Movie_Correlation_Project.ipynb

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      "cell_type": "markdown",
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        "<a href=\"https://colab.research.google.com/github/Meenu2805/PortfolioProjects/blob/main/Movie_Correlation_Project.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "metadata": {
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      "source": [
        "#importing libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#read data\n",
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 73
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              "\n",
              "     <input type=\"file\" id=\"files-22f8aeba-75de-495f-b581-418abc3baa3a\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-22f8aeba-75de-495f-b581-418abc3baa3a\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
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              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
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              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
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              "    return next.value.response;\n",
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              "\n",
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              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
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              " */\n",
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              "  inputElement.disabled = false;\n",
              "\n",
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              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
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              "\n",
              "  const cancel = document.createElement('button');\n",
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              "  // Wait for the user to pick the files.\n",
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              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
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              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
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              "\n",
              "  for (const file of files) {\n",
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              "    li.append(span(\n",
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              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
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              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
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              "    do {\n",
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              "\n",
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              "      yield {\n",
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              "          data: base64,\n",
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              "\n",
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              "  yield {\n",
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              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
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              "})(self);\n",
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            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving movies.csv to movies.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import io\n",
        "df = pd.read_csv(io.BytesIO(uploaded['movies.csv']))\n",
        "# Dataset is now stored in a Pandas Dataframe"
      ],
      "metadata": {
        "id": "6ejHL8Vg10et"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
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              "                                             name rating      genre  year  \\\n",
              "0                                     The Shining      R      Drama  1980   \n",
              "1                                 The Blue Lagoon      R  Adventure  1980   \n",
              "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
              "3                                       Airplane!     PG     Comedy  1980   \n",
              "4                                      Caddyshack      R     Comedy  1980   \n",
              "\n",
              "                        released  score      votes         director  \\\n",
              "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
              "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
              "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
              "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
              "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
              "\n",
              "                    writer            star         country      budget  \\\n",
              "0             Stephen King  Jack Nicholson  United Kingdom  19000000.0   \n",
              "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000.0   \n",
              "2           Leigh Brackett     Mark Hamill   United States  18000000.0   \n",
              "3             Jim Abrahams     Robert Hays   United States   3500000.0   \n",
              "4       Brian Doyle-Murray     Chevy Chase   United States   6000000.0   \n",
              "\n",
              "         gross             company  runtime  \n",
              "0   46998772.0        Warner Bros.    146.0  \n",
              "1   58853106.0   Columbia Pictures    104.0  \n",
              "2  538375067.0           Lucasfilm    124.0  \n",
              "3   83453539.0  Paramount Pictures     88.0  \n",
              "4   39846344.0      Orion Pictures     98.0  "
            ],
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              "      <td>The Shining</td>\n",
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              "      <td>7.7</td>\n",
              "      <td>221000.0</td>\n",
              "      <td>Jim Abrahams</td>\n",
              "      <td>Jim Abrahams</td>\n",
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              "      <td>3500000.0</td>\n",
              "      <td>83453539.0</td>\n",
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              "      <td>88.0</td>\n",
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              "      <td>R</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>1980</td>\n",
              "      <td>July 25, 1980 (United States)</td>\n",
              "      <td>7.3</td>\n",
              "      <td>108000.0</td>\n",
              "      <td>Harold Ramis</td>\n",
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              "      <td>Chevy Chase</td>\n",
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              "      <td>6000000.0</td>\n",
              "      <td>39846344.0</td>\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c8032a59-65ba-4486-879e-6f0060f11e4d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Importing more important libraries\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.mlab as mlab\n",
        "import matplotlib\n",
        "plt.style.use('ggplot')\n",
        "from matplotlib.pyplot import figure\n",
        "\n",
        "%matplotlib inline\n",
        "matplotlib.rcParams['figure.figsize'] = (12,8) #adjusts the configurations of the plot we create\n"
      ],
      "metadata": {
        "id": "5qMPsgiE2Vod"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### ***HANDLING MISSING DATA***"
      ],
      "metadata": {
        "id": "EPdDegG5HEib"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#finding missing data using for loop\n",
        "for col in df.columns:\n",
        "  missing_data= np.mean(df[col].isnull())\n",
        "  print ('{} - {}%'.format(col, missing_data))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yCNRd9Ml2yYQ",
        "outputId": "aafa9f20-9d20-4b01-a6df-4ae7c9bca387"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "name - 0.0%\n",
            "rating - 0.010041731872717789%\n",
            "genre - 0.0%\n",
            "year - 0.0%\n",
            "released - 0.0002608242044861763%\n",
            "score - 0.0003912363067292645%\n",
            "votes - 0.0003912363067292645%\n",
            "director - 0.0%\n",
            "writer - 0.0003912363067292645%\n",
            "star - 0.00013041210224308815%\n",
            "country - 0.0003912363067292645%\n",
            "budget - 0.2831246739697444%\n",
            "gross - 0.02464788732394366%\n",
            "company - 0.002217005738132499%\n",
            "runtime - 0.0005216484089723526%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#(Alternate way) To print how many values are null. Cause you might have 1 missing in 10k values, and you will need high precision in decimals.\n",
        "for col in df.columns:\n",
        "    print(df[col].isnull().value_counts(), \"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZQHpiqzaE0Q_",
        "outputId": "202e4c66-c144-4a83-9884-093b84ec3ef1"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "False    7668\n",
            "Name: name, dtype: int64 \n",
            "\n",
            "False    7591\n",
            "True       77\n",
            "Name: rating, dtype: int64 \n",
            "\n",
            "False    7668\n",
            "Name: genre, dtype: int64 \n",
            "\n",
            "False    7668\n",
            "Name: year, dtype: int64 \n",
            "\n",
            "False    7666\n",
            "True        2\n",
            "Name: released, dtype: int64 \n",
            "\n",
            "False    7665\n",
            "True        3\n",
            "Name: score, dtype: int64 \n",
            "\n",
            "False    7665\n",
            "True        3\n",
            "Name: votes, dtype: int64 \n",
            "\n",
            "False    7668\n",
            "Name: director, dtype: int64 \n",
            "\n",
            "False    7665\n",
            "True        3\n",
            "Name: writer, dtype: int64 \n",
            "\n",
            "False    7667\n",
            "True        1\n",
            "Name: star, dtype: int64 \n",
            "\n",
            "False    7665\n",
            "True        3\n",
            "Name: country, dtype: int64 \n",
            "\n",
            "False    5497\n",
            "True     2171\n",
            "Name: budget, dtype: int64 \n",
            "\n",
            "False    7479\n",
            "True      189\n",
            "Name: gross, dtype: int64 \n",
            "\n",
            "False    7651\n",
            "True       17\n",
            "Name: company, dtype: int64 \n",
            "\n",
            "False    7664\n",
            "True        4\n",
            "Name: runtime, dtype: int64 \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.dropna()"
      ],
      "metadata": {
        "id": "cqSLT_DNGu0p"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for col in df.columns:\n",
        "  missing_data= np.mean(df[col].isnull())\n",
        "  print ('{} - {}%'.format(col, missing_data))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fvmUZXCjGQWu",
        "outputId": "3d64696c-18ea-41e8-ea3d-bb618b1cc595"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "name - 0.0%\n",
            "rating - 0.0%\n",
            "genre - 0.0%\n",
            "year - 0.0%\n",
            "released - 0.0%\n",
            "score - 0.0%\n",
            "votes - 0.0%\n",
            "director - 0.0%\n",
            "writer - 0.0%\n",
            "star - 0.0%\n",
            "country - 0.0%\n",
            "budget - 0.0%\n",
            "gross - 0.0%\n",
            "company - 0.0%\n",
            "runtime - 0.0%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "CyuXmFEuQrBs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for col in df.columns:\n",
        "    print(df[col].isnull().value_counts(), \"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CkDznQkgGXrJ",
        "outputId": "98ea86b8-79f6-4823-ddc5-c8d4e71fa840"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "False    5421\n",
            "Name: name, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: rating, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: genre, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: year, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: released, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: score, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: votes, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: director, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: writer, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: star, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: country, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: budget, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: gross, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: company, dtype: int64 \n",
            "\n",
            "False    5421\n",
            "Name: runtime, dtype: int64 \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ***DATA CLEANING***"
      ],
      "metadata": {
        "id": "pIKJvtseHYc-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v1MufeHiHXXC",
        "outputId": "161c6149-2cac-449c-f683-09d7257d7b95"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "name         object\n",
              "rating       object\n",
              "genre        object\n",
              "year          int64\n",
              "released     object\n",
              "score       float64\n",
              "votes       float64\n",
              "director     object\n",
              "writer       object\n",
              "star         object\n",
              "country      object\n",
              "budget      float64\n",
              "gross       float64\n",
              "company      object\n",
              "runtime     float64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Changing data types for the columns"
      ],
      "metadata": {
        "id": "vb30Ax1uRAuk"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['budget'] = df['budget'].astype('int64')\n",
        "df['gross']= df['gross'].astype('int64')"
      ],
      "metadata": {
        "id": "uNlwAfNvRFRA"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "qWJVVHiaRqMp",
        "outputId": "6ab9155b-5370-4455-e09e-234320f80c1d"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                            name rating   genre  \\\n",
              "5445                                      Avatar  PG-13  Action   \n",
              "7445                           Avengers: Endgame  PG-13  Action   \n",
              "3045                                     Titanic  PG-13   Drama   \n",
              "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
              "7244                      Avengers: Infinity War  PG-13  Action   \n",
              "\n",
              "                               released  score      votes       director  \\\n",
              "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
              "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
              "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
              "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
              "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
              "\n",
              "                  writer               star        country     budget  \\\n",
              "5445       James Cameron    Sam Worthington  United States  237000000   \n",
              "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
              "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
              "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
              "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
              "\n",
              "           gross                company  runtime  correct_year  \n",
              "5445  2847246203  Twentieth Century Fox    162.0          2009  \n",
              "7445  2797501328         Marvel Studios    181.0          2019  \n",
              "3045  2201647264  Twentieth Century Fox    194.0          1997  \n",
              "6663  2069521700              Lucasfilm    138.0          2015  \n",
              "7244  2048359754         Marvel Studios    149.0          2018  "
            ],
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              "    <div>\n",
              "<style scoped>\n",
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              "      <td>December 18, 2009 (United States)</td>\n",
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              "      <td>Titanic</td>\n",
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              "      <td>Drama</td>\n",
              "      <td>December 19, 1997 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Leonardo DiCaprio</td>\n",
              "      <td>United States</td>\n",
              "      <td>200000000</td>\n",
              "      <td>2201647264</td>\n",
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              "      <td>194.0</td>\n",
              "      <td>1997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6663</th>\n",
              "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
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              "      <td>Action</td>\n",
              "      <td>December 18, 2015 (United States)</td>\n",
              "      <td>7.8</td>\n",
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              "      <td>J.J. Abrams</td>\n",
              "      <td>Lawrence Kasdan</td>\n",
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              "      <td>United States</td>\n",
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              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>April 27, 2018 (United States)</td>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-ce868349-ef43-43bc-ad95-17824f99f2b0 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-ce868349-ef43-43bc-ad95-17824f99f2b0');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-c091b60e-47bf-4f6f-b744-a7876bb0951a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c091b60e-47bf-4f6f-b744-a7876bb0951a')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c091b60e-47bf-4f6f-b744-a7876bb0951a button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#columns 'year' and the year menioned in  'released' column may not match so we are going to pull the first 4 values ie, year from released column and make a new column from it and later delete the original Year column."
