6557,4857896.0,14800000.0,100,,,,,,,
+32657,tt0814255,Percy Jackson & the Olympians: The Lightning Thief,2010,"Adventure, Fantasy, Family",Adventure,6.213,7834,10.2846,226497209.0,95000000.0,118,,,,,,,
+76493,tt1645170,The Dictator,2012,Comedy,Comedy,6.233,6469,9.8427,179379533.0,65000000.0,83,,,,,,,
+655459,tt9817760,Jai Mummy Di,2020,"Comedy, Romance",Comedy,4.9,20,6.6972,,,103,,,,,,,
+346364,tt1396484,It,2017,"Horror, Thriller, Drama",Horror,7.241,20362,10.006,719766009.0,35000000.0,135,,,,,,,
+1198380,tt29458284,Everybody Loves Sohrab Handa,2023,"Thriller, Mystery, Drama, Crime",Thriller,6.0,1,6.4702,,,99,,,,,,,
diff --git a/movies_data.csv b/movies_data.csv
new file mode 100644
index 0000000..6982cca
--- /dev/null
+++ b/movies_data.csv
@@ -0,0 +1,1001 @@
+TMDb_ID,IMDb_ID,Title,Year,Genre,Primary Genre,TMDb Rating,TMDb Votes,Popularity,Revenue,Budget,Runtime,IMDb Rating,IMDb Votes,Box Office
+1339713,tt37287335,Obsession,2026,"Horror, Thriller",Horror,7.917,841,581.7554,297445815,750000,108,8.2,"50,183","$104,757,650"
+931285,tt17490712,Mortal Kombat II,2026,"Action, Fantasy, Adventure",Action,7.988,1449,519.4298,128857238,80000000,116,6.7,"36,627","$77,767,462"
+936075,tt11378946,Michael,2026,"Music, Drama",Music,8.653,2635,503.091,934009960,250000000,128,7.7,"107,813","$340,068,767"
+1367220,tt33988385,Karuppu,2026,"Action, Fantasy",Action,7.059,17,384.3573,3345079,16000000,152,N/A,N/A,N/A
+879945,tt16288638,The Unknown Man,2021,Drama,Drama,7.8,9,325.1904,0,0,23,7.0,53,N/A
+1057265,tt23865918,Peddi,2026,"Action, Drama",Action,6.456,45,324.8609,0,36500000,192,N/A,N/A,N/A
+1239134,tt29540862,Bhooth Bangla,2026,"Horror, Comedy",Horror,5.238,21,362.8242,20000000,14000000,163,7.5,"9,969","$950,000"
+1308553,tt30447822,Hai Jawani Toh Ishq Hona Hai,2026,"Romance, Comedy",Romance,5.474,19,252.0855,0,0,136,N/A,N/A,N/A
+1275779,tt15047880,Disclosure Day,2026,"Thriller, Science Fiction, Mystery",Thriller,6.738,503,286.9304,120479637,115000000,145,N/A,N/A,N/A
+1523145,tt38190257,Your Heart Will Be Broken,2026,Romance,Romance,7.0,96,276.5688,7578000,3716000,134,N/A,N/A,N/A
+1228710,tt30825738,The Mandalorian and Grogu,2026,"Action, Adventure, Science Fiction",Action,6.757,484,224.6004,315100000,165000000,132,N/A,N/A,N/A
+1226293,tt31240702,Salitan,2024,"Drama, Romance",Drama,4.375,8,336.4305,0,0,105,5.9,115,N/A
+1226863,tt28650488,The Super Mario Galaxy Movie,2026,"Family, Comedy, Adventure, Fantasy, Animation",Family,8.2,2670,227.3499,1000843925,110000000,98,6.3,"55,972","$427,096,185"
+1084244,tt29355505,Toy Story 5,2026,"Animation, Family, Comedy, Adventure",Animation,7.3,80,208.1732,0,250000000,102,N/A,N/A,N/A
+1103473,tt15295368,KD – The Devil,2026,"History, Crime, Action, Fantasy",History,7.5,2,205.0936,0,0,141,8.6,"1,922",N/A
+1477317,tt36958376,Your Fault: London,2026,"Romance, Drama",Romance,7.755,55,195.2676,0,0,123,N/A,N/A,N/A
+11012,tt0104237,Damage,1992,"Drama, Romance",Drama,6.6,689,193.9558,31000000,11000000,111,6.7,"22,102","$7,532,911"
+28322,tt0080075,Madness,1980,"Thriller, Action, Crime",Thriller,4.969,32,232.7346,0,0,89,5.3,715,N/A
+912378,tt35518410,Dridam,2026,"Crime, Thriller",Crime,7.0,1,177.7171,77048,0,127,7.5,"1,103",N/A
+1280738,tt33311069,The Furious,2026,"Action, Crime",Action,7.965,43,173.3095,1400000,20000000,113,7.7,991,N/A
+1007757,tt29552248,Swapped,2026,"Adventure, Animation, Family, Fantasy",Adventure,8.969,1713,156.5555,0,0,102,7.3,"14,061",N/A
+1304313,tt32612507,Lee Cronin's The Mummy,2026,"Horror, Mystery",Horror,8.036,1873,159.5124,90452113,22000000,133,6.2,"33,540","$29,152,113"
+454639,tt0427340,Masters of the Universe,2026,"Action, Fantasy, Science Fiction",Action,7.3,242,133.2322,86387310,200000000,141,N/A,N/A,N/A
+687163,tt12042730,Project Hail Mary,2026,"Science Fiction, Adventure",Science Fiction,8.687,5189,138.0221,681404846,200000000,157,8.3,"333,549","$341,307,287"
+1122573,tt27681354,In the Grey,2026,"Action, Thriller",Action,6.6,240,138.1508,22726621,70000000,97,6.6,"6,178","$5,688,954"
+1293550,tt32389930,Bandar,2026,Thriller,Thriller,7.0,1,127.9698,0,0,140,7.8,83,N/A
+1439930,tt36042156,The Punisher: One Last Kill,2026,"Action, Drama, Crime",Action,8.346,1632,132.5083,0,0,51,N/A,N/A,N/A
+1582770,tt39139925,Dhurandhar: The Revenge,2026,"Action, Crime, Thriller",Action,7.3,119,128.842,152900759,14330000,229,8.5,"45,701","$27,415,192"
+976912,tt13452544,Graphic Desires,2023,"Thriller, Crime",Thriller,6.935,92,137.9446,0,0,90,4.2,536,N/A
+1358005,tt33397980,Office Romance,2026,"Romance, Comedy",Romance,6.535,213,107.6441,0,0,115,N/A,N/A,N/A
+1327819,tt26443616,Hoppers,2026,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,8.182,1632,112.2734,372010783,150000000,104,7.4,"37,622","$164,415,529"
+1083381,tt26657236,Backrooms,2026,"Horror, Mystery, Science Fiction",Horror,6.9,609,124.9342,262595784,10000000,111,7.1,"22,376","$81,456,295"
+1419406,tt34610311,The Shadow's Edge,2025,"Action, Crime, Drama, Thriller",Action,7.76,865,106.3376,174400000,0,142,7.1,"8,806",N/A
+1380291,tt34378301,Tom Clancy's Jack Ryan: Ghost War,2026,"Action, Thriller",Action,7.1,577,112.6535,0,0,107,N/A,N/A,N/A
+83533,tt1757678,Avatar: Fire and Ash,2025,"Science Fiction, Adventure, Fantasy",Science Fiction,7.589,3480,106.5852,1490477656,350000000,198,7.3,"168,453","$404,340,010"
+1536233,tt38057342,The Summoning of Baby Blue,2025,Horror,Horror,4.444,9,99.8884,0,0,76,N/A,27,N/A
+1431068,tt37333137,Main Vaapas Aaunga,2026,"Romance, Drama",Romance,4.0,2,128.0098,0,0,166,N/A,N/A,N/A
+1311031,tt32820897,Demon Slayer: Kimetsu no Yaiba Infinity Castle,2025,"Animation, Action, Fantasy",Animation,7.7,866,99.7526,733030221,20000000,156,8.4,"64,082","$134,519,077"
+1486860,tt32875624,Haunted 3D: Echoes of the Past,2026,"Horror, Romance, Thriller",Horror,0.0,0,105.5638,0,0,140,N/A,N/A,N/A
+1694978,tt41604789,Chum,2026,Horror,Horror,4.538,13,93.1667,0,0,87,N/A,N/A,N/A
+1628448,tt33538438,Maa Behen,2026,"Comedy, Thriller, Drama",Comedy,6.667,10,80.0058,0,0,127,N/A,N/A,N/A
+1288341,tt36926359,Seven Snipers,2026,"Action, Thriller",Action,5.691,34,88.4643,0,0,87,N/A,N/A,N/A
+1290821,tt32357218,Shelter,2026,"Action, Crime, Thriller",Action,7.669,1253,87.3498,53933639,50000000,107,6.1,"25,305","$12,805,541"
+1318413,tt32547691,Pressure,2026,"Thriller, History, War",Thriller,7.755,49,78.0296,11301450,80000000,101,7.7,"1,123","$5,750,000"
+1241752,tt31589922,Rita,2024,Drama,Drama,6.0,24,87.2605,2,1,113,N/A,372,N/A
+204407,tt0158510,Bosco d'amore,1981,"Drama, Romance",Drama,4.667,6,78.2153,0,0,113,6.6,15,N/A
+1430077,tt35672862,Hokum,2026,Horror,Horror,6.671,242,78.3933,23563104,5000000,107,7.3,"16,522","$16,834,886"
+1390300,tt34685692,Over Your Dead Body,2026,"Action, Comedy, Thriller",Action,6.594,265,75.7997,2055131,0,105,6.5,"6,311","$2,154,696"
+1522126,tt37738006,1000 Men and Me: The Bonnie Blue Story,2025,"Documentary, TV Movie",Documentary,5.4,21,89.6792,0,0,60,4.1,837,N/A
+1363387,tt35050712,Saccharine,2026,Horror,Horror,6.087,23,78.0726,0,0,113,6.5,186,N/A
+1092936,tt33382323,The Holy Boy,2025,"Horror, Thriller, Drama",Horror,6.971,137,69.8599,377925,4025000,122,6.8,617,N/A
+1318447,tt16431404,Apex,2026,"Action, Thriller",Action,6.819,1480,73.2732,0,0,96,6.1,"81,156",N/A
+1560681,tt38681832,Colors of Evil: Black,2026,"Thriller, Mystery, Crime",Thriller,6.73,63,64.139,0,0,110,N/A,N/A,N/A
+1273221,tt32093575,Scary Movie,2026,"Comedy, Horror",Comedy,5.521,303,74.8385,176631924,30000000,96,N/A,N/A,N/A
+969681,tt22084616,Spider-Man: Brand New Day,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,108.9976,0,0,150,N/A,N/A,N/A
+1297842,tt27613895,GOAT,2026,"Animation, Comedy, Family",Animation,8.14,805,74.6025,193566330,90000000,100,6.7,"15,166","$103,103,206"
+4247,tt0175142,Scary Movie,2000,Comedy,Comedy,6.414,7859,71.7195,278023280,19000000,88,6.3,"319,036","$157,019,771"
+157336,tt0816692,Interstellar,2014,"Adventure, Drama, Science Fiction",Adventure,8.5,40044,70.1924,746606706,165000000,169,8.7,"2,516,752","$203,227,580"
+278,tt0111161,The Shawshank Redemption,1994,"Drama, Crime",Drama,8.723,30581,76.1807,28341469,25000000,142,9.3,"3,182,645","$28,767,189"
+1433117,tt37458112,Kara,2026,"Crime, Drama, Thriller",Crime,6.1,22,61.2952,0,0,161,N/A,N/A,N/A
+350,tt0458352,The Devil Wears Prada,2006,"Drama, Comedy",Drama,7.434,13742,63.4911,326588371,35000000,109,7.0,"545,163","$124,740,460"
+1305781,tt32649961,Blades of the Guardians,2026,"Action, Drama, History",Action,7.008,61,65.3221,203356793,123000000,126,7.3,"1,400","$1,606,672"
+270473,tt3388130,Love Sick,2013,"Comedy, Romance",Comedy,5.5,2,51.4019,0,0,101,5.0,42,N/A
+1291608,tt33014583,Dhurandhar,2025,"Action, Crime, Thriller",Action,7.244,307,65.1612,137246897,14330000,212,8.3,"138,488","$19,702,994"
+980431,tt18259538,Avatar Aang: The Last Airbender,2026,"Action, Adventure, Animation, Fantasy",Action,0.0,0,68.1711,0,0,99,N/A,N/A,N/A
+1084242,tt26443597,Zootopia 2,2025,"Animation, Adventure, Comedy, Mystery, Family",Animation,7.668,2957,68.2815,1868208796,150000000,108,7.4,"134,332","$428,130,160"
+424711,tt0064119,Poppea's Hot Nights,1969,Comedy,Comedy,4.7,5,71.0039,0,0,94,4.6,111,N/A
+862,tt0114709,Toy Story,1995,"Family, Comedy, Animation, Adventure",Family,7.977,19964,77.0657,401157969,30000000,81,8.3,"1,163,069","$229,947,062"
+12104,tt0084503,Pink Floyd: The Wall,1982,"Music, Drama",Music,7.929,1656,48.5622,22244207,12000000,95,8.0,"89,354","$22,244,207"
+39254,tt0433035,Real Steel,2011,"Action, Science Fiction, Drama",Action,7.109,9232,61.5234,299300000,110000000,127,7.1,"378,495","$85,468,508"
+1285366,tt33349025,Shape of My Heart,2024,Romance,Romance,5.0,3,51.783,0,0,91,N/A,N/A,N/A
+1472951,tt29218808,Infiltrate,2026,"Action, Thriller",Action,5.556,18,49.7231,0,0,93,3.9,276,N/A
+1351908,tt33334267,Bharat Bhhagya Viddhaata,2026,"Drama, Thriller",Drama,0.0,0,68.2574,0,0,127,N/A,N/A,N/A
+226674,tt0077123,The Adolescent,1979,Drama,Drama,4.5,15,60.2603,0,0,90,6.2,460,N/A
+299536,tt4154756,Avengers: Infinity War,2018,"Adventure, Action, Science Fiction",Adventure,8.237,32124,51.7509,2052415039,300000000,149,8.4,"1,368,739","$678,815,482"
+1159559,tt27047903,Scream 7,2026,"Horror, Mystery, Crime",Horror,6.2,1047,53.266,213835967,45000000,114,5.5,"50,291","$121,935,967"
+1292415,tt7708226,Beast,2026,"Action, Drama",Action,6.4,52,50.7747,0,0,115,6.2,246,"$805,993"
+980477,tt34956443,Ne Zha 2,2025,"Animation, Action, Fantasy, Adventure",Animation,8.15,718,59.7605,2259822417,80000000,144,7.9,"23,207","$23,308,176"
+744275,tt13069986,After We Fell,2021,"Drama, Romance",Drama,7.003,2746,53.199,21753705,14000000,99,4.8,"24,384","$2,170,750"
+235271,tt2205401,Addicted,2014,"Drama, Thriller",Drama,5.91,449,52.8071,17534314,0,105,5.0,"12,753","$17,390,770"
+755898,tt13186306,War of the Worlds,2025,"Science Fiction, Thriller",Science Fiction,4.083,1009,51.6481,0,10000000,91,2.5,"31,185",N/A
+603,tt0133093,The Matrix,1999,"Action, Science Fiction",Action,8.248,28032,52.422,463517383,63000000,136,8.7,"2,243,093","$177,559,005"
+840464,tt14850054,Greenland 2: Migration,2026,"Adventure, Thriller, Science Fiction",Adventure,6.4,1216,51.7663,44856736,90000000,98,5.2,"26,853","$17,770,308"
+1242898,tt31227572,Predator: Badlands,2025,"Action, Science Fiction, Adventure",Action,7.792,3113,50.4479,184500000,105000000,107,7.2,"143,246","$91,083,631"
+1613798,tt37989803,Vengeance,2026,"Action, Thriller",Action,7.517,258,46.2989,0,0,103,N/A,N/A,N/A
+1368166,tt27543632,The Housemaid,2025,"Mystery, Thriller",Mystery,7.254,2449,50.9384,399644671,35000000,131,6.8,"133,074","$126,432,462"
+460465,tt0293429,Mortal Kombat,2021,"Action, Fantasy, Adventure",Action,7.046,6794,48.3101,84426031,20000000,110,6.1,"205,042","$42,326,031"
+1265609,tt15940132,War Machine,2026,"Action, Science Fiction, Thriller",Action,7.391,1924,44.2612,0,73000000,110,6.3,"86,956",N/A
+48650,tt1263750,Room in Rome,2010,"Drama, Romance",Drama,6.405,831,52.2855,844281,0,109,6.0,"27,407",N/A
+1292695,tt31728330,They Will Kill You,2026,"Horror, Comedy, Action",Horror,7.042,770,47.8198,19382152,20000000,94,6.5,"8,025","$10,527,870"
+4258,tt0795461,Scary Movie 5,2013,Comedy,Comedy,4.797,3059,47.1735,78613981,20000000,88,3.6,"81,742","$32,015,787"
+1220522,tt30413898,Dacoit,2026,"Action, Romance, Thriller",Action,6.6,5,46.7063,0,0,150,8.1,"2,765","$904,531"
+432123,,Savior,2015,Drama,Drama,0.0,0,44.7359,0,0,50,,,
+1171145,tt32430579,Crime 101,2026,"Crime, Thriller",Crime,6.998,1086,48.2365,72900246,90000000,141,6.8,"56,311","$36,588,336"
+1127384,tt29516222,Deep Water,2026,"Thriller, Horror",Thriller,6.28,25,47.9514,2286163,0,107,6.9,136,N/A
+1010581,tt21909764,My Fault,2023,"Drama, Romance, Thriller",Drama,7.733,4097,49.5427,0,0,116,6.1,"43,031",N/A
+155,tt0468569,The Dark Knight,2008,"Action, Crime, Thriller",Action,8.531,35926,42.6252,1004558444,185000000,152,9.1,"3,161,907","$534,987,076"
+1325734,tt33071426,The Drama,2026,"Romance, Comedy, Drama",Romance,6.968,1051,45.8059,140892471,28000000,105,7.5,"26,572","$30,849,251"
+1246049,tt31434030,Dracula,2025,"Horror, Fantasy, Romance",Horror,7.2,1270,44.4677,42404858,52000000,130,6.2,"34,913","$13,053,400"
+1294203,tt32434379,My Fault: London,2025,"Drama, Romance",Drama,7.402,579,50.8961,0,0,119,6.2,"13,668",N/A
+1480387,tt35892608,undertone,2026,"Horror, Mystery",Horror,6.2,250,44.4138,21602976,500000,94,6.1,"8,528","$17,555,961"
+1364953,tt15284556,Mārama,2026,"Horror, Drama, Mystery",Horror,6.389,9,34.8115,0,0,89,6.6,435,"$6,341"
+671,tt0241527,Harry Potter and the Philosopher's Stone,2001,"Adventure, Fantasy",Adventure,7.899,29655,46.1762,976475550,125000000,152,7.7,"944,457","$319,765,078"
+24428,tt0848228,The Avengers,2012,"Science Fiction, Action, Adventure",Science Fiction,8.045,38403,42.1631,1518815515,220000000,143,8.0,"1,555,308","$623,357,910"
+1002398,tt33511103,Virgin,2024,"Drama, Romance",Drama,6.7,23,42.5593,0,0,99,N/A,101,N/A
+1475803,tt36822418,Governor,2026,"Drama, Thriller",Drama,6.0,1,46.1719,0,0,122,N/A,N/A,N/A
+1314481,tt33612209,The Devil Wears Prada 2,2026,"Comedy, Drama",Comedy,6.6,809,38.9371,675900000,100000000,119,6.6,"53,400","$209,323,906"
+1579,tt0472043,Apocalypto,2006,"Action, Drama, History",Action,7.639,6423,38.9802,120654337,40000000,138,7.8,"355,188","$50,866,635"
+1127656,tt35332631,Blind Love,2025,"Romance, Family, Drama",Romance,0.0,0,35.2828,0,0,145,N/A,N/A,N/A
+1368337,tt33764258,The Odyssey,2026,"Adventure, Action, Fantasy",Adventure,0.0,0,43.0889,0,250000000,172,N/A,N/A,N/A
+1287454,,The Farmer's Bride Requires Care! Part 2: The Organic Grand Strategy,2021,"Comedy, Drama, Romance",Comedy,10.0,1,44.0284,0,0,72,,,
+1157008,tt23777188,Dime lo que quieres (de verdad),2023,"Romance, Drama, Comedy",Romance,7.773,33,39.1846,0,0,103,N/A,65,N/A
+4248,tt0257106,Scary Movie 2,2001,Comedy,Comedy,5.835,5212,39.4554,141220678,45000000,82,5.4,"190,597","$71,308,997"
+687259,,Ghost Stories,1982,Horror,Horror,6.2,2,51.6723,0,0,80,,,
+1669051,tt40705143,Kesong Puti,2026,Drama,Drama,4.0,3,41.4367,0,0,0,5.6,33,N/A
+137051,tt0095602,Midnight Matinee,1988,"Horror, Mystery, Thriller, TV Movie",Horror,5.4,7,44.35,0,0,91,4.1,244,N/A
+14035,tt0079540,Meatballs,1979,Comedy,Comedy,5.8,356,43.3617,0,1207520,92,6.2,"25,675","$43,046,003"
+122,tt0167260,The Lord of the Rings: The Return of the King,2003,"Adventure, Fantasy, Action",Adventure,8.5,26656,38.1236,1118888979,94000000,201,9.0,"2,161,991","$386,975,644"
+1599189,,剑来院线剧场版 十三之争,2026,"Animation, Action, Adventure",Animation,0.0,0,37.8286,0,0,0,,,
+301528,tt1979376,Toy Story 4,2019,"Family, Comedy, Animation, Adventure",Family,7.462,10583,48.8095,1073841394,175000000,100,7.6,"310,352","$434,038,008"
+1266127,tt33978029,Ready or Not: Here I Come,2026,"Thriller, Horror, Comedy",Thriller,7.7,1063,35.1041,42212563,14000000,108,6.5,"42,167","$22,986,054"
+1507097,tt40601101,Sattendru Maarudhu Vaanilai,2026,"Thriller, Drama, Comedy, Romance",Thriller,0.0,0,45.8455,0,0,120,7.0,16,N/A
+1198994,tt8036976,Send Help,2026,"Horror, Thriller, Comedy",Horror,7.057,1788,37.9339,94041481,40000000,113,6.9,"71,618","$64,734,795"
+238,tt0068646,The Godfather,1972,"Drama, Crime",Drama,8.687,23047,37.6909,245066411,6000000,175,9.2,"2,222,804","$136,381,073"
+337167,tt4477536,Fifty Shades Freed,2018,"Drama, Romance",Drama,6.672,8362,40.1031,371985018,55000000,105,4.6,"80,950","$100,407,760"
+1630423,tt39749979,My Dearest Assassin,2026,"Action, Drama, Romance",Action,8.656,244,36.468,0,0,128,N/A,N/A,N/A
+1184918,tt29623480,The Wild Robot,2024,"Family, Animation, Science Fiction, Adventure",Family,8.315,6154,41.0125,331982078,78000000,102,8.2,"216,281","$143,901,945"
+249397,tt2382009,Nymphomaniac: Vol. II,2013,"Drama, Mystery",Drama,6.713,3190,36.0334,4934725,2350000,124,6.6,"103,131","$327,167"
+634649,tt10872600,Spider-Man: No Way Home,2021,"Action, Adventure, Science Fiction",Action,7.933,22076,41.0789,2019206586,200000000,148,8.1,"1,017,543","$814,866,759"
+1081003,tt8814476,Supergirl,2026,"Action, Adventure, Science Fiction",Action,8.5,3,37.4307,0,175000000,108,N/A,N/A,N/A
+1473332,tt36460652,No One Will Hear Your Scream,2025,"Horror, Thriller",Horror,5.375,8,31.718,0,0,80,N/A,N/A,N/A
+803796,tt14205554,KPop Demon Hunters,2025,"Fantasy, Music, Comedy, Animation",Fantasy,8.021,2895,35.6669,24619953,100000000,96,7.4,"130,920","$24,300,000"
+120,tt0120737,The Lord of the Rings: The Fellowship of the Ring,2001,"Adventure, Fantasy, Action",Adventure,8.435,27674,37.472,871368364,93000000,179,8.9,"2,203,785","$325,873,309"
+1266990,tt32164798,Kulong,2024,Drama,Drama,6.417,18,37.3572,0,0,48,4.3,176,N/A
+1274706,tt32129938,The Marked Woman,2026,"Thriller, Crime",Thriller,5.559,68,32.9522,0,0,109,5.5,"1,055",N/A
+1330021,tt33100314,Remarkably Bright Creatures,2026,"Drama, Mystery",Drama,8.566,632,32.3025,0,0,114,7.8,"11,826",N/A
+1501018,tt36963493,A Family of Bastards,2026,"Comedy, Crime",Comedy,5.257,37,34.5755,0,0,105,N/A,N/A,N/A
+979,tt0290673,Irreversible,2002,"Drama, Thriller, Crime",Drama,7.182,3309,36.1624,6500000,3500000,93,7.3,"161,409","$803,491"
+19995,tt0499549,Avatar,2009,"Science Fiction, Action, Adventure",Science Fiction,7.607,34075,36.1955,2923706026,237000000,162,7.9,"1,486,308","$785,221,649"
+673,tt0304141,Harry Potter and the Prisoner of Azkaban,2004,"Adventure, Fantasy",Adventure,8.0,23205,35.1912,789804554,130000000,141,7.9,"761,199","$250,657,586"
+1641319,tt39538786,Sniper: No Nation,2026,"Action, Thriller",Action,6.518,56,30.6586,0,0,96,N/A,N/A,N/A
+299534,tt4154796,Avengers: Endgame,2019,"Adventure, Science Fiction, Action",Adventure,8.237,27867,33.7167,2799439100,356000000,181,8.4,"1,442,446","$858,373,000"
+680,tt0110912,Pulp Fiction,1994,"Thriller, Crime, Comedy",Thriller,8.483,30298,35.1261,213928762,8000000,154,8.8,"2,431,656","$107,928,762"
+1658216,tt40541157,Stepdaddy,2026,Drama,Drama,5.3,3,35.2199,0,0,70,5.5,64,N/A
+441168,tt6237208,From Straight A's to XXX,2017,"Drama, TV Movie",Drama,5.8,162,33.9726,0,0,87,5.2,"1,873",N/A
+1156594,tt33311244,Our Fault,2025,"Romance, Drama",Romance,7.381,687,37.0321,0,0,110,5.3,"6,626",N/A
+1411773,tt15682498,The Last Stand of Ellen Cole,2024,"Action, Adventure",Action,7.844,45,31.7824,0,0,92,7.0,102,N/A
+1110034,tt19838566,Kraken,2026,"Horror, Action, Thriller",Horror,6.287,155,32.7356,14329678,1000000,94,5.0,"1,710",N/A