      ],
      "metadata": {
        "id": "CuS6p3ogSVmy"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#converting the dtype of the released column into string so we can pull values from it.\n",
        "# creating 'correct_year' column\n",
        "df['correct_year'] = df['released'].str.extract(pat = '([0-9]{4})').astype(int)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "BRpWAFBbS137",
        "outputId": "c3e6c3ea-115c-4cd7-c0f6-91e7ddbfe5ef"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                            name rating   genre  \\\n",
              "5445                                      Avatar  PG-13  Action   \n",
              "7445                           Avengers: Endgame  PG-13  Action   \n",
              "3045                                     Titanic  PG-13   Drama   \n",
              "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
              "7244                      Avengers: Infinity War  PG-13  Action   \n",
              "\n",
              "                               released  score      votes       director  \\\n",
              "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
              "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
              "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
              "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
              "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
              "\n",
              "                  writer               star        country     budget  \\\n",
              "5445       James Cameron    Sam Worthington  United States  237000000   \n",
              "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
              "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
              "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
              "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
              "\n",
              "           gross                company  runtime  correct_year  \n",
              "5445  2847246203  Twentieth Century Fox    162.0          2009  \n",
              "7445  2797501328         Marvel Studios    181.0          2019  \n",
              "3045  2201647264  Twentieth Century Fox    194.0          1997  \n",
              "6663  2069521700              Lucasfilm    138.0          2015  \n",
              "7244  2048359754         Marvel Studios    149.0          2018  "
            ],
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              "      <td>Avatar</td>\n",
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              "      <td>December 18, 2009 (United States)</td>\n",
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              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
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              "      <td>Titanic</td>\n",
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              "      <td>Drama</td>\n",
              "      <td>December 19, 1997 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Leonardo DiCaprio</td>\n",
              "      <td>United States</td>\n",
              "      <td>200000000</td>\n",
              "      <td>2201647264</td>\n",
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              "      <td>194.0</td>\n",
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              "      <td>Action</td>\n",
              "      <td>December 18, 2015 (United States)</td>\n",
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              "      <td>J.J. Abrams</td>\n",
              "      <td>Lawrence Kasdan</td>\n",
              "      <td>Daisy Ridley</td>\n",
              "      <td>United States</td>\n",
              "      <td>245000000</td>\n",
              "      <td>2069521700</td>\n",
              "      <td>Lucasfilm</td>\n",
              "      <td>138.0</td>\n",
              "      <td>2015</td>\n",
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              "      <th>7244</th>\n",
              "      <td>Avengers: Infinity War</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>April 27, 2018 (United States)</td>\n",
              "      <td>8.4</td>\n",
              "      <td>897000.0</td>\n",
              "      <td>Anthony Russo</td>\n",
              "      <td>Christopher Markus</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>United States</td>\n",
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              "      <td>2048359754</td>\n",
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              "      <td>149.0</td>\n",
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              "    </button>\n",
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              "      display:flex;\n",
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              "\n",
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              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-03460f55-5218-4b48-b6b4-8378908d8614 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-03460f55-5218-4b48-b6b4-8378908d8614');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        element.appendChild(docLink);\n",
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              "\n",
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              "            title=\"Suggest charts.\"\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
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              "      --hover-bg-color: #434B5C;\n",
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              "  }\n",
              "\n",
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              "    background-color: var(--bg-color);\n",
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              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e326a9a0-5f11-4a8a-8be2-84c6dfc6a742 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "BgIFtEm0Wjs6",
        "outputId": "61e9f557-dcc2-4a70-fb8c-cb6c792b5e25"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                            name rating   genre  \\\n",
              "5445                                      Avatar  PG-13  Action   \n",
              "7445                           Avengers: Endgame  PG-13  Action   \n",
              "3045                                     Titanic  PG-13   Drama   \n",
              "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
              "7244                      Avengers: Infinity War  PG-13  Action   \n",
              "\n",
              "                               released  score      votes       director  \\\n",
              "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
              "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
              "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
              "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
              "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
              "\n",
              "                  writer               star        country     budget  \\\n",
              "5445       James Cameron    Sam Worthington  United States  237000000   \n",
              "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
              "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
              "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
              "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
              "\n",
              "           gross                company  runtime  correct_year  \n",
              "5445  2847246203  Twentieth Century Fox    162.0          2009  \n",
              "7445  2797501328         Marvel Studios    181.0          2019  \n",
              "3045  2201647264  Twentieth Century Fox    194.0          1997  \n",
              "6663  2069521700              Lucasfilm    138.0          2015  \n",
              "7244  2048359754         Marvel Studios    149.0          2018  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-54265474-08c1-4229-86d5-370e227d1572\" class=\"colab-df-container\">\n",
              "    <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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>genre</th>\n",
              "      <th>released</th>\n",
              "      <th>score</th>\n",
              "      <th>votes</th>\n",
              "      <th>director</th>\n",
              "      <th>writer</th>\n",
              "      <th>star</th>\n",
              "      <th>country</th>\n",
              "      <th>budget</th>\n",
              "      <th>gross</th>\n",
              "      <th>company</th>\n",
              "      <th>runtime</th>\n",
              "      <th>correct_year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5445</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>December 18, 2009 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Sam Worthington</td>\n",
              "      <td>United States</td>\n",
              "      <td>237000000</td>\n",
              "      <td>2847246203</td>\n",
              "      <td>Twentieth Century Fox</td>\n",
              "      <td>162.0</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7445</th>\n",
              "      <td>Avengers: Endgame</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>April 26, 2019 (United States)</td>\n",
              "      <td>8.4</td>\n",
              "      <td>903000.0</td>\n",
              "      <td>Anthony Russo</td>\n",
              "      <td>Christopher Markus</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>United States</td>\n",
              "      <td>356000000</td>\n",
              "      <td>2797501328</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>181.0</td>\n",
              "      <td>2019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3045</th>\n",
              "      <td>Titanic</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Drama</td>\n",
              "      <td>December 19, 1997 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Leonardo DiCaprio</td>\n",
              "      <td>United States</td>\n",
              "      <td>200000000</td>\n",
              "      <td>2201647264</td>\n",
              "      <td>Twentieth Century Fox</td>\n",
              "      <td>194.0</td>\n",
              "      <td>1997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6663</th>\n",
              "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>December 18, 2015 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>876000.0</td>\n",
              "      <td>J.J. Abrams</td>\n",
              "      <td>Lawrence Kasdan</td>\n",
              "      <td>Daisy Ridley</td>\n",
              "      <td>United States</td>\n",
              "      <td>245000000</td>\n",
              "      <td>2069521700</td>\n",
              "      <td>Lucasfilm</td>\n",
              "      <td>138.0</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7244</th>\n",
              "      <td>Avengers: Infinity War</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>April 27, 2018 (United States)</td>\n",
              "      <td>8.4</td>\n",
              "      <td>897000.0</td>\n",
              "      <td>Anthony Russo</td>\n",
              "      <td>Christopher Markus</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>United States</td>\n",
              "      <td>321000000</td>\n",
              "      <td>2048359754</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>149.0</td>\n",
              "      <td>2018</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-54265474-08c1-4229-86d5-370e227d1572')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-54265474-08c1-4229-86d5-370e227d1572 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-54265474-08c1-4229-86d5-370e227d1572');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-edaa1eec-052e-4415-89b0-a2bb72c903e8\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-edaa1eec-052e-4415-89b0-a2bb72c903e8')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-edaa1eec-052e-4415-89b0-a2bb72c903e8 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.drop(columns=['year'])"
      ],
      "metadata": {
        "id": "QqGFSrlaWlKv"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#sorting the movies as per the gross amount\n",
        "\n",
        "df = df.sort_values(by=['gross'], inplace=False, ascending=False)\n"
      ],
      "metadata": {
        "id": "ZukmHnReXRjC"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pd.set_option('display.max_rows', None) #to get maximum rows displayed everytime"
      ],
      "metadata": {
        "id": "oZTp3Zs_tBGM"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Dropping duplicate values\n",
        "\n",
        "df['company'].sort_values(ascending=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yZZnKtzJYOh_",
        "outputId": "49f81389-e675-464e-8c6f-18b9581080ce"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7129                                              thefyzz\n",
              "5664                                          micro_scope\n",
              "4007                                             i5 Films\n",
              "6793                                           i am OTHER\n",
              "6420                                                 erbp\n",
              "3776                                       double A Films\n",
              "3330                          Zucker Brothers Productions\n",
              "146                                      Zoetrope Studios\n",
              "352                                      Zoetrope Studios\n",
              "724                                      Zoetrope Studios\n",
              "332                                      Zoetrope Studios\n",
              "520                                      Zoetrope Studios\n",
              "2213                                   Zeta Entertainment\n",
              "4297                              Zentropa Entertainments\n",
              "5471                              Zentropa Entertainments\n",
              "3698                              Zentropa Entertainments\n",
              "4829                              Zentropa Entertainments\n",
              "5885                              Zentropa Entertainments\n",
              "1180                                 Zenith Entertainment\n",
              "5180                                      Zazen Produções\n",
              "1321                             Zanuck/Brown Productions\n",
              "1329                          Zacharias-Buhai Productions\n",
              "789                             Young Sung Production Co.\n",
              "5125                           Young Hannibal Productions\n",
              "5499                                          Yellow Bird\n",
              "4618                                       Yash Raj Films\n",
              "4990                            Yari Film Group Releasing\n",
              "5410                                Yari Film Group (YFG)\n",
              "7003                                X-Filme Creative Pool\n",
              "5583                                X-Filme Creative Pool\n",
              "6265                              Worldview Entertainment\n",
              "7187                              Worldview Entertainment\n",
              "6919                              Worldview Entertainment\n",
              "6622                              Worldview Entertainment\n",
              "6372                              Worldview Entertainment\n",
              "6408                              Worldview Entertainment\n",
              "4392                          World of Wonder Productions\n",
              "4999                  World Wrestling Entertainment (WWE)\n",
              "425                                   World Film Services\n",
              "6490                                  Working Title Films\n",
              "6674                                  Working Title Films\n",
              "6694                                  Working Title Films\n",
              "4581                                  Working Title Films\n",
              "4272                                         Wiseau-Films\n",
              "450                                   Winwood Productions\n",
              "3943                                        Winkler Films\n",
              "2084                                        WingNut Films\n",
              "2466                                        WingNut Films\n",
              "2355                                 Wildwood Enterprises\n",
              "6606                                       Wildgaze Films\n",
              "6720                                       Wildgaze Films\n",
              "5276                                           Wild Bunch\n",
              "5379                                           Wild Bunch\n",
              "4863                      Wiedemann & Berg Filmproduktion\n",
              "7340                                  Why Not Productions\n",
              "5550                                  Why Not Productions\n",
              "4572                                     Whitewater Films\n",
              "6616                               WhiteFlame Productions\n",
              "1306                                           White Lair\n",
              "1475                                          White Eagle\n",
              "1744                                       Westerly Films\n",
              "7017                                       Westerly Films\n",
              "1498                        Weintraub Entertainment Group\n",
              "1364                        Weintraub Entertainment Group\n",
              "1304                        Weintraub Entertainment Group\n",
              "5496                                Wayfare Entertainment\n",
              "6672                                        Waverly Films\n",
              "4781                    Warner Independent Pictures (WIP)\n",
              "5012                    Warner Independent Pictures (WIP)\n",
              "4933                    Warner Independent Pictures (WIP)\n",
              "4505                    Warner Independent Pictures (WIP)\n",
              "4840                    Warner Independent Pictures (WIP)\n",
              "7267                                Warner Bros. Pictures\n",
              "2843                    Warner Bros. Family Entertainment\n",
              "2284                    Warner Bros. Family Entertainment\n",
              "6578                    Warner Bros. Digital Distribution\n",
              "7000                               Warner Bros. Animation\n",
              "2341                               Warner Bros. Animation\n",
              "2672                                         Warner Bros.\n",
              "5016                                         Warner Bros.\n",
              "5313                                         Warner Bros.\n",
              "3104                                         Warner Bros.\n",
              "3270                                         Warner Bros.\n",
              "2853                                         Warner Bros.\n",
              "4950                                         Warner Bros.\n",
              "3266                                         Warner Bros.\n",
              "4951                                         Warner Bros.\n",
              "5310                                         Warner Bros.\n",
              "538                                          Warner Bros.\n",
              "560                                          Warner Bros.\n",
              "5305                                         Warner Bros.\n",
              "6472                                         Warner Bros.\n",
              "5304                                         Warner Bros.\n",
              "5026                                         Warner Bros.\n",
              "3321                                         Warner Bros.\n",
              "7318                                         Warner Bros.\n",
              "6474                                         Warner Bros.\n",
              "5139                                         Warner Bros.\n",
              "3056                                         Warner Bros.\n",
              "2706                                         Warner Bros.\n",
              "3296                                         Warner Bros.\n",
              "874                                          Warner Bros.\n",
              "872                                          Warner Bros.\n",
              "3295                                         Warner Bros.\n",
              "2698                                         Warner Bros.\n",
              "3372                                         Warner Bros.\n",
              "533                                          Warner Bros.\n",
              "2708                                         Warner Bros.\n",
              "6475                                         Warner Bros.\n",
              "5374                                         Warner Bros.\n",
              "2721                                         Warner Bros.\n",
              "6482                                         Warner Bros.\n",
              "3360                                         Warner Bros.\n",
              "2756                                         Warner Bros.\n",
              "5344                                         Warner Bros.\n",
              "5319                                         Warner Bros.\n",
              "5051                                         Warner Bros.\n",
              "2896                                         Warner Bros.\n",
              "581                                          Warner Bros.\n",
              "3299                                         Warner Bros.\n",
              "5221                                         Warner Bros.\n",
              "6470                                         Warner Bros.\n",
              "3124                                         Warner Bros.\n",
              "5205                                         Warner Bros.\n",
              "680                                          Warner Bros.\n",
              "5192                                         Warner Bros.\n",
              "5191                                         Warner Bros.\n",
              "3060                                         Warner Bros.\n",
              "4959                                         Warner Bros.\n",
              "7108                                         Warner Bros.\n",
              "3051                                         Warner Bros.\n",
              "5111                                         Warner Bros.\n",
              "687                                          Warner Bros.\n",
              "5150                                         Warner Bros.\n",
              "685                                          Warner Bros.\n",
              "4971                                         Warner Bros.\n",
              "2967                                         Warner Bros.\n",
              "5226                                         Warner Bros.\n",
              "5100                                         Warner Bros.\n",
              "4968                                         Warner Bros.\n",
              "5061                                         Warner Bros.\n",
              "3171                                         Warner Bros.\n",
              "6446                                         Warner Bros.\n",
              "5268                                         Warner Bros.\n",
              "3079                                         Warner Bros.\n",
              "3160                                         Warner Bros.\n",
              "732                                          Warner Bros.\n",
              "3154                                         Warner Bros.\n",
              "5255                                         Warner Bros.\n",
              "5087                                         Warner Bros.\n",
              "3326                                         Warner Bros.\n",
              "2937                                         Warner Bros.\n",
              "7528                                         Warner Bros.\n",
              "644                                          Warner Bros.\n",
              "5243                                         Warner Bros.\n",
              "3099                                         Warner Bros.\n",
              "2508                                         Warner Bros.\n",
              "2652                                         Warner Bros.\n",
              "6117                                         Warner Bros.\n",
              "5891                                         Warner Bros.\n",
              "1836                                         Warner Bros.\n",
              "1295                                         Warner Bros.\n",
              "1853                                         Warner Bros.\n",
              "1293                                         Warner Bros.\n",
              "7460                                         Warner Bros.\n",
              "1857                                         Warner Bros.\n",
              "5867                                         Warner Bros.\n",
              "1887                                         Warner Bros.\n",
              "1892                                         Warner Bros.\n",
              "5861                                         Warner Bros.\n",
              "5855                                         Warner Bros.\n",
              "1924                                         Warner Bros.\n",
              "5845                                         Warner Bros.\n",
              "5829                                         Warner Bros.\n",
              "7450                                         Warner Bros.\n",
              "7071                                         Warner Bros.\n",
              "5792                                         Warner Bros.\n",
              "2049                                         Warner Bros.\n",
              "6161                                         Warner Bros.\n",
              "5783                                         Warner Bros.\n",
              "2054                                         Warner Bros.\n",
              "2063                                         Warner Bros.\n",
              "6173                                         Warner Bros.\n",
              "5766                                         Warner Bros.\n",
              "1302                                         Warner Bros.\n",
              "7066                                         Warner Bros.\n",
              "6356                                         Warner Bros.\n",
              "6112                                         Warner Bros.\n",
              "1445                                         Warner Bros.\n",
              "1464                                         Warner Bros.\n",
              "1468                                         Warner Bros.\n",
              "1469                                         Warner Bros.\n",
              "7483                                         Warner Bros.\n",
              "6054                                         Warner Bros.\n",
              "6047                                         Warner Bros.\n",
              "1409                                         Warner Bros.\n",
              "6031                                         Warner Bros.\n",
              "6078                                         Warner Bros.\n",
              "1550                                         Warner Bros.\n",
              "6000                                         Warner Bros.\n",
              "5991                                         Warner Bros.\n",
              "1608                                         Warner Bros.\n",
              "7062                                         Warner Bros.\n",
              "1643                                         Warner Bros.\n",
              "1654                                         Warner Bros.\n",
              "1670                                         Warner Bros.\n",
              "1674                                         Warner Bros.\n",
              "1683                                         Warner Bros.\n",
              "5932                                         Warner Bros.\n",
              "1704                                         Warner Bros.\n",
              "1707                                         Warner Bros.\n",
              "1718                                         Warner Bros.\n",
              "1742                                         Warner Bros.\n",
              "2091                                         Warner Bros.\n",
              "5744                                         Warner Bros.\n",
              "2112                                         Warner Bros.\n",
              "1197                                         Warner Bros.\n",
              "1061                                         Warner Bros.\n",
              "5563                                         Warner Bros.\n",
              "1053                                         Warner Bros.\n",
              "2455                                         Warner Bros.\n",
              "2470                                         Warner Bros.\n",
              "5520                                         Warner Bros.\n",
              "2473                                         Warner Bros.\n",
              "2476                                         Warner Bros.\n",
              "2479                                         Warner Bros.\n",
              "5515                                         Warner Bros.\n",
              "5512                                         Warner Bros.\n",
              "2496                                         Warner Bros.\n",
              "5501                                         Warner Bros.\n",
              "2524                                         Warner Bros.\n",
              "6320                                         Warner Bros.\n",
              "933                                          Warner Bros.\n",
              "2543                                         Warner Bros.\n",
              "5458                                         Warner Bros.\n",
              "5451                                         Warner Bros.\n",
              "5450                                         Warner Bros.\n",
              "912                                          Warner Bros.\n",
              "5447                                         Warner Bros.\n",
              "2632                                         Warner Bros.\n",
              "2643                                         Warner Bros.\n",
              "5436                                         Warner Bros.\n",
              "7081                                         Warner Bros.\n",
              "6282                                         Warner Bros.\n",
              "5609                                         Warner Bros.\n",
              "6254                                         Warner Bros.\n",
              "6191                                         Warner Bros.\n",
              "2126                                         Warner Bros.\n",
              "2135                                         Warner Bros.\n",
              "2138                                         Warner Bros.\n",
              "5719                                         Warner Bros.\n",
              "2148                                         Warner Bros.\n",
              "2154                                         Warner Bros.\n",
              "5708                                         Warner Bros.\n",
              "5693                                         Warner Bros.\n",
              "6251                                         Warner Bros.\n",
              "7413                                         Warner Bros.\n",
              "5674                                         Warner Bros.\n",
              "5624                                         Warner Bros.\n",
              "6263                                         Warner Bros.\n",
              "2256                                         Warner Bros.\n",
              "2257                                         Warner Bros.\n",
              "2260                                         Warner Bros.\n",
              "5651                                         Warner Bros.\n",
              "5643                                         Warner Bros.\n",
              "2283                                         Warner Bros.\n",
              "7510                                         Warner Bros.\n",
              "2290                                         Warner Bros.\n",
              "2304                                         Warner Bros.\n",
              "1080                                         Warner Bros.\n",
              "490                                          Warner Bros.\n",
              "0                                            Warner Bros.\n",
              "4928                                         Warner Bros.\n",
              "7256                                         Warner Bros.\n",
              "6731                                         Warner Bros.\n",
              "3548                                         Warner Bros.\n",
              "6963                                         Warner Bros.\n",
              "3734                                         Warner Bros.\n",
              "4657                                         Warner Bros.\n",
              "4652                                         Warner Bros.\n",
              "6660                                         Warner Bros.\n",
              "4651                                         Warner Bros.\n",
              "4647                                         Warner Bros.\n",
              "6870                                         Warner Bros.\n",
              "35                                           Warner Bros.\n",
              "3535                                         Warner Bros.\n",
              "4643                                         Warner Bros.\n",
              "4060                                         Warner Bros.\n",
              "4794                                         Warner Bros.\n",
              "4582                                         Warner Bros.\n",
              "7251                                         Warner Bros.\n",
              "7250                                         Warner Bros.\n",
              "4168                                         Warner Bros.\n",
              "4092                                         Warner Bros.\n",
              "3506                                         Warner Bros.\n",
              "4176                                         Warner Bros.\n",
              "4047                                         Warner Bros.\n",
              "4843                                         Warner Bros.\n",
              "3843                                         Warner Bros.\n",
              "4025                                         Warner Bros.\n",
              "4448                                         Warner Bros.\n",
              "3497                                         Warner Bros.\n",
              "6670                                         Warner Bros.\n",
              "4147                                         Warner Bros.\n",
              "6643                                         Warner Bros.\n",
              "4678                                         Warner Bros.\n",
              "4105                                         Warner Bros.\n",
              "4710                                         Warner Bros.\n",
              "3684                                         Warner Bros.\n",
              "4088                                         Warner Bros.\n",
              "3652                                         Warner Bros.\n",
              "6714                                         Warner Bros.\n",
              "6889                                         Warner Bros.\n",
              "4724                                         Warner Bros.\n",
              "4316                                         Warner Bros.\n",
              "284                                          Warner Bros.\n",
              "4132                                         Warner Bros.\n",
              "4683                                         Warner Bros.\n",
              "4078                                         Warner Bros.\n",
              "53                                           Warner Bros.\n",
              "6873                                         Warner Bros.\n",
              "7273                                         Warner Bros.\n",
              "4676                                         Warner Bros.\n",
              "6724                                         Warner Bros.\n",
              "6686                                         Warner Bros.\n",
              "3602                                         Warner Bros.\n",
              "3716                                         Warner Bros.\n",
              "4762                                         Warner Bros.\n",
              "4763                                         Warner Bros.\n",
              "359                                          Warner Bros.\n",
              "3723                                         Warner Bros.\n",
              "4358                                         Warner Bros.\n",
              "6729                                         Warner Bros.\n",
              "4365                                         Warner Bros.\n",
              "3853                                         Warner Bros.\n",
              "4291                                         Warner Bros.\n",
              "4104                                         Warner Bros.\n",
              "4214                                         Warner Bros.\n",
              "3925                                         Warner Bros.\n",
              "4515                                         Warner Bros.\n",
              "3871                                         Warner Bros.\n",
              "7298                                         Warner Bros.\n",
              "4862                                         Warner Bros.\n",
              "4521                                         Warner Bros.\n",
              "4464                                         Warner Bros.\n",
              "3464                                         Warner Bros.\n",
              "3877                                         Warner Bros.\n",
              "4875                                         Warner Bros.\n",
              "4268                                         Warner Bros.\n",
              "4275                                         Warner Bros.\n",
              "434                                          Warner Bros.\n",
              "4524                                         Warner Bros.\n",
              "4488                                         Warner Bros.\n",
              "3475                                         Warner Bros.\n",
              "3969                                         Warner Bros.\n",
              "3926                                         Warner Bros.\n",
              "4898                                         Warner Bros.\n",
              "422                                          Warner Bros.\n",
              "4254                                         Warner Bros.\n",
              "4496                                         Warner Bros.\n",
              "3939                                         Warner Bros.\n",
              "4508                                         Warner Bros.\n",
              "4918                                         Warner Bros.\n",
              "4449                                         Warner Bros.\n",
              "4247                                         Warner Bros.\n",
              "3960                                         Warner Bros.\n",
              "4491                                         Warner Bros.\n",
              "7643                                         Warner Bros.\n",
              "4848                                         Warner Bros.\n",
              "3443                                         Warner Bros.\n",
              "3861                                         Warner Bros.\n",
              "3964                                         Warner Bros.\n",
              "3862                                         Warner Bros.\n",
              "4512                                         Warner Bros.\n",
              "4256                                         Warner Bros.\n",
              "4870                                         Warner Bros.\n",
              "7401                               Warner Animation Group\n",
              "381                               Walt Disney Productions\n",
              "222                               Walt Disney Productions\n",
              "303                               Walt Disney Productions\n",
              "455                               Walt Disney Productions\n",
              "75                                Walt Disney Productions\n",
              "3696                                 Walt Disney Pictures\n",
              "5667                                 Walt Disney Pictures\n",
              "871                                  Walt Disney Pictures\n",
              "2683                                 Walt Disney Pictures\n",
              "6295                                 Walt Disney Pictures\n",
              "2684                                 Walt Disney Pictures\n",
              "5779                                 Walt Disney Pictures\n",
              "2056                                 Walt Disney Pictures\n",
              "2448                                 Walt Disney Pictures\n",
              "1858                                 Walt Disney Pictures\n",
              "5546                                 Walt Disney Pictures\n",
              "7075                                 Walt Disney Pictures\n",
              "7395                                 Walt Disney Pictures\n",
              "7512                                 Walt Disney Pictures\n",
              "4685                                 Walt Disney Pictures\n",
              "1855                                 Walt Disney Pictures\n",
              "5572                                 Walt Disney Pictures\n",
              "4340                                 Walt Disney Pictures\n",
              "5361                                 Walt Disney Pictures\n",
              "5682                                 Walt Disney Pictures\n",
              "5883                                 Walt Disney Pictures\n",
              "5685                                 Walt Disney Pictures\n",
              "5343                                 Walt Disney Pictures\n",
              "5701                                 Walt Disney Pictures\n",
              "7043                                 Walt Disney Pictures\n",
              "6863                                 Walt Disney Pictures\n",
              "2281                                 Walt Disney Pictures\n",
              "2636                                 Walt Disney Pictures\n",
              "1932                                 Walt Disney Pictures\n",
              "7068                                 Walt Disney Pictures\n",
              "4653                                 Walt Disney Pictures\n",
              "7456                                 Walt Disney Pictures\n",
              "4533                                 Walt Disney Pictures\n",
              "6336                                 Walt Disney Pictures\n",
              "2289                                 Walt Disney Pictures\n",
              "6174                                 Walt Disney Pictures\n",
              "5737                                 Walt Disney Pictures\n",
              "2507                                 Walt Disney Pictures\n",
              "4669                                 Walt Disney Pictures\n",
              "6267                                 Walt Disney Pictures\n",
              "4602                                 Walt Disney Pictures\n",
              "6942                                 Walt Disney Pictures\n",
              "4519                                 Walt Disney Pictures\n",
              "902                                  Walt Disney Pictures\n",
              "5860                                 Walt Disney Pictures\n",
              "5614                                 Walt Disney Pictures\n",
              "3868                                 Walt Disney Pictures\n",
              "4001                                 Walt Disney Pictures\n",
              "4356                                 Walt Disney Pictures\n",
              "2253                                 Walt Disney Pictures\n",
              "4548                                 Walt Disney Pictures\n",
              "6363                                 Walt Disney Pictures\n",
              "2654                                 Walt Disney Pictures\n",
              "4076                                 Walt Disney Pictures\n",
              "4490                                 Walt Disney Pictures\n",
              "2168                                 Walt Disney Pictures\n",
              "7481                                 Walt Disney Pictures\n",
              "5121                                 Walt Disney Pictures\n",
              "3062                                 Walt Disney Pictures\n",
              "6075                                 Walt Disney Pictures\n",
              "6079                                 Walt Disney Pictures\n",
              "6961                                 Walt Disney Pictures\n",
              "7281                                 Walt Disney Pictures\n",
              "3472                                 Walt Disney Pictures\n",
              "3560                                 Walt Disney Pictures\n",
              "4741                                 Walt Disney Pictures\n",
              "5020                                 Walt Disney Pictures\n",
              "688                                  Walt Disney Pictures\n",
              "5066                                 Walt Disney Pictures\n",
              "4276                                 Walt Disney Pictures\n",
              "7058                                 Walt Disney Pictures\n",
              "6982                                 Walt Disney Pictures\n",
              "6957                                 Walt Disney Pictures\n",
              "4749                                 Walt Disney Pictures\n",
              "4145                                 Walt Disney Pictures\n",
              "7480                                 Walt Disney Pictures\n",
              "3204                                 Walt Disney Pictures\n",
              "5053                                 Walt Disney Pictures\n",
              "5060                                 Walt Disney Pictures\n",
              "4852                                 Walt Disney Pictures\n",
              "4200                                 Walt Disney Pictures\n",
              "3570                                 Walt Disney Pictures\n",
              "4985                                 Walt Disney Pictures\n",
              "5948                                 Walt Disney Pictures\n",
              "4967                                 Walt Disney Pictures\n",
              "6692                                 Walt Disney Pictures\n",
              "1453                                 Walt Disney Pictures\n",
              "5124                                 Walt Disney Pictures\n",
              "2855                                 Walt Disney Pictures\n",
              "6594                                 Walt Disney Pictures\n",
              "3125                                 Walt Disney Pictures\n",
              "7463                                 Walt Disney Pictures\n",
              "3528                                 Walt Disney Pictures\n",
              "6589                                 Walt Disney Pictures\n",
              "3076                                 Walt Disney Pictures\n",
              "3420                                 Walt Disney Pictures\n",
              "4244                                 Walt Disney Pictures\n",
              "1449                                 Walt Disney Pictures\n",
              "6579                                 Walt Disney Pictures\n",
              "5985                                 Walt Disney Pictures\n",
              "5291                                 Walt Disney Pictures\n",
              "4194                                 Walt Disney Pictures\n",
              "4196                                 Walt Disney Pictures\n",
              "3138                                 Walt Disney Pictures\n",
              "2894                                 Walt Disney Pictures\n",
              "7533                                 Walt Disney Pictures\n",
              "3155                                 Walt Disney Pictures\n",
              "7494                        Walt Disney Animation Studios\n",
              "117                         Walt Disney Animation Studios\n",
              "5473                        Walt Disney Animation Studios\n",
              "5109                        Walt Disney Animation Studios\n",
              "7197                        Walt Disney Animation Studios\n",
              "3674                        Walt Disney Animation Studios\n",
              "4308                        Walt Disney Animation Studios\n",
              "1282                        Walt Disney Animation Studios\n",
              "2875                        Walt Disney Animation Studios\n",
              "6262                        Walt Disney Animation Studios\n",
              "5288                        Walt Disney Animation Studios\n",
              "7316                        Walt Disney Animation Studios\n",
              "5658                        Walt Disney Animation Studios\n",
              "6092                        Walt Disney Animation Studios\n",
              "4079                        Walt Disney Animation Studios\n",
              "3262                        Walt Disney Animation Studios\n",
              "3875                        Walt Disney Animation Studios\n",
              "5075                                         Walden Media\n",
              "5370                                         Walden Media\n",
              "4975                                                  WIP\n",
              "7420                                          Votiv Films\n",
              "5272                                     Voltage Pictures\n",
              "6134                                     Voltage Pictures\n",