+674,tt0330373,Harry Potter and the Goblet of Fire,2005,"Adventure, Fantasy",Adventure,7.803,22221,35.8453,895921036,150000000,157,7.7,"746,138","$291,239,805"
+1558796,tt37899019,Never Change!,2026,Comedy,Comedy,6.5,4,34.1164,0,0,104,N/A,N/A,N/A
+77429,tt0103948,Chechu y familia,1992,Comedy,Comedy,5.35,10,30.1123,264432,0,81,4.5,169,N/A
+1320660,tt33054858,Pati Patni Aur Woh Do,2026,Comedy,Comedy,6.2,5,29.2224,0,0,117,N/A,N/A,N/A
+1234821,tt31036941,Jurassic World Rebirth,2025,"Science Fiction, Adventure, Action",Science Fiction,6.272,3425,33.3794,869146189,180000000,134,5.8,"194,010","$339,640,400"
+533535,tt6263850,Deadpool & Wolverine,2024,"Action, Comedy, Science Fiction",Action,7.6,8772,34.0089,1338073645,200000000,128,7.5,"565,006","$636,745,858"
+27,tt0411705,9 Songs,2004,"Drama, Music, Romance",Drama,5.545,583,32.8791,1574623,1000000,70,4.7,"25,324","$66,853"
+496243,tt6751668,Parasite,2019,"Comedy, Thriller, Drama",Comedy,8.494,20746,32.7631,257591776,11363000,133,8.5,"1,148,210","$53,847,897"
+264980,tt0068986,Loves of a French Pussycat,1972,Comedy,Comedy,4.5,8,41.6355,0,0,94,5.4,148,N/A
+44980,tt0167508,Zero Woman 2,1995,"Action, Thriller",Action,5.0,8,32.2514,0,0,99,4.8,218,N/A
+808,tt0126029,Shrek,2001,"Animation, Comedy, Fantasy, Adventure, Family",Animation,7.765,18824,32.9308,488977919,60000000,90,7.9,"803,764","$268,698,241"
+672,tt0295297,Harry Potter and the Chamber of Secrets,2002,"Adventure, Fantasy",Adventure,7.705,23638,35.1723,876688482,100000000,161,7.5,"759,564","$263,094,348"
+1375646,tt34385135,Colony,2026,"Action, Thriller, Horror",Action,6.85,61,34.7799,0,12000000,123,7.3,357,N/A
+1116201,tt27564844,Iron Lung,2026,"Horror, Mystery, Science Fiction",Horror,6.976,273,29.3385,51226173,4000000,125,6.5,"19,668","$40,851,941"
+1515729,tt37971394,Blast,2026,"Action, Drama, Family",Action,7.6,5,32.2541,0,0,143,N/A,N/A,N/A
+1156593,tt28510079,Your Fault,2024,"Drama, Romance",Drama,7.1,1564,34.876,0,0,117,5.2,"14,368",N/A
+519182,tt7510222,Despicable Me 4,2024,"Action, Animation, Comedy, Family, Science Fiction",Action,7.0,3219,28.3036,972021410,100000000,94,6.2,"76,384","$361,004,205"
+1202285,,Porn,2023,Documentary,Documentary,7.4,7,36.6588,0,0,0,,,
+27205,tt1375666,Inception,2010,"Action, Science Fiction, Adventure",Action,8.372,39384,30.5979,839030630,160000000,148,8.8,"2,811,614","$292,587,330"
+597,tt0120338,Titanic,1997,"Drama, Romance",Drama,7.903,27234,32.0784,2264162353,200000000,194,8.0,"1,389,357","$674,354,882"
+911430,tt16311594,F1,2025,"Action, Drama",Action,7.799,4084,33.2027,634142436,300000000,156,7.6,"353,753","$189,642,436"
+1207162,tt25868520,Rise of the Conqueror,2026,"History, Action, Adventure, War",History,6.063,16,28.2517,0,30000000,119,N/A,N/A,N/A
+143663,tt0286774,Lady Black Rose,1978,"Drama, Horror",Drama,4.5,4,33.2751,0,0,72,7.9,33,N/A
+920728,tt15359866,We Want Now,2016,Romance,Romance,0.0,0,33.9804,0,0,58,N/A,N/A,N/A
+10193,tt0435761,Toy Story 3,2010,"Animation, Family, Comedy",Animation,7.8,15780,35.2989,1067316101,200000000,102,8.3,"961,588","$415,004,880"
+863,tt0120363,Toy Story 2,1999,"Animation, Comedy, Family",Animation,7.6,14944,35.953,497375404,90000000,92,7.9,"663,076","$245,852,179"
+769,tt0099685,GoodFellas,1990,"Drama, Crime",Drama,8.5,14422,26.0279,47072327,25000000,145,8.7,"1,388,009","$46,909,721"
+1038392,tt22898462,The Conjuring: Last Rites,2025,Horror,Horror,6.936,1889,30.2076,499256445,55000000,136,6.2,"98,159","$177,756,445"
+1146058,tt12824390,The Pout-Pout Fish,2026,"Animation, Family, Adventure, Comedy",Animation,5.8,10,28.3042,4834402,10000000,91,N/A,N/A,N/A
+1135873,,GGS - Ganteng-Ganteng Sange,2023,"Drama, Romance",Drama,6.1,7,29.944,0,0,28,,,
+767,tt0417741,Harry Potter and the Half-Blood Prince,2009,"Adventure, Fantasy",Adventure,7.68,20830,30.9274,933959197,250000000,153,7.6,"653,701","$302,334,374"
+875828,tt15574124,Peaky Blinders: The Immortal Man,2026,"Crime, Drama",Crime,7.243,1023,25.077,0,0,112,6.5,"74,842",N/A
+1233413,tt31193180,Sinners,2025,"Horror, Action, Thriller",Horror,7.5,4643,31.0776,370000000,100000000,138,7.5,"472,042","$279,989,632"
+675,tt0373889,Harry Potter and the Order of the Phoenix,2007,"Adventure, Fantasy",Adventure,7.672,20841,31.1134,938212738,150000000,138,7.5,"693,356","$292,382,727"
+1272837,tt32141377,28 Years Later: The Bone Temple,2026,"Horror, Thriller, Science Fiction",Horror,7.137,1309,29.4346,58522222,63000000,109,7.3,"84,391","$25,147,583"
+1084577,tt26735622,Balls Up,2026,"Comedy, Action, Adventure",Comedy,5.907,264,26.533,0,0,104,4.7,"11,568",N/A
+129,tt0245429,Spirited Away,2001,"Animation, Family, Fantasy",Animation,8.535,18416,30.9662,274925095,19000000,125,8.6,"964,088","$14,821,254"
+61823,tt0057006,The Ape Woman,1964,"Drama, Comedy",Drama,7.3,59,26.8954,0,0,92,7.3,950,N/A
+550,tt0137523,Fight Club,1999,"Drama, Thriller",Drama,8.4,32172,27.5735,100853753,63000000,139,8.8,"2,601,857","$37,834,891"
+1083884,tt21109170,Signal One,2026,"Mystery, Science Fiction",Mystery,6.5,19,26.3137,0,0,112,N/A,N/A,N/A
+1301421,tt32565993,The Sheep Detectives,2026,"Comedy, Family, Mystery",Comedy,7.6,171,29.1076,115953209,75000000,109,7.7,"15,978","$54,536,613"
+14836,tt0327597,Coraline,2009,"Animation, Family, Fantasy",Animation,7.9,9033,29.2439,185860104,60000000,100,7.8,"297,596","$116,896,576"
+99861,tt2395427,Avengers: Age of Ultron,2015,"Action, Adventure, Science Fiction",Action,7.273,24494,24.1729,1405403694,235000000,141,7.3,"998,463","$459,005,868"
+646315,tt34510565,The Legendary Lighter,2019,Action,Action,5.8,5,21.9176,0,0,109,N/A,N/A,N/A
+315635,tt2250912,Spider-Man: Homecoming,2017,"Action, Adventure, Science Fiction",Action,7.3,23220,29.5217,880978185,175000000,133,7.4,"795,043","$334,952,829"
+1699155,tt42863533,Maternal Instinct,2026,"Documentary, Crime",Documentary,7.214,35,28.2957,0,0,97,N/A,N/A,N/A
+13078,tt0796302,The Babysitters,2008,Drama,Drama,5.998,545,26.4429,44852,0,88,5.6,"13,302","$44,852"
+47971,tt1293847,xXx: Return of Xander Cage,2017,"Action, Adventure, Crime",Action,6.131,9240,28.0083,346118277,85000000,107,5.2,"101,386","$44,898,413"
+13333,tt0077594,Game of Death,1978,"Drama, Action, Thriller",Drama,6.41,735,26.908,50000000,850000,101,5.9,"23,963",N/A
+1210938,tt32648798,Revelations,2025,"Thriller, Crime, Mystery",Thriller,6.379,203,26.993,0,0,122,6.0,"4,408",N/A
+1168190,tt33046197,The Wrecking Crew,2026,"Action, Comedy, Crime, Mystery",Action,7.02,1077,25.7312,89000000,78500000,125,6.4,"45,325",N/A
+425274,tt4712810,Now You See Me: Now You Don't,2025,"Crime, Thriller",Crime,6.498,1567,27.1836,243700000,90000000,112,5.9,"65,532","$61,882,396"
+88907,tt0089302,Hot Chili,1985,Comedy,Comedy,3.7,17,17.4519,0,0,86,4.1,503,N/A
+300496,tt0084397,Nefeli,1980,Romance,Romance,3.6,7,27.1248,0,10000000,110,4.9,88,N/A
+16869,tt0361748,Inglourious Basterds,2009,"Drama, Thriller, War",Drama,8.217,24255,23.947,321457747,70000000,153,8.4,"1,778,290","$120,540,719"
+1597280,tt31455863,Kenatha Kanom,2026,"Comedy, Drama, Family",Comedy,0.0,0,30.7469,0,0,116,8.1,16,N/A
+38,tt0338013,Eternal Sunshine of the Spotless Mind,2004,"Science Fiction, Drama, Romance",Science Fiction,8.091,16384,24.1847,72258126,20000000,108,8.3,"1,166,070","$34,400,301"
+1598785,tt39228706,Milky☆Subway: The Galactic Limited Express - the Movie,2026,"Animation, Action, Adventure, Comedy, Science Fiction",Animation,9.308,26,27.529,3700000,0,46,6.6,20,N/A
+1061474,tt5950044,Superman,2025,"Science Fiction, Adventure, Action",Science Fiction,7.3,4882,28.3006,618723803,225000000,130,7.0,"406,287","$354,223,803"
+8587,tt0110357,The Lion King,1994,"Animation, Family, Drama",Animation,8.254,19743,25.6191,763455561,45000000,89,8.5,"1,248,136","$424,979,720"
+269955,tt3303730,Obsessed,2014,"Drama, Romance",Drama,6.7,82,25.9638,0,0,132,6.3,"3,004",N/A
+1688935,tt42111190,Oye Bhole Oye 2,2026,"Comedy, Drama, Action",Comedy,0.0,0,27.864,0,0,0,N/A,N/A,N/A
+4257,tt0362120,Scary Movie 4,2006,Comedy,Comedy,5.492,3617,24.3983,178710620,40000000,83,5.1,"136,207","$90,710,620"
+1699574,tt41389703,Deool Band 2,2026,"Comedy, Drama",Comedy,0.0,0,25.0992,0,0,182,7.6,139,N/A
+1530510,tt37961742,Mexico 86,2026,"Comedy, History, Drama",Comedy,7.547,74,22.5339,0,0,95,N/A,N/A,N/A
+1316092,tt32897959,"""Wuthering Heights""",2026,"Romance, Drama",Romance,6.667,1115,22.3601,241601072,80000000,136,6.2,"57,394","$84,001,072"
+1439584,tt35992024,Ugly Story,2026,"Romance, Drama, Thriller",Romance,4.0,2,22.6119,0,0,123,9.3,536,N/A
+222517,tt0128076,Snow White and 7 Wise Men,1982,Comedy,Comedy,4.7,17,33.9906,0,0,93,4.2,144,N/A
+121,tt0167261,The Lord of the Rings: The Two Towers,2002,"Adventure, Fantasy, Action",Adventure,8.4,23983,25.8968,926287400,79000000,179,8.8,"1,954,618","$350,104,956"
+216015,tt2322441,Fifty Shades of Grey,2015,"Drama, Romance, Thriller",Drama,5.866,12411,27.5369,569651467,40000000,125,4.2,"354,203","$166,167,230"
+569094,tt9362722,Spider-Man: Across the Spider-Verse,2023,"Animation, Action, Adventure, Science Fiction",Animation,8.337,8678,26.079,690897910,100000000,140,8.5,"509,515","$381,593,754"
+1218925,tt30472557,Chainsaw Man - The Movie: Reze Arc,2025,"Animation, Action, Romance, Fantasy",Animation,8.419,942,25.533,191400000,4100000,100,8.4,"35,800","$43,438,461"
+1669050,tt40541183,Tayuan 2,2026,Drama,Drama,4.9,8,22.8759,0,0,71,6.7,43,N/A
+448772,tt0354604,A Great Love,1995,"Drama, Comedy",Drama,5.0,5,25.4198,0,0,82,4.6,39,N/A
+1213898,tt30387012,Border 2,2026,"Action, Drama, War",Action,7.2,26,21.7153,21000000,33000000,201,7.3,"17,745",N/A
+1022789,tt22022452,Inside Out 2,2024,"Animation, Adventure, Comedy, Family",Animation,7.545,6720,26.1583,1698863816,200000000,97,7.5,"245,290","$652,980,194"
+585,tt0198781,"Monsters, Inc.",2001,"Animation, Comedy, Family, Fantasy",Animation,7.851,19832,26.861,579700000,115000000,92,8.1,"1,072,549","$290,642,256"
+4935,tt0347149,Howl's Moving Castle,2004,"Fantasy, Animation, Adventure",Fantasy,8.387,11131,23.2222,236049757,24000000,119,8.2,"507,343","$10,352,604"
+209112,tt2975590,Batman v Superman: Dawn of Justice,2016,"Action, Adventure, Fantasy",Action,6.002,19036,21.3404,874362803,250000000,152,6.4,"790,738","$330,360,194"
+240,tt0071562,The Godfather Part II,1974,"Drama, Crime",Drama,8.6,13975,25.2628,102600000,13000000,202,9.0,"1,492,120","$47,834,595"
+662712,tt2304637,Flag Day,2021,"Drama, Thriller, Crime",Drama,5.75,168,24.5961,0,0,108,5.5,"3,814","$424,667"
+1306368,tt32642706,The Rip,2026,"Action, Thriller, Crime",Action,7.082,1670,23.8344,0,100000000,113,6.8,"123,010",N/A
+1539104,tt38121182,JUJUTSU KAISEN: Execution,2025,"Animation, Action, Fantasy",Animation,5.955,100,25.0643,44457030,0,88,6.5,"4,406",N/A
+37169,tt1467304,The Human Centipede (First Sequence),2009,Horror,Horror,5.186,2398,28.9404,252207,2000000,92,4.4,"94,031","$181,467"
+1628367,tt39664733,Kartavya,2026,"Crime, Drama, Thriller",Crime,6.5,19,21.5133,0,0,109,5.4,"1,932",N/A
+502356,tt6718170,The Super Mario Bros. Movie,2023,"Family, Comedy, Adventure, Fantasy, Animation",Family,7.604,10806,24.3871,1360879735,100000000,93,7.0,"295,821","$574,934,330"
+278986,tt1436327,Gangor,2011,Drama,Drama,5.5,2,21.9456,0,0,92,6.0,109,N/A
+829557,tt12996154,365 Days: This Day,2022,"Romance, Drama",Romance,5.942,1851,24.2218,0,0,110,2.7,"27,939",N/A
+1315772,tt32890033,Minions & Monsters,2026,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,9.5,1,24.6585,0,0,90,N/A,N/A,N/A
+1196067,tt14264694,Worldbreaker,2025,"Action, Horror, Science Fiction",Action,6.087,213,23.2888,0,0,95,4.2,766,N/A
+557,tt0145487,Spider-Man,2002,"Action, Science Fiction",Action,7.332,20726,26.7808,821708551,139000000,121,7.4,"958,249","$408,524,875"
+933260,tt17526714,The Substance,2024,"Horror, Science Fiction, Thriller",Horror,7.133,6068,25.7463,77316812,17500000,141,7.2,"416,556","$17,584,795"
+11036,tt0332280,The Notebook,2004,"Romance, Drama",Romance,7.9,12589,21.6758,115600000,29000000,123,7.8,"686,952","$81,417,274"
+807,tt0114369,Se7en,1995,"Crime, Mystery, Thriller",Crime,8.382,23176,23.7058,327311859,33000000,127,8.6,"2,017,106","$101,871,174"
+1646787,tt39715014,Sundutan,2026,Drama,Drama,4.0,1,25.9162,0,0,70,N/A,N/A,N/A
+106,tt0093773,Predator,1987,"Science Fiction, Action, Adventure, Thriller",Science Fiction,7.6,9167,20.6816,98267558,15000000,107,7.8,"499,718","$59,735,548"
+497,tt0120689,The Green Mile,1999,"Fantasy, Drama, Crime",Fantasy,8.5,19338,23.6114,286801374,60000000,189,8.6,"1,557,536","$136,801,374"
+98,tt0172495,Gladiator,2000,"Action, Drama, Adventure",Action,8.227,20965,24.8962,465516248,103000000,155,8.5,"1,844,518","$187,705,427"
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,0,0,0,N/A,N/A,N/A
+361743,tt1745960,Top Gun: Maverick,2022,"Action, Drama",Action,8.158,11047,24.2055,1488732821,170000000,131,8.2,"855,273","$718,732,821"
+1380126,tt34706992,Pin/Ya,2024,Drama,Drama,5.7,9,25.8648,0,0,60,N/A,N/A,N/A
+1414413,tt32394984,Brothers Under Fire,2026,"Action, Thriller, Mystery, Drama",Action,5.9,29,24.2043,0,0,99,5.0,181,N/A
+1632181,tt40187050,Accidental Partners,2026,"Comedy, Romance",Comedy,9.06,267,22.5694,0,0,110,5.6,185,N/A
+1300501,tt33412884,Patriot,2026,"Action, Drama, Thriller",Action,7.1,10,21.9703,7700000,15000000,177,N/A,N/A,N/A
+1316427,tt35512499,7 Dogs,2026,"Action, Comedy",Action,6.4,5,23.7059,0,40000000,123,N/A,N/A,N/A
+11649,tt0093507,Masters of the Universe,1987,"Action, Fantasy, Science Fiction",Action,5.815,1049,22.3957,17336370,22000000,106,5.4,"47,073","$17,336,370"
+22,tt0325980,Pirates of the Caribbean: The Curse of the Black Pearl,2003,"Adventure, Fantasy, Action",Adventure,7.826,22301,23.1519,655011224,140000000,143,8.1,"1,323,403","$305,413,918"
+396535,tt5700672,Train to Busan,2016,"Horror, Thriller, Action, Adventure",Horror,7.751,8414,23.0394,87547518,8500000,118,7.6,"300,921","$2,129,768"
+272,tt0372784,Batman Begins,2005,"Drama, Crime, Action",Drama,7.7,22671,19.8932,374218673,150000000,140,8.2,"1,709,629","$206,863,479"
+575265,tt9603208,Mission: Impossible - The Final Reckoning,2025,"Action, Thriller, Adventure",Action,7.169,2865,25.0408,598767057,400000000,170,7.1,"226,897","$197,413,515"
+1556616,tt38897659,Summer House,2026,"Romance, Family, Drama, Mystery",Romance,7.9,10,22.4937,0,0,0,5.5,268,N/A
+405746,tt0223150,Door,1988,"Horror, Mystery, Thriller",Horror,6.0,26,23.2721,0,0,94,6.6,171,N/A
+939243,tt18259086,Sonic the Hedgehog 3,2024,"Action, Science Fiction, Comedy, Family",Action,7.616,3306,22.2076,492162604,122000000,110,6.9,"79,715","$236,115,100"
+10138,tt1228705,Iron Man 2,2010,"Adventure, Action, Science Fiction",Adventure,6.855,22431,23.9188,623933331,200000000,124,6.9,"936,571","$312,433,331"
+76600,tt1630029,Avatar: The Way of Water,2022,"Action, Adventure, Science Fiction",Action,7.594,14202,22.3778,2334484620,460000000,192,7.5,"601,100","$688,459,501"
+640,tt0264464,Catch Me If You Can,2002,"Drama, Crime",Drama,7.978,17152,20.3331,352114312,52000000,141,8.1,"1,233,450","$164,615,351"
+284054,tt1825683,Black Panther,2018,"Action, Adventure, Science Fiction",Action,7.364,23531,19.7945,1349926083,200000000,135,7.3,"907,405","$700,426,566"
+4256,tt0306047,Scary Movie 3,2003,Comedy,Comedy,5.976,4521,21.4558,220673217,45000000,84,5.6,"170,244","$110,003,217"
+7451,tt0295701,xXx,2002,"Action, Adventure, Thriller, Crime, Drama",Action,5.988,4930,22.7357,277448382,70000000,124,5.9,"192,071","$142,109,382"
+1470130,tt36647890,The Mortuary Assistant,2026,"Horror, Mystery",Horror,5.5,116,22.7211,1300011,0,91,N/A,N/A,N/A
+4232,tt0117571,Scream,1996,"Crime, Horror, Mystery",Crime,7.43,7996,21.519,173046663,14000000,112,7.4,"438,930","$103,046,663"
+533533,tt6604188,TRON: Ares,2025,"Science Fiction, Adventure, Action",Science Fiction,6.497,1439,20.4038,142249983,220000000,119,6.2,"78,081","$73,161,014"
+1011985,tt21692408,Kung Fu Panda 4,2024,"Action, Adventure, Animation, Comedy, Family, Fantasy",Action,7.003,3532,19.1042,548040835,80000000,94,6.3,"78,494","$193,590,620"
+680493,tt22868010,Return to Silent Hill,2026,"Mystery, Drama, Horror",Mystery,5.415,632,21.1619,47976996,23000000,106,4.0,"17,409","$5,544,971"
+1295400,tt27817389,The Last Viking,2025,"Comedy, Crime, Drama",Comedy,7.263,137,18.9986,0,0,116,7.2,"11,659",N/A
+13,tt0109830,Forrest Gump,1994,"Comedy, Drama, Romance",Comedy,8.465,29846,21.756,677387716,55000000,142,8.8,"2,493,306","$330,455,270"
+1129104,tt11662534,Flavia,2026,"Family, Adventure, Mystery, Comedy",Family,6.2,5,21.7156,0,0,92,6.0,227,N/A
+1119449,tt1341338,"Good Luck, Have Fun, Don't Die",2026,"Science Fiction, Action, Comedy",Science Fiction,7.004,570,21.5195,9755038,20000000,134,7.0,"36,970","$8,431,443"
+578,tt0073195,Jaws,1975,"Horror, Thriller, Adventure",Horror,7.682,11562,20.4971,470653000,7000000,124,8.1,"731,140","$280,083,300"
+10681,tt0910970,WALL·E,2008,"Animation, Family, Science Fiction",Animation,8.114,20353,22.3987,521311860,180000000,98,8.4,"1,306,354","$223,808,164"
+1663082,tt38782528,The Last Supper,2025,Horror,Horror,7.5,4,19.2995,0,0,87,,,
+796,tt0139134,Cruel Intentions,1999,"Drama, Romance",Drama,6.816,3595,21.7892,76347426,10500000,97,6.8,"219,004","$38,773,785"
+1290417,tt32362890,Thrash,2026,"Horror, Thriller",Horror,6.066,641,19.3937,0,0,84,5.1,"14,495",N/A
+1232889,tt24128644,Malta,2024,"Drama, Science Fiction",Drama,5.4,8,36.0552,0,0,97,7.0,103,N/A
+424,tt0108052,Schindler's List,1993,"Drama, History, War",Drama,8.569,17521,21.4897,321365567,22000000,195,9.0,"1,582,378","$96,898,818"
+950387,tt3566834,A Minecraft Movie,2025,"Family, Fantasy, Comedy, Adventure",Family,6.256,3036,21.2046,960387780,150000000,101,5.6,"153,774","$424,087,780"
+1087192,tt26743210,How to Train Your Dragon,2025,"Fantasy, Family, Action, Adventure",Fantasy,7.928,2875,22.4044,636351148,150000000,125,7.7,"131,570","$262,958,100"
+1241982,tt13622970,Moana 2,2024,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,7.007,3097,22.1946,1059242164,150000000,100,6.3,"125,961","$460,405,297"
+77338,tt1675434,The Intouchables,2011,"Drama, Comedy",Drama,8.271,18470,24.928,426590315,13000000,113,8.5,"1,024,790","$10,198,820"
+150540,tt2096673,Inside Out,2015,"Animation, Family, Adventure, Drama, Comedy",Animation,7.909,23507,21.2604,857611174,175000000,95,8.1,"905,131","$356,461,711"
+106646,tt0993846,The Wolf of Wall Street,2013,"Crime, Drama, Comedy",Crime,8.028,25986,22.2641,407038432,100000000,180,8.2,"1,784,314","$116,900,694"
+324857,tt4633694,Spider-Man: Into the Spider-Verse,2018,"Animation, Action, Adventure, Science Fiction",Animation,8.393,17304,20.5561,394884133,90000000,117,8.4,"777,014","$190,241,310"
+872585,tt15398776,Oppenheimer,2023,"Drama, History",Drama,8.0,11863,23.0112,952000000,100000000,181,8.2,"1,024,033","$330,078,895"
+12153,tt0381707,White Chicks,2004,"Comedy, Crime",Comedy,6.9,4558,21.4164,113100000,37000000,109,5.9,"190,250","$70,831,760"
+1511057,tt37540875,Roommates,2026,Comedy,Comedy,6.569,130,16.7345,0,0,108,5.7,"2,181",N/A
+508642,tt8119752,Gonjiam: Haunted Asylum,2018,"Horror, Mystery",Horror,7.278,942,21.3186,21041950,0,95,6.5,"22,725","$115,252"
+12445,tt1201607,Harry Potter and the Deathly Hallows: Part 2,2011,"Adventure, Fantasy",Adventure,8.079,22028,19.5573,1341511219,125000000,130,8.1,"1,035,967","$381,884,297"
+537915,tt4126476,After,2019,"Drama, Romance",Drama,7.106,8528,19.9841,69497587,14000000,106,5.3,"75,034","$12,138,565"
+244786,tt2582802,Whiplash,2014,"Drama, Music, Thriller",Drama,8.375,16677,21.2186,50307484,3300000,107,8.5,"1,134,459","$14,003,391"