              "5909                                     Voltage Pictures\n",
              "6388                                     Voltage Pictures\n",
              "6268                                     Voltage Pictures\n",
              "5409                                Vivendi Entertainment\n",
              "1115                                   Vista Organization\n",
              "1326                                   Vista Organization\n",
              "6647                                    Visiona Romantica\n",
              "1734                                           Vision PDG\n",
              "1307                                           Vision PDG\n",
              "1818                                           Vision PDG\n",
              "6601                            Village Roadshow Pictures\n",
              "6896                            Village Roadshow Pictures\n",
              "3539                            Village Roadshow Pictures\n",
              "3471                               View Askew Productions\n",
              "2467                               View Askew Productions\n",
              "1894                        Victor Company of Japan (JVC)\n",
              "1716                                       Victor & Grais\n",
              "4964                              Victoires International\n",
              "1522                                     Vestron Pictures\n",
              "5302                                        Vertigo Films\n",
              "6540                                       Verisimilitude\n",
              "7018                                    Verdi Productions\n",
              "7263                                Vendian Entertainment\n",
              "2504                                       Vegahom Europe\n",
              "4827                         Vanguard Films and Animation\n",
              "251                                       VAE Productions\n",
              "6208                                    Upside Down Films\n",
              "7594                                      Unplanned Movie\n",
              "5635               Universal Pictures International (UPI)\n",
              "6041                                   Universal Pictures\n",
              "1736                                   Universal Pictures\n",
              "4266                                   Universal Pictures\n",
              "5905                                   Universal Pictures\n",
              "1492                                   Universal Pictures\n",
              "7055                                   Universal Pictures\n",
              "5913                                   Universal Pictures\n",
              "4314                                   Universal Pictures\n",
              "5879                                   Universal Pictures\n",
              "1856                                   Universal Pictures\n",
              "1889                                   Universal Pictures\n",
              "7056                                   Universal Pictures\n",
              "4064                                   Universal Pictures\n",
              "4260                                   Universal Pictures\n",
              "4318                                   Universal Pictures\n",
              "5901                                   Universal Pictures\n",
              "4248                                   Universal Pictures\n",
              "4338                                   Universal Pictures\n",
              "1462                                   Universal Pictures\n",
              "5894                                   Universal Pictures\n",
              "2162                                   Universal Pictures\n",
              "3952                                   Universal Pictures\n",
              "5895                                   Universal Pictures\n",
              "4091                                   Universal Pictures\n",
              "4492                                   Universal Pictures\n",
              "4319                                   Universal Pictures\n",
              "5720                                   Universal Pictures\n",
              "5898                                   Universal Pictures\n",
              "5721                                   Universal Pictures\n",
              "4085                                   Universal Pictures\n",
              "6062                                   Universal Pictures\n",
              "5735                                   Universal Pictures\n",
              "2137                                   Universal Pictures\n",
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              "5174                                Twentieth Century Fox\n",
              "2122                                  Turner Pictures (I)\n",
              "3375                                  Turner Pictures (I)\n",
              "4343                                  Turner Pictures (I)\n",
              "6352                                         Trésor Films\n",
              "6280                             Truth Entertainment (II)\n",
              "4626                                      True West Films\n",
              "2769                                        Triumph Films\n",
              "2401                                     Trimark Pictures\n",
              "3150                                     Trimark Pictures\n",
              "2305                                     Trimark Pictures\n",
              "2434                                     Trimark Pictures\n",
              "2390                                     Trimark Pictures\n",
              "3577                                  Tribeca Productions\n",
              "7465                                  Tribeca Productions\n",
              "2280                                   TriStar Television\n",
              "1466                                     TriStar Pictures\n",
              "1331                                     TriStar Pictures\n",
              "884                                      TriStar Pictures\n",
              "894                                      TriStar Pictures\n",
              "873                                      TriStar Pictures\n",
              "2649                                     TriStar Pictures\n",
              "1460                                     TriStar Pictures\n",
              "5611                                     TriStar Pictures\n",
              "5459                                     TriStar Pictures\n",
              "1148                                     TriStar Pictures\n",
              "5391                                     TriStar Pictures\n",
              "1728                                     TriStar Pictures\n",
              "6330                                     TriStar Pictures\n",
              "2696                                     TriStar Pictures\n",
              "864                                      TriStar Pictures\n",
              "1756                                     TriStar Pictures\n",
              "2732                                     TriStar Pictures\n",
              "1809                                     TriStar Pictures\n",
              "2750                                     TriStar Pictures\n",
              "3554                                     TriStar Pictures\n",
              "2605                                     TriStar Pictures\n",
              "1116                                     TriStar Pictures\n",
              "931                                      TriStar Pictures\n",
              "1588                                     TriStar Pictures\n",
              "1487                                     TriStar Pictures\n",
              "2362                                     TriStar Pictures\n",
              "2374                                     TriStar Pictures\n",
              "1422                                     TriStar Pictures\n",
              "2296                                     TriStar Pictures\n",
              "6287                                     TriStar Pictures\n",
              "6290                                     TriStar Pictures\n",
              "6066                                     TriStar Pictures\n",
              "1406                                     TriStar Pictures\n",
              "2454                                     TriStar Pictures\n",
              "6022                                     TriStar Pictures\n",
              "7059                                     TriStar Pictures\n",
              "1534                                     TriStar Pictures\n",
              "2267                                     TriStar Pictures\n",
              "2265                                     TriStar Pictures\n",
              "6627                                     TriStar Pictures\n",
              "2498                                     TriStar Pictures\n",
              "2502                                     TriStar Pictures\n",
              "1478                                     TriStar Pictures\n",
              "1542                                     TriStar Pictures\n",
              "3050                                     TriStar Pictures\n",
              "2675                                     TriStar Pictures\n",
              "1865                                     TriStar Pictures\n",
              "1281                                     TriStar Pictures\n",
              "1875                                     TriStar Pictures\n",
              "1888                                     TriStar Pictures\n",
              "1891                                     TriStar Pictures\n",
              "2857                                     TriStar Pictures\n",
              "7007                                     TriStar Pictures\n",
              "3373                                     TriStar Pictures\n",
              "3346                                     TriStar Pictures\n",
              "503                                      TriStar Pictures\n",
              "2133                                     TriStar Pictures\n",
              "2851                                     TriStar Pictures\n",
              "2919                                     TriStar Pictures\n",
              "4880                                     TriStar Pictures\n",
              "3279                                     TriStar Pictures\n",
              "6549                                     TriStar Pictures\n",
              "3269                                     TriStar Pictures\n",
              "1213                                     TriStar Pictures\n",
              "550                                      TriStar Pictures\n",
              "1214                                     TriStar Pictures\n",
              "2820                                     TriStar Pictures\n",
              "1176                                     TriStar Pictures\n",
              "2964                                     TriStar Pictures\n",
              "1987                                     TriStar Pictures\n",
              "2007                                     TriStar Pictures\n",
              "5127                                     TriStar Pictures\n",
              "3083                                     TriStar Pictures\n",
              "3068                                     TriStar Pictures\n",
              "2870                                     TriStar Pictures\n",
              "6552                                   Treehouse Pictures\n",
              "6252                                             Translux\n",
              "1290                          Trancas International Films\n",
              "6973                                Toy Fight Productions\n",
              "2109                         Touchwood Pacific Partners 1\n",
              "2081                         Touchwood Pacific Partners 1\n",
              "2828                                  Touchstone Pictures\n",
              "4332                                  Touchstone Pictures\n",
              "3653                                  Touchstone Pictures\n",
              "5553                                  Touchstone Pictures\n",
              "3658                                  Touchstone Pictures\n",
              "1049                                  Touchstone Pictures\n",
              "3665                                  Touchstone Pictures\n",
              "3452                                  Touchstone Pictures\n",
              "2389                                  Touchstone Pictures\n",
              "2938                                  Touchstone Pictures\n",
              "4362                                  Touchstone Pictures\n",
              "4698                                  Touchstone Pictures\n",
              "4068                                  Touchstone Pictures\n",
              "4067                                  Touchstone Pictures\n",
              "3284                                  Touchstone Pictures\n",
              "4061                                  Touchstone Pictures\n",
              "3605                                  Touchstone Pictures\n",
              "3248                                  Touchstone Pictures\n",
              "2474                                  Touchstone Pictures\n",
              "4293                                  Touchstone Pictures\n",
              "4222                                  Touchstone Pictures\n",
              "5147                                  Touchstone Pictures\n",
              "3485                                  Touchstone Pictures\n",
              "1069                                  Touchstone Pictures\n",
              "4191                                  Touchstone Pictures\n",
              "3499                                  Touchstone Pictures\n",
              "5332                                  Touchstone Pictures\n",
              "4170                                  Touchstone Pictures\n",
              "3483                                  Touchstone Pictures\n",
              "2359                                  Touchstone Pictures\n",
              "4783                                  Touchstone Pictures\n",
              "3162                                  Touchstone Pictures\n",
              "3166                                  Touchstone Pictures\n",
              "2968                                  Touchstone Pictures\n",
              "4317                                  Touchstone Pictures\n",
              "2815                                  Touchstone Pictures\n",
              "4056                                  Touchstone Pictures\n",
              "3676                                  Touchstone Pictures\n",
              "4369                                  Touchstone Pictures\n",
              "3702                                  Touchstone Pictures\n",
              "5481                                  Touchstone Pictures\n",
              "4549                                  Touchstone Pictures\n",
              "927                                   Touchstone Pictures\n",
              "2575                                  Touchstone Pictures\n",
              "2587                                  Touchstone Pictures\n",
              "3859                                  Touchstone Pictures\n",
              "3858                                  Touchstone Pictures\n",
              "3052                                  Touchstone Pictures\n",
              "4894                                  Touchstone Pictures\n",
              "4567                                  Touchstone Pictures\n",
              "4570                                  Touchstone Pictures\n",
              "4607                                  Touchstone Pictures\n",
              "3713                                  Touchstone Pictures\n",
              "903                                   Touchstone Pictures\n",
              "4660                                  Touchstone Pictures\n",
              "4930                                  Touchstone Pictures\n",
              "3378                                  Touchstone Pictures\n",
              "3683                                  Touchstone Pictures\n",
              "4513                                  Touchstone Pictures\n",
              "3933                                  Touchstone Pictures\n",
              "3292                                  Touchstone Pictures\n",
              "4393                                  Touchstone Pictures\n",
              "4423                                  Touchstone Pictures\n",
              "868                                   Touchstone Pictures\n",
              "4035                                  Touchstone Pictures\n",
              "2912                                  Touchstone Pictures\n",
              "3313                                  Touchstone Pictures\n",
              "965                                   Touchstone Pictures\n",
              "4888                                  Touchstone Pictures\n",
              "4466                                  Touchstone Pictures\n",
              "3986                                  Touchstone Pictures\n",
              "4696                                  Touchstone Pictures\n",
              "4485                                  Touchstone Pictures\n",
              "4846                                  Touchstone Pictures\n",
              "501                                   Touchstone Pictures\n",
              "4495                                  Touchstone Pictures\n",
              "1448                                  Touchstone Pictures\n",
              "1435                                  Touchstone Pictures\n",
              "2153                                  Touchstone Pictures\n",
              "5975                                  Touchstone Pictures\n",
              "1254                                  Touchstone Pictures\n",
              "1743                                  Touchstone Pictures\n",
              "2106                                  Touchstone Pictures\n",
              "1344                                  Touchstone Pictures\n",
              "1957                                  Touchstone Pictures\n",
              "1085                                  Touchstone Pictures\n",
              "2270                                  Touchstone Pictures\n",
              "1658                                  Touchstone Pictures\n",
              "2307                                  Touchstone Pictures\n",
              "1554                                  Touchstone Pictures\n",
              "1646                                  Touchstone Pictures\n",
              "2263                                  Touchstone Pictures\n",
              "1165                                  Touchstone Pictures\n",
              "1263                                  Touchstone Pictures\n",
              "1540                                  Touchstone Pictures\n",
              "2057                                  Touchstone Pictures\n",
              "1879                                  Touchstone Pictures\n",
              "1442                                  Touchstone Pictures\n",
              "5769                                  Touchstone Pictures\n",
              "5776                                  Touchstone Pictures\n",
              "1812                                  Touchstone Pictures\n",
              "2110                                  Touchstone Pictures\n",
              "5765                                  Touchstone Pictures\n",
              "1521                                  Touchstone Pictures\n",
              "1454                                  Touchstone Pictures\n",
              "6093                                         Total Recall\n",
              "5491                                       Tornasol Films\n",
              "3097                                 Too Askew Prod. Inc.\n",
              "6473                                    Tonik Productions\n",
              "4110                                          Tonic Films\n",
              "2349                                         Tomson Films\n",
              "3356                                         Tomboy Films\n",
              "3849                                        Tokuma Shoten\n",
              "1264                          Tokuma Japan Communications\n",
              "3589                                        Toho Pictures\n",
              "773                                          Toho Company\n",
              "938                                          Toho Company\n",
              "7432                                         Toei Company\n",
              "2862                               Tim Burton Productions\n",
              "1649                                      Tig Productions\n",
              "3107                                      Tig Productions\n",
              "2594                                      Tig Productions\n",
              "388                             Tiberius Film Productions\n",
              "3820                              Three Rivers Production\n",
              "849                        Thorn EMI Screen Entertainment\n",
              "5723                             This Is That Productions\n",
              "4312                             This Is That Productions\n",
              "5001                             This Is That Productions\n",
              "2741                                   The Zanuck Company\n",
              "1499                                   The Zanuck Company\n",
              "6574                                The Weinstein Company\n",
              "6044                                The Weinstein Company\n",
              "4773                                The Weinstein Company\n",
              "5799                                The Weinstein Company\n",
              "4978                                The Weinstein Company\n",
              "6063                                The Weinstein Company\n",
              "4946                                The Weinstein Company\n",
              "5612                                The Weinstein Company\n",
              "4884                                The Weinstein Company\n",
              "5335                                The Weinstein Company\n",
              "5808                                The Weinstein Company\n",
              "5076                                The Weinstein Company\n",
              "5092                                The Weinstein Company\n",
              "5009                                The Weinstein Company\n",
              "5560                                The Weinstein Company\n",
              "6697                                The Weinstein Company\n",
              "6909                                The Weinstein Company\n",
              "6083                                The Weinstein Company\n",
              "6321                                The Weinstein Company\n",
              "5271                                The Weinstein Company\n",
              "5688                                The Weinstein Company\n",
              "5263                                The Weinstein Company\n",
              "5467                                The Weinstein Company\n",
              "6404                                The Weinstein Company\n",
              "6065                                The Weinstein Company\n",
              "6901                                The Weinstein Company\n",
              "7579                              The Tyler Perry Company\n",
              "1280                              The Saul Zaentz Company\n",
              "1998                              The Saul Zaentz Company\n",
              "858                               The Saul Zaentz Company\n",
              "1179                           The Samuel Goldwyn Company\n",
              "2535                           The Samuel Goldwyn Company\n",
              "6390                                   The Safran Company\n",
              "3206                                The Rank Organisation\n",
              "2827                                The Rank Organisation\n",
              "1494                                      The Movie Group\n",
              "1773                                      The Movie Group\n",
              "1787                                    The Mount Company\n",
              "1278                                    The Mount Company\n",
              "2450                              The Mark Gordon Company\n",
              "656                                   The Malpaso Company\n",
              "274                                   The Malpaso Company\n",
              "1368                                  The Malpaso Company\n",
              "10                                    The Malpaso Company\n",
              "5835                             The Last Picture Company\n",
              "206                                      The Ladd Company\n",
              "479                                      The Ladd Company\n",
              "383                                      The Ladd Company\n",
              "139                                      The Ladd Company\n",
              "345                                      The Ladd Company\n",
              "480                                      The Ladd Company\n",
              "452                                      The Ladd Company\n",
              "6379                                   The Lab of Madness\n",
              "2924                            The Kushner-Locke Company\n",
              "7344                                      The Ink Factory\n",
              "5474                                  The Halcyon Company\n",
              "1327                             The Guber-Peters Company\n",
              "1144                             The Guber-Peters Company\n",
              "673                                    The Geffen Company\n",
              "1245                                   The Geffen Company\n",
              "257                                    The Geffen Company\n",
              "857                                    The Geffen Company\n",
              "334                                    The Geffen Company\n",
              "4733                                     The Family Stone\n",
              "537                                      The Cannon Group\n",
              "735                                      The Cannon Group\n",
              "1138                                     The Cannon Group\n",
              "1082                                     The Cannon Group\n",
              "734                                      The Cannon Group\n",
              "985                                      The Cannon Group\n",
              "736                                      The Cannon Group\n",
              "777                                      The Cannon Group\n",
              "1223                                     The Cannon Group\n",
              "5824                            The American Film Company\n",
              "5518                                     Ternion Pictures\n",
              "5470                            Temple Hill Entertainment\n",
              "5842                            Temple Hill Entertainment\n",
              "599                                    Tartan Productions\n",
              "2774                                       Tapestry Films\n",
              "3392                                       Tapestry Films\n",
              "356                              TaliaFilm II Productions\n",
              "4804                                    Tag Entertainment\n",
              "7459                                    TSG Entertainment\n",
              "1537                                    TMS Entertainment\n",
              "4935                                            THINKFilm\n",
              "1088                          TAFT Entertainment Pictures\n",
              "1063                          TAFT Entertainment Pictures\n",
              "7057                                              Syncopy\n",
              "6768                                    Sycamore Pictures\n",
              "6285                                    Sycamore Pictures\n",
              "7009                                    Sycamore Pictures\n",
              "3178                                      Sweetland Films\n",
              "3342                                      Sweetland Films\n",
              "2753                                      Sweetland Films\n",
              "3593                                      Sweetland Films\n",
              "5005                               Sweet Tea Pictures LLC\n",
              "358                                 Sunn Classic Pictures\n",
              "904                                    Sunbow Productions\n",
              "7033                                      Summit Premiere\n",
              "6453                                 Summit Entertainment\n",
              "6598                                 Summit Entertainment\n",
              "7300                                 Summit Entertainment\n",
              "5749                                 Summit Entertainment\n",
              "5672                                 Summit Entertainment\n",
              "6967                                 Summit Entertainment\n",
              "6445                                 Summit Entertainment\n",
              "5283                                 Summit Entertainment\n",
              "6351                                 Summit Entertainment\n",
              "5289                                 Summit Entertainment\n",
              "5244                                 Summit Entertainment\n",
              "7434                                 Summit Entertainment\n",
              "4814                                 Summit Entertainment\n",
              "5881                                 Summit Entertainment\n",
              "7471                                 Summit Entertainment\n",
              "5886                                 Summit Entertainment\n",
              "5759                                 Summit Entertainment\n",
              "6596                                 Summit Entertainment\n",
              "6055                                 Summit Entertainment\n",
              "6865                                 Summit Entertainment\n",
              "7490                                 Summit Entertainment\n",
              "6300                                 Summit Entertainment\n",
              "6033                                 Summit Entertainment\n",
              "7045                                 Summit Entertainment\n",
              "6880                                 Summit Entertainment\n",
              "7064                                 Summit Entertainment\n",
              "6704                                 Summit Entertainment\n",
              "6071                                 Summit Entertainment\n",
              "5558                                 Summit Entertainment\n",
              "6150                                 Summit Entertainment\n",
              "6903                                 Summit Entertainment\n",
              "5825                                 Summit Entertainment\n",
              "7184                                 Summit Entertainment\n",
              "6060                                 Summit Entertainment\n",
              "5892                                 Summit Entertainment\n",
              "6695                                 Summit Entertainment\n",
              "4263                                 Summit Entertainment\n",
              "6920                                 Summit Entertainment\n",
              "6115                                 Summit Entertainment\n",
              "5921                                 Summit Entertainment\n",
              "5918                                 Summit Entertainment\n",
              "5929                                 Summit Entertainment\n",
              "6752                                 Summit Entertainment\n",
              "6583                                 Summit Entertainment\n",
              "7429                                 Summit Entertainment\n",
              "6269                                 Summit Entertainment\n",
              "6860                                 Summit Entertainment\n",
              "6315                                 Summit Entertainment\n",
              "5659                                 Summit Entertainment\n",
              "6308                                 Summit Entertainment\n",
              "7405                                 Summit Entertainment\n",
              "4957                                 Summit Entertainment\n",
              "5485                                 Summit Entertainment\n",
              "6190                                 Summit Entertainment\n",
              "7501                                 Summit Entertainment\n",
              "7166                                 Summit Entertainment\n",
              "5707                                 Summit Entertainment\n",
              "2729                                    Suburban Pictures\n",
              "6778                                          StudioCanal\n",
              "2074                                          StudioCanal\n",
              "6524                                          StudioCanal\n",
              "3802                                          StudioCanal\n",
              "2438                                          StudioCanal\n",
              "6525                                          StudioCanal\n",
              "5533                                          StudioCanal\n",
              "7289                                          StudioCanal\n",
              "7148                                          StudioCanal\n",
              "3689                                          StudioCanal\n",
              "6956                                          StudioCanal\n",
              "2626                                         Studio Trite\n",
              "5308                                        Studio Ghibli\n",
              "6369                                        Studio Ghibli\n",
              "6013                                        Studio Ghibli\n",
              "5754                                        Studio Ghibli\n",
              "7356                                             Studio 8\n",
              "5953                                            Studio 37\n",
              "1845                        Strong Heart/Demme Production\n",
              "5807                                 Strike Entertainment\n",
              "4479                                 Strike Entertainment\n",
              "4789                                     Stratus Film Co.\n",
              "6593                            Stoney Lake Entertainment\n",
              "1883                                 Stone Group Pictures\n",
              "1900                                 Stone Group Pictures\n",
              "2366                              Steve White Productions\n",
              "6359                                  Steel Mill Pictures\n",
              "3954                                        Star Overseas\n",
              "5584                                        Stage 6 Films\n",
              "5837                          Stacey Testro International\n",
              "3583                               Spyglass Entertainment\n",
              "3738                               Spyglass Entertainment\n",
              "4296                               Spyglass Entertainment\n",
              "495                                      Spinal Tap Prod.\n",
              "7277                                        SpectreVision\n",
              "4280                        Spectacle Entertainment Group\n",
              "6841                                   Sparkle Roll Media\n",
              "1340                                Spacegate Productions\n",
              "6350                                  Space Rocket Nation\n",
              "6890                                  Space Rocket Nation\n",
              "4181                               South Pacific Pictures\n",
              "7252                    Sony Pictures Entertainment (SPE)\n",
              "6761                    Sony Pictures Entertainment (SPE)\n",
              "6547                               Sony Pictures Classics\n",
              "5476                               Sony Pictures Classics\n",
              "5585                               Sony Pictures Classics\n",
              "5416                               Sony Pictures Classics\n",
              "4435                               Sony Pictures Classics\n",
              "7437                              Sony Pictures Animation\n",
              "7309                              Sony Pictures Animation\n",
              "7519                              Sony Pictures Animation\n",
              "6740                              Sony Pictures Animation\n",
              "5114                                         Solana Films\n",
              "6259                                          SnowPiercer\n",
              "5925                                  Snoot Entertainment\n",
              "4059                                          Slough Pond\n",
              "5997                                     Skyscraper Films\n",
              "620                                              Skyewiay\n",
              "7474                                       Skydance Media\n",
              "1978                                   Siriol Productions\n",
              "4172                            Silver Sphere Corporation\n",
              "1799                            Silver Screen Partners IV\n",
              "1697                            Silver Screen Partners IV\n",
              "1776                            Silver Screen Partners IV\n",
              "1417                           Silver Screen Partners III\n",
              "1620                           Silver Screen Partners III\n",
              "6791                                          Silver Reel\n",
              "1444                                      Silver Pictures\n",
              "6439                                 Sikhya Entertainment\n",
              "5130                          Sidney Kimmel Entertainment\n",
              "6076                          Sidney Kimmel Entertainment\n",
              "5317                          Sidney Kimmel Entertainment\n",
              "4252                                            Show East\n",
              "3405                                     Shooting Gallery\n",
              "5330                                      Shocking Bottle\n",
              "7368                                    ShivHans Pictures\n",
              "3238                                Sheinberg Productions\n",
              "6897                                     SharpSword Films\n",
              "1413                    Shapiro-Glickenhaus Entertainment\n",
              "1313                    Shapiro-Glickenhaus Entertainment\n",
              "5037                             Shangri-La Entertainment\n",
              "4617                             Shangri-La Entertainment\n",
              "3397                          ShadowCatcher Entertainment\n",
              "449                                  Seventh Avenue Films\n",
              "3742                                  Seven Arts Pictures\n",
              "4793                              Serendipity Point Films\n",
              "5822                              Serendipity Point Films\n",
              "2757                                       Seraphim Films\n",
              "5398                             Senator Entertainment Co\n",
              "4346                                         SenArt Films\n",
              "5998                                         Semtex Films\n",
              "6727                                        See-Saw Films\n",
              "5772                                  Sedic International\n",
              "1580                             Sean S. Cunningham Films\n",
              "374                                         Seagoat Films\n",
              "2545                             Seagal/Nasso Productions\n",
              "5090                                          Screen Gems\n",
              "3529                                          Screen Gems\n",
              "5321                                          Screen Gems\n",
              "4817                                          Screen Gems\n",
              "4873                                          Screen Gems\n",
              "6617                                          Screen Gems\n",
              "4877                                          Screen Gems\n",
              "5864                                          Screen Gems\n",
              "5750                                          Screen Gems\n",
              "5816                                          Screen Gems\n",
              "7345                                          Screen Gems\n",
              "6546                                          Screen Gems\n",
              "4932                                          Screen Gems\n",
              "5133                                          Screen Gems\n",
              "5781                                          Screen Gems\n",
              "4977                                          Screen Gems\n",
              "5184                                          Screen Gems\n",
              "6130                                          Screen Gems\n",
              "7330                                          Screen Gems\n",
              "6129                                          Screen Gems\n",
              "5355                                          Screen Gems\n",
              "5714                                          Screen Gems\n",
              "5706                                          Screen Gems\n",
              "4150                                          Screen Gems\n",
              "5561                                          Screen Gems\n",
              "4610                                          Screen Gems\n",
              "5405                                          Screen Gems\n",
              "5687                                          Screen Gems\n",
              "4574                                          Screen Gems\n",
              "6881                                          Screen Gems\n",
              "6879                                          Screen Gems\n",
              "6304                                          Screen Gems\n",
              "7495                                          Screen Gems\n",
              "5500                                          Screen Gems\n",
              "7407                                          Screen Gems\n",
              "4026                                          Screen Gems\n",
              "6009                                          Screen Gems\n",
              "4546                                          Screen Gems\n",
              "5959                                          Screen Gems\n",
              "6085                                          Screen Gems\n",
              "7518                                          Screen Gems\n",
              "5494                                          Screen Gems\n",
              "5486                                          Screen Gems\n",
              "4481                                          Screen Gems\n",
              "5966                                          Screen Gems\n",
              "6852                                          Screen Gems\n",
              "5992                                          Screen Gems\n",
              "5666                                          Screen Gems\n",
              "5372                                          Screen Gems\n",
              "3923                                          Screen Gems\n",
              "5713                                          Screen Gems\n",
              "4728                                          Screen Gems\n",
              "4223                                          Screen Gems\n",
              "4717                                          Screen Gems\n",
              "4286                                          Screen Gems\n",
              "5360                                          Screen Gems\n",
              "6464                                     Screen Australia\n",
              "6497                                     Screen Australia\n",
              "2946                              Scott Rudin Productions\n",
              "5183                              Scott Rudin Productions\n",
              "3509                              Scott Rudin Productions\n",
              "6289                              Scott Rudin Productions\n",
              "6544                               Scott Free Productions\n",
              "7178                                          Scion Films\n",
              "3322                                              Sciarlò\n",
              "2503                                       Savoy Pictures\n",
              "2511                                       Savoy Pictures\n",
              "2841                                       Savoy Pictures\n",
              "3760                                         Saturn Films\n",
              "2720                                Sandollar Productions\n",
              "276                              Sandcastle 5 Productions\n",
              "3096                                Samuelson Productions\n",
              "5110                                        Samuels Media\n",
              "4737                                 Samuel Goldwyn Films\n",
              "5406                                 Samuel Goldwyn Films\n",
              "6142                                 Samuel Goldwyn Films\n",
              "3202                         Samson Productions Pty. Ltd.\n",
              "7216                                       Salon Pictures\n",
              "7132                                          Sailor Bear\n",
              "3834                                  Saban Entertainment\n",
              "7334                                            STX Films\n",
              "7264                                            STX Films\n",
              "7124                                    STX Entertainment\n",
              "7551                                    STX Entertainment\n",
              "6938                                    STX Entertainment\n",
              "7397                                    STX Entertainment\n",
              "7091                                    STX Entertainment\n",
              "7310                                    STX Entertainment\n",
              "6484                                    SModcast Pictures\n",
              "856                                  SLM Production Group\n",
              "646                                  SLM Production Group\n",
              "659                                  SLM Production Group\n",
              "702                                  SLM Production Group\n",
              "5965                                      SBS Productions\n",
              "6137                                      SBS Productions\n",
              "3200                                 Rysher Entertainment\n",
              "2829                                 Rysher Entertainment\n",
              "2874                                 Rysher Entertainment\n",
              "2889                                 Rysher Entertainment\n",
              "3156                                 Rysher Entertainment\n",
              "2992                                 Rysher Entertainment\n",
              "4182                                      Rumbalara Films\n",
              "6625                                           Ruby Films\n",
              "6763                              Route One Entertainment\n",
              "6979                              Route One Entertainment\n",
              "6064                                           Roth Films\n",
              "4754                                 Room 9 Entertainment\n",
              "6620                                           Rook Films\n",
              "4767                                       Rogue Pictures\n",
              "5937                                       Rogue Pictures\n",
              "4522                                       Rogue Pictures\n",
              "5567                                       Rogue Pictures\n",
              "5323                                       Rogue Pictures\n",
              "4670                                       Rogue Pictures\n",
              "4784                                       Rogue Pictures\n",
              "5498                                       Rogue Pictures\n",
              "5742                                       Rogue Pictures\n",
              "5252                                       Rogue Pictures\n",
              "5832                                                Rogue\n",
              "5830                                                Rogue\n",
              "5511                                                Rogue\n",
              "3280                           Robert Simonds Productions\n",
              "3213                           Robert Simonds Productions\n",
              "3312                           Robert Simonds Productions\n",
              "6389                                 Roadside Attractions\n",
              "2399                           Road Movies Filmproduktion\n",
              "502                                River Road Productions\n",
              "5810                             River Road Entertainment\n",
              "5736                             River Road Entertainment\n",
              "6573                             River Road Entertainment\n",
              "847                                         Rimfire Films\n",
              "5393                                        Rifkin-Eberts\n",
              "6306                           Riddick Canada Productions\n",
              "277                      Richmond Light Horse Productions\n",
              "2388                         Richard Williams Productions\n",
              "5986                                        Rhombus Media\n",
              "3349                                        Rhombus Media\n",
              "5378                                        Rhombus Media\n",
              "4475                                   Revolution Studios\n",