+438631,tt1160419,Dune,2021,"Science Fiction, Adventure",Science Fiction,7.779,14970,22.5697,410668500,165000000,155,8.0,"1,038,179","$108,897,830"
+1726,tt0371746,Iron Man,2008,"Action, Science Fiction, Adventure",Action,7.662,28200,19.5613,585174222,140000000,126,7.9,"1,223,183","$319,034,126"
+9806,tt0317705,The Incredibles,2004,"Action, Adventure, Animation, Family",Action,7.726,18939,19.2165,631442092,92000000,115,8.0,"891,503","$261,441,092"
+2105,tt0163651,American Pie,1999,"Comedy, Romance",Comedy,6.609,8332,18.8964,235483004,11000000,95,7.0,"463,213","$102,561,004"
+11,tt0076759,Star Wars,1977,"Adventure, Action, Science Fiction",Adventure,8.205,22403,21.1135,775398007,11000000,121,8.6,"1,555,851","$460,998,507"
+186745,tt0074141,Rape of Love,1978,Drama,Drama,5.8,25,22.131,0,0,115,6.5,233,N/A
+269149,tt2948356,Zootopia,2016,"Animation, Adventure, Family, Comedy",Animation,7.763,18163,20.5807,1025521689,150000000,109,8.0,"625,023","$341,268,248"
+858024,tt14905854,Hamnet,2025,"Drama, Romance, History",Drama,7.7,1393,23.7401,107756183,30000000,125,7.8,"109,507","$24,208,900"
+1247165,tt31390893,Raja Shivaji,2026,"Action, History, Drama",Action,9.0,1,18.3197,15600000,9000000,195,N/A,N/A,N/A
+27098,tt0113720,All Things Fair,1995,"Drama, Romance, History",Drama,6.4,173,19.6518,0,0,125,6.8,"8,564","$13,128"
+389,tt0050083,12 Angry Men,1957,Drama,Drama,8.562,10045,19.8515,4360000,397751,97,9.0,"981,488",N/A
+18,tt0119116,The Fifth Element,1997,"Science Fiction, Action, Adventure",Science Fiction,7.582,11790,17.3745,263920180,90000000,126,7.6,"539,521","$63,820,180"
+602,tt0116629,Independence Day,1996,"Action, Adventure, Science Fiction",Action,6.913,10461,16.8573,817400891,75000000,145,7.0,"642,170","$306,169,268"
+429617,tt6320628,Spider-Man: Far From Home,2019,"Action, Adventure, Science Fiction",Action,7.396,17002,25.1858,1132723226,160000000,129,7.3,"637,793","$391,283,774"
+181808,tt2527336,Star Wars: The Last Jedi,2017,"Adventure, Action, Science Fiction",Adventure,6.75,16368,22.4446,1334407706,300000000,152,6.8,"714,411","$620,181,382"
+354912,tt2380307,Coco,2017,"Family, Animation, Music, Adventure",Family,8.198,21028,20.4469,814641172,175000000,105,8.4,"704,092","$210,460,015"
+411,tt0363771,"The Chronicles of Narnia: The Lion, the Witch and the Wardrobe",2005,"Adventure, Family, Fantasy",Adventure,7.137,11517,20.3498,745013115,180000000,143,6.9,"450,246","$291,710,957"
+128,tt0119698,Princess Mononoke,1997,"Adventure, Fantasy, Animation",Adventure,8.321,9035,17.9131,176506186,23500000,134,8.3,"477,867","$11,696,687"
+1197306,tt9150192,A Working Man,2025,"Action, Crime, Thriller",Action,6.696,1943,20.437,89400711,40000000,116,5.7,"76,249","$37,000,711"
+414906,tt1877830,The Batman,2022,"Crime, Mystery, Thriller",Crime,7.66,11996,20.816,772775278,185000000,177,7.8,"923,764","$369,801,546"
+693134,tt15239678,Dune: Part Two,2024,"Science Fiction, Adventure",Science Fiction,8.1,8041,21.7486,714844358,190000000,167,8.4,"734,902","$282,144,358"
+1630077,tt39676681,狠家伙,Unknown,"Drama, Crime",Drama,0.0,0,23.713,0,0,0,,,
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15203,20.9751,259239658,150000000,164,8.0,"751,317","$92,071,675"
+335984,tt1856101,Blade Runner 2049,2017,"Science Fiction, Drama",Science Fiction,7.595,15204,20.9751,259239658,150000000,164,8.0,"751,317","$92,071,675"
+37165,tt0120382,The Truman Show,1998,"Comedy, Drama",Comedy,8.154,20294,19.964,264118712,60000000,103,8.2,"1,356,843","$125,618,201"
+138843,tt1457767,The Conjuring,2013,"Horror, Thriller",Horror,7.54,12751,19.6945,321293998,13000000,112,7.5,"620,597","$137,446,368"
+1408208,tt35222590,Exit 8,2025,"Horror, Mystery",Horror,6.818,466,19.8543,43891675,1400000,95,6.4,"14,034","$2,153,941"
+406997,tt2543472,Wonder,2017,"Family, Drama",Family,8.106,8266,21.0396,315025930,20000000,113,7.9,"195,058","$132,422,809"
+6312,tt0237534,Brotherhood of the Wolf,2001,"Adventure, Horror, Action, History",Adventure,6.7,1734,28.8775,70800000,29000000,151,7.0,"76,333","$11,274,610"
+792723,,Why My Sister-in-law Comes Out of There,2020,Romance,Romance,4.0,1,19.7442,0,0,0,,,
+1236153,tt31050594,Mercy,2026,"Science Fiction, Action, Thriller",Science Fiction,7.042,1390,18.3302,54708061,60000000,99,6.2,"56,372","$24,390,303"
+617126,tt10676052,The Fantastic 4: First Steps,2025,"Science Fiction, Adventure, Action",Science Fiction,6.962,3405,21.8924,521858728,229600000,115,6.8,"258,601","$274,286,610"
+950396,tt13654226,The Gorge,2025,"Romance, Science Fiction, Thriller",Romance,7.649,3796,18.4846,0,70000000,128,6.7,"169,186",N/A
+564,tt0120616,The Mummy,1999,"Adventure, Action, Fantasy",Adventure,6.981,10067,19.2036,415885488,80000000,124,7.1,"495,819","$157,095,368"
+280,tt0103064,Terminator 2: Judgment Day,1991,"Action, Thriller, Science Fiction",Action,8.152,14355,18.1857,517778573,102000000,137,8.6,"1,282,391","$205,881,154"
+177572,tt2245084,Big Hero 6,2014,"Adventure, Family, Animation, Action, Comedy",Adventure,7.725,16618,19.9957,657870525,165000000,102,7.8,"548,572","$222,527,828"
+1404791,tt35276942,Dollhouse,2025,"Horror, Mystery",Horror,7.605,95,18.3916,11547839,0,110,N/A,111,N/A
+68726,tt1663662,Pacific Rim,2013,"Action, Science Fiction, Adventure",Action,6.93,13421,20.1785,411000000,180000000,131,6.9,"555,685","$101,802,906"
+330457,tt4520988,Frozen II,2019,"Family, Animation, Adventure, Comedy, Fantasy",Family,7.23,10303,20.7683,1453683476,150000000,103,6.8,"216,694","$477,373,578"
+1613650,tt36120705,El fantasma de mi mujer,2026,Comedy,Comedy,4.7,3,18.6299,0,0,90,N/A,N/A,N/A
+1084187,tt26678938,Pretty Lethal,2026,"Music, Thriller, Action, Horror",Music,6.759,407,18.0854,0,0,90,5.8,"10,515",N/A
+68721,tt1300854,Iron Man 3,2013,"Action, Adventure, Science Fiction",Action,6.933,23466,19.041,1215577205,200000000,130,7.1,"964,747","$409,013,994"
+58,tt0383574,Pirates of the Caribbean: Dead Man's Chest,2006,"Adventure, Fantasy, Action",Adventure,7.381,17212,19.1317,1066179747,200000000,151,7.4,"825,206","$423,315,812"
+72190,tt0816711,World War Z,2013,"Action, Horror, Science Fiction",Action,6.836,16626,17.3061,531865000,200000000,116,7.0,"778,104","$202,807,711"
+10867,tt0213847,Malena,2000,Drama,Drama,7.501,2668,18.5079,14493284,0,108,7.4,"123,235","$3,448,233"
+64641,tt0072062,Monika,1974,"Romance, Drama",Romance,4.7,20,16.1938,0,0,93,4.6,347,N/A
+1495,tt0320661,Kingdom of Heaven,2005,"Drama, Action, Adventure, History, War",Drama,7.1,5003,17.7673,218366336,130000000,144,7.3,"347,384","$47,527,678"
+1340110,tt33295741,Redux Redux,2025,"Science Fiction, Thriller, Horror, Crime",Science Fiction,6.704,147,15.8933,0,0,109,6.3,"2,074",N/A
+9802,tt0117500,The Rock,1996,"Action, Adventure, Thriller",Action,7.151,5211,15.955,335062621,75000000,137,7.4,"377,015","$134,069,511"
+378064,tt5323662,A Silent Voice: The Movie,2016,"Animation, Drama, Romance",Animation,8.389,4515,16.8954,30819442,0,129,8.2,"137,111","$1,079,689"
+8358,tt0162222,Cast Away,2000,"Adventure, Drama",Adventure,7.663,12296,16.4982,429632142,90000000,143,7.8,"676,631","$233,632,142"
+1584215,tt38238651,The Internship,2026,Action,Action,6.3,80,26.5701,0,0,91,4.1,772,N/A
+662707,tt1742179,Starbright,2026,"Adventure, Action",Adventure,5.921,19,16.9443,0,30000000,148,N/A,N/A,N/A
+1108427,tt27419466,Moana,2026,"Family, Fantasy, Comedy, Adventure",Family,0.0,0,16.5843,0,200000000,115,N/A,N/A,N/A
+1235877,tt33379543,Jana Nayagan,Unknown,"Action, Drama, Science Fiction",Action,0.0,0,18.0627,0,0,183,N/A,N/A,N/A
+991494,tt23572848,The SpongeBob Movie: Search for SquarePants,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.9,300,18.6983,163197450,64000000,88,5.7,"6,073","$70,484,958"
+259316,tt3183660,Fantastic Beasts and Where to Find Them,2016,"Fantasy, Adventure",Fantasy,7.309,19730,16.3965,809342332,180000000,133,7.2,"537,711","$234,037,575"
+912649,tt16366836,Venom: The Last Dance,2024,"Science Fiction, Action, Adventure",Science Fiction,6.672,4259,19.2757,478937618,120000000,109,6.0,"149,838","$139,755,882"
+50619,tt1324999,The Twilight Saga: Breaking Dawn - Part 1,2011,"Adventure, Fantasy, Romance",Adventure,6.189,9281,18.2169,712171856,110000000,117,4.9,"271,400","$281,797,623"
+1368881,tt34611082,Ladies First,2026,"Comedy, Fantasy",Comedy,5.984,340,17.1805,0,0,94,5.8,"16,459",N/A
+486593,,Women's War: Doggie's Uprising,2016,Drama,Drama,0.0,0,14.4283,0,0,115,,,
+1340206,tt33296751,Tuner,2026,"Crime, Thriller",Crime,6.9,61,16.6003,1896557,7000000,107,7.3,267,N/A
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209,300000000,169,7.2,"743,246","$309,420,425"
+285,tt0449088,Pirates of the Caribbean: At World's End,2007,"Adventure, Fantasy, Action",Adventure,7.273,15503,19.2718,961691209,300000000,169,7.2,"743,246","$309,420,425"
+541671,tt7181546,Ballerina,2025,"Action, Thriller, Crime",Action,7.3,2666,18.028,137408107,90000000,125,6.8,"148,470","$58,051,327"
+1571594,tt34437490,The Photographer,2025,"Horror, Thriller",Horror,6.5,4,16.3267,0,0,70,N/A,N/A,N/A
+666277,tt13238346,Past Lives,2023,"Drama, Romance",Drama,7.7,2337,16.3372,28126646,12000000,106,7.8,"171,844","$11,331,983"
+2062,tt0382932,Ratatouille,2007,"Animation, Comedy, Family, Fantasy",Animation,7.843,18534,18.1308,623726000,150000000,111,8.1,"940,588","$206,445,654"
+210577,tt2267998,Gone Girl,2014,"Mystery, Thriller, Drama",Mystery,7.89,20014,19.8742,370890259,61000000,149,8.1,"1,166,585","$167,767,189"
+1371023,tt34498111,Chand Mera Dil,2026,"Romance, Drama",Romance,5.4,4,16.554,0,0,142,N/A,N/A,N/A
+62029,tt0083655,Bingo Bongo,1982,Comedy,Comedy,5.707,176,17.8138,0,0,102,6.0,"2,402",N/A
+1234731,tt33244668,Anaconda,2025,"Adventure, Comedy, Horror",Adventure,5.884,1222,18.6392,135148320,45000000,100,5.6,"55,645","$65,098,148"
+329505,tt0089790,Lola's Secret,1984,"Drama, Comedy, Horror",Drama,7.0,71,18.4265,0,0,88,4.7,256,N/A
+218,tt0088247,The Terminator,1984,"Action, Thriller, Science Fiction",Action,7.684,14662,17.758,78371200,6400000,108,8.1,"996,325","$38,371,200"
+425,tt0268380,Ice Age,2002,"Animation, Comedy, Family, Adventure",Animation,7.377,14328,18.4123,383257136,59000000,82,7.5,"560,233","$176,387,405"
+1417285,tt39392225,The Stain,2026,"Horror, Thriller, Romance",Horror,4.0,2,18.3504,0,0,105,N/A,N/A,N/A
+346698,tt1517268,Barbie,2023,"Comedy, Adventure, Fantasy",Comedy,6.9,11156,18.0542,1447138421,145000000,114,6.8,"667,737","$636,238,421"
+1083637,tt26439764,Kantara - A Legend: Chapter 1,2025,"Action, Drama, Fantasy",Action,7.19,84,18.0544,91000000,14000000,165,8.5,"41,331","$540,000"
+429,tt0060196,"The Good, the Bad and the Ugly",1966,Western,Western,8.468,9692,15.8822,38900000,1200000,161,8.8,"889,734","$25,100,000"
+43949,tt0817177,Flipped,2010,"Romance, Drama",Romance,8.01,3336,15.6701,4324817,14000000,89,7.7,"106,584","$1,755,212"
+652,tt0332452,Troy,2004,"War, Action, History",War,7.176,11092,17.234,497409852,175000000,163,7.3,"609,875","$133,378,256"
+12444,tt0926084,Harry Potter and the Deathly Hallows: Part 1,2010,"Adventure, Fantasy",Adventure,7.734,20420,18.3045,954305868,250000000,146,7.7,"659,115","$296,374,621"
+1228246,tt30274401,Five Nights at Freddy's 2,2025,"Horror, Thriller",Horror,6.644,991,18.3565,239568877,36000000,104,5.1,"37,816","$127,730,290"
+1481041,tt36277018,Ginny Wedss Sunny 2,2026,"Romance, Comedy, Drama",Romance,0.0,0,13.8577,0,0,134,N/A,N/A,N/A
+105,tt0088763,Back to the Future,1985,"Adventure, Comedy, Science Fiction",Adventure,8.326,21875,16.97,381109762,19000000,116,8.5,"1,450,794","$222,476,852"
+421892,tt6113186,Shrek 5,2027,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,18.0051,0,0,0,N/A,N/A,N/A
+1538497,tt38077943,Hexed,2026,"Adventure, Animation, Family, Fantasy",Adventure,0.0,0,13.6316,0,0,0,N/A,N/A,N/A
+603692,tt10366206,John Wick: Chapter 4,2023,"Action, Thriller, Crime",Action,7.709,7977,18.7357,447316405,100000000,170,7.6,"405,485","$187,131,806"
+1062722,tt1312221,Frankenstein,2025,"Drama, Fantasy, Horror",Drama,7.637,3508,16.7265,480678,120000000,150,7.4,"308,622",N/A
+76341,tt1392190,Mad Max: Fury Road,2015,"Action, Adventure, Science Fiction",Action,7.634,24136,16.9462,378858340,150000000,121,8.1,"1,198,396","$154,280,290"
+324786,tt2119532,Hacksaw Ridge,2016,"Drama, History, War",Drama,8.19,14895,19.6088,175302354,40000000,139,8.1,"679,234","$67,209,615"
+934750,,Molester Diary: A Man Who Kept Stroking Ass 2,1995,,,6.0,1,17.23,0,0,95,,,
+39688,tt0470715,Like a Brother,2005,"Drama, Romance",Drama,4.2,24,24.648,0,0,54,5.7,"1,014",N/A
+519465,tt8378126,Queen of Hearts,2019,Drama,Drama,6.905,380,17.3032,0,19000000,127,7.0,"16,466",N/A
+1358280,tt32881248,Taboo: Family Secrets,2024,"Romance, Drama, Thriller",Romance,5.2,8,18.0132,0,0,95,N/A,N/A,N/A
+12,tt0266543,Finding Nemo,2003,"Animation, Family, Adventure",Animation,7.819,20597,17.6337,940335536,94000000,100,8.2,"1,196,544","$380,843,261"
+1232221,,Mother-in-law in Love With Son-in-law 4,2023,Romance,Romance,4.0,1,19.7935,0,0,71,,,
+290098,tt4016934,The Handmaiden,2016,"Thriller, Drama, Romance",Thriller,8.187,4340,19.2829,38600000,8575000,145,8.1,"199,145","$2,006,788"
+829560,tt21106646,The Next 365 Days,2022,"Romance, Drama",Romance,6.373,1323,18.1447,0,0,112,2.9,"12,011",N/A
+73861,tt1273235,A Serbian Film,2010,"Crime, Horror, Thriller",Crime,5.4,2217,17.5169,0,0,104,4.9,"79,352",N/A
+1701,tt0118880,Con Air,1997,"Action, Thriller, Crime",Action,6.778,4709,15.251,224012234,75000000,116,6.9,"334,216","$101,117,573"
+1510769,tt37737315,29,2026,"Romance, Comedy, Drama",Romance,7.167,6,17.0918,0,0,149,9.2,416,N/A
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,0,0,107,6.2,"15,353",N/A
+1115544,tt27552099,Mike & Nick & Nick & Alice,2026,"Comedy, Science Fiction, Crime",Comedy,6.725,362,16.4604,0,0,107,6.2,"15,353",N/A
+1317672,tt36331860,Love Me Love Me,2026,"Romance, Drama",Romance,5.963,269,17.2612,0,0,99,4.2,"2,971",N/A
+348,tt0078748,Alien,1979,"Horror, Science Fiction",Horror,8.171,16438,16.6673,104931801,11000000,117,8.5,"1,061,640","$84,206,106"
+198663,tt1790864,The Maze Runner,2014,"Action, Mystery, Science Fiction, Thriller",Action,7.2,18142,17.149,348319861,34000000,113,6.8,"557,043","$102,427,862"
+966,tt0054047,The Magnificent Seven,1960,Western,Western,7.507,1995,14.3298,19500000,2000000,127,7.7,"108,612",N/A
+861,tt0100802,Total Recall,1990,"Action, Adventure, Science Fiction",Action,7.322,6486,14.6555,261317921,65000000,113,7.5,"378,339","$119,412,921"
+14324,tt0437954,Virgin Territory,2007,"Adventure, Action, Comedy, Romance",Adventure,5.0,371,15.6885,5410749,38000000,93,4.7,"9,504",N/A
+1119090,tt36639986,I Am Frankelda,2025,"Animation, Family, Fantasy, Horror, Adventure",Animation,8.3,91,17.4803,2709440,0,104,7.3,"1,029",N/A
+545611,tt6710474,Everything Everywhere All at Once,2022,"Action, Adventure, Science Fiction",Action,7.719,8024,17.7773,139200000,25000000,140,7.7,"627,115","$77,191,785"
+1551003,tt38218065,R.L. Stine's Pumpkinhead,2025,"Horror, Fantasy",Horror,7.036,28,16.4086,0,0,91,5.8,"1,163",N/A
+3933,tt0121164,Corpse Bride,2005,"Romance, Fantasy, Animation",Romance,7.591,10212,17.9113,118133252,40000000,77,7.4,"324,184","$53,401,527"
+458376,tt7895718,Neo Chinpira 2: Zoom Goes the Bullet,1991,,,0.0,0,16.0857,0,0,93,6.7,6,N/A
+1352310,tt35315322,Rodrigue in Love,2025,"Comedy, Family",Comedy,6.2,138,16.9894,0,0,102,N/A,N/A,N/A
+15356,tt0830558,The Girl Next Door,2007,"Thriller, Crime, Drama, Horror",Thriller,6.653,786,18.8731,0,0,91,6.5,"31,256",N/A
+1706197,tt42995023,Scandal Queen,2026,Drama,Drama,7.5,2,18.1953,0,0,71,6.0,11,N/A
+424783,tt4701182,Bumblebee,2018,"Action, Adventure, Science Fiction",Action,6.721,6640,13.219,467989645,135000000,114,6.7,"205,892","$127,195,589"
+848116,tt14993250,Rocky Aur Rani Kii Prem Kahaani,2023,"Comedy, Drama, Family, Romance",Comedy,6.152,88,16.0375,0,0,168,6.5,"48,224",N/A
+217,tt0367882,Indiana Jones and the Kingdom of the Crystal Skull,2008,"Adventure, Action",Adventure,6.027,9037,13.2886,786636033,185000000,122,6.2,"511,928","$317,101,119"
+8966,tt1099212,Twilight,2008,"Fantasy, Drama, Romance",Fantasy,6.281,14430,16.3145,393616788,37000000,122,5.4,"522,520","$195,553,813"
+754,tt0119094,Face/Off,1997,"Action, Crime, Science Fiction",Action,7.056,5918,14.2343,245700000,80000000,139,7.3,"424,977","$112,276,146"
+1003596,tt21357150,Avengers: Doomsday,2026,"Science Fiction, Action, Adventure",Science Fiction,0.0,0,18.1483,0,0,0,N/A,N/A,N/A
+798645,tt14107334,The Running Man,2025,"Action, Thriller, Science Fiction",Action,6.784,1639,16.5727,69000000,110000000,133,6.4,"92,947","$37,815,641"
+1252309,tt31723358,Tell Me What You Want,2024,"Romance, Drama",Romance,6.153,291,17.2157,2265661,0,114,3.9,"2,019",N/A
+574475,tt9619824,Final Destination Bloodlines,2025,"Horror, Mystery",Horror,7.0,2886,17.2738,317854739,50000000,110,6.7,"160,018","$138,254,739"
+818647,tt14463484,Through My Window,2022,"Romance, Drama, Comedy",Romance,7.351,3348,15.5022,0,0,112,5.5,"23,657",N/A
+122917,tt2310332,The Hobbit: The Battle of the Five Armies,2014,"Action, Adventure, Fantasy",Action,7.334,15404,16.8059,956019788,250000000,144,7.4,"617,163","$255,138,261"
+741110,tt11229766,Dreamchild,2020,"Drama, Romance",Drama,5.6,28,13.8167,0,0,107,5.9,166,N/A
+105,tt0088763,Back to the Future,1985,"Adventure, Comedy, Science Fiction",Adventure,8.3,21875,16.97,381109762,19000000,116,8.5,"1,450,794","$222,476,852"
+1383731,tt34471850,Protector,2026,"Action, Thriller",Action,8.426,278,15.5337,1969113,0,90,5.3,807,"$1,290,170"
+263115,tt3315342,Logan,2017,"Action, Drama, Science Fiction",Action,7.82,20436,17.8594,619021436,97000000,137,8.1,"917,281","$226,277,068"
+4588,tt0808357,"Lust, Caution",2007,"Action, Drama, Romance, Thriller",Action,7.274,808,17.7324,67100000,15000000,158,7.5,"48,088","$4,604,982"
+1075175,tt22890246,How to Have Sex,2023,Drama,Drama,6.231,506,17.1857,1216642,0,91,6.4,"22,391","$167,725"
+246403,tt3099498,Tusk,2014,"Comedy, Horror",Comedy,5.534,1638,18.5631,1882074,3000000,102,5.4,"70,938","$1,826,705"
+62177,tt1217209,Brave,2012,"Adventure, Animation, Family, Fantasy",Adventure,7.029,14206,16.9163,538983207,185000000,93,7.1,"475,578","$237,283,207"
+1402,tt0454921,The Pursuit of Happyness,2006,Drama,Drama,7.886,10621,15.9356,307077295,55000000,117,8.0,"614,482","$163,566,459"
+315162,tt3915174,Puss in Boots: The Last Wish,2022,"Animation, Adventure, Fantasy, Comedy, Family",Animation,8.2,8884,16.304,484700000,90000000,103,7.8,"218,530","$186,090,535"
+572802,tt9663764,Aquaman and the Lost Kingdom,2023,"Action, Adventure, Fantasy",Action,6.5,3505,18.1457,440181226,205000000,124,5.6,"117,603","$124,481,226"
+1022787,tt4900148,Elio,2025,"Adventure, Animation, Comedy, Family, Science Fiction",Adventure,6.919,1005,13.7587,154291182,150000000,98,6.6,"45,380","$72,987,454"
+1387382,tt32537226,Hunting Season,2025,"Action, Drama, Thriller",Action,7.0,246,16.6817,0,0,93,5.7,"3,198",N/A
+378236,tt4877122,The Emoji Movie,2017,"Animation, Family, Comedy",Animation,5.387,3325,17.2473,216909830,50000000,86,3.5,"76,999","$86,089,513"
+17073,tt1058058,American Swing,2009,Documentary,Documentary,5.1,18,14.4699,0,0,81,6.2,787,"$30,156"
+107257,tt1823059,A Perfect Ending,2012,"Drama, Romance",Drama,6.239,138,15.1795,0,175000,110,5.6,"5,085",N/A
+1167307,tt15678738,David,2025,"Animation, Drama, Family, History",Animation,8.1,151,16.8883,85865995,60900000,109,6.9,"5,510","$80,382,774"