              "5179                                   Revolution Studios\n",
              "4446                                   Revolution Studios\n",
              "4560                                   Revolution Studios\n",
              "4372                                   Revolution Studios\n",
              "4368                                   Revolution Studios\n",
              "3908                                   Revolution Studios\n",
              "5136                                   Revolution Studios\n",
              "4083                                   Revolution Studios\n",
              "4984                                   Revolution Studios\n",
              "4294                                   Revolution Studios\n",
              "4094                                   Revolution Studios\n",
              "4335                                   Revolution Studios\n",
              "4303                                   Revolution Studios\n",
              "4112                                   Revolution Studios\n",
              "4326                                   Revolution Studios\n",
              "4324                                   Revolution Studios\n",
              "4603                                   Revolution Studios\n",
              "4137                                   Revolution Studios\n",
              "4807                                   Revolution Studios\n",
              "4791                                   Revolution Studios\n",
              "4619                                   Revolution Studios\n",
              "3855                                   Revolution Studios\n",
              "4926                                   Revolution Studios\n",
              "4271                                   Revolution Studios\n",
              "4482                                   Revolution Studios\n",
              "4739                                   Revolution Studios\n",
              "4927                                   Revolution Studios\n",
              "3966                                   Revolution Studios\n",
              "5086                                   Revolution Studios\n",
              "3971                                   Revolution Studios\n",
              "3945                                   Revolution Studios\n",
              "3705                            Revelations Entertainment\n",
              "1673                                           Reteitalia\n",
              "5967                                       Reprisal Films\n",
              "4690                                 Rent Productions LLC\n",
              "1513                                     Renn Productions\n",
              "1667                                 Renaissance Pictures\n",
              "96                                   Renaissance Pictures\n",
              "1078                                 Renaissance Pictures\n",
              "3006                                    Renaissance Films\n",
              "2298                                    Renaissance Films\n",
              "1509                                    Renaissance Films\n",
              "909                                   Religioso Primitiva\n",
              "5167                                     Relativity Media\n",
              "6571                                     Relativity Media\n",
              "5865                                     Relativity Media\n",
              "6136                                     Relativity Media\n",
              "6509                                     Relativity Media\n",
              "5782                                     Relativity Media\n",
              "6319                                     Relativity Media\n",
              "6125                                     Relativity Media\n",
              "6276                                     Relativity Media\n",
              "6424                                     Relativity Media\n",
              "6146                                     Relativity Media\n",
              "6537                                     Relativity Media\n",
              "6012                                     Relativity Media\n",
              "5876                                     Relativity Media\n",
              "6411                                     Relativity Media\n",
              "5946                                     Relativity Media\n",
              "6535                             Reel FX Creative Studios\n",
              "3089                                        Redwave Films\n",
              "4891                                       Red Hour Films\n",
              "6243                                 Red Granite Pictures\n",
              "6832                                Red Crown Productions\n",
              "6755                                Red Crown Productions\n",
              "6236                                Red Crown Productions\n",
              "4257                       Recorded Picture Company (RPC)\n",
              "1748                       Recorded Picture Company (RPC)\n",
              "4371                       Recorded Picture Company (RPC)\n",
              "2959                       Recorded Picture Company (RPC)\n",
              "1733                       Recorded Picture Company (RPC)\n",
              "4800                       Recorded Picture Company (RPC)\n",
              "1880                       Recorded Picture Company (RPC)\n",
              "6203                       Recorded Picture Company (RPC)\n",
              "6257                       Recorded Picture Company (RPC)\n",
              "5767                                      Realitism Films\n",
              "6986                            RatPac-Dune Entertainment\n",
              "6604                            RatPac-Dune Entertainment\n",
              "2413                                   Rastar Productions\n",
              "1002                                      Rastar Pictures\n",
              "1076                                      Rastar Pictures\n",
              "1319                                      Rastar Pictures\n",
              "15                                        Rastar Pictures\n",
              "1007                                         Rastar Films\n",
              "426                                          Rastar Films\n",
              "247                               Rankin/Bass Productions\n",
              "5233                                     Rainforest Films\n",
              "7020                                        Raindog Films\n",
              "6773                                        Raindog Films\n",
              "2336                  Raffaella De Laurentiis Productions\n",
              "230                                          RKO Pictures\n",
              "424                                          RKO Pictures\n",
              "3350                                         RKO Pictures\n",
              "6580                                           RADiUS-TWC\n",
              "5741                                     R.P. Productions\n",
              "4805                                     R.P. Productions\n",
              "4046                                     R.P. Productions\n",
              "4106                                Quinta Communications\n",
              "7100                                     Quad Productions\n",
              "7001                                     Quad Productions\n",
              "3113                                        Q Productions\n",
              "6899                                            Pyramania\n",
              "6600                                Pure Flix Productions\n",
              "3764                                 Punch 21 Productions\n",
              "5914                                   Pt. Merantau Films\n",
              "3832                                    Prufrock Pictures\n",
              "5656                                 Protagonist Pictures\n",
              "6566                                    Prospero Pictures\n",
              "2358                                     Propaganda Films\n",
              "1288                                   Prominent Features\n",
              "861                    Producers Sales Organization (PSO)\n",
              "915                    Producers Sales Organization (PSO)\n",
              "1441                Producers Representative Organization\n",
              "4828                           Prime Film Productions LLC\n",
              "7114                                     Primate Pictures\n",
              "2352                                  Price Entertainment\n",
              "2251                                  Price Entertainment\n",
              "6405                                           Prettybird\n",
              "774                                  Pressman Productions\n",
              "6789                                        Pressman Film\n",
              "5017                                        Pressman Film\n",
              "5990                                    Preferred Content\n",
              "6376                                        Prana Studios\n",
              "3775                          Portman Entertainment Group\n",
              "6607                                     Porchlight Films\n",
              "2811                                    Populist Pictures\n",
              "2956                                     Pope Productions\n",
              "4538                                  Pop Pop Productions\n",
              "5412                                    Ponty Up Pictures\n",
              "94                                      Polygram Pictures\n",
              "3435                        Polygram Filmed Entertainment\n",
              "3267                        Polygram Filmed Entertainment\n",
              "3457                        Polygram Filmed Entertainment\n",
              "3409                        Polygram Filmed Entertainment\n",
              "3243                        Polygram Filmed Entertainment\n",
              "3796                        Polygram Filmed Entertainment\n",
              "3679                        Polygram Filmed Entertainment\n",
              "2324                        Polygram Filmed Entertainment\n",
              "2916                        Polygram Filmed Entertainment\n",
              "3043                        Polygram Filmed Entertainment\n",
              "3115                        Polygram Filmed Entertainment\n",
              "3133                        Polygram Filmed Entertainment\n",
              "372                                Polyc International BV\n",
              "192                                     PolyGram Pictures\n",
              "197                                     PolyGram Pictures\n",
              "2382                        PolyGram Filmed Entertainment\n",
              "260                         PolyGram Filmed Entertainment\n",
              "136                         PolyGram Filmed Entertainment\n",
              "2746                        PolyGram Filmed Entertainment\n",
              "36                          PolyGram Filmed Entertainment\n",
              "2849                        PolyGram Filmed Entertainment\n",
              "2505                        PolyGram Filmed Entertainment\n",
              "3300                        PolyGram Filmed Entertainment\n",
              "2458                        PolyGram Filmed Entertainment\n",
              "2648                        PolyGram Filmed Entertainment\n",
              "2291                        PolyGram Filmed Entertainment\n",
              "1661                        PolyGram Filmed Entertainment\n",
              "1873                        PolyGram Filmed Entertainment\n",
              "3388                                  Polar Entertainment\n",
              "7332                                  Point Grey Pictures\n",
              "4304                                  Plunge Pictures LLC\n",
              "5371                                             Playtone\n",
              "2785                     Playhouse International Pictures\n",
              "3619                                         Play It Inc.\n",
              "2603                                   Planet Productions\n",
              "6067                                 Plan B Entertainment\n",
              "3848                              Pixar Animation Studios\n",
              "5461                              Pixar Animation Studios\n",
              "7110                              Pixar Animation Studios\n",
              "6657                              Pixar Animation Studios\n",
              "7488                              Pixar Animation Studios\n",
              "6707                              Pixar Animation Studios\n",
              "4455                              Pixar Animation Studios\n",
              "4847                              Pixar Animation Studios\n",
              "3260                              Pixar Animation Studios\n",
              "3470                              Pixar Animation Studios\n",
              "4259                              Pixar Animation Studios\n",
              "6908                              Pixar Animation Studios\n",
              "4179                                          Pioneer LDC\n",
              "5340                                         Picturehouse\n",
              "2387                                   Picture Securities\n",
              "5021                                     Phoenix Pictures\n",
              "3666                                     Phoenix Pictures\n",
              "3783                                     Phoenix Pictures\n",
              "3339                                     Phoenix Pictures\n",
              "4348                                     Phoenix Pictures\n",
              "3286                                     Phoenix Pictures\n",
              "3098                                     Phoenix Pictures\n",
              "445                       Phillips Whitehouse Productions\n",
              "3479                                 Peters Entertainment\n",
              "3008                                 Peters Entertainment\n",
              "3067                                 Permut Presentations\n",
              "2420                                 Permut Presentations\n",
              "2999                                 Permut Presentations\n",
              "7279                               Perfect World Pictures\n",
              "7149                               Perfect World Pictures\n",
              "2214                                       Penta Pictures\n",
              "2216                                          Penta Films\n",
              "2221                                  Penta Entertainment\n",
              "5382                          Pelican Productions LLC (I)\n",
              "7111                                  Paulilu Productions\n",
              "5605                               Pathé Renn Productions\n",
              "5697                         Pathé Pictures International\n",
              "3831                         Pathé Pictures International\n",
              "4528                         Pathé Pictures International\n",
              "3517                         Pathé Pictures International\n",
              "1688                                  Pathé Entertainment\n",
              "1752                                  Pathé Entertainment\n",
              "2024                                  Pathé Entertainment\n",
              "1851                                  Pathé Entertainment\n",
              "6577                                                Pathé\n",
              "6386                                                Pathé\n",
              "6999                                                Pathé\n",
              "2808                                    Party Productions\n",
              "6651                                      Parts and Labor\n",
              "21                                   Partisan Productions\n",
              "6987                                          Participant\n",
              "7255                                          Participant\n",
              "7516                                          Participant\n",
              "6658                                          Participant\n",
              "2378                                  Parkway Productions\n",
              "2086                            Parkes/Lasker productions\n",
              "5528                                    Paramount Vantage\n",
              "5298                                    Paramount Vantage\n",
              "5052                                    Paramount Vantage\n",
              "5043                                    Paramount Vantage\n",
              "5629                                    Paramount Vantage\n",
              "6382                                    Paramount Vantage\n",
              "5972                                    Paramount Vantage\n",
              "5044                                    Paramount Vantage\n",
              "7476                                    Paramount Players\n",
              "3468                                   Paramount Pictures\n",
              "3900                                   Paramount Pictures\n",
              "4530                                   Paramount Pictures\n",
              "1644                                   Paramount Pictures\n",
              "2920                                   Paramount Pictures\n",
              "1871                                   Paramount Pictures\n",
              "2939                                   Paramount Pictures\n",
              "3482                                   Paramount Pictures\n",
              "2913                                   Paramount Pictures\n",
              "2100                                   Paramount Pictures\n",
              "394                                    Paramount Pictures\n",
              "3870                                   Paramount Pictures\n",
              "5277                                   Paramount Pictures\n",
              "3903                                   Paramount Pictures\n",
              "5444                                   Paramount Pictures\n",
              "3526                                   Paramount Pictures\n",
              "3906                                   Paramount Pictures\n",
              "2892                                   Paramount Pictures\n",
              "4865                                   Paramount Pictures\n",
              "212                                    Paramount Pictures\n",
              "4517                                   Paramount Pictures\n",
              "7087                                   Paramount Pictures\n",
              "5878                                   Paramount Pictures\n",
              "6444                                   Paramount Pictures\n",
              "3882                                   Paramount Pictures\n",
              "1648                                   Paramount Pictures\n",
              "3880                                   Paramount Pictures\n",
              "4537                                   Paramount Pictures\n",
              "5449                                   Paramount Pictures\n",
              "910                                    Paramount Pictures\n",
              "3876                                   Paramount Pictures\n",
              "4872                                   Paramount Pictures\n",
              "1294                                   Paramount Pictures\n",
              "5884                                   Paramount Pictures\n",
              "4520                                   Paramount Pictures\n",
              "3912                                   Paramount Pictures\n",
              "2217                                   Paramount Pictures\n",
              "2918                                   Paramount Pictures\n",
              "7067                                   Paramount Pictures\n",
              "1299                                   Paramount Pictures\n",
              "3514                                   Paramount Pictures\n",
              "5253                                   Paramount Pictures\n",
              "1657                                   Paramount Pictures\n",
              "3887                                   Paramount Pictures\n",
              "6652                                   Paramount Pictures\n",
              "880                                    Paramount Pictures\n",
              "4813                                   Paramount Pictures\n",
              "5083                                   Paramount Pictures\n",
              "6239                                   Paramount Pictures\n",
              "2784                                   Paramount Pictures\n",
              "4674                                   Paramount Pictures\n",
              "5904                                   Paramount Pictures\n",
              "4722                                   Paramount Pictures\n",
              "1160                                   Paramount Pictures\n",
              "339                                    Paramount Pictures\n",
              "3727                                   Paramount Pictures\n",
              "2885                                   Paramount Pictures\n",
              "343                                    Paramount Pictures\n",
              "2146                                   Paramount Pictures\n",
              "1699                                   Paramount Pictures\n",
              "6728                                   Paramount Pictures\n",
              "2810                                   Paramount Pictures\n",
              "2718                                   Paramount Pictures\n",
              "1692                                   Paramount Pictures\n",
              "1315                                   Paramount Pictures\n",
              "4677                                   Paramount Pictures\n",
              "1741                                   Paramount Pictures\n",
              "4709                                   Paramount Pictures\n",
              "7265                                   Paramount Pictures\n",
              "299                                    Paramount Pictures\n",
              "2759                                   Paramount Pictures\n",
              "6105                                   Paramount Pictures\n",
              "1732                                   Paramount Pictures\n",
              "6716                                   Paramount Pictures\n",
              "7142                                   Paramount Pictures\n",
              "4705                                   Paramount Pictures\n",
              "3699                                   Paramount Pictures\n",
              "5924                                   Paramount Pictures\n",
              "315                                    Paramount Pictures\n",
              "5346                                   Paramount Pictures\n",
              "3664                                   Paramount Pictures\n",
              "851                                    Paramount Pictures\n",
              "846                                    Paramount Pictures\n",
              "249                                    Paramount Pictures\n",
              "4740                                   Paramount Pictures\n",
              "2716                                   Paramount Pictures\n",
              "7414                                   Paramount Pictures\n",
              "3805                                   Paramount Pictures\n",
              "3808                                   Paramount Pictures\n",
              "7521                                   Paramount Pictures\n",
              "2127                                   Paramount Pictures\n",
              "369                                    Paramount Pictures\n",
              "7089                                   Paramount Pictures\n",
              "4553                                   Paramount Pictures\n",
              "2651                                   Paramount Pictures\n",
              "4551                                   Paramount Pictures\n",
              "2881                                   Paramount Pictures\n",
              "5670                                   Paramount Pictures\n",
              "6661                                   Paramount Pictures\n",
              "216                                    Paramount Pictures\n",
              "2644                                   Paramount Pictures\n",
              "215                                    Paramount Pictures\n",
              "3803                                   Paramount Pictures\n",
              "7253                                   Paramount Pictures\n",
              "4655                                   Paramount Pictures\n",
              "2861                                   Paramount Pictures\n",
              "5322                                   Paramount Pictures\n",
              "843                                    Paramount Pictures\n",
              "354                                    Paramount Pictures\n",
              "862                                    Paramount Pictures\n",