+20352,tt1323594,Despicable Me,2010,"Animation, Comedy, Crime, Family, Science Fiction",Animation,7.258,16079,16.4826,543284256,69000000,95,7.6,"628,264","$251,683,815"
+338953,tt4123432,Fantastic Beasts: The Secrets of Dumbledore,2022,"Fantasy, Adventure",Fantasy,6.627,5114,13.258,407200000,200000000,142,6.2,"191,265","$95,850,844"
+9567,tt0314353,Tears of the Sun,2003,"War, Action, Drama",War,6.89,2627,13.5913,86500000,75000000,121,6.6,"137,079","$43,734,876"
+524,tt0112641,Casino,1995,"Crime, Drama",Crime,8.0,6566,12.3609,116112375,50000000,179,8.2,"613,907","$42,512,375"
+17654,tt1136608,District 9,2009,Science Fiction,Science Fiction,7.469,10370,12.8464,210888950,30000000,112,7.9,"748,028","$115,646,235"
+1637,tt0111257,Speed,1994,"Action, Thriller",Action,7.157,6858,14.151,350448145,30000000,116,7.3,"420,427","$121,248,145"
+508883,tt6587046,The Boy and the Heron,2023,"Animation, Fantasy, Drama",Animation,7.402,2648,15.3206,294200000,50000000,124,7.3,"123,968","$47,343,204"
+1078605,tt26581740,Weapons,2025,"Horror, Mystery",Horror,7.26,3490,16.6456,269972492,38000000,128,7.4,"349,399","$151,572,492"
+9502,tt0441773,Kung Fu Panda,2008,"Action, Animation, Comedy, Family",Action,7.325,12676,16.8776,632091832,130000000,90,7.6,"574,537","$216,064,546"
+2251,tt0250797,Unfaithful,2002,"Thriller, Drama, Romance",Thriller,6.702,1732,16.3035,119137784,50000000,124,6.7,"106,118","$52,775,765"
+619803,tt15838850,The Roundup,2022,"Action, Crime, Thriller, Adventure",Action,7.34,440,13.7943,101166707,7600000,106,7.0,"14,815","$812,859"
+1219739,tt27524853,Heresy,2024,"Drama, Horror, Mystery",Drama,6.25,26,54.3742,0,0,61,N/A,N/A,N/A
+1930,tt0948470,The Amazing Spider-Man,2012,"Action, Adventure, Science Fiction",Action,6.739,18557,17.4948,758725893,215000000,136,6.9,"763,493","$262,782,352"
+1549519,tt38080080,Sex Trip,2026,Drama,Drama,6.0,4,16.2895,0,0,75,N/A,N/A,N/A
+207,tt0097165,Dead Poets Society,1989,Drama,Drama,8.3,12646,15.822,235860116,16400000,129,8.1,"643,802","$95,860,116"
+72559,tt1583421,G.I. Joe: Retaliation,2013,"Action, Science Fiction, Adventure, Thriller",Action,5.658,5782,11.3918,371900000,130000000,110,5.7,"192,513","$122,523,060"
+385687,tt5433140,Fast X,2023,"Action, Crime, Thriller",Action,6.994,6343,16.9666,704709660,340000000,142,5.7,"145,538","$146,126,015"
+1242265,tt31189814,Fuze,2026,"Action, Crime, Drama, Thriller",Action,6.453,129,17.9795,2890908,45000000,96,6.4,"1,075",N/A
+801335,tt13269536,Girl in the Basement,2021,"Thriller, Crime, TV Movie",Thriller,7.562,869,17.2501,0,0,88,6.3,"17,040",N/A
+985939,tt15325794,Fall,2022,Thriller,Thriller,7.14,4638,15.4457,17363261,3000000,107,6.4,"132,169","$7,240,521"
+1242332,tt31195136,Normal,2026,"Action, Crime, Thriller",Action,6.5,166,16.7392,5978949,10000000,91,6.9,997,N/A
+857,tt0120815,Saving Private Ryan,1998,"War, Drama, History",War,8.227,17305,15.9906,481840909,70000000,169,8.6,"1,635,552","$217,049,603"
+10674,tt0120762,Mulan,1998,"Animation, Family, Adventure",Animation,7.905,10460,16.9469,304320254,90000000,88,7.7,"343,199","$120,620,254"
+1252051,tt32601650,Disforia,2025,"Horror, Thriller",Horror,4.556,9,13.4532,0,0,82,N/A,23,N/A
+1241634,tt28037987,Saiyaara,2025,"Romance, Drama, Music",Romance,6.412,142,15.7311,63539300,5500000,150,6.3,"54,249","$3,359,480"
+539,tt0054215,Psycho,1960,"Horror, Thriller, Mystery",Horror,8.413,11024,14.6553,50000000,806947,109,8.5,"783,952","$32,181,230"
+552524,tt11655566,Lilo & Stitch,2025,"Family, Science Fiction, Comedy",Family,7.207,2178,17.7027,1038027526,100000000,108,6.7,"93,833","$423,778,855"
+467905,tt4357198,How to Make a Killing,2026,"Comedy, Thriller",Comedy,7.1,449,15.0504,21236094,15000000,105,6.5,"24,261","$7,851,600"
+847742,tt14113634,Drishyam 3,2026,"Crime, Drama, Thriller",Crime,7.313,8,25.8887,0,21000000,157,N/A,N/A,N/A
+20526,tt1104001,TRON: Legacy,2010,"Adventure, Action, Science Fiction",Adventure,6.543,7949,13.1596,409912892,170000000,126,6.8,"386,829","$172,062,763"
+1336770,tt33245761,Vaazha II,2026,"Comedy, Drama",Comedy,7.318,11,13.9283,21181760,1079884,162,N/A,N/A,N/A
+38757,tt0398286,Tangled,2010,"Animation, Family, Adventure",Animation,7.613,12422,15.7577,592461732,260000000,100,7.7,"540,207","$200,821,936"
+1368314,tt33763941,Passenger,2026,"Horror, Thriller",Horror,6.3,70,15.8406,31002808,15000000,94,N/A,N/A,N/A
+1352874,tt32059878,The Crucifix: Blood of the Exorcist,2025,Horror,Horror,5.603,58,14.5763,82873,100000,92,N/A,71,N/A
+109445,tt2294629,Frozen,2013,"Animation, Family, Adventure, Fantasy",Animation,7.2,17603,15.937,1274219009,150000000,102,7.4,"708,011","$400,953,009"
+475557,tt7286456,Joker,2019,"Crime, Thriller, Drama",Crime,8.1,27793,15.2732,1078958629,55000000,122,8.3,"1,690,149","$335,477,657"
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266,379000000,136,6.6,"606,603","$241,071,802"
+1865,tt1298650,Pirates of the Caribbean: On Stranger Tides,2011,"Adventure, Action, Fantasy",Adventure,6.57,14985,15.3145,1046721266,379000000,136,6.6,"606,603","$241,071,802"
+49051,tt0903624,The Hobbit: An Unexpected Journey,2012,"Adventure, Fantasy, Action",Adventure,7.376,19679,16.0525,1021103568,250000000,169,7.8,"926,871","$303,030,651"
+1197137,tt29644189,Black Phone 2,2025,"Horror, Thriller",Horror,6.7,1153,13.5611,132675749,30000000,114,6.1,"58,077","$77,378,880"
+664413,tt10886166,365 Days,2020,"Romance, Drama, Crime",Romance,6.992,9527,16.0001,9458590,0,114,3.3,"106,045",N/A
+18785,tt1119646,The Hangover,2009,Comedy,Comedy,7.332,18135,15.4014,469310836,35000000,100,7.7,"922,266","$277,339,746"
+1372,tt0450259,Blood Diamond,2006,"Drama, Thriller, Action",Drama,7.561,8346,12.0312,171720398,100000000,143,8.0,"624,901","$57,377,916"
+1159831,tt30851137,The Bride!,2026,"Science Fiction, Horror, Fantasy",Science Fiction,6.2,519,15.1957,23944025,80000000,127,5.7,"25,722","$12,744,025"
+101,tt0110413,Léon: The Professional,1994,"Crime, Drama, Action",Crime,8.294,16154,15.6751,45284974,16000000,111,8.5,"1,348,574","$19,501,238"
+8355,tt1080016,Ice Age: Dawn of the Dinosaurs,2009,"Animation, Comedy, Family, Adventure",Animation,6.769,8886,15.7862,886686817,90000000,94,6.9,"283,955","$196,573,705"
+14869,tt1046173,G.I. Joe: The Rise of Cobra,2009,"Adventure, Action, Thriller, Science Fiction",Adventure,5.785,4932,11.6734,302500000,175000000,118,5.7,"220,928","$150,201,498"
+1669057,tt41698360,Check-In,2026,Drama,Drama,5.0,2,17.2142,0,0,0,6.7,22,N/A
+1659087,tt40891145,180,2026,"Thriller, Crime, Drama, TV Movie",Thriller,5.767,120,12.1051,0,0,94,4.6,153,N/A
+255709,tt3153634,Hope,2013,Drama,Drama,8.402,863,14.9168,0,0,122,8.2,"11,399",N/A
+278154,tt3416828,Ice Age: Collision Course,2016,"Adventure, Animation, Family, Comedy, Science Fiction",Adventure,6.115,4883,15.8653,408579038,105000000,95,5.7,"84,930","$64,063,008"
+1416391,tt34498610,Toaster,2026,"Comedy, Crime, Action",Comedy,5.815,27,12.1127,0,0,126,N/A,N/A,N/A
+402,tt0103772,Basic Instinct,1992,"Thriller, Mystery",Thriller,6.9,4390,19.6077,352927224,49000000,128,7.1,"241,317","$117,727,224"
+823464,tt14539740,Godzilla x Kong: The New Empire,2024,"Action, Adventure, Science Fiction",Action,7.047,4692,14.6035,571750016,150000000,115,6.0,"135,918","$196,350,016"
+76726,tt1706593,Chronicle,2012,"Science Fiction, Drama, Thriller",Science Fiction,6.854,5746,12.3659,145000000,15000000,84,7.0,"276,134","$64,575,175"
+1599191,,仙逆剧场版 弑仙之战,Unknown,,,0.0,0,15.8862,0,0,0,,,
+1557848,tt37536947,The Sleeper,2025,"Action, Thriller, Drama",Action,6.0,5,11.9389,3700000,0,123,N/A,N/A,N/A
+11324,tt1130884,Shutter Island,2010,"Drama, Thriller, Mystery",Drama,8.198,25913,15.1836,294804195,80000000,138,8.2,"1,644,111","$128,012,934"
+466272,tt7131622,Once Upon a Time... in Hollywood,2019,"Comedy, Drama, Thriller",Comedy,7.421,14886,14.7104,393869691,95000000,162,7.6,"959,546","$142,502,728"
+14160,tt1049413,Up,2009,"Animation, Comedy, Family, Adventure",Animation,8.0,21713,16.6024,735103954,175000000,96,8.3,"1,225,827","$293,004,164"
+1054867,tt30144839,One Battle After Another,2025,"Thriller, Crime, Comedy",Thriller,7.355,3795,15.1094,209377100,175000000,162,7.7,"397,927","$72,918,884"
+9360,tt0118615,Anaconda,1997,"Adventure, Horror, Thriller",Adventure,5.277,2819,12.3182,136885767,45000000,90,4.9,"121,420","$65,885,767"
+1010755,tt28682323,The Strangers: Chapter 3,2026,"Horror, Thriller",Horror,5.785,205,14.4573,9191988,8500000,92,4.1,"5,027","$8,560,986"
+9312,tt0113855,Mortal Kombat,1995,"Action, Fantasy",Action,5.912,2569,12.6066,122195920,18000000,101,5.8,"131,146","$70,454,098"
+1175942,tt30017619,The Bad Guys 2,2025,"Family, Comedy, Crime, Adventure, Animation",Family,7.66,791,14.6906,239676236,80000000,104,7.0,"27,455","$82,593,605"
+77,tt0209144,Memento,2000,"Mystery, Thriller",Mystery,8.175,16304,17.0425,40060108,9000000,113,8.4,"1,432,382","$25,544,867"
+489,tt0119217,Good Will Hunting,1997,Drama,Drama,8.162,13894,15.0018,225933435,10000000,127,8.4,"1,213,877","$138,433,435"
+561,tt0360486,Constantine,2005,"Fantasy, Action, Horror",Fantasy,7.2,8153,14.7927,230900000,100000000,121,7.0,"404,706","$75,976,178"
+156022,tt0455944,The Equalizer,2014,"Thriller, Action, Crime",Thriller,7.3,9972,14.5506,192330738,55000000,132,7.3,"464,792","$101,530,738"
+102382,tt1872181,The Amazing Spider-Man 2,2014,"Action, Adventure, Science Fiction",Action,6.543,14275,15.3514,716934779,200000000,141,6.6,"588,917","$203,605,622"
+6844,tt0049833,The Ten Commandments,1956,"Drama, History",Drama,7.8,1869,11.4264,122700000,13000000,220,7.9,"83,457","$65,500,000"
+49521,tt0770828,Man of Steel,2013,"Action, Adventure, Science Fiction",Action,6.651,16243,14.0336,668045518,225000000,143,7.1,"865,769","$291,045,518"
+949,tt0113277,Heat,1995,"Crime, Drama, Action",Crime,7.936,8388,16.94,187400000,60000000,170,8.3,"800,903","$67,436,818"
+822119,tt14513804,Captain America: Brave New World,2025,"Action, Thriller, Science Fiction",Action,5.97,3119,14.2334,415101577,180000000,119,5.6,"178,537","$200,500,001"
+102651,tt1587310,Maleficent,2014,"Fantasy, Adventure, Action, Family, Romance",Fantasy,7.087,13759,13.5888,758539785,180000000,97,6.9,"420,347","$241,410,378"
+5503,tt0106977,The Fugitive,1993,"Action, Thriller, Drama",Action,7.482,4809,11.5627,353808222,44000000,131,7.8,"343,917","$183,875,760"
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206,13000000,122,7.6,"60,977","$10,932,037"
+916224,tt16428256,Suzume,2022,"Animation, Drama, Adventure, Fantasy",Animation,7.887,1750,12.8766,314992206,13000000,122,7.6,"60,977","$10,932,037"
+637649,tt11083552,Wrath of Man,2021,"Thriller, Crime, Drama",Thriller,7.574,6119,15.0232,103966489,40000000,119,7.1,"237,787","$27,466,489"
+286217,tt3659388,The Martian,2015,"Science Fiction, Drama, Adventure",Science Fiction,7.7,21278,14.8116,631058917,108000000,141,8.0,"999,128","$228,433,663"
+109424,tt1535109,Captain Phillips,2013,"Action, Drama, Thriller",Action,7.539,7508,10.5368,218791811,55000000,134,7.8,"516,908","$107,100,855"
+588228,tt9777666,The Tomorrow War,2021,"Action, Science Fiction, Adventure",Action,7.5,4198,14.5132,14400000,200000000,138,6.6,"251,689",N/A
+581528,tt10208198,"The Gangster, the Cop, the Devil",2019,"Action, Crime, Thriller",Action,7.874,1484,15.9957,25775371,6500000,110,7.0,"32,511","$216,494"
+855,tt0265086,Black Hawk Down,2001,"Action, War, History",Action,7.393,6380,13.3227,172989651,92000000,145,7.7,"454,170","$108,638,745"
+809,tt0298148,Shrek 2,2004,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.319,13469,19.2901,935454538,150000000,92,7.4,"550,541","$444,978,202"
+1688163,tt41700228,Hayok,2026,Drama,Drama,7.0,1,15.1843,0,0,0,6.8,9,N/A
+472269,tt6081670,Possum,2018,"Drama, Horror, Thriller",Drama,6.132,329,16.6974,0,0,85,5.8,"10,037",N/A
+49013,tt1216475,Cars 2,2011,"Animation, Family, Adventure, Comedy",Animation,6.182,8493,16.2794,559852396,200000000,106,6.2,"251,842","$191,452,396"
+447273,tt6208148,Snow White,2025,"Family, Fantasy",Family,4.3,1648,14.3412,205679463,271600000,109,2.1,"389,458","$87,203,963"
+953,tt0351283,Madagascar,2005,"Adventure, Animation, Comedy, Family",Adventure,6.923,11754,16.2047,542064525,75000000,86,6.9,"473,809","$194,820,396"
+284053,tt3501632,Thor: Ragnarok,2017,"Action, Science Fiction, Comedy",Action,7.581,22057,15.0143,855301806,180000000,131,7.9,"892,533","$315,058,289"
+427641,tt2231461,Rampage,2018,"Action, Adventure, Science Fiction",Action,6.456,7553,14.5726,428028233,120000000,107,6.1,"201,100","$101,028,233"
+967998,tt18305922,Fatal Conspiracy,2022,Horror,Horror,7.0,3,12.3341,0,0,0,N/A,48,N/A
+1476453,tt37790907,Kirot,2025,Drama,Drama,5.5,2,14.9046,0,0,90,N/A,N/A,N/A
+762509,tt13186482,Mufasa: The Lion King,2024,"Adventure, Family, Animation",Adventure,7.307,2674,15.025,722631756,200000000,118,6.6,"80,914","$254,567,693"
+530442,tt6997574,"My Teacher, My Obsession",2018,"Drama, Thriller, TV Movie",Drama,4.9,109,13.6616,0,0,86,4.4,"3,027",N/A
+843527,tt9466114,The Idea of You,2024,"Music, Comedy, Romance, Drama",Music,7.28,1959,14.1483,36178,0,116,6.3,"82,785",N/A
+102899,tt0478970,Ant-Man,2015,"Science Fiction, Adventure, Action",Science Fiction,7.066,20896,12.6346,519311965,130000000,117,7.2,"778,683","$180,202,163"
+615656,tt9224104,Meg 2: The Trench,2023,"Action, Science Fiction, Horror",Action,6.375,3995,15.2753,398500317,129000000,116,5.0,"101,683","$82,600,317"
+19404,tt0112870,Dilwale Dulhania Le Jayenge,1995,"Comedy, Drama, Romance",Comedy,8.511,4595,15.0867,100000000,13200000,190,8.0,"84,286",N/A
+818,tt0295178,Austin Powers in Goldmember,2002,"Comedy, Crime",Comedy,6.0,3445,10.7469,296938801,63000000,94,6.3,"233,424","$213,307,889"
+49849,tt0409847,Cowboys & Aliens,2011,"Action, Science Fiction, Thriller, Western",Action,5.678,5455,11.3149,174822325,163000000,119,6.0,"241,008","$100,240,551"
+185664,tt0391904,Nun in Rope Hell,1984,"Drama, Horror",Drama,6.3,37,15.4519,0,0,69,4.7,260,N/A
+1339876,tt27673536,Mardaani 3,2026,"Action, Crime, Thriller",Action,7.426,34,13.3937,0,0,131,N/A,N/A,N/A
+1241693,tt31226272,Do Deewane Seher Mein,2026,"Romance, Drama, Comedy",Romance,6.75,12,11.3128,0,0,137,N/A,N/A,N/A
+228150,tt2713180,Fury,2014,"War, Drama, Action",War,7.546,12945,13.8479,211817906,68000000,135,7.6,"607,560","$85,817,906"
+568,tt0112384,Apollo 13,1995,"Drama, History",Drama,7.463,5937,11.2911,355237933,52000000,140,7.7,"334,301","$174,692,658"
+271110,tt3498820,Captain America: Civil War,2016,"Adventure, Action, Science Fiction",Adventure,7.449,24077,14.3328,1155046416,250000000,147,7.8,"925,892","$408,084,349"
+1193501,tt29550683,Whistle,2026,"Horror, Mystery",Horror,6.295,466,13.8568,4987632,2000000,100,5.2,"12,980","$1,250,972"
+105825,tt0104719,Erotic Ghost Story III,1992,"Horror, Drama, Fantasy",Horror,5.597,31,13.9354,1201428,0,94,5.3,348,N/A
+1268127,tt32606470,Humint,2026,"Thriller, Action, Drama",Thriller,7.443,148,14.1626,13207600,16000000,120,6.4,"3,281",N/A
+9769,tt0119558,Lolita,1997,Drama,Drama,7.108,1977,14.9459,1100000,62000000,137,6.8,"71,694","$1,071,255"
+1088434,tt14507394,Hellfire,2026,"Action, Thriller",Action,5.4,5,14.5726,0,0,94,4.6,531,N/A
+20453,tt1187043,3 Idiots,2009,"Drama, Comedy",Drama,8.001,2720,15.0191,70000000,9000000,171,8.4,"474,710","$6,532,874"
+44896,tt1192628,Rango,2011,"Animation, Comedy, Family, Western, Adventure",Animation,6.904,7132,15.0023,245724603,135000000,107,7.3,"314,167","$123,477,607"
+838209,tt27802490,Exhuma,2024,"Mystery, Horror, Thriller",Mystery,7.609,711,13.6432,97974828,0,134,6.9,"28,229","$2,310,900"
+1467482,,Revelación,2025,Drama,Drama,0.0,0,12.2414,0,0,0,,,
+18240,tt1041829,The Proposal,2009,"Comedy, Romance, Drama",Comedy,7.168,7555,14.2845,317400000,40000000,108,6.8,"393,239","$163,958,031"
+447365,tt6791350,Guardians of the Galaxy Vol. 3,2023,"Science Fiction, Adventure, Action",Science Fiction,7.931,8382,14.2505,845550000,250000000,150,7.9,"470,167","$358,995,815"
+293660,tt1431045,Deadpool,2016,"Action, Adventure, Comedy",Action,7.6,32804,14.5086,782837347,58000000,108,8.0,"1,250,978","$363,070,709"
+1212763,tt31170389,Evil Dead Burn,2026,"Horror, Thriller",Horror,0.0,0,14.1212,0,15000000,110,N/A,N/A,N/A
+383498,tt5463162,Deadpool 2,2018,"Action, Comedy, Adventure",Action,7.5,19267,14.2479,785896632,110000000,120,7.6,"742,720","$324,591,735"
+1639398,tt32205214,Mexican Psycho,2026,"Thriller, Horror",Thriller,7.3,91,12.0117,0,0,99,N/A,N/A,N/A
+337404,tt3228774,Cruella,2021,"Comedy, Crime, Drama",Comedy,7.972,10083,14.2263,233503234,200000000,134,7.3,"293,600","$86,103,234"
+694,tt0081505,The Shining,1980,"Horror, Thriller",Horror,8.203,18974,16.067,44781695,19000000,144,8.4,"1,216,349","$47,194,352"
+10997,tt0106332,Farewell My Concubine,1993,Drama,Drama,7.9,680,14.8145,6400000,4000000,171,8.1,"36,364","$5,549,086"
+168259,tt2820852,Furious 7,2015,"Action, Crime, Thriller",Action,7.2,11305,14.2774,1515400000,190000000,138,7.1,"437,204","$353,007,020"
+4348,tt0414387,Pride & Prejudice,2005,"Drama, Romance",Drama,8.055,8791,15.892,124604345,28000000,128,7.8,"368,401","$44,785,261"
+2770,tt0252866,American Pie 2,2001,"Comedy, Romance",Comedy,6.257,5324,10.9729,287553595,30000000,111,6.5,"283,386","$145,103,595"
+539972,tt8790086,Kraven the Hunter,2024,"Action, Adventure, Thriller",Action,6.436,2359,13.8014,62076533,130000000,127,5.5,"78,716","$25,026,310"
+419430,tt5052448,Get Out,2017,"Mystery, Thriller, Horror",Mystery,7.624,18939,13.7493,255407969,4500000,104,7.8,"814,293","$176,196,665"
+103,tt0075314,Taxi Driver,1976,"Crime, Drama",Crime,8.125,13480,12.5991,28579636,1900000,114,8.2,"1,023,905","$28,262,574"
+1480259,,太太日記,1965,,,0.0,0,15.6526,0,0,0,,,
+1671548,tt41791573,Dear You,2026,"Drama, Family, Comedy",Drama,9.2,30,18.8,0,0,118,8.6,351,N/A
+637,tt0118799,Life Is Beautiful,1997,"Comedy, Drama",Comedy,8.439,14027,13.0632,230098753,20000000,116,8.6,"811,130","$57,563,264"
+1511417,tt37893389,Bāhubali: The Epic,2025,"Action, Drama",Action,6.2,39,12.8537,3500000,65000000,224,8.5,"1,178","$1,039,440"
+59967,tt1276104,Looper,2012,"Action, Thriller, Science Fiction",Action,6.911,10933,13.3788,47042000,30000000,118,7.4,"624,435","$66,486,205"
+1398655,tt34915693,Blue Film,2026,Drama,Drama,7.5,3,13.5735,0,0,85,N/A,N/A,N/A
+329865,tt2543164,Arrival,2016,"Drama, Science Fiction, Mystery",Drama,7.627,19413,13.9274,203388186,47000000,116,7.9,"852,057","$100,546,139"
+311,tt0087843,Once Upon a Time in America,1984,"Drama, Crime",Drama,8.381,6063,12.2108,5500000,30000000,229,8.3,"408,370","$5,321,508"
+1257009,tt18312380,Primitive War,2025,"Action, Horror, War, Science Fiction",Action,6.619,349,14.2571,217753,0,133,5.4,"3,738",N/A
+259693,tt3065204,The Conjuring 2,2016,Horror,Horror,7.292,9205,12.8133,322819915,40000000,134,7.3,"341,821","$102,516,140"
+38365,tt1375670,Grown Ups,2010,Comedy,Comedy,6.423,6712,13.6664,271457606,80000000,102,6.0,"309,387","$162,001,186"
+1367642,tt33714084,Reminders of Him,2026,"Romance, Drama",Romance,7.732,313,12.6897,89039780,30000000,114,6.3,"5,740","$47,896,865"
+950,tt0438097,Ice Age: The Meltdown,2006,"Animation, Family, Comedy, Adventure",Animation,6.7,10365,13.7943,660998756,80000000,91,6.8,"316,256","$195,330,621"
+781732,tt13751694,Animal,2023,"Action, Crime, Drama",Action,6.117,192,14.1754,108300000,13000000,201,6.2,"111,191","$15,004,482"
+510,tt0073486,One Flew Over the Cuckoo's Nest,1975,Drama,Drama,8.412,11489,14.9012,108981275,3000000,133,8.6,"1,155,304","$108,981,275"