              "863                                    Paramount Pictures\n",
              "6204                                   Paramount Pictures\n",
              "7008                                   Paramount Pictures\n",
              "4758                                   Paramount Pictures\n",
              "6678                                   Paramount Pictures\n",
              "2850                                   Paramount Pictures\n",
              "2695                                   Paramount Pictures\n",
              "5385                                   Paramount Pictures\n",
              "4593                                   Paramount Pictures\n",
              "5397                                   Paramount Pictures\n",
              "232                                    Paramount Pictures\n",
              "5968                                   Paramount Pictures\n",
              "1999                                   Paramount Pictures\n",
              "5245                                   Paramount Pictures\n",
              "4133                                   Paramount Pictures\n",
              "1261                                   Paramount Pictures\n",
              "3282                                   Paramount Pictures\n",
              "2288                                   Paramount Pictures\n",
              "3087                                   Paramount Pictures\n",
              "6056                                   Paramount Pictures\n",
              "6906                                   Paramount Pictures\n",
              "3277                                   Paramount Pictures\n",
              "1253                                   Paramount Pictures\n",
              "3095                                   Paramount Pictures\n",
              "2293                                   Paramount Pictures\n",
              "541                                    Paramount Pictures\n",
              "660                                    Paramount Pictures\n",
              "7112                                   Paramount Pictures\n",
              "3103                                   Paramount Pictures\n",
              "4302                                   Paramount Pictures\n",
              "5115                                   Paramount Pictures\n",
              "6494                                   Paramount Pictures\n",
              "4135                                   Paramount Pictures\n",
              "7649                                   Paramount Pictures\n",
              "3257                                   Paramount Pictures\n",
              "1488                                   Paramount Pictures\n",
              "2445                                   Paramount Pictures\n",
              "92                                     Paramount Pictures\n",
              "670                                    Paramount Pictures\n",
              "4107                                   Paramount Pictures\n",
              "2095                                   Paramount Pictures\n",
              "1497                                   Paramount Pictures\n",
              "1251                                   Paramount Pictures\n",
              "4328                                   Paramount Pictures\n",
              "5844                                   Paramount Pictures\n",
              "1928                                   Paramount Pictures\n",
              "6277                                   Paramount Pictures\n",
              "1050                                   Paramount Pictures\n",
              "4322                                   Paramount Pictures\n",
              "1430                                   Paramount Pictures\n",
              "6555                                   Paramount Pictures\n",
              "3080                                   Paramount Pictures\n",
              "5843                                   Paramount Pictures\n",
              "29                                     Paramount Pictures\n",
              "6288                                   Paramount Pictures\n",
              "4336                                   Paramount Pictures\n",
              "13                                     Paramount Pictures\n",
              "4217                                   Paramount Pictures\n",
              "1071                                   Paramount Pictures\n",
              "6531                                   Paramount Pictures\n",
              "5055                                   Paramount Pictures\n",
              "3140                                   Paramount Pictures\n",
              "4264                                   Paramount Pictures\n",
              "2331                                   Paramount Pictures\n",
              "4261                                   Paramount Pictures\n",
              "7484                                   Paramount Pictures\n",
              "2009                                   Paramount Pictures\n",
              "6068                                   Paramount Pictures\n",
              "5                                      Paramount Pictures\n",
              "5084                                   Paramount Pictures\n",
              "1074                                   Paramount Pictures\n",
              "6504                                   Paramount Pictures\n",
              "3                                      Paramount Pictures\n",
              "6516                                   Paramount Pictures\n",
              "12                                     Paramount Pictures\n",
              "647                                    Paramount Pictures\n",
              "4167                                   Paramount Pictures\n",
              "5594                                   Paramount Pictures\n",
              "2295                                   Paramount Pictures\n",
              "1057                                   Paramount Pictures\n",
              "3247                                   Paramount Pictures\n",
              "4184                                   Paramount Pictures\n",
              "6279                                   Paramount Pictures\n",
              "1443                                   Paramount Pictures\n",
              "1461                                   Paramount Pictures\n",
              "1974                                   Paramount Pictures\n",
              "570                                    Paramount Pictures\n",
              "6912                                   Paramount Pictures\n",
              "6913                                   Paramount Pictures\n",
              "4202                                   Paramount Pictures\n",
              "5045                                   Paramount Pictures\n",
              "4205                                   Paramount Pictures\n",
              "5801                                   Paramount Pictures\n",
              "4277                                   Paramount Pictures\n",
              "5048                                   Paramount Pictures\n",
              "4103                                   Paramount Pictures\n",
              "4113                                   Paramount Pictures\n",
              "5644                                   Paramount Pictures\n",
              "132                                    Paramount Pictures\n",
              "7502                                   Paramount Pictures\n",
              "4924                                   Paramount Pictures\n",
              "2252                                   Paramount Pictures\n",
              "6176                                   Paramount Pictures\n",
              "1549                                   Paramount Pictures\n",
              "488                                    Paramount Pictures\n",
              "1882                                   Paramount Pictures\n",
              "4457                                   Paramount Pictures\n",
              "1545                                   Paramount Pictures\n",
              "5661                                   Paramount Pictures\n",
              "6858                                   Paramount Pictures\n",
              "947                                    Paramount Pictures\n",
              "1890                                   Paramount Pictures\n",
              "1541                                   Paramount Pictures\n",
              "4447                                   Paramount Pictures\n",
              "3382                                   Paramount Pictures\n",
              "128                                    Paramount Pictures\n",
              "3380                                   Paramount Pictures\n",
              "4486                                   Paramount Pictures\n",
              "485                                    Paramount Pictures\n",
              "7472                                   Paramount Pictures\n",
              "2552                                   Paramount Pictures\n",
              "7052                                   Paramount Pictures\n",
              "2950                                   Paramount Pictures\n",
              "4511                                   Paramount Pictures\n",
              "5874                                   Paramount Pictures\n",
              "5752                                   Paramount Pictures\n",
              "5873                                   Paramount Pictures\n",
              "6829                                   Paramount Pictures\n",
              "924                                    Paramount Pictures\n",
              "481                                    Paramount Pictures\n",
              "2588                                   Paramount Pictures\n",
              "6953                                   Paramount Pictures\n",
              "2579                                   Paramount Pictures\n",
              "3949                                   Paramount Pictures\n",
              "4494                                   Paramount Pictures\n",
              "3955                                   Paramount Pictures\n",
              "4914                                   Paramount Pictures\n",
              "928                                    Paramount Pictures\n",
              "7161                                   Paramount Pictures\n",
              "7243                                   Paramount Pictures\n",
              "6469                                   Paramount Pictures\n",
              "2321                                   Paramount Pictures\n",
              "5645                                   Paramount Pictures\n",
              "1907                                   Paramount Pictures\n",
              "2275                                   Paramount Pictures\n",
              "6867                                   Paramount Pictures\n",
              "6301                                   Paramount Pictures\n",
              "5859                                   Paramount Pictures\n",
              "1913                                   Paramount Pictures\n",
              "1016                                   Paramount Pictures\n",
              "506                                    Paramount Pictures\n",
              "1511                                   Paramount Pictures\n",
              "6296                                   Paramount Pictures\n",
              "2276                                   Paramount Pictures\n",
              "1919                                   Paramount Pictures\n",
              "516                                    Paramount Pictures\n",
              "1923                                   Paramount Pictures\n",
              "2475                                   Paramount Pictures\n",
              "5469                                   Paramount Pictures\n",
              "2480                                   Paramount Pictures\n",
              "1273                                   Paramount Pictures\n",
              "4403                                   Paramount Pictures\n",
              "4953                                   Paramount Pictures\n",
              "2482                                   Paramount Pictures\n",
              "4044                                   Paramount Pictures\n",
              "4945                                   Paramount Pictures\n",
              "2068                                   Paramount Pictures\n",
              "6273                                   Paramount Pictures\n",
              "6586                                   Paramount Pictures\n",
              "4920                                   Paramount Classics\n",
              "6766                                  Paramount Animation\n",
              "7560                                  Paramount Animation\n",
              "6751                                  Paramount Animation\n",
              "970                            Paragon Arts International\n",
              "3187          Papazian-Hirsch Entertainment International\n",
              "7206                                      Pantelion Films\n",
              "6962                                       Panorama Films\n",
              "2712                               Pandora Filmproduktion\n",
              "3850                                       Pandora Cinema\n",
              "5482                                       Pan Européenne\n",
              "240                                              Pan Arts\n",
              "7248                                       PalmStar Media\n",
              "7388                                       PalmStar Media\n",
              "6659                                       PalmStar Media\n",
              "1323                                                Palla\n",
              "1992                                      Palace Pictures\n",
              "1726                                      Palace Pictures\n",
              "1320                                      Palace Pictures\n",
              "1828                                   Paisley Park Films\n",
              "2118                                      Pacific Western\n",
              "1815                                      Pacific Western\n",
              "3146                                      Pacific Western\n",
              "3010                                    PVM Entertainment\n",
              "5190                                       P2 Productions\n",
              "5357                                       Overture Films\n",
              "5407                                       Overture Films\n",
              "5729                                       Overture Films\n",
              "5725                                       Overture Films\n",
              "5690                                      Overnight Films\n",
              "6072                              Overbrook Entertainment\n",
              "2380                               Outlaw Productions (I)\n",
              "1457                               Outlaw Productions (I)\n",
              "4979                     Out of the Blue... Entertainment\n",
              "412                           Osterman Weekend Associates\n",
              "5620                                         Oscilloscope\n",
              "1480                                       Orion Pictures\n",
              "159                                        Orion Pictures\n",
              "157                                        Orion Pictures\n",
              "1681                                       Orion Pictures\n",
              "561                                        Orion Pictures\n",
              "2528                                       Orion Pictures\n",
              "695                                        Orion Pictures\n",
              "2515                                       Orion Pictures\n",
              "1303                                       Orion Pictures\n",
              "6960                                       Orion Pictures\n",
              "1120                                       Orion Pictures\n",
              "7572                                       Orion Pictures\n",
              "963                                        Orion Pictures\n",
              "1984                                       Orion Pictures\n",
              "1102                                       Orion Pictures\n",
              "7529                                       Orion Pictures\n",
              "177                                        Orion Pictures\n",
              "1953                                       Orion Pictures\n",
              "1060                                       Orion Pictures\n",
              "1663                                       Orion Pictures\n",
              "759                                        Orion Pictures\n",
              "901                                        Orion Pictures\n",
              "1202                                       Orion Pictures\n",
              "2207                                       Orion Pictures\n",
              "2370                                       Orion Pictures\n",
              "1850                                       Orion Pictures\n",
              "1668                                       Orion Pictures\n",
              "882                                        Orion Pictures\n",
              "1962                                       Orion Pictures\n",
              "3223                                       Orion Pictures\n",
              "1258                                       Orion Pictures\n",
              "2200                                       Orion Pictures\n",
              "1824                                       Orion Pictures\n",
              "1132                                       Orion Pictures\n",
              "1173                                       Orion Pictures\n",
              "937                                        Orion Pictures\n",
              "1336                                       Orion Pictures\n",
              "513                                        Orion Pictures\n",
              "592                                        Orion Pictures\n",
              "1311                                       Orion Pictures\n",
              "1270                                       Orion Pictures\n",
              "4                                          Orion Pictures\n",
              "122                                        Orion Pictures\n",
              "1396                                       Orion Pictures\n",
              "2285                                       Orion Pictures\n",
              "1047                                       Orion Pictures\n",
              "1731                                       Orion Pictures\n",
              "6771                                      Origin Pictures\n",
              "3353                       Oriental Light and Magic (OLM)\n",
              "6523                                 Open Road Films (II)\n",
              "6799                                 Open Road Films (II)\n",
              "6406                                 Open Road Films (II)\n",
              "5935                                 Open Road Films (II)\n",
              "6843                                 Open Road Films (II)\n",
              "6275                                 Open Road Films (II)\n",
              "7185                                 Open Road Films (II)\n",
              "6415                                      Open Road Films\n",
              "6560                                      Open Road Films\n",
              "3752                                      Open City Films\n",
              "6813                                           Onyx Films\n",
              "190                                   One Way Productions\n",
              "5942                                        Omnilab Media\n",
              "5795                                  Omega Entertainment\n",
              "5791                                     Olympus Pictures\n",
              "5793                                     Olympus Pictures\n",
              "1835                                              Odyssey\n",
              "4193                                          Odeon Films\n",
              "3021                                        October Films\n",
              "3998                                        October Films\n",
              "5434                               Occupant Entertainment\n",
              "4786                           OLC / Rights Entertainment\n",
              "4982                                      O Entertainment\n",
              "3148                                      O Entertainment\n",
              "5358                                       Number 9 Films\n",
              "1763                             Nova International Films\n",
              "6467                                Northern Lights Films\n",
              "2317                        Northern Lights Entertainment\n",
              "3205                        Northern Lights Entertainment\n",
              "2134                        Northern Lights Entertainment\n",
              "1508                             Norman Twain Productions\n",
              "6339                                     No Trace Camping\n",
              "4998                                   No Matter Pictures\n",
              "2231                            No Frills Film Production\n",
              "1398                            No Frills Film Production\n",
              "4591                           Nine Yards Two Productions\n",
              "3285                              Nimbus Film Productions\n",
              "5158                               Night and Day Pictures\n",
              "703                                       Night Life Inc.\n",
              "1255                                      Night Life Inc.\n",
              "2415                                      Night Life Inc.\n",
              "1709                                Nicolas Entertainment\n",
              "3318                                      Next Wave Films\n",
              "4668                                   Next Entertainment\n",
              "3648                              Newmarket Capital Group\n",
              "3631                              Newmarket Capital Group\n",
              "1477                                   New World Pictures\n",
              "1357                                   New World Pictures\n",
              "1094                                   New World Pictures\n",
              "1301                                   New World Pictures\n",
              "526                                    New World Pictures\n",
              "955                                    New World Pictures\n",
              "1678                                   New World Pictures\n",
              "686                                    New World Pictures\n",
              "1252                                   New World Pictures\n",
              "1236                        New World Entertainment Films\n",
              "1416                                          New Visions\n",
              "1346                          New Sky Communications Inc.\n",
              "4443                              New Regency Productions\n",
              "3385                              New Regency Productions\n",
              "5785                              New Regency Productions\n",
              "7328                              New Regency Productions\n",
              "6466                              New Regency Productions\n",
              "2982                              New Regency Productions\n",
              "5869                              New Regency Productions\n",
              "6278                              New Regency Productions\n",
              "6654                              New Regency Productions\n",
              "6038                              New Regency Productions\n",
              "6996                              New Regency Productions\n",
              "4972                              New Regency Productions\n",
              "3941                              New Regency Productions\n",
              "4330                              New Regency Productions\n",
              "2915                              New Regency Productions\n",
              "7496                              New Regency Productions\n",
              "3910                              New Regency Productions\n",
              "3301                              New Regency Productions\n",
              "6828                              New Regency Productions\n",
              "3937                              New Regency Productions\n",
              "3054                              New Regency Productions\n",
              "5973                              New Regency Productions\n",
              "4988                              New Regency Productions\n",
              "4948                              New Regency Productions\n",
              "4664                              New Regency Productions\n",
              "3588                              New Regency Productions\n",
              "4797                              New Regency Productions\n",
              "5108                              New Regency Productions\n",
              "5367                              New Regency Productions\n",