+177677,tt2381249,Mission: Impossible - Rogue Nation,2015,"Action, Adventure",Action,7.224,9731,11.2459,682716636,150000000,131,7.4,"445,302","$195,042,377"
+370172,tt2382320,No Time to Die,2021,"Action, Thriller, Adventure",Action,7.339,7141,13.3041,774153024,250000000,163,7.3,"481,524","$160,891,007"
+260514,tt3606752,Cars 3,2017,"Animation, Drama, Family",Animation,6.861,6402,13.185,383925276,175000000,102,6.7,"148,184","$152,901,115"
+111,tt0086250,Scarface,1983,"Action, Crime, Drama",Action,8.2,13074,13.0289,66023329,25000000,170,8.3,"1,012,928","$45,967,303"
+866398,tt15314262,The Beekeeper,2024,"Action, Crime, Thriller",Action,7.266,4279,13.352,162619535,35000000,106,6.3,"179,196","$66,220,535"
+570595,tt4324506,Russian Nymphet: Temptation,2004,"Drama, Romance",Drama,5.6,27,13.9741,0,0,35,5.6,209,N/A
+82702,tt1646971,How to Train Your Dragon 2,2014,"Fantasy, Action, Adventure, Animation, Family",Fantasy,7.683,10464,14.2187,621537519,145000000,102,7.8,"398,152","$177,002,924"
+411088,tt4857264,The Invisible Guest,2017,"Drama, Mystery, Thriller",Drama,8.08,5000,14.0566,30000000,4000000,107,8.0,"211,110",N/A
+400928,tt4481414,Gifted,2017,"Drama, Comedy",Drama,7.998,5955,11.6442,40300000,7000000,101,7.6,"157,423","$24,801,212"
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804,290000000,126,6.9,"543,288","$411,331,607"
+453395,tt9419884,Doctor Strange in the Multiverse of Madness,2022,"Fantasy, Action, Adventure",Fantasy,7.23,10379,14.0865,955775804,290000000,126,6.9,"543,288","$411,331,607"
+339527,tt1291570,Solace,2015,"Thriller, Crime, Mystery",Thriller,6.433,2389,7.421,22586863,0,101,6.4,"72,978",N/A
+598,tt0317248,City of God,2002,"Drama, Crime",Drama,8.429,8216,11.7039,30641770,3300000,129,8.6,"869,206","$7,564,459"
+1245398,tt28668007,True Fear,2024,Horror,Horror,5.6,7,41.6685,0,0,92,4.6,146,N/A
+28340,tt0099856,The Invisible Maniac,1990,"Science Fiction, Comedy, Horror",Science Fiction,4.4,66,15.7889,0,0,86,4.3,"4,239",N/A
+674324,tt11813216,The Banshees of Inisherin,2022,"Drama, Comedy",Drama,7.463,3379,9.8686,49300000,20000000,114,7.6,"296,473","$10,582,266"
+1223601,tt31844586,Sisu: Road to Revenge,2025,"Action, War, Thriller",Action,7.302,792,12.7324,9811703,12200000,89,6.8,"25,076","$4,544,481"
+30112,tt0949489,Lost in Beijing,2007,"Romance, Drama",Romance,6.6,62,10.7876,5095696,0,112,6.7,"2,496","$11,163"
+61012,tt0938330,Silent Hill: Revelation 3D,2012,"Thriller, Horror, Mystery",Thriller,5.548,1876,12.0143,55975672,20000000,94,4.9,"69,971","$17,529,157"
+14442,tt0327679,Ella Enchanted,2004,"Family, Fantasy, Comedy",Family,6.482,1976,23.016,27400000,31000000,96,6.3,"80,202","$22,918,387"
+744,tt0092099,Top Gun,1986,"Action, Drama, Romance",Action,7.067,9601,14.2362,356830601,15000000,110,7.0,"550,107","$180,258,178"
+961268,tt26350277,Ballerina,2023,"Action, Thriller",Action,7.011,704,11.0613,0,0,93,6.3,"18,693",N/A
+153104,tt0338556,Wicked Minds,2003,"Mystery, Drama, Romance, Thriller, TV Movie",Mystery,6.34,53,13.4501,0,0,93,5.3,868,N/A
+259872,tt1852099,Skin. Like. Sun.,2009,"Romance, Documentary",Romance,6.1,115,12.2294,0,0,60,4.0,272,N/A
+1317288,tt32916440,Marty Supreme,2025,"Drama, Thriller",Drama,7.387,1854,15.6068,191303074,65000000,150,7.7,"164,546","$96,040,064"
+1446616,tt36118360,Tu Yaa Main,2026,"Thriller, Romance",Thriller,6.385,48,12.5236,0,0,145,6.9,"4,858",N/A
+10591,tt0265208,The Girl Next Door,2004,"Comedy, Romance",Comedy,6.747,4043,12.7161,31635150,21000000,110,6.7,"257,258","$14,589,444"
+80785,tt0088703,Amazon Jail,1982,"Thriller, Adventure, Action",Thriller,4.34,25,12.9264,0,0,99,3.8,833,N/A
+791373,tt12361974,Zack Snyder's Justice League,2021,"Action, Adventure, Fantasy",Action,8.089,10862,12.8868,0,70000000,242,7.9,"472,346",N/A
+601796,tt20168564,Alienoid,2022,"Science Fiction, Action, Fantasy, Adventure",Science Fiction,6.9,543,11.2695,12109608,24500000,142,6.3,"7,513","$168,309"
+976573,tt15789038,Elemental,2023,"Animation, Comedy, Family, Fantasy, Romance",Animation,7.577,5315,12.7177,496444308,200000000,102,7.0,"163,663","$154,426,697"
+855400,tt15097216,Jai Bhim,2021,"Crime, Drama, Mystery, History",Crime,7.298,233,10.2932,0,0,164,8.6,"233,149",N/A
+332567,tt4052882,The Shallows,2016,"Horror, Drama, Thriller",Horror,6.355,5335,9.5072,119100758,17000000,86,6.3,"150,701","$55,124,043"
+587412,tt10698680,K.G.F: Chapter 2,2022,"Action, Thriller, Adventure, Crime",Action,7.373,208,12.9609,90410749,13000000,168,8.2,"168,019","$2,874,000"
+171424,tt2403021,The Green Inferno,2013,"Adventure, Horror",Adventure,5.747,1592,9.535,12931420,5000000,100,5.4,"54,419","$7,192,291"
+68718,tt1853728,Django Unchained,2012,"Drama, Western",Drama,8.192,28101,12.2399,425368238,100000000,165,8.5,"1,878,015","$162,805,434"
+56292,tt1229238,Mission: Impossible - Ghost Protocol,2011,"Action, Thriller, Adventure",Action,7.114,10788,9.9142,694713380,145000000,133,7.4,"565,615","$209,397,903"
+1317149,tt31514146,I Swear,2025,"Drama, History",Drama,8.2,353,13.052,15564405,3730000,121,8.4,"37,223",N/A
+645710,tt11235772,The Voyeurs,2021,Thriller,Thriller,6.521,1195,13.2145,0,0,117,6.1,"44,090",N/A
+46853,tt0076749,Playing with Love,1977,Drama,Drama,5.3,87,13.1238,0,0,94,5.6,"2,530",N/A
+10159,tt0327850,The Rundown,2003,"Adventure, Action, Comedy, Thriller",Adventure,6.451,2188,9.8134,80900000,85000000,104,6.7,"147,360","$47,726,342"
+1235192,tt27040807,Wormtown,2025,"Science Fiction, Horror, Adventure",Science Fiction,5.944,18,11.8249,0,0,107,N/A,N/A,N/A
+278927,tt3040964,The Jungle Book,2016,"Adventure, Family, Fantasy",Adventure,6.873,8507,11.2849,966550600,175000000,106,7.3,"304,379","$364,001,123"
+254,tt0360717,King Kong,2005,"Adventure, Drama, Action",Adventure,6.892,8523,11.5272,562363449,207000000,188,7.2,"465,049","$218,080,025"
+6977,tt0477348,No Country for Old Men,2007,"Crime, Thriller, Western",Crime,7.951,13365,13.7924,171627166,25000000,122,8.2,"1,177,271","$74,283,625"
+1422,tt0407887,The Departed,2006,"Drama, Thriller, Crime",Drama,8.16,16249,13.2006,291465000,90000000,151,8.5,"1,551,506","$132,399,394"
+17422,tt0794374,Summer Palace,2006,"Drama, Romance",Drama,7.3,113,11.8398,0,0,135,7.2,"4,965","$63,045"
+679633,tt1788431,The Story of a Geisha,1977,,,7.0,1,10.7297,0,0,74,N/A,8,N/A
+150689,tt1661199,Cinderella,2015,"Romance, Fantasy, Family, Drama",Romance,6.826,7406,13.5504,543514353,95000000,105,6.9,"204,139","$201,151,353"
+71552,tt1605630,American Reunion,2012,Comedy,Comedy,6.3,4717,9.8556,234989584,50000000,114,6.7,"233,104","$57,011,521"
+19564,tt0365658,The Prophecy: Uprising,2005,"Fantasy, Horror, Thriller",Fantasy,5.017,87,12.0257,0,0,88,5.2,"2,230",N/A
+72105,tt1637725,Ted,2012,"Comedy, Fantasy",Comedy,6.454,13213,12.8856,549368315,50000000,107,6.9,"704,925","$218,815,487"
+85,tt0082971,Raiders of the Lost Ark,1981,"Adventure, Action",Adventure,7.923,13676,12.3192,389925971,18000000,115,8.4,"1,102,713","$248,159,971"
+333339,tt1677720,Ready Player One,2018,"Adventure, Action, Science Fiction",Adventure,7.588,16979,11.0454,607274134,175000000,140,7.4,"540,503","$137,715,350"
+335,tt0064116,Once Upon a Time in the West,1968,"Drama, Western",Drama,8.273,4916,12.109,5380118,5000000,166,8.5,"383,734","$5,321,508"
+1142921,tt28142095,Tere Ishk Mein,2025,"Romance, Drama",Romance,5.588,17,13.2864,0,9505286,169,7.5,"24,671",N/A
+1463681,tt36113721,Southern Scares,2026,"Horror, Mystery",Horror,0.0,0,39.2337,0,0,73,,,
+592695,tt8550054,Pleasure,2021,Drama,Drama,6.272,797,12.695,393824,1800000,108,6.3,"24,938","$106,789"
+13681,tt0087921,Places in the Heart,1984,Drama,Drama,7.171,193,14.3516,34901614,9500000,111,7.4,"14,106","$34,901,614"
+1214931,tt29567915,Nuremberg,2025,"History, Drama",History,7.559,1109,12.3171,37009109,11800000,149,7.4,"84,314","$14,524,692"
+568124,tt2953050,Encanto,2021,"Animation, Comedy, Family, Fantasy",Animation,7.6,10223,12.9243,261292688,150000000,102,7.2,"293,893","$96,093,622"
+853376,,Villa Maids,2021,Drama,Drama,2.5,2,13.9626,0,0,82,,,
+118,tt0367594,Charlie and the Chocolate Factory,2005,"Adventure, Comedy, Family, Fantasy",Adventure,7.039,16147,12.0132,475000000,150000000,115,6.7,"566,515","$206,459,076"
+18334,tt0161634,Guinea Pig: Devil's Experiment,1985,Horror,Horror,4.784,160,12.4105,0,0,43,3.9,"3,430",N/A
+505642,tt9114286,Black Panther: Wakanda Forever,2022,"Action, Adventure, Science Fiction",Action,7.006,7493,12.5753,859102154,250000000,162,6.6,"368,850","$453,829,060"
+823219,tt4772188,Flow,2024,"Adventure, Animation, Family, Fantasy",Adventure,8.083,2854,13.1956,17660107,3700000,85,7.9,"121,667","$4,844,117"
+1368,tt0083944,First Blood,1982,"Action, Thriller, Drama",Action,7.5,6911,12.0082,125212904,15000000,93,7.7,"299,053","$47,212,904"
+61979,tt1648216,Three Steps Above Heaven,2010,"Romance, Drama",Romance,7.728,3233,12.1489,0,0,122,6.8,"29,527",N/A
+1724,tt0800080,The Incredible Hulk,2008,"Science Fiction, Action, Adventure",Science Fiction,6.2,12725,13.2098,264770996,150000000,114,6.6,"563,613","$134,806,913"
+1191876,tt13499272,From the Ashes,2027,"Drama, Crime, Mystery",Drama,0.0,0,12.3959,0,1000000,92,N/A,N/A,N/A
+524047,tt7737786,Greenland,2020,"Thriller, Adventure, Action, Science Fiction",Thriller,7.129,5341,12.0331,52300000,34000000,120,6.4,"153,226",N/A
+507086,tt8041270,Jurassic World Dominion,2022,"Adventure, Science Fiction, Thriller",Adventure,6.598,7079,14.0193,1004004592,658800000,147,5.6,"245,361","$376,851,080"
+1278162,tt35450281,Panor,2025,"Horror, Thriller",Horror,6.889,9,12.2296,0,0,124,N/A,17,N/A
+508442,tt2948372,Soul,2020,"Animation, Family, Drama, Music, Fantasy",Animation,8.1,11446,12.7645,121977511,150000000,101,8.0,"441,986","$946,154"
+755679,tt27550022,Fast Forever,2028,"Action, Crime, Thriller",Action,0.0,0,13.1734,0,0,0,N/A,N/A,N/A
+1428990,tt35669125,This Is Not a Test,2026,"Thriller, Horror",Thriller,5.45,60,33.9779,150000,0,102,4.6,"2,035","$213,951"
+920,tt0317219,Cars,2006,"Animation, Adventure, Comedy, Family",Animation,7.0,15152,12.9666,461983149,120000000,117,7.3,"528,959","$244,082,982"
+4951,tt0147800,10 Things I Hate About You,1999,"Comedy, Romance, Drama",Comedy,7.593,8947,12.1897,53478166,16000000,97,7.4,"448,378","$38,178,166"
+1119878,tt27621210,Ice Road: Vengeance,2025,"Action, Thriller, Drama",Action,6.243,635,11.0767,0,0,113,4.8,"17,200",N/A
+57800,tt1667889,Ice Age: Continental Drift,2012,"Animation, Comedy, Adventure, Family",Animation,6.387,8118,13.063,877244782,95000000,88,6.5,"240,893","$161,321,843"
+10191,tt0892769,How to Train Your Dragon,2010,"Fantasy, Adventure, Animation, Family",Fantasy,7.86,14404,12.2809,495141736,165000000,98,8.1,"882,954","$217,581,231"
+949536,tt18212138,Kill Code,2026,"Action, Thriller, Science Fiction",Action,5.4,10,35.4499,19426,20000000,87,4.3,952,N/A
+860,tt0086567,WarGames,1983,"Drama, Science Fiction, Thriller",Drama,7.1,2167,9.2673,124600000,12000000,114,7.1,"120,530","$79,567,667"
+1542261,tt38201958,Doraemon the Movie: New Nobita and the Castle of the Undersea Devil,2026,"Animation, Adventure, Fantasy, Family",Animation,7.5,8,12.9169,0,0,102,N/A,N/A,N/A
+10020,tt0101414,Beauty and the Beast,1991,"Romance, Family, Animation, Fantasy",Romance,7.727,10699,11.6742,424967620,25000000,84,8.0,"502,927","$218,967,620"
+161,tt0240772,Ocean's Eleven,2001,"Thriller, Crime",Thriller,7.5,12593,12.7061,450717150,85000000,116,7.7,"668,514","$183,417,150"
+166428,tt2386490,How to Train Your Dragon: The Hidden World,2019,"Animation, Family, Adventure",Animation,7.752,7130,11.5383,539987993,129000000,104,7.4,"175,859","$160,945,505"
+1100988,tt10548174,28 Years Later,2025,"Horror, Thriller, Science Fiction",Horror,6.612,2595,14.2828,151308832,60000000,115,6.6,"209,527","$70,446,897"
+297090,tt3617996,The Torture Club,2014,"Drama, Comedy",Drama,5.235,51,11.5153,0,0,97,4.4,619,N/A
+12155,tt1014759,Alice in Wonderland,2010,"Family, Fantasy, Adventure",Family,6.6,14831,12.88,1025467110,200000000,108,6.4,"464,214","$334,191,110"
+25376,tt1305806,The Secret in Their Eyes,2009,"Mystery, Thriller, Drama",Mystery,7.975,2869,8.7575,33965843,2000000,130,8.2,"240,743","$6,391,436"
+353081,tt4912910,Mission: Impossible - Fallout,2018,"Action, Adventure",Action,7.45,9156,10.3742,824171374,178000000,147,7.7,"419,025","$220,159,104"
+1072790,tt26047818,Anyone But You,2023,"Romance, Comedy",Romance,6.766,3085,12.9936,214891370,25000000,103,6.1,"163,540","$88,319,668"
+936245,tt34490115,Hidden Face,2024,"Mystery, Thriller",Mystery,5.1,66,11.1958,0,0,113,6.2,"1,026",N/A
+667538,tt5090568,Transformers: Rise of the Beasts,2023,"Science Fiction, Adventure, Action",Science Fiction,7.17,5291,12.5446,441381193,195000000,127,6.0,"129,623","$157,341,749"
+345940,tt4779682,The Meg,2018,"Action, Science Fiction, Horror",Action,6.248,8214,12.9035,530517320,150000000,113,5.7,"226,090","$145,522,784"
+1421155,tt38221401,Ikatan Darah,2026,"Action, Crime, Thriller",Action,6.5,4,13.3907,0,0,119,8.3,25,N/A
+122906,tt2194499,About Time,2013,"Drama, Romance, Fantasy",Drama,7.907,9298,12.6589,87100449,12000000,123,7.8,"429,483","$15,322,921"
+1173558,tt26787296,Burning Betrayal,2023,"Drama, Mystery, Romance",Drama,6.254,244,11.6264,0,0,99,4.2,"4,511",N/A
+62,tt0062622,2001: A Space Odyssey,1968,"Science Fiction, Mystery, Adventure",Science Fiction,8.049,12632,13.1477,71923560,12000000,149,8.3,"772,787","$60,481,243"
+812,tt0103639,Aladdin,1992,"Animation, Family, Adventure, Fantasy, Romance",Animation,7.655,12033,12.7343,504050219,28000000,91,8.0,"497,512","$217,350,219"
+1891,tt0080684,The Empire Strikes Back,1980,"Adventure, Action, Science Fiction",Adventure,8.392,18468,11.4116,538400000,18000000,124,8.7,"1,495,152","$292,753,960"
+1643729,tt39385906,Ishqa'n De Lekhe,2026,"Drama, Romance, Music",Drama,10.0,1,10.3347,0,0,143,N/A,N/A,N/A
+1309587,tt32296243,Hell in Paradise,2025,Thriller,Thriller,4.9,8,12.5357,0,0,102,N/A,24,N/A
+11237,tt0366174,Anacondas: The Hunt for the Blood Orchid,2004,"Adventure, Horror, Thriller",Adventure,5.5,1098,8.8432,70992898,20000000,96,4.8,"36,538","$32,238,923"
+1145899,tt33029380,Marsupilami,2026,"Adventure, Comedy",Adventure,6.354,113,11.9538,0,33555600,99,6.3,383,N/A
+1457939,tt36410586,Rahu Ketu,2026,"Adventure, Comedy, Fantasy",Adventure,3.75,2,8.7631,0,0,140,8.2,"2,475",N/A
+166426,tt1790809,Pirates of the Caribbean: Dead Men Tell No Tales,2017,"Adventure, Action, Fantasy",Adventure,6.659,12837,11.7645,795922298,230000000,129,6.5,"381,325","$172,558,876"
+719128,,Idol Sex: LA Korean Women,2020,"Romance, Drama",Romance,5.8,6,10.0135,0,0,65,,,
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,0,0,90,4.9,202,N/A
+299710,tt3242418,Being 14,2015,Drama,Drama,4.0,64,13.4649,0,0,90,4.9,202,N/A
+1627824,tt39565775,Rocky's Cat-astrophe,2026,"Animation, Family",Animation,8.0,18,12.2398,0,0,44,N/A,N/A,N/A
+579974,tt8178634,RRR,2022,"Action, History, Drama",Action,7.714,1607,13.5689,160000000,69000000,187,7.8,"201,689","$15,156,051"
+629,tt0114814,The Usual Suspects,1995,"Drama, Crime, Thriller",Drama,8.168,11452,11.7788,23300000,6000000,106,8.5,"1,236,455","$23,341,568"
+436969,tt6334354,The Suicide Squad,2021,"Action, Comedy, Adventure",Action,7.5,9611,12.2294,168717425,185000000,132,7.2,"457,420","$55,817,425"
+520023,tt8110652,Bodies Bodies Bodies,2022,"Comedy, Mystery, Horror",Comedy,6.2,1468,13.3301,13929670,3000000,94,6.2,"87,253","$11,446,602"
+135397,tt0369610,Jurassic World,2015,"Adventure, Science Fiction, Thriller",Adventure,6.701,21615,12.6651,1671537444,150000000,124,6.9,"723,175","$653,406,625"
+292238,tt0117464,Horrible High Heels,1996,"Horror, Crime",Horror,4.5,13,10.8148,0,0,95,4.3,185,N/A
+43947,tt1242432,I Spit on Your Grave,2010,"Thriller, Crime, Horror",Thriller,6.5,2582,10.1816,572809,2000000,108,6.2,"99,752","$93,051"
+786892,tt12037194,Furiosa: A Mad Max Saga,2024,"Action, Science Fiction, Adventure",Action,7.454,4908,12.0826,174287546,168000000,149,7.5,"311,953","$67,475,791"
+508947,tt8097030,Turning Red,2022,"Animation, Family, Comedy, Fantasy",Animation,7.335,5884,13.4129,21813358,175000000,100,6.9,"171,863","$1,399,001"
+28,tt0078788,Apocalypse Now,1979,"Drama, War",Drama,8.269,9126,11.0669,150000000,31500000,147,8.4,"769,246","$96,074,376"
+579,tt0077766,Jaws 2,1978,"Horror, Thriller",Horror,6.044,2125,10.724,187884000,20000000,117,5.8,"92,017","$81,766,007"
+24,tt0266697,Kill Bill: Vol. 1,2003,"Action, Crime",Action,7.973,18997,11.0578,180906076,30000000,111,8.2,"1,305,508","$70,099,045"
+359410,tt3359350,Road House,2024,"Action, Thriller, Drama",Action,6.944,3072,12.5207,0,85000000,121,6.2,"182,249",N/A
+146233,tt1392214,Prisoners,2013,"Drama, Thriller, Crime",Drama,8.106,13128,11.9944,122127446,46000000,153,8.2,"922,474","$61,002,302"
+1559051,,夫婦交換 スワッピング・パーティー,2005,,,0.0,0,10.6032,0,0,0,,,
+78,tt0083658,Blade Runner,1982,"Science Fiction, Drama, Thriller",Science Fiction,7.936,15033,12.1203,41722424,28000000,118,8.1,"876,371","$32,914,489"
+1214835,tt28802657,De De Pyaar De 2,2025,"Comedy, Romance",Comedy,6.536,14,9.1732,0,0,146,6.5,"13,074",N/A
+384018,tt6806448,Fast & Furious Presents: Hobbs & Shaw,2019,"Action, Adventure, Comedy",Action,6.831,7778,12.186,760098996,200000000,137,6.4,"255,155","$173,956,935"
+1469458,tt36628923,Sambhavam Adhyayam Onnu,2026,"Fantasy, Thriller, Drama",Fantasy,6.4,7,12.0668,0,0,127,N/A,N/A,N/A
+11770,tt0286112,Shaolin Soccer,2001,"Action, Comedy",Action,7.172,2543,13.8593,42776760,10000005,113,7.3,"95,575","$489,600"
+1423251,tt31593809,Biker,2026,"Adventure, Drama, Family",Adventure,6.2,4,8.5951,0,0,162,N/A,N/A,N/A
+567609,tt7798634,Ready or Not,2019,"Horror, Comedy",Horror,7.075,5531,12.7159,57615777,6000000,96,6.9,"243,060","$28,714,231"
+214756,tt2637276,Ted 2,2015,"Comedy, Fantasy",Comedy,6.325,8018,13.0671,215863606,68000000,115,6.3,"258,061","$81,476,385"
+19173,tt1111890,Diary of a Nymphomaniac,2008,"Drama, Romance",Drama,5.647,365,12.1765,0,0,102,5.7,"11,802",N/A
+297762,tt0451279,Wonder Woman,2017,"Action, Adventure, Fantasy",Action,7.2,20934,10.3688,823970682,149000000,141,7.3,"732,467","$412,845,172"
+963261,,"Son's Girlfriend, Daddy's Girlfriend 2",2022,Romance,Romance,4.333,3,13.2737,0,0,70,,,
+1621,tt0086465,Trading Places,1983,Comedy,Comedy,7.227,3672,10.9605,90404800,15000000,116,7.5,"176,670","$90,404,800"
+614479,tt13405778,Insidious: The Red Door,2023,"Horror, Thriller",Horror,6.5,1973,12.9862,189086877,16000000,107,5.5,"63,373","$82,156,962"
+244998,tt3088040,Senario XX,2005,"Comedy, Adventure, Action",Comedy,0.0,0,10.9277,0,0,93,6.5,73,N/A
+36557,tt0381061,Casino Royale,2006,"Adventure, Action, Thriller",Adventure,7.571,11718,12.5571,599045960,150000000,144,8.0,"739,664","$167,445,960"
+1699820,tt40448536,Vibeland Chronicles,2026,Thriller,Thriller,4.0,1,35.3295,0,0,57,,,
+670,tt0364569,Oldboy,2003,"Thriller, Mystery, Action, Drama",Thriller,8.236,9898,11.9261,17500000,3000000,120,8.3,"710,562","$2,458,200"
+438148,tt5113044,Minions: The Rise of Gru,2022,"Comedy, Crime, Science Fiction, Animation, Family",Comedy,7.266,4024,12.0853,940203765,85000000,87,6.5,"102,656","$370,549,695"
+1510339,tt28961625,Mark,2025,"Action, Thriller",Action,4.0,1,10.7375,0,0,144,N/A,N/A,N/A
+1064213,tt28607951,Anora,2024,"Drama, Comedy, Romance",Drama,7.1,3188,11.9328,56286295,6000000,139,7.4,"270,515","$20,474,295"
+550988,tt6264654,Free Guy,2021,"Comedy, Adventure, Science Fiction",Comedy,7.452,9858,11.5123,331526598,110000000,115,7.1,"487,068","$121,626,598"
+1417,tt0457430,Pan's Labyrinth,2006,"Fantasy, Drama, War",Fantasy,7.764,11494,12.469,83258226,19000000,118,8.2,"745,954","$37,646,380"
+770,tt0031381,Gone with the Wind,1939,"Drama, War, Romance",Drama,7.913,4392,12.7127,402352579,4000000,233,8.2,"354,268","$200,882,193"
+1263337,tt7526136,Heart of the Beast,2026,"Action, Adventure",Action,0.0,0,10.0859,0,0,0,N/A,N/A,N/A
+11247,tt0356470,A Cinderella Story,2004,"Comedy, Family, Romance",Comedy,6.596,3391,10.1346,70067909,19000000,95,5.9,"100,465","$51,438,175"
+370663,tt5073620,Below Her Mouth,2017,"Drama, Romance",Drama,6.803,1298,11.9143,33673,0,91,5.5,"15,882",N/A
+613504,tt10362466,After We Collided,2020,"Drama, Romance",Drama,7.152,5464,12.3653,47990414,14000000,105,5.1,"43,720","$2,386,483"
+93685,tt0284534,Swingers,2002,"Romance, Drama",Romance,5.9,75,11.4069,0,0,93,5.6,"1,452",N/A
+346,tt0047478,Seven Samurai,1954,"Action, Drama",Action,8.4,4254,11.4425,105000000,2000000,207,8.6,"397,770","$820,278"
+1117857,tt27604215,In Your Dreams,2025,"Adventure, Animation, Comedy, Family, Fantasy",Adventure,6.968,222,13.4221,0,0,87,6.5,"1,343",N/A
+420817,tt6139732,Aladdin,2019,"Adventure, Fantasy, Romance, Family",Adventure,7.084,10632,11.4368,1054304000,183000000,127,6.9,"312,476","$355,559,216"
+9470,tt0373074,Kung Fu Hustle,2004,"Action, Comedy, Crime, Fantasy",Action,7.5,3207,11.9181,102034104,20000000,99,7.7,"162,566","$17,108,591"
+1144107,tt37284198,The Legend of Hei 2,2025,"Animation, Fantasy, Action, Adventure",Animation,8.5,58,11.3424,67216848,0,119,7.9,"1,067","$365,480"
+321612,tt2771200,Beauty and the Beast,2017,"Family, Fantasy, Romance",Family,6.968,16018,14.5158,1266115964,160000000,129,7.1,"356,758","$504,481,165"
+140607,tt2488496,Star Wars: The Force Awakens,2015,"Adventure, Action, Science Fiction",Adventure,7.248,20576,11.1251,2068223624,245000000,136,7.7,"1,018,738","$936,662,225"
+1034541,tt27911000,Terrifier 3,2024,Horror,Horror,6.786,1966,12.028,90322103,2000000,125,6.2,"61,278","$53,981,071"
+8392,tt0096283,My Neighbor Totoro,1988,"Fantasy, Animation, Family",Fantasy,8.063,8842,11.8468,41000000,3700000,86,8.1,"425,325","$2,250,213"
+1087891,tt0899043,The Amateur,2025,"Thriller, Action",Thriller,6.9,1619,10.2495,96000836,60000000,123,6.5,"96,580","$40,759,635"
+1091,tt0084787,The Thing,1982,"Horror, Mystery, Science Fiction",Horror,8.073,7976,11.9029,19629760,15000000,109,8.2,"521,638","$20,063,820"
+313369,tt3783958,La La Land,2016,"Comedy, Drama, Romance",Comedy,7.898,18148,12.3288,509183536,30000000,129,8.0,"759,966","$151,101,803"
+11216,tt0095765,Cinema Paradiso,1988,"Drama, Romance",Drama,8.4,4848,11.4881,35962062,5000000,124,8.5,"316,943","$12,397,210"
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,0,0,148,N/A,N/A,N/A
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259,0,105,7.4,"64,148",N/A
+1196946,tt15464188,Ikkis,2026,"History, War, Drama",History,6.447,19,9.6725,0,0,148,N/A,N/A,N/A
+284427,tt3042408,Who Am I,2014,Thriller,Thriller,7.568,1723,8.7617,7700259,0,105,7.4,"64,148",N/A
+205596,tt2084970,The Imitation Game,2014,"History, Drama, Thriller, War",History,7.984,18112,12.535,233555708,14000000,113,8.0,"872,710","$91,125,683"
+945961,tt18412256,Alien: Romulus,2024,"Horror, Science Fiction",Horror,7.164,4584,11.9834,350865342,80000000,119,7.1,"285,643","$105,313,091"
+76,tt0112471,Before Sunrise,1995,"Drama, Romance",Drama,8.0,4705,10.534,5987386,2500000,101,8.1,"373,558","$5,535,405"
+1656061,tt39315819,Immortal Combat,2026,"Action, Adventure, Science Fiction",Action,5.1,12,8.1056,0,0,88,N/A,N/A,N/A
+439079,tt5814060,The Nun,2018,Horror,Horror,5.9,7181,11.8387,366082797,22000000,96,5.4,"194,981","$117,481,222"
+6479,tt0480249,I Am Legend,2007,"Drama, Science Fiction, Thriller",Drama,7.217,16883,11.3652,585410052,150000000,101,7.2,"870,487","$256,393,010"
+143449,tt0226438,Lusty Sisters,1972,"Crime, Drama",Crime,4.8,5,9.8957,0,0,70,6.3,24,N/A
+420818,tt6105098,The Lion King,2019,"Adventure, Drama, Family, Animation",Adventure,7.096,10758,12.392,1662020819,260000000,118,6.8,"290,328","$543,638,043"
+1101383,tt27165187,The End of Oak Street,2026,"Science Fiction, Mystery, Thriller",Science Fiction,0.0,0,11.5544,0,85000000,110,N/A,N/A,N/A
+1571782,tt38813422,Rangbaaz: The Bihar Chapter,2025,"Action, Crime",Action,4.0,1,8.4459,0,0,146,N/A,96,N/A
+616037,tt10648342,Thor: Love and Thunder,2022,"Fantasy, Action, Comedy",Fantasy,6.368,8590,11.6104,760928081,250000000,119,6.1,"459,337","$343,256,830"
+11423,tt0353969,Memories of Murder,2003,"Crime, Drama, Thriller",Crime,8.057,4621,11.3142,26000000,2800000,131,8.1,"262,200","$15,357"
+10192,tt0892791,Shrek Forever After,2010,"Comedy, Adventure, Fantasy, Animation, Family",Comedy,6.4,7967,12.1589,752600867,165000000,93,6.3,"243,636","$238,736,787"
+714338,tt12393526,Bulbbul,2020,"Horror, Fantasy, Thriller",Horror,6.6,171,8.3909,0,0,94,6.6,"16,330",N/A
+345,tt0120663,Eyes Wide Shut,1999,"Drama, Thriller, Mystery",Drama,7.487,7059,10.638,162100000,65000000,159,7.5,"424,194","$55,691,208"
+601,tt0083866,E.T. the Extra-Terrestrial,1982,"Adventure, Science Fiction, Family",Adventure,7.516,12024,12.2804,797307407,10500000,115,7.9,"468,998","$439,454,989"
+298618,tt0439572,The Flash,2023,"Action, Science Fiction, Adventure",Action,6.616,5014,11.2821,271333313,220000000,144,6.6,"246,759","$108,133,313"
+1051,tt0067116,The French Connection,1971,"Action, Crime, Thriller",Action,7.496,2137,8.286,41200000,1800000,104,7.7,"149,165","$51,700,000"
+360814,tt5074352,Dangal,2016,"Drama, Family, Comedy",Drama,7.875,1164,10.807,311000000,10400000,161,8.3,"239,462","$12,391,761"
+423,tt0253474,The Pianist,2002,"Drama, War",Drama,8.373,10165,10.7023,120098945,35000000,150,8.5,"1,010,154","$32,590,750"
+9820,tt0120783,The Parent Trap,1998,"Comedy, Family, Romance",Comedy,7.217,4540,12.1295,92108518,15000000,128,6.7,"165,056","$66,308,518"
+986056,tt20969586,Thunderbolts*,2025,"Action, Science Fiction, Adventure",Action,7.3,3579,13.6722,382436917,180000000,127,7.1,"274,694","$190,274,328"
+490132,tt6966692,Green Book,2018,"Drama, Comedy, History",Drama,8.225,12914,11.0433,321752656,23000000,130,8.2,"682,124","$85,080,171"
+934433,tt17663992,Scream VI,2023,"Horror, Thriller, Crime",Horror,6.942,3208,10.7951,169063850,33000000,123,6.4,"147,729","$108,391,107"
+1703693,tt42111286,Palitan 2,2026,Drama,Drama,0.0,0,10.6761,0,0,94,N/A,N/A,N/A
+76338,tt1981115,Thor: The Dark World,2013,"Action, Adventure, Fantasy",Action,6.511,18363,10.6013,644783140,170000000,112,6.7,"776,160","$206,362,140"
+10632,tt0269347,The Hunted,2003,"Drama, Action, Thriller, Crime",Drama,6.176,927,8.385,34234008,55000000,94,6.1,"52,548","$34,244,097"
+57158,tt1170358,The Hobbit: The Desolation of Smaug,2013,"Fantasy, Adventure, Action",Fantasy,7.579,14237,11.0568,958400000,250000000,161,7.8,"752,978","$258,387,334"
+713704,tt13345606,Evil Dead Rise,2023,"Horror, Thriller",Horror,6.9,3700,11.7586,147256372,15000000,96,6.5,"165,402","$67,233,054"
+1477712,tt36893729,Ice Cream Man,2026,"Horror, Thriller",Horror,0.0,0,10.8437,0,0,0,N/A,N/A,N/A
+80295,tt0150661,14 and Under,1973,"Comedy, Romance",Comedy,5.427,48,12.1431,0,0,87,4.9,520,N/A
+1124,tt0482571,The Prestige,2006,"Drama, Mystery, Science Fiction",Drama,8.208,17646,12.8238,109676311,40000000,130,8.5,"1,583,310","$53,089,891"
+258216,tt1937390,Nymphomaniac: Vol. I,2013,Drama,Drama,6.853,3668,11.2782,13545832,2350000,118,6.9,"138,016","$785,896"
+5879,tt0074102,In the Realm of the Senses,1976,"Drama, Romance",Drama,6.594,736,11.7345,7650000,0,105,6.6,"24,558",N/A
+91314,tt2109248,Transformers: Age of Extinction,2014,"Science Fiction, Action, Adventure",Science Fiction,5.966,8778,10.9937,1105261713,210000000,165,5.6,"347,982","$245,439,076"
+1384216,tt21285562,The Dog Stars,2026,"Adventure, Science Fiction, Thriller",Adventure,0.0,0,10.0236,0,110000000,100,N/A,N/A,N/A
+1415974,tt37443891,Raat Akeli Hai - The Bansal Murders,2025,"Thriller, Mystery, Crime, Drama",Thriller,6.12,25,8.2291,0,0,136,6.6,"4,312",N/A
+1403735,tt32831759,Laila,2025,"Comedy, Romance",Comedy,5.25,8,11.572,0,0,134,2.5,562,N/A
+679,tt0090605,Aliens,1986,"Action, Thriller, Science Fiction",Action,7.963,10893,10.9661,183316455,18500000,137,8.4,"839,261","$85,160,248"
+753091,tt27688034,The Moon,2023,"Drama, Adventure, Science Fiction",Drama,6.517,210,8.465,92718,20000000,129,5.8,"10,040","$92,718"
+109418,tt2191701,Grown Ups 2,2013,Comedy,Comedy,6.177,4713,11.4905,247022278,80000000,101,5.4,"190,524","$133,668,525"
+334074,tt3247714,Survivor,2015,"Action, Crime, Mystery, Thriller",Action,5.696,1084,11.0012,0,20000000,96,5.7,"37,078",N/A
+615453,tt10627720,Ne Zha,2019,"Animation, Fantasy, Adventure",Animation,7.908,872,12.1979,742718496,22000000,110,7.3,"21,890","$3,695,533"
+47964,tt1606378,A Good Day to Die Hard,2013,"Action, Thriller",Action,5.334,6769,8.0628,304654182,92000000,98,5.2,"222,360","$67,349,198"
+10527,tt0479952,Madagascar: Escape 2 Africa,2008,"Adventure, Animation, Comedy, Family",Adventure,6.528,7445,10.8355,603900354,150000000,89,6.7,"268,534","$180,010,950"
+8275,tt0808146,American Pie Presents: The Naked Mile,2006,Comedy,Comedy,5.485,2199,9.06,0,0,97,5.1,"66,890",N/A
+546554,tt8946378,Knives Out,2019,"Comedy, Crime, Mystery",Comedy,7.841,14071,11.3958,312897920,40000000,131,7.9,"875,016","$165,363,234"
+1117898,tt2321555,The Cat in the Hat,2026,"Animation, Comedy, Fantasy, Adventure, Family",Animation,0.0,0,24.301,0,0,0,N/A,N/A,N/A
+942,tt0097733,Lethal Weapon 2,1989,"Action, Thriller, Crime",Action,7.042,3757,8.373,227853986,25000000,114,7.3,"197,231","$147,253,986"
+729854,tt13086266,Concrete Utopia,2023,"Thriller, Action",Thriller,6.914,301,8.8392,28900000,0,130,6.6,"8,419",N/A
+948,tt0077651,Halloween,1978,"Horror, Thriller",Horror,7.561,6200,11.1833,70260597,325000,91,7.7,"338,351","$47,160,000"
+508943,tt12801262,Luca,2021,"Animation, Family, Fantasy",Animation,7.8,8966,12.0436,51074773,200000000,95,7.4,"222,432","$1,324,302"
+812037,tt14550346,Last Summer,2023,Drama,Drama,6.095,247,12.446,1022551,0,104,6.3,"3,658","$174,977"
+58244,tt1374992,Upside Down,2012,"Romance, Science Fiction, Drama, Fantasy",Romance,6.276,2620,8.3943,22187813,60000000,104,6.3,"75,091","$105,095"
+1501204,,I Am a Plaything,2025,"Drama, Romance",Drama,0.0,0,12.2596,0,0,78,,,
+1601797,tt35979013,¿Quieres ser mi novia?,2026,"Comedy, Romance",Comedy,8.682,148,11.0256,197388,0,97,N/A,63,N/A
+484503,tt6553018,The Black Pearl,1982,Drama,Drama,0.0,0,8.3818,0,0,0,N/A,N/A,N/A
+1418657,tt14500286,The Yeti,2026,"Horror, Thriller",Horror,6.381,59,9.3678,0,0,93,3.8,612,"$52,689"
+50014,tt1454029,The Help,2011,Drama,Drama,8.203,9073,11.0455,216600000,25000000,146,8.1,"524,627","$169,708,112"
+520763,tt8332922,A Quiet Place Part II,2021,"Science Fiction, Thriller, Horror",Science Fiction,7.432,7424,10.3395,297372261,55000000,96,7.2,"315,806","$160,072,261"
+184345,tt2828996,A Haunted House 2,2014,"Comedy, Horror",Comedy,6.186,1598,10.9898,25343661,4000000,87,4.7,"25,195","$17,329,486"
+283995,tt3896198,Guardians of the Galaxy Vol. 2,2017,"Science Fiction, Adventure, Action",Science Fiction,7.61,22979,11.1117,863756051,200000000,137,7.6,"828,114","$389,813,101"
+810693,tt14331144,Jujutsu Kaisen 0,2021,"Animation, Action, Fantasy",Animation,8.102,1767,12.3071,195870885,0,105,7.8,"59,986","$34,542,754"
+1351923,tt15911108,120 Bahadur,2025,"Action, War",Action,6.4,16,8.4335,114872,0,137,7.1,"4,430",N/A
+179291,tt0837794,Favorite Son,2008,Drama,Drama,3.8,11,10.4817,0,0,90,5.7,185,N/A
+1065834,tt35668756,Kattalan,2026,"Action, Thriller",Action,7.1,5,9.9731,0,0,119,N/A,N/A,N/A
+8068,tt0112851,Desperado,1995,"Thriller, Action, Crime",Thriller,6.938,3155,8.5989,25405445,7000000,104,7.1,"205,163","$25,405,445"
+14161,tt1190080,2012,2009,"Action, Adventure, Science Fiction",Action,5.882,12766,10.819,791217826,200000000,158,5.9,"419,441","$166,112,167"
+1511549,tt36956284,Still Sexy,2026,"Comedy, Romance",Comedy,5.167,18,11.2589,0,0,100,N/A,N/A,N/A
+260513,tt3606756,Incredibles 2,2018,"Action, Adventure, Animation, Family",Action,7.453,13705,11.5713,1243225667,200000000,118,7.5,"366,471","$608,581,744"
+957119,tt19704542,Sidelined: The QB and Me,2025,"Comedy, Romance",Comedy,6.252,234,10.4892,0,0,99,5.9,"3,031",N/A
+11970,tt0119282,Hercules,1997,"Animation, Family, Fantasy, Adventure, Comedy, Romance",Animation,7.495,7950,10.4965,252712101,85000000,93,7.3,"277,130","$99,112,101"
+2575,tt0236784,The Tailor of Panama,2001,"Drama, Thriller",Drama,6.003,541,7.6375,28000000,21000000,109,6.1,"32,465","$13,729,742"
+415842,tt1961175,American Assassin,2017,"Action, Adventure, Thriller",Action,6.413,3264,9.9202,67200000,33000000,112,6.2,"99,279","$36,249,674"
+348893,tt3344680,Boyka: Undisputed IV,2016,"Action, Drama, Thriller, Crime",Action,7.198,1465,10.82,63500000,0,87,7.0,"26,480",N/A
+399579,tt0437086,Alita: Battle Angel,2019,"Action, Science Fiction, Adventure",Action,7.256,10055,11.2286,405000000,170000000,122,7.3,"321,252","$85,838,210"
+828871,tt13529034,Meenakshi Sundareshwar,2021,"Romance, Drama",Romance,5.544,34,7.7274,0,0,141,6.7,"18,707",N/A
+927611,,Dangerous Relationship: Professor and Female College Student,2021,"Drama, Romance",Drama,6.0,2,12.7731,0,0,71,,,
+927611,,Dangerous Relationship: Professor and Female College Student,2021,"Drama, Romance",Drama,6.0,2,12.7731,0,0,71,,,
+273481,tt3397884,Sicario,2015,"Action, Crime, Thriller",Action,7.419,9583,10.2513,84997446,30000000,122,7.7,"527,661","$46,889,293"
+744876,tt10235600,Kaali Khuhi,2020,"Horror, Drama, Thriller",Horror,4.6,24,7.2797,0,0,90,3.7,"1,457",N/A
+381288,tt4972582,Split,2017,"Horror, Thriller",Horror,7.341,18355,9.9265,278454358,9000000,117,7.3,"616,174","$138,291,365"
+562,tt0095016,Die Hard,1988,"Action, Thriller",Action,7.813,12330,11.2787,140767956,28000000,132,8.2,"1,021,784","$85,892,546"
+1545621,tt39123115,Detective Conan: Fallen Angel of the Highway,2026,"Animation, Action, Mystery, Crime",Animation,8.1,10,10.8811,0,0,109,N/A,N/A,N/A
+497698,tt3480822,Black Widow,2021,"Action, Adventure, Science Fiction",Action,7.168,11270,11.6852,379751131,200000000,134,6.6,"476,594","$183,651,655"
+1652947,tt39715030,Tuklas,2026,Drama,Drama,7.0,2,11.0163,0,0,0,N/A,N/A,N/A
+1306845,tt32223398,Jaat,2025,"Crime, Action, Thriller",Crime,6.243,35,9.5144,12117647,11764705,153,6.0,"12,574",N/A
+8274,tt0436058,American Pie Presents: Band Camp,2005,Comedy,Comedy,5.5,2244,7.8482,0,7000000,94,5.1,"69,324",N/A
+407436,tt2388771,Mowgli: Legend of the Jungle,2018,"Adventure, Drama",Adventure,6.476,2603,8.4022,0,175000000,105,6.5,"67,737",N/A
+47612,tt0020656,Au Bonheur des Dames,1930,"Drama, Romance",Drama,6.426,34,23.8514,0,0,95,7.3,586,N/A
+594669,tt8366590,Baaghi 3,2020,"Action, Adventure, Thriller",Action,6.258,126,8.0871,18473570,7952450,144,2.3,"17,713","$721,439"
+339308,tt0160256,The Unscarred,2000,Thriller,Thriller,5.8,9,9.4581,0,0,88,5.6,254,N/A
+772,tt0104431,Home Alone 2: Lost in New York,1992,"Comedy, Family, Adventure",Comedy,6.789,10647,10.4104,358994850,18000000,120,6.9,"451,493","$173,585,516"
+1495694,tt36585628,Beauty from Pain,2025,"Romance, Drama",Romance,6.974,19,11.6521,0,0,116,5.8,69,N/A
+324552,tt4425200,John Wick: Chapter 2,2017,"Action, Thriller, Crime",Action,7.34,14298,11.9888,171539887,40000000,122,7.4,"564,980","$92,029,184"
+426889,tt7103560,Le Clitoris,2017,"Animation, Documentary",Animation,6.756,43,11.2924,0,0,4,7.1,179,N/A
+1321179,tt38626703,The King's Warden,2026,"History, Drama",History,7.184,19,10.2825,111782570,6900000,117,N/A,75,N/A
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000,200000000,134,6.5,"329,657","$159,555,901"
+338952,tt4123430,Fantastic Beasts: The Crimes of Grindelwald,2018,"Fantasy, Adventure",Fantasy,6.834,11488,8.7875,654900000,200000000,134,6.5,"329,657","$159,555,901"
+1653208,tt40769151,The Great Grand Superhero,2026,"Comedy, Family, Drama",Comedy,0.0,0,8.2898,0,0,112,N/A,N/A,N/A
+405818,tt0223151,Door II: Tokyo Diary,1991,"Drama, Thriller",Drama,6.1,14,8.8179,0,0,82,N/A,N/A,N/A
+1497348,tt39018552,Alas Roban,2026,"Drama, Horror, Mystery",Drama,4.6,5,10.1879,0,0,111,6.3,58,N/A
+5082,tt0080555,The Traveling Companion,1981,Comedy,Comedy,4.682,11,15.1605,103411,0,94,4.6,176,N/A
+64084,tt0111093,Scorned,1993,"Drama, Thriller",Drama,5.213,47,10.0648,0,0,100,5.2,"2,596",N/A
+10603,tt0119190,George of the Jungle,1997,"Adventure, Comedy, Family, Romance",Adventure,5.663,2264,8.7024,174463257,55000000,92,5.6,"88,109","$105,263,257"
+49444,tt1302011,Kung Fu Panda 2,2011,"Animation, Family, Comedy, Action",Animation,7.1,7907,11.1089,665692281,150000000,91,7.3,"349,971","$165,249,063"
+10198,tt0780521,The Princess and the Frog,2009,"Animation, Romance, Fantasy, Family",Animation,7.2,6136,10.7203,270997378,105000000,98,7.2,"184,917","$104,400,899"
+603673,tt10350922,Laxmii,2020,"Horror, Comedy",Horror,4.414,58,7.5315,0,0,141,2.5,"59,026",N/A
+573435,tt4919268,Bad Boys: Ride or Die,2024,"Action, Comedy, Crime",Action,7.322,3344,11.0859,404547819,100000000,116,6.5,"113,239","$193,573,217"
+940551,tt6495056,Migration,2023,"Family, Comedy, Adventure, Animation",Family,7.354,2252,10.3683,298776052,72000000,83,6.6,"45,901","$127,630,880"
+351286,tt4881806,Jurassic World: Fallen Kingdom,2018,"Adventure, Science Fiction, Thriller",Adventure,6.531,12791,10.6061,1310469037,170000000,129,6.1,"382,093","$417,719,760"
+696393,tt8879928,Cold Storage,2026,"Horror, Science Fiction, Comedy",Horror,6.797,520,10.9563,4048606,10000000,99,6.1,"15,845","$1,529,234"
+395,tt0370263,AVP: Alien vs. Predator,2004,"Adventure, Science Fiction, Action, Horror",Adventure,5.949,4978,8.4364,177427090,70000000,101,5.7,"231,347","$80,282,231"
+81005,tt1351685,Jack the Giant Slayer,2013,"Fantasy, Action, Adventure, Drama",Fantasy,5.893,5252,10.2365,197700000,195000000,114,6.3,"153,746","$65,187,603"
+590403,tt10023024,Love Aaj Kal,2020,"Romance, Drama",Romance,5.62,50,7.3236,0,0,141,4.7,"11,012",N/A
+1252037,tt31495504,The Tank,2025,"War, Action, Drama",War,7.109,441,10.6551,0,0,117,6.5,"13,143",N/A
+55685,tt0077191,To Be Twenty,1978,Comedy,Comedy,5.9,89,9.0192,0,0,94,5.8,"1,279",N/A
+928358,tt13887082,Grand Jete,2022,Drama,Drama,4.9,48,11.0142,0,0,105,4.8,"1,170",N/A
+619061,tt7743400,Jhalki,2019,Drama,Drama,6.8,5,6.9866,0,0,105,6.9,"1,434",N/A
+601807,tt10230426,Mrs. Serial Killer,2020,Thriller,Thriller,6.245,94,7.0922,0,0,106,4.0,"19,247",N/A
+1035259,tt3402138,The Naked Gun,2025,"Action, Comedy, Crime",Action,6.37,1756,10.4553,102147396,42000000,85,6.3,"124,409","$52,647,396"
+607,tt0119654,Men in Black,1997,"Action, Adventure, Comedy, Science Fiction",Action,7.224,14875,11.4573,589390539,90000000,98,7.3,"658,335","$250,690,539"
+675353,tt12412888,Sonic the Hedgehog 2,2022,"Action, Adventure, Family, Comedy",Action,7.427,5886,10.1082,405421518,110000000,123,6.5,"115,967","$190,872,904"
+997391,tt24517458,RDX: Robert Dony Xavier,2023,"Action, Drama",Action,6.7,62,7.4473,0,0,150,7.0,"5,657",N/A
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.5,684,10.5692,41235665,21000000,89,5.8,"25,872","$25,635,665"
+454626,tt3794354,Sonic the Hedgehog,2020,"Action, Science Fiction, Comedy, Family",Action,7.282,10409,10.2991,319715683,85000000,99,6.5,"192,228","$148,974,665"
+9552,tt0070047,The Exorcist,1973,"Horror, Drama",Horror,7.744,8669,10.2753,441306145,12000000,122,8.1,"495,533","$233,005,644"
+341174,tt4465564,Fifty Shades Darker,2017,"Drama, Romance",Drama,6.473,7951,10.1571,381545846,55000000,118,4.6,"120,435","$114,581,250"
+139038,tt2243537,A Haunted House,2013,"Comedy, Horror",Comedy,5.951,2059,10.475,60141683,2500000,86,5.1,"52,749","$40,041,683"
+812583,tt14364480,Wake Up Dead Man: A Knives Out Mystery,2025,"Thriller, Mystery, Comedy",Thriller,7.2,2540,10.4101,4000000,210000000,145,7.3,"232,785","$1,600,000"
+566525,tt9376612,Shang-Chi and the Legend of the Ten Rings,2021,"Action, Adventure, Fantasy",Action,7.495,10420,11.1336,432243292,150000000,132,7.3,"486,812","$224,543,292"
+635503,tt10515526,Lootcase,2020,Comedy,Comedy,6.32,64,7.2661,0,0,132,7.5,"18,771",N/A
+854,tt0110475,The Mask,1994,"Comedy, Fantasy, Crime, Romance",Comedy,6.991,11293,10.3057,351583407,23000000,101,7.0,"464,432","$119,938,730"
+639988,tt1527793,No Other Choice,2025,"Comedy, Crime, Thriller",Comedy,7.507,1100,10.6288,40223568,12200000,140,7.5,"57,461","$10,011,860"
+493922,tt7784604,Hereditary,2018,"Horror, Mystery, Thriller",Horror,7.294,8628,10.3444,87796204,10000000,128,7.3,"453,527","$44,069,456"
+630940,,Jokyoshi Nikki 2 Abakareta Sei,1996,,,9.3,6,11.7133,0,0,82,,,
+338803,tt4844288,The Treacherous,2015,"Drama, History, Crime",Drama,6.1,91,10.9149,6906250,0,133,6.1,"2,461",N/A
+1359,tt0144084,American Psycho,2000,"Thriller, Drama, Crime",Thriller,7.403,12340,10.7251,34269748,7000000,102,7.6,"827,026","$15,070,285"
+1171094,tt35682680,Ek Din,2026,"Romance, Drama",Romance,0.0,0,7.2818,0,0,125,5.6,223,N/A
+387848,tt6571010,Buddy's Mom,2015,"Drama, Romance",Drama,5.7,15,10.0553,0,0,101,7.0,171,N/A
+493529,tt2906216,Dungeons & Dragons: Honor Among Thieves,2023,"Adventure, Fantasy, Comedy",Adventure,7.352,4671,9.6775,208200000,151000000,134,7.2,"270,852","$93,549,650"
+284052,tt1211837,Doctor Strange,2016,"Fantasy, Adventure, Action",Fantasy,7.421,23469,11.2659,676343174,180000000,115,7.5,"877,590","$232,641,920"
+1308821,tt32264942,First Taste,2024,"Romance, Drama",Romance,5.4,9,10.1144,0,0,99,4.1,366,N/A
+414419,tt6019206,Kill Bill: The Whole Bloody Affair,2011,"Action, Crime",Action,8.098,1315,10.3599,12338649,60000000,254,8.8,"36,729","$6,002,538"
+263472,tt3605418,Knock Knock,2015,"Horror, Thriller, Crime",Horror,5.4,3498,9.7953,6341684,10000000,99,4.9,"114,537","$36,336"
+1315303,tt33028778,Primate,2026,"Horror, Thriller",Horror,6.526,684,10.5692,41235665,21000000,89,5.8,"25,872","$25,635,665"
+38055,tt1001526,Megamind,2010,"Animation, Action, Comedy, Family, Science Fiction",Animation,7.027,7491,10.1922,321885765,130000000,96,7.3,"322,951","$148,415,853"
+13186,tt0804555,Wrong Turn 2: Dead End,2007,"Horror, Thriller",Horror,6.166,1556,10.7038,0,4000000,97,5.5,"39,555",N/A
+1303331,tt27548557,Dhamaal 4,2026,Comedy,Comedy,0.0,0,9.9123,0,0,0,N/A,N/A,N/A
+10195,tt0800369,Thor,2011,"Adventure, Fantasy, Action",Adventure,6.771,22380,12.514,449326618,150000000,115,7.0,"963,947","$181,030,624"
+1366,tt0075148,Rocky,1976,Drama,Drama,7.799,8657,9.8796,117253345,1000000,120,8.1,"683,546","$117,235,147"
+10607,tt0116126,Don't Be a Menace to South Central While Drinking Your Juice in the Hood,1996,"Comedy, Crime",Comedy,7.044,1522,10.2015,20949601,3800000,89,6.5,"66,024","$20,109,115"
+1598,tt0101540,Cape Fear,1991,"Drama, Crime, Thriller",Drama,7.3,3891,10.5609,182300000,35000000,128,7.3,"240,855","$79,091,969"
+526024,tt8320406,Boy Undone,2017,Drama,Drama,4.8,20,11.5396,0,0,116,5.2,388,N/A
+286687,tt3985604,Love Lesson,2013,"Romance, Drama, Comedy",Romance,6.8,42,11.0919,0,0,80,5.2,998,N/A
+10625,tt0377092,Mean Girls,2004,"Drama, Comedy",Drama,7.226,9483,11.0523,130195052,17000000,97,7.1,"485,269","$86,058,055"
+127585,tt1877832,X-Men: Days of Future Past,2014,"Action, Adventure, Science Fiction",Action,7.531,16289,10.0709,748045700,250000000,132,7.9,"786,991","$233,921,534"
+1248226,tt31425731,Playdate,2025,"Action, Comedy, Family",Action,6.086,607,10.0456,0,0,93,5.5,"25,282",N/A
+554826,tt8476998,Bhonsle,2018,Drama,Drama,6.333,6,6.7695,0,0,128,6.8,"1,742",N/A
+281957,tt1663202,The Revenant,2015,"Western, Drama, Adventure",Western,7.541,19359,10.6462,532950503,135000000,157,8.0,"947,792","$184,247,394"
+615173,tt13721828,The Witch: Part 2. The Other One,2022,"Action, Mystery, Thriller, Science Fiction",Action,7.406,453,10.9166,23068596,0,137,6.3,"9,285","$143,723"
+1662414,tt41367695,Propeller One-Way Night Coach,2026,"Adventure, Drama, Family",Adventure,6.7,36,10.157,0,0,60,5.7,41,N/A
+941,tt0093409,Lethal Weapon,1987,"Action, Thriller, Crime",Action,7.299,5055,8.0926,120207127,15000000,110,7.6,"294,178","$65,207,127"
+20220,tt0098961,1001 Nights,1990,"Fantasy, Comedy, Adventure",Fantasy,5.109,64,10.4564,0,0,98,5.4,"1,063",N/A
+9361,tt0104691,The Last of the Mohicans,1992,"Action, History, Romance, War",Action,7.385,3426,7.7367,75505856,40000000,112,7.6,"203,439","$75,505,856"
+50620,tt1673434,The Twilight Saga: Breaking Dawn - Part 2,2012,"Fantasy, Drama, Romance",Fantasy,6.5,9390,8.8414,829747654,120000000,115,5.6,"279,805","$293,144,686"
+446354,tt6294822,The Post,2017,"Drama, History",Drama,7.005,4923,11.149,179769467,50000000,116,7.2,"171,711","$81,903,458"
+1448560,tt36153493,Wildcat,2025,"Action, Thriller",Action,6.213,176,10.0107,0,50000,99,3.9,"1,755",N/A
+447332,tt6644200,A Quiet Place,2018,"Horror, Drama, Science Fiction",Horror,7.393,15383,10.2697,340955294,17000000,91,7.5,"652,123","$188,024,361"
+1049471,tt23724682,Outcome,2026,"Comedy, Drama",Comedy,5.392,212,10.2923,0,80000000,84,4.6,"4,918",N/A
+607297,tt9248952,Jawaani Jaaneman,2020,Comedy,Comedy,6.0,37,9.364,0,0,130,6.5,"8,585",N/A
+1233506,tt32642156,The Shrinking Man,2025,"Adventure, Science Fiction",Adventure,6.055,137,10.0503,0,24350000,99,5.9,"1,609",N/A
+242582,tt2872718,Nightcrawler,2014,"Crime, Drama, Thriller",Crime,7.709,11761,10.366,47425835,8500000,118,7.8,"662,221","$32,381,217"
+1587124,tt39045215,Bhabiji Ghar Par Hain! Fun on the Run,2026,"Adventure, Comedy, Family, Romance, TV Movie",Adventure,3.5,2,7.3997,0,0,136,7.6,"3,141",N/A
+75656,tt1670345,Now You See Me,2013,"Thriller, Crime",Thriller,7.331,16826,10.8403,351723989,75000000,116,7.2,"765,172","$117,723,989"
+840,tt0075860,Close Encounters of the Third Kind,1977,"Science Fiction, Drama",Science Fiction,7.351,4668,9.44,306889114,20000000,137,7.6,"229,698","$135,189,114"
+7518,tt0327084,Over the Hedge,2006,"Adventure, Animation, Comedy, Family",Adventure,6.598,4862,10.3641,343397247,80000000,83,6.7,"200,382","$155,019,340"
+1058424,tt27369017,Hope,2026,"Science Fiction, Mystery, Action",Science Fiction,0.0,0,9.9169,0,0,160,N/A,N/A,N/A
+11224,tt0042332,Cinderella,1950,"Family, Fantasy, Animation, Romance",Family,7.048,7171,10.8165,263600000,2900000,74,7.3,"184,195","$93,141,149"
+686919,tt11953628,Maska,2020,Comedy,Comedy,5.3,18,6.6861,0,0,111,5.9,"1,555",N/A
+10144,tt0097757,The Little Mermaid,1989,"Animation, Family, Fantasy",Animation,7.35,8421,10.0623,211343479,40000000,83,7.6,"309,826","$111,543,479"
+944864,tt18082758,The Takeover,2022,"Action, Crime, Thriller",Action,5.731,206,7.046,0,0,87,5.3,"5,307",N/A
+2501,tt0258463,The Bourne Identity,2002,"Action, Mystery, Thriller",Action,7.48,10119,11.4892,214034224,60000000,119,7.8,"609,951","$121,661,683"
+2109,tt0120812,Rush Hour,1998,"Action, Comedy, Crime",Action,7.079,5690,11.3044,244721064,33000000,97,7.0,"325,702","$141,186,864"
+1642859,tt36163614,Iron Maiden: Burning Ambition,2026,"Documentary, Music",Documentary,7.2,16,10.2714,2547000,0,105,N/A,N/A,N/A
+1278,tt0309987,The Dreamers,2003,"Drama, Romance",Drama,7.181,3097,10.2066,15100000,15000000,115,7.1,"140,589","$2,532,228"
+5721,tt0063787,Vixen!,1968,Drama,Drama,5.5,103,10.813,8000000,73000,72,5.6,"3,707",N/A
+126889,tt2316204,Alien: Covenant,2017,"Horror, Science Fiction",Horror,6.2,9447,10.2203,240891763,97000000,122,6.4,"344,333","$74,262,031"
+1263256,tt31868189,Happy Gilmore 2,2025,Comedy,Comedy,6.539,964,10.2552,0,152000000,118,6.1,"117,123",N/A
+137113,tt1631867,Edge of Tomorrow,2014,"Action, Science Fiction",Action,7.64,15113,10.5424,370541256,178000000,114,7.9,"802,767","$100,206,256"
+656007,tt8983166,Panga,2020,Romance,Romance,6.741,27,6.8981,0,0,131,6.8,"7,999","$582,720"
+941109,tt18392014,Play Dirty,2025,"Crime, Action, Thriller, Drama",Crime,6.58,634,10.7575,0,2500000,128,5.9,"26,133",N/A
+635302,tt11032374,Demon Slayer -Kimetsu no Yaiba- The Movie: Mugen Train,2020,"Animation, Action, Fantasy",Animation,8.214,4543,10.5602,523542183,15700000,117,8.2,"98,764","$49,888,550"
+1392501,tt34877041,Lamas,2024,Drama,Drama,6.5,2,10.6357,0,0,0,N/A,9,N/A
+207703,tt2802144,Kingsman: The Secret Service,2015,"Crime, Comedy, Action, Adventure",Crime,7.62,17850,10.8595,414351546,81000000,129,7.7,"775,402","$128,261,724"
+242,tt0099674,The Godfather Part III,1990,"Crime, Drama, Thriller",Crime,7.4,6887,10.166,136766062,54000000,162,7.5,"454,746","$66,761,392"
+530385,tt8772262,Midsommar,2019,"Horror, Drama, Mystery",Horror,7.2,8109,11.3428,48498408,9000000,147,7.1,"481,955","$27,426,361"
+287649,tt3958014,Scarlet Innocence,2014,"Thriller, Drama, Romance",Thriller,6.114,70,10.9444,0,0,111,5.9,"1,759",N/A
+1734,tt0209163,The Mummy Returns,2001,"Adventure, Action, Fantasy",Adventure,6.407,7708,9.8829,443280904,98000000,130,6.4,"362,637","$202,019,785"
+14574,tt0914798,The Boy in the Striped Pyjamas,2008,"Drama, War, History",Drama,7.82,7686,9.5471,20416563,12500000,94,7.7,"271,521","$9,046,156"
+1271,tt0416449,300,2007,"Action, Adventure, War",Action,7.202,14761,10.4001,456082343,65000000,117,7.6,"904,962","$210,629,101"
+616880,tt10463030,Bhoot: Part One - The Haunted Ship,2020,"Horror, Thriller",Horror,5.635,37,6.9177,0,0,114,5.4,"6,032",N/A
+10494,tt0156887,Perfect Blue,1998,"Animation, Thriller",Animation,8.306,3216,11.231,2743097,3000000,82,8.0,"119,036","$2,292,123"
+1007734,tt28996126,Nobody 2,2025,"Action, Thriller, Comedy",Action,6.94,1599,10.1867,43285109,25000000,89,6.3,"89,019","$21,604,985"
+575264,tt9603212,Mission: Impossible - Dead Reckoning Part One,2023,"Action, Adventure, Thriller",Action,7.504,5148,9.8314,571125435,220000000,164,7.6,"326,383","$172,640,980"
+204082,tt2312718,Homefront,2013,"Action, Thriller",Action,6.943,3865,9.9109,51695362,22000000,100,6.5,"140,009","$20,158,898"
+438695,tt6467266,Sing 2,2021,"Animation, Comedy, Family, Music",Animation,7.835,4790,10.345,408402685,85000000,110,7.3,"100,000","$162,790,990"
+2832,tt0309698,Identity,2003,"Mystery, Thriller",Mystery,7.188,4382,10.6893,90259536,28000000,90,7.3,"285,988","$52,159,536"
+615457,tt7888964,Nobody,2021,"Action, Thriller",Action,7.877,8384,10.2458,57512470,16000000,91,7.4,"391,880","$27,568,035"
+458156,tt6146586,John Wick: Chapter 3 - Parabellum,2019,"Action, Thriller, Crime",Action,7.439,11771,9.8567,328349908,55000000,131,7.4,"476,412","$171,015,687"
+701387,tt12300742,Bugonia,2025,"Science Fiction, Thriller, Comedy",Science Fiction,7.3,1998,11.8398,43500000,55000000,119,7.4,"177,787","$17,692,390"
+1236470,tt21103218,The Lost Bus,2025,"Drama, Thriller",Drama,7.0,739,6.6414,0,90000000,130,6.8,"51,736",N/A
+8681,tt0936501,Taken,2008,"Action, Thriller",Action,7.407,12132,10.2081,226830568,25000000,94,7.7,"668,854","$145,000,989"
+1141868,,Tante Siska,2023,"Drama, Romance",Drama,0.0,0,9.692,0,0,0,,,
+93456,tt1690953,Despicable Me 2,2013,"Animation, Comedy, Family, Science Fiction",Animation,6.9,12010,10.2679,970766005,76000000,98,7.3,"456,712","$368,065,385"
+681419,tt3802574,Operation Parindey,2020,"Action, Thriller",Action,3.0,2,6.4799,0,0,55,4.7,430,N/A
+855435,tt14619456,Faces of Death,2026,Horror,Horror,5.553,85,9.0597,2610000,7400000,97,6.5,"1,174","$2,148,534"
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,0,0,148,8.1,"1,973",N/A
+1438392,tt33737583,Euphoria,2026,Drama,Drama,7.0,1,15.8747,0,0,148,8.1,"1,973",N/A
+718206,tt9642630,Prawaas,2020,"Drama, Family",Drama,0.0,0,6.4834,0,0,133,7.8,213,N/A
+76492,tt0837562,Hotel Transylvania,2012,"Animation, Comedy, Family, Fantasy",Animation,6.965,9193,11.2249,358375603,85000000,91,7.0,"309,621","$148,426,305"
+1022453,tt23790696,The Rajasaab,2026,"Comedy, Horror, Fantasy, Action",Comedy,5.226,31,10.6905,21000000,50000000,186,3.5,"9,886",N/A
+359724,tt1950186,Ford v Ferrari,2019,"Drama, History",Drama,8.006,9018,11.0982,225508210,97600000,153,8.1,"553,839","$117,624,357"
+444996,tt6060298,Neo Chinpira: Zoom Goes the Bullet,1990,"Crime, Action",Crime,6.7,6,7.6545,0,0,85,7.0,11,N/A
+87101,tt1340138,Terminator Genisys,2015,"Science Fiction, Action, Thriller",Science Fiction,5.957,8993,10.1631,440603537,155000000,126,6.3,"305,926","$89,760,956"
+500,tt0105236,Reservoir Dogs,1992,"Crime, Thriller",Crime,8.114,15497,8.9677,2859750,1200000,99,8.3,"1,164,336","$2,832,029"
+1196656,tt30012687,Sugar Baby,2023,Romance,Romance,5.2,10,10.3918,0,0,114,N/A,490,N/A
+1381027,tt34381258,Good Boy,2026,"Thriller, Drama, Mystery",Thriller,7.223,119,10.1643,0,0,110,,,
+698508,tt11365186,Redeeming Love,2022,"Romance, Drama, Western",Romance,7.848,748,8.824,9464198,30000000,134,,,
+630,tt0032138,The Wizard of Oz,1939,"Adventure, Fantasy, Family",Adventure,7.6,6129,10.2765,33754967,2777000,102,,,
+572164,tt10648440,EXIT,2019,"Action, Comedy",Action,7.633,301,8.1206,69501772,10892000,103,,,
+653346,tt11389872,Kingdom of the Planet of the Apes,2024,"Science Fiction, Adventure, Action",Science Fiction,7.054,4272,10.9611,397378150,160000000,145,,,
+1380316,tt34379307,Is God Is,2026,"Drama, Thriller",Drama,6.1,46,8.6557,4857896,14800000,100,,,
+32657,tt0814255,Percy Jackson & the Olympians: The Lightning Thief,2010,"Adventure, Fantasy, Family",Adventure,6.213,7834,10.2846,226497209,95000000,118,,,
+76493,tt1645170,The Dictator,2012,Comedy,Comedy,6.233,6469,9.8427,179379533,65000000,83,,,
+655459,tt9817760,Jai Mummy Di,2020,"Comedy, Romance",Comedy,4.9,20,6.6972,0,0,103,,,
+346364,tt1396484,It,2017,"Horror, Thriller, Drama",Horror,7.241,20362,10.006,719766009,35000000,135,,,
+1198380,tt29458284,Everybody Loves Sohrab Handa,2023,"Thriller, Mystery, Drama, Crime",Thriller,6.0,1,6.4702,0,0,99,,,
diff --git a/new_data_wrangling_cleaned.ipynb b/new_data_wrangling_cleaned.ipynb
new file mode 100644
index 0000000..904459f
--- /dev/null
+++ b/new_data_wrangling_cleaned.ipynb
@@ -0,0 +1,864 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "id": "f515bebd-4d92-45de-a2cc-6bcea14e1421",
+      "metadata": {
+        "trusted": true
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "id": "df317a0c",
+      "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>TMDb_ID</th>\n",
+              "      <th>IMDb_ID</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Year</th>\n",
+              "      <th>Genre</th>\n",
+              "      <th>Primary Genre</th>\n",
+              "      <th>TMDb Rating</th>\n",
+              "      <th>TMDb Votes</th>\n",
+              "      <th>Popularity</th>\n",
+              "      <th>Revenue</th>\n",
+              "      <th>Budget</th>\n",
+              "      <th>Runtime</th>\n",
+              "      <th>IMDb Rating</th>\n",
+              "      <th>IMDb Votes</th>\n",
+              "      <th>Box Office</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1339713</td>\n",
+              "      <td>tt37287335</td>\n",
+              "      <td>Obsession</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Horror, Thriller</td>\n",
+              "      <td>Horror</td>\n",
+              "      <td>7.917</td>\n",
+              "      <td>841</td>\n",
+              "      <td>581.7554</td>\n",
+              "      <td>297445815</td>\n",
+              "      <td>750000</td>\n",
+              "      <td>108</td>\n",
+              "      <td>8.2</td>\n",
+              "      <td>50,183</td>\n",
+              "      <td>$104,757,650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>931285</td>\n",
+              "      <td>tt17490712</td>\n",
+              "      <td>Mortal Kombat II</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Action, Fantasy, Adventure</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.988</td>\n",
+              "      <td>1449</td>\n",
+              "      <td>519.4298</td>\n",
+              "      <td>128857238</td>\n",
+              "      <td>80000000</td>\n",
+              "      <td>116</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>36,627</td>\n",
+              "      <td>$77,767,462</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>936075</td>\n",
+              "      <td>tt11378946</td>\n",
+              "      <td>Michael</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Music, Drama</td>\n",
+              "      <td>Music</td>\n",
+              "      <td>8.653</td>\n",
+              "      <td>2635</td>\n",
+              "      <td>503.0910</td>\n",
+              "      <td>934009960</td>\n",
+              "      <td>250000000</td>\n",
+              "      <td>128</td>\n",
+              "      <td>7.7</td>\n",
+              "      <td>107,813</td>\n",
+              "      <td>$340,068,767</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1367220</td>\n",
+              "      <td>tt33988385</td>\n",
+              "      <td>Karuppu</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Action, Fantasy</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.059</td>\n",
+              "      <td>17</td>\n",
+              "      <td>384.3573</td>\n",
+              "      <td>3345079</td>\n",
+              "      <td>16000000</td>\n",
+              "      <td>152</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>879945</td>\n",
+              "      <td>tt16288638</td>\n",
+              "      <td>The Unknown Man</td>\n",
+              "      <td>2021</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>7.800</td>\n",
+              "      <td>9</td>\n",
+              "      <td>325.1904</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>23</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>53</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n",
+              "0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n",
+              "1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n",
+              "2   936075  tt11378946           Michael  2026                Music, Drama   \n",
+              "3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n",
+              "4   879945  tt16288638   The Unknown Man  2021                       Drama   \n",
+              "\n",
+              "  Primary Genre  TMDb Rating  TMDb Votes  Popularity    Revenue     Budget  \\\n",
+              "0        Horror        7.917         841    581.7554  297445815     750000   \n",
+              "1        Action        7.988        1449    519.4298  128857238   80000000   \n",
+              "2         Music        8.653        2635    503.0910  934009960  250000000   \n",
+              "3        Action        7.059          17    384.3573    3345079   16000000   \n",
+              "4         Drama        7.800           9    325.1904          0          0   \n",
+              "\n",
+              "   Runtime  IMDb Rating IMDb Votes    Box Office  \n",
+              "0      108          8.2     50,183  $104,757,650  \n",
+              "1      116          6.7     36,627   $77,767,462  \n",
+              "2      128          7.7    107,813  $340,068,767  \n",
+              "3      152          NaN        NaN           NaN  \n",
+              "4       23          7.0         53           NaN  "
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df_dataset = pd.read_csv('movies_data.csv')\n",
+        "df_dataset.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "id": "aa835583",
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "<class 'pandas.DataFrame'>\n",
+            "RangeIndex: 1000 entries, 0 to 999\n",
+            "Data columns (total 15 columns):\n",
+            " #   Column         Non-Null Count  Dtype  \n",
+            "---  ------         --------------  -----  \n",
+            " 0   TMDb_ID        1000 non-null   int64  \n",
+            " 1   IMDb_ID        978 non-null    str    \n",
+            " 2   Title          1000 non-null   str    \n",
+            " 3   Year           1000 non-null   str    \n",
+            " 4   Genre          993 non-null    str    \n",
+            " 5   Primary Genre  993 non-null    str    \n",
+            " 6   TMDb Rating    1000 non-null   float64\n",
+            " 7   TMDb Votes     1000 non-null   int64  \n",
+            " 8   Popularity     1000 non-null   float64\n",
+            " 9   Revenue        1000 non-null   int64  \n",
+            " 10  Budget         1000 non-null   int64  \n",
+            " 11  Runtime        1000 non-null   int64  \n",
+            " 12  IMDb Rating    841 non-null    float64\n",
+            " 13  IMDb Votes     857 non-null    str    \n",
+            " 14  Box Office     611 non-null    str    \n",
+            "dtypes: float64(3), int64(5), str(7)\n",
+            "memory usage: 186.7 KB\n"
+          ]
+        }
+      ],
+      "source": [
+        "df_dataset.info()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "id": "7f49a106",
+      "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>TMDb_ID</th>\n",
+              "      <th>IMDb_ID</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Year</th>\n",
+              "      <th>Genre</th>\n",
+              "      <th>Primary Genre</th>\n",
+              "      <th>TMDb Rating</th>\n",
+              "      <th>TMDb Votes</th>\n",
+              "      <th>Popularity</th>\n",
+              "      <th>Revenue</th>\n",
+              "      <th>Budget</th>\n",
+              "      <th>Runtime</th>\n",
+              "      <th>IMDb Rating</th>\n",
+              "      <th>IMDb Votes</th>\n",
+              "      <th>Box Office</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1339713</td>\n",
+              "      <td>tt37287335</td>\n",
+              "      <td>Obsession</td>\n",
+              "      <td>2026.0</td>\n",
+              "      <td>Horror, Thriller</td>\n",
+              "      <td>Horror</td>\n",
+              "      <td>7.917</td>\n",
+              "      <td>841</td>\n",
+              "      <td>581.7554</td>\n",
+              "      <td>297445815</td>\n",
+              "      <td>750000</td>\n",
+              "      <td>108</td>\n",
+              "      <td>8.2</td>\n",
+              "      <td>50,183</td>\n",
+              "      <td>104757650.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>931285</td>\n",
+              "      <td>tt17490712</td>\n",
+              "      <td>Mortal Kombat II</td>\n",
+              "      <td>2026.0</td>\n",
+              "      <td>Action, Fantasy, Adventure</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.988</td>\n",
+              "      <td>1449</td>\n",
+              "      <td>519.4298</td>\n",
+              "      <td>128857238</td>\n",
+              "      <td>80000000</td>\n",
+              "      <td>116</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>36,627</td>\n",
+              "      <td>77767462.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>936075</td>\n",
+              "      <td>tt11378946</td>\n",
+              "      <td>Michael</td>\n",
+              "      <td>2026.0</td>\n",
+              "      <td>Music, Drama</td>\n",
+              "      <td>Music</td>\n",
+              "      <td>8.653</td>\n",
+              "      <td>2635</td>\n",
+              "      <td>503.0910</td>\n",
+              "      <td>934009960</td>\n",
+              "      <td>250000000</td>\n",
+              "      <td>128</td>\n",
+              "      <td>7.7</td>\n",
+              "      <td>107,813</td>\n",
+              "      <td>340068767.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1367220</td>\n",
+              "      <td>tt33988385</td>\n",
+              "      <td>Karuppu</td>\n",
+              "      <td>2026.0</td>\n",
+              "      <td>Action, Fantasy</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.059</td>\n",
+              "      <td>17</td>\n",
+              "      <td>384.3573</td>\n",
+              "      <td>3345079</td>\n",
+              "      <td>16000000</td>\n",
+              "      <td>152</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>879945</td>\n",
+              "      <td>tt16288638</td>\n",
+              "      <td>The Unknown Man</td>\n",
+              "      <td>2021.0</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>7.800</td>\n",
+              "      <td>9</td>\n",
+              "      <td>325.1904</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>23</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>53</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   TMDb_ID     IMDb_ID             Title    Year                       Genre  \\\n",
+              "0  1339713  tt37287335         Obsession  2026.0            Horror, Thriller   \n",
+              "1   931285  tt17490712  Mortal Kombat II  2026.0  Action, Fantasy, Adventure   \n",
+              "2   936075  tt11378946           Michael  2026.0                Music, Drama   \n",
+              "3  1367220  tt33988385           Karuppu  2026.0             Action, Fantasy   \n",
+              "4   879945  tt16288638   The Unknown Man  2021.0                       Drama   \n",
+              "\n",
+              "  Primary Genre  TMDb Rating  TMDb Votes  Popularity    Revenue     Budget  \\\n",
+              "0        Horror        7.917         841    581.7554  297445815     750000   \n",
+              "1        Action        7.988        1449    519.4298  128857238   80000000   \n",
+              "2         Music        8.653        2635    503.0910  934009960  250000000   \n",
+              "3        Action        7.059          17    384.3573    3345079   16000000   \n",
+              "4         Drama        7.800           9    325.1904          0          0   \n",
+              "\n",
+              "   Runtime  IMDb Rating IMDb Votes   Box Office  \n",
+              "0      108          8.2     50,183  104757650.0  \n",
+              "1      116          6.7     36,627   77767462.0  \n",
+              "2      128          7.7    107,813  340068767.0  \n",
+              "3      152          NaN        NaN          NaN  \n",
+              "4       23          7.0         53          NaN  "
+            ]
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df_dataset['Year'] = pd.to_numeric(df_dataset['Year'], errors='coerce')\n",
+        "df_dataset['Box Office'] = df_dataset['Box Office'].replace('[\\$,]', '', regex=True).astype(float)\n",
+        "df_dataset.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "id": "3ec42994",
+      "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>Missing Count</th>\n",
+              "      <th>Missing %</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>Box Office</th>\n",
+              "      <td>389</td>\n",
+              "      <td>38.9</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>IMDb Rating</th>\n",
+              "      <td>159</td>\n",
+              "      <td>15.9</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>IMDb Votes</th>\n",
+              "      <td>143</td>\n",
+              "      <td>14.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>IMDb_ID</th>\n",
+              "      <td>22</td>\n",
+              "      <td>2.2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Primary Genre</th>\n",
+              "      <td>7</td>\n",
+              "      <td>0.7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Genre</th>\n",
+              "      <td>7</td>\n",
+              "      <td>0.7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Year</th>\n",
+              "      <td>3</td>\n",
+              "      <td>0.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>TMDb Rating</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Title</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>TMDb_ID</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>TMDb Votes</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Budget</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Revenue</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Popularity</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Runtime</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "               Missing Count  Missing %\n",
+              "Box Office               389       38.9\n",
+              "IMDb Rating              159       15.9\n",
+              "IMDb Votes               143       14.3\n",
+              "IMDb_ID                   22        2.2\n",
+              "Primary Genre              7        0.7\n",
+              "Genre                      7        0.7\n",
+              "Year                       3        0.3\n",
+              "TMDb Rating                0        0.0\n",
+              "Title                      0        0.0\n",
+              "TMDb_ID                    0        0.0\n",
+              "TMDb Votes                 0        0.0\n",
+              "Budget                     0        0.0\n",
+              "Revenue                    0        0.0\n",
+              "Popularity                 0        0.0\n",
+              "Runtime                    0        0.0"
+            ]
+          },
+          "execution_count": 7,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "missing = df_dataset.isna().sum()\n",
+        "\n",
+        "missing_pct = (\n",
+        "    df_dataset.isna().mean() * 100\n",
+        ").round(2)\n",
+        "\n",
+        "pd.DataFrame({\n",
+        "    \"Missing Count\": missing,\n",
+        "    \"Missing %\": missing_pct\n",
+        "}).sort_values(\"Missing %\", ascending=False)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "id": "e341fbb4",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "df_dataset = df_dataset.dropna(\n",
+        "    subset=[\n",
+        "        \"IMDb_ID\",\n",
+        "        \"Primary Genre\",\n",
+        "        \"Genre\",\n",
+        "        \"Year\"\n",
+        "    ]\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "id": "211c5d2f",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "df_dataset[\"IMDb Votes\"] = (\n",
+        "    df_dataset[\"IMDb Votes\"]\n",
+        "      .astype(str)\n",
+        "      .str.replace(\",\", \"\", regex=False)\n",
+        ")\n",
+        "\n",
+        "df_dataset[\"IMDb Votes\"] = pd.to_numeric(\n",
+        "    df_dataset[\"IMDb Votes\"],\n",
+        "    errors=\"coerce\"\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "id": "fa6f7d54",
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Revenue = 0: 300\n",
+            "Budget = 0: 307\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(\"Revenue = 0:\", (df_dataset[\"Revenue\"] == 0).sum())\n",
+        "print(\"Budget = 0:\", (df_dataset[\"Budget\"] == 0).sum())"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "id": "b977029c",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "df_dataset[\"Revenue\"] = df_dataset[\"Revenue\"].replace(0, np.nan)\n",
+        "df_dataset[\"Budget\"] = df_dataset[\"Budget\"].replace(0, np.nan)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "id": "8c9e73ca",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Revenue    300\n",
+              "Budget     307\n",
+              "dtype: int64"
+            ]
+          },
+          "execution_count": 12,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df_dataset[[\"Revenue\", \"Budget\"]].isna().sum()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "id": "c203398b-a099-4446-90d2-955a970b575f",
+      "metadata": {
+        "trusted": true
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Year Range       : 2000 to 2026\n",
+            "Total Records     : 974\n",
+            "Filtered Records  : 815\n"
+          ]
+        },
+        {
+          "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>TMDb_ID</th>\n",
+              "      <th>IMDb_ID</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Year</th>\n",
+              "      <th>Genre</th>\n",
+              "      <th>Primary Genre</th>\n",
+              "      <th>TMDb Rating</th>\n",
+              "      <th>TMDb Votes</th>\n",
+              "      <th>Popularity</th>\n",
+              "      <th>Revenue</th>\n",
+              "      <th>Budget</th>\n",
+              "      <th>Runtime</th>\n",
+              "      <th>IMDb Rating</th>\n",
+              "      <th>IMDb Votes</th>\n",
+              "      <th>Box Office</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1339713</td>\n",
+              "      <td>tt37287335</td>\n",
+              "      <td>Obsession</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Horror, Thriller</td>\n",
+              "      <td>Horror</td>\n",
+              "      <td>7.917</td>\n",
+              "      <td>841</td>\n",
+              "      <td>581.7554</td>\n",
+              "      <td>297445815.0</td>\n",
+              "      <td>750000.0</td>\n",
+              "      <td>108</td>\n",
+              "      <td>8.2</td>\n",
+              "      <td>50183.0</td>\n",
+              "      <td>104757650.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>931285</td>\n",
+              "      <td>tt17490712</td>\n",
+              "      <td>Mortal Kombat II</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Action, Fantasy, Adventure</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.988</td>\n",
+              "      <td>1449</td>\n",
+              "      <td>519.4298</td>\n",
+              "      <td>128857238.0</td>\n",
+              "      <td>80000000.0</td>\n",
+              "      <td>116</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>36627.0</td>\n",
+              "      <td>77767462.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>936075</td>\n",
+              "      <td>tt11378946</td>\n",
+              "      <td>Michael</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Music, Drama</td>\n",
+              "      <td>Music</td>\n",
+              "      <td>8.653</td>\n",
+              "      <td>2635</td>\n",
+              "      <td>503.0910</td>\n",
+              "      <td>934009960.0</td>\n",
+              "      <td>250000000.0</td>\n",
+              "      <td>128</td>\n",
+              "      <td>7.7</td>\n",
+              "      <td>107813.0</td>\n",
+              "      <td>340068767.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1367220</td>\n",
+              "      <td>tt33988385</td>\n",
+              "      <td>Karuppu</td>\n",
+              "      <td>2026</td>\n",
+              "      <td>Action, Fantasy</td>\n",
+              "      <td>Action</td>\n",
+              "      <td>7.059</td>\n",
+              "      <td>17</td>\n",
+              "      <td>384.3573</td>\n",
+              "      <td>3345079.0</td>\n",
+              "      <td>16000000.0</td>\n",
+              "      <td>152</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>879945</td>\n",
+              "      <td>tt16288638</td>\n",
+              "      <td>The Unknown Man</td>\n",
+              "      <td>2021</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>Drama</td>\n",
+              "      <td>7.800</td>\n",
+              "      <td>9</td>\n",
+              "      <td>325.1904</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>23</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>53.0</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   TMDb_ID     IMDb_ID             Title  Year                       Genre  \\\n",
+              "0  1339713  tt37287335         Obsession  2026            Horror, Thriller   \n",
+              "1   931285  tt17490712  Mortal Kombat II  2026  Action, Fantasy, Adventure   \n",
+              "2   936075  tt11378946           Michael  2026                Music, Drama   \n",
+              "3  1367220  tt33988385           Karuppu  2026             Action, Fantasy   \n",
+              "4   879945  tt16288638   The Unknown Man  2021                       Drama   \n",
+              "\n",
+              "  Primary Genre  TMDb Rating  TMDb Votes  Popularity      Revenue  \\\n",
+              "0        Horror        7.917         841    581.7554  297445815.0   \n",
+              "1        Action        7.988        1449    519.4298  128857238.0   \n",
+              "2         Music        8.653        2635    503.0910  934009960.0   \n",
+              "3        Action        7.059          17    384.3573    3345079.0   \n",
+              "4         Drama        7.800           9    325.1904          NaN   \n",
+              "\n",
+              "        Budget  Runtime  IMDb Rating  IMDb Votes   Box Office  \n",
+              "0     750000.0      108          8.2     50183.0  104757650.0  \n",
+              "1   80000000.0      116          6.7     36627.0   77767462.0  \n",
+              "2  250000000.0      128          7.7    107813.0  340068767.0  \n",
+              "3   16000000.0      152          NaN         NaN          NaN  \n",
+              "4          NaN       23          7.0        53.0          NaN  "
+            ]
+          },
+          "execution_count": 13,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "current_year = 2026\n",
+        "start_year = current_year - 26\n",
+        "\n",
+        "df_dataset_last_26_years_clean = df_dataset.loc[(df_dataset[\"Year\"] >= start_year) & (df_dataset[\"Year\"] <= current_year)].copy()\n",
+        "\n",
+        "df_dataset_last_26_years_clean[\"Year\"] = df_dataset_last_26_years_clean[\"Year\"].astype(int)\n",
+        "\n",
+        "print(f\"Year Range       : {start_year} to {current_year}\")\n",
+        "print(f\"Total Records     : {len(df_dataset)}\")\n",
+        "print(f\"Filtered Records  : {len(df_dataset_last_26_years_clean)}\")\n",
+        "df_dataset_last_26_years_clean.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "d3580322-9c35-476c-bd86-cb89acefb1eb",
+      "metadata": {
+        "trusted": true
+      },
+      "outputs": [],
+      "source": [
+        "df_dataset_last_26_years_clean.to_csv(\"data_movies_cleaned.csv\", index=False)"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "base",
+      "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": "3.13.9"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}