              "4224                              New Regency Productions\n",
              "5365                              New Regency Productions\n",
              "2859                              New Regency Productions\n",
              "6952                              New Regency Productions\n",
              "5392                              New Regency Productions\n",
              "2703                              New Regency Productions\n",
              "4565                              New Regency Productions\n",
              "6927                              New Regency Productions\n",
              "6414                              New Regency Productions\n",
              "3773                                   New Oz Productions\n",
              "6690                                      New Line Cinema\n",
              "1896                                      New Line Cinema\n",
              "5996                                      New Line Cinema\n",
              "4743                                      New Line Cinema\n",
              "5375                                      New Line Cinema\n",
              "3289                                      New Line Cinema\n",
              "1276                                      New Line Cinema\n",
              "3381                                      New Line Cinema\n",
              "7503                                      New Line Cinema\n",
              "6915                                      New Line Cinema\n",
              "3607                                      New Line Cinema\n",
              "3002                                      New Line Cinema\n",
              "4654                                      New Line Cinema\n",
              "3743                                      New Line Cinema\n",
              "3143                                      New Line Cinema\n",
              "3611                                      New Line Cinema\n",
              "5509                                      New Line Cinema\n",
              "4742                                      New Line Cinema\n",
              "6245                                      New Line Cinema\n",
              "4017                                      New Line Cinema\n",
              "2409                                      New Line Cinema\n",
              "1070                                      New Line Cinema\n",
              "2412                                      New Line Cinema\n",
              "2526                                      New Line Cinema\n",
              "1556                                      New Line Cinema\n",
              "2540                                      New Line Cinema\n",
              "2517                                      New Line Cinema\n",
              "5484                                      New Line Cinema\n",
              "3759                                      New Line Cinema\n",
              "4919                                      New Line Cinema\n",
              "6394                                      New Line Cinema\n",
              "4136                                      New Line Cinema\n",
              "5377                                      New Line Cinema\n",
              "2995                                      New Line Cinema\n",
              "2071                                      New Line Cinema\n",
              "3983                                      New Line Cinema\n",
              "4452                                      New Line Cinema\n",
              "5189                                      New Line Cinema\n",
              "4287                                      New Line Cinema\n",
              "4394                                      New Line Cinema\n",
              "5333                                      New Line Cinema\n",
              "3668                                      New Line Cinema\n",
              "4329                                      New Line Cinema\n",
              "3669                                      New Line Cinema\n",
              "4116                                      New Line Cinema\n",
              "7515                                      New Line Cinema\n",
              "5777                                      New Line Cinema\n",
              "4086                                      New Line Cinema\n",
              "7365                                      New Line Cinema\n",
              "2453                                      New Line Cinema\n",
              "6894                                      New Line Cinema\n",
              "1501                                      New Line Cinema\n",
              "5922                                      New Line Cinema\n",
              "2279                                      New Line Cinema\n",
              "5532                                      New Line Cinema\n",
              "4096                                      New Line Cinema\n",
              "5350                                      New Line Cinema\n",
              "2449                                      New Line Cinema\n",
              "5144                                      New Line Cinema\n",
              "4686                                      New Line Cinema\n",
              "6104                                      New Line Cinema\n",
              "4245                                      New Line Cinema\n",
              "3704                                      New Line Cinema\n",
              "4723                                      New Line Cinema\n",
              "7324                                      New Line Cinema\n",
              "3044                                      New Line Cinema\n",
              "6861                                      New Line Cinema\n",
              "4048                                      New Line Cinema\n",
              "5933                                      New Line Cinema\n",
              "2486                                      New Line Cinema\n",
              "5068                                      New Line Cinema\n",
              "3724                                      New Line Cinema\n",
              "2478                                      New Line Cinema\n",
              "3707                                      New Line Cinema\n",
              "5368                                      New Line Cinema\n",
              "5712                                      New Line Cinema\n",
              "2067                                      New Line Cinema\n",
              "4063                                      New Line Cinema\n",
              "7542                                      New Line Cinema\n",
              "4713                                      New Line Cinema\n",
              "7046                                      New Line Cinema\n",
              "3709                                      New Line Cinema\n",
              "6102                                      New Line Cinema\n",
              "677                                       New Line Cinema\n",
              "4311                                      New Line Cinema\n",
              "885                                       New Line Cinema\n",
              "3896                                      New Line Cinema\n",
              "3111                                      New Line Cinema\n",
              "1286                                      New Line Cinema\n",
              "3489                                      New Line Cinema\n",
              "5265                                      New Line Cinema\n",
              "2657                                      New Line Cinema\n",
              "3904                                      New Line Cinema\n",
              "6815                                      New Line Cinema\n",
              "4868                                      New Line Cinema\n",
              "4856                                      New Line Cinema\n",
              "2663                                      New Line Cinema\n",
              "5748                                      New Line Cinema\n",
              "2395                                      New Line Cinema\n",
              "3913                                      New Line Cinema\n",
              "6455                                      New Line Cinema\n",
              "2666                                      New Line Cinema\n",
              "3255                                      New Line Cinema\n",
              "4298                                      New Line Cinema\n",
              "5145                                      New Line Cinema\n",
              "2910                                      New Line Cinema\n",
              "6488                                      New Line Cinema\n",
              "4544                                      New Line Cinema\n",
              "5286                                      New Line Cinema\n",
              "7204                                      New Line Cinema\n",
              "2300                                      New Line Cinema\n",
              "2893                                      New Line Cinema\n",
              "6910                                      New Line Cinema\n",
              "4824                                      New Line Cinema\n",
              "3245                                      New Line Cinema\n",
              "4826                                      New Line Cinema\n",
              "3513                                      New Line Cinema\n",
              "5425                                      New Line Cinema\n",
              "1356                                      New Line Cinema\n",
              "2873                                      New Line Cinema\n",
              "4173                                      New Line Cinema\n",
              "4558                                      New Line Cinema\n",
              "7461                                      New Line Cinema\n",
              "3845                                      New Line Cinema\n",
              "5452                                      New Line Cinema\n",
              "4295                                      New Line Cinema\n",
              "4569                                      New Line Cinema\n",
              "5888                                      New Line Cinema\n",
              "1872                                      New Line Cinema\n",
              "4498                                      New Line Cinema\n",
              "4273                                      New Line Cinema\n",
              "4583                                      New Line Cinema\n",
              "4897                                      New Line Cinema\n",
              "5104                                      New Line Cinema\n",
              "3265                                      New Line Cinema\n",
              "2085                                      New Line Cinema\n",
              "6260                                      New Line Cinema\n",
              "7105                                      New Line Cinema\n",
              "6378                                      New Line Cinema\n",
              "5665                                      New Line Cinema\n",
              "483                                       New Line Cinema\n",
              "5472                                      New Line Cinema\n",
              "5014                                      New Line Cinema\n",
              "3201                                      New Line Cinema\n",
              "5351                                      New Line Cinema\n",
              "3968                                      New Line Cinema\n",
              "5105                                      New Line Cinema\n",
              "2864                                      New Line Cinema\n",
              "3454                                      New Line Cinema\n",
              "5995                                      New Line Cinema\n",
              "2385                                      New Line Cinema\n",
              "4201                                      New Line Cinema\n",
              "3572                                      New Line Cinema\n",
              "6939                                      New Line Cinema\n",
              "4902                                      New Line Cinema\n",
              "2414                                 New Horizons Picture\n",
              "867                 New Century Entertainment Corporation\n",
              "3184                          New Amsterdam Entertainment\n",
              "2555                            Nest Family Entertainment\n",
              "792                                               Nelvana\n",
              "405                                               Nelvana\n",
              "1991                                 Nelson Entertainment\n",
              "2591                                 Nelson Entertainment\n",
              "2020                                 Nelson Entertainment\n",
              "1861                                 Nelson Entertainment\n",
              "2628                                 Nelson Entertainment\n",
              "684                                      National Lampoon\n",
              "335                                      National Lampoon\n",
              "1045                                               Natant\n",
              "6010                                     NVSH Productions\n",
              "3795                                    NPV Entertainment\n",
              "3007                                      NFH Productions\n",
              "2904                                    NDF International\n",
              "1291                                      NBC Productions\n",
              "3777                              Myung Film Company Ltd.\n",
              "3271                                 Mystery Clock Cinema\n",
              "4093                                      Myriad Pictures\n",
              "3543                                  Mutual Film Company\n",
              "3726                                  Mutual Film Company\n",
              "7362                                     Muse Productions\n",
              "4127                                     Muse Productions\n",
              "6084                                     Muse Productions\n",
              "2975                             Mundy Lane Entertainment\n",
              "2604                               Mulholland Productions\n",
              "57                            Mulberry Square Productions\n",
              "4606                                             Movision\n",
              "6814                                               Motlys\n",
              "4188         Motion Picture Corporation of America (MPCA)\n",
              "2977         Motion Picture Corporation of America (MPCA)\n",
              "5311                                               Mosaic\n",
              "4199    Morra, Brezner, Steinberg and Tenenbaum Entert...\n",
              "4831                           Morgan Creek Entertainment\n",
              "1587                           Morgan Creek Entertainment\n",
              "1277                           Morgan Creek Entertainment\n",
              "3769                           Morgan Creek Entertainment\n",
              "5197                           Morgan Creek Entertainment\n",
              "2047                           Morgan Creek Entertainment\n",
              "2248                           Morgan Creek Entertainment\n",
              "2980                           Morgan Creek Entertainment\n",
              "4585                           Morgan Creek Entertainment\n",
              "1610                           Morgan Creek Entertainment\n",
              "5165                           Morgan Creek Entertainment\n",
              "3792                           Morgan Creek Entertainment\n",
              "4153                           Morgan Creek Entertainment\n",
              "3922                           Morgan Creek Entertainment\n",
              "3921                           Morgan Creek Entertainment\n",
              "3918                           Morgan Creek Entertainment\n",
              "1676                           Morgan Creek Entertainment\n",
              "2299                           Morgan Creek Entertainment\n",
              "3376                           Morgan Creek Entertainment\n",
              "2177                           Morgan Creek Entertainment\n",
              "2460                           Morgan Creek Entertainment\n",
              "3638                           Morgan Creek Entertainment\n",
              "2713                           Morgan Creek Entertainment\n",
              "1265                           Morgan Creek Entertainment\n",
              "2150                           Morgan Creek Entertainment\n",
              "1689                           Morgan Creek Entertainment\n",
              "2140                           Morgan Creek Entertainment\n",
              "5928                           Morgan Creek Entertainment\n",
              "1701                           Morgan Creek Entertainment\n",
              "3725                           Morgan Creek Entertainment\n",
              "7302                                           Mooz Films\n",
              "6210                              Monsterfoot Productions\n",
              "7469                                Monkeypaw Productions\n",
              "3401                                     Monarch Pictures\n",
              "5534                                     Mod Producciones\n",
              "3827                                              Miramax\n",
              "4566                                              Miramax\n",
              "2869                                              Miramax\n",
              "3230                                              Miramax\n",
              "4195                                              Miramax\n",
              "3688                                              Miramax\n",
              "2762                                              Miramax\n",
              "4284                                              Miramax\n",
              "4554                                              Miramax\n",
              "4798                                              Miramax\n",
              "3815                                              Miramax\n",
              "2673                                              Miramax\n",
              "5046                                              Miramax\n",
              "2778                                              Miramax\n",
              "4243                                              Miramax\n",
              "2863                                              Miramax\n",
              "4240                                              Miramax\n",
              "3211                                              Miramax\n",
              "5815                                              Miramax\n",
              "4768                                              Miramax\n",
              "3782                                              Miramax\n",
              "4809                                              Miramax\n",
              "2800                                              Miramax\n",
              "2803                                              Miramax\n",
              "3586                                              Miramax\n",
              "4221                                              Miramax\n",
              "5691                                              Miramax\n",
              "5293                                              Miramax\n",
              "4100                                              Miramax\n",
              "4816                                              Miramax\n",
              "3053                                              Miramax\n",
              "3093                                              Miramax\n",
              "2970                                              Miramax\n",
              "6836                                              Miramax\n",
              "2547                                              Miramax\n",
              "2994                                              Miramax\n",
              "4006                                              Miramax\n",
              "4451                                              Miramax\n",
              "3390                                              Miramax\n",
              "3049                                              Miramax\n",
              "4065                                              Miramax\n",
              "4506                                              Miramax\n",
              "4066                                              Miramax\n",
              "4364                                              Miramax\n",
              "2432                                              Miramax\n",
              "4077                                              Miramax\n",
              "5149                                              Miramax\n",
              "4349                                              Miramax\n",
              "4337                                              Miramax\n",
              "2442                                              Miramax\n",
              "4108                                              Miramax\n",
              "3445                                              Miramax\n",
              "3957                                              Miramax\n",
              "2747                                              Miramax\n",
              "3467                                              Miramax\n",
              "3249                                              Miramax\n",
              "2444                                              Miramax\n",
              "5564                                              Miramax\n",
              "2949                                              Miramax\n",
              "3498                                              Miramax\n",
              "2902                                              Miramax\n",
              "4529                                              Miramax\n",
              "3895                                              Miramax\n",
              "5826                                              Miramax\n",
              "3524                                              Miramax\n",
              "3919                                              Miramax\n",
              "1459                                   Mirage Enterprises\n",
              "2312                                   Mirage Enterprises\n",
              "1750                                   Mirage Enterprises\n",
              "681                                    Mirage Enterprises\n",
              "7526                                Mimran Schur Pictures\n",
              "7491                                     Millennium Media\n",
              "5579                                     Millennium Films\n",
              "6293                                     Millennium Films\n",
              "5363                                     Millennium Films\n",
              "5581                                     Millennium Films\n",
              "6153                                     Millennium Films\n",
              "5227                                     Millennium Films\n",
              "6366                                     Millennium Films\n",
              "5796                                     Millennium Films\n",
              "5805                                     Millennium Films\n",
              "6011                                     Millennium Films\n",
              "6202                                     Millennium Films\n",
              "5680                                     Millennium Films\n",
              "5029                                     Millennium Films\n",
              "6928                                     Millennium Films\n",
              "443                                             Millenium\n",
              "389                                             Millenium\n",
              "4778                                      Milkshake Films\n",
              "6145                                         Milk & Media\n",
              "3290                           Midwinter Productions Inc.\n",
              "3920                              Metropolitan Filmexport\n",
              "5132                            Metro-Goldwyn-Mayer (MGM)\n",
              "120                             Metro-Goldwyn-Mayer (MGM)\n",
              "5207                            Metro-Goldwyn-Mayer (MGM)\n",
              "5209                            Metro-Goldwyn-Mayer (MGM)\n",
              "4359                            Metro-Goldwyn-Mayer (MGM)\n",
              "6253                            Metro-Goldwyn-Mayer (MGM)\n",
              "3034                            Metro-Goldwyn-Mayer (MGM)\n",
              "189                             Metro-Goldwyn-Mayer (MGM)\n",
              "5250                            Metro-Goldwyn-Mayer (MGM)\n",
              "7337                            Metro-Goldwyn-Mayer (MGM)\n",
              "7506                            Metro-Goldwyn-Mayer (MGM)\n",
              "4352                            Metro-Goldwyn-Mayer (MGM)\n",
              "4531                            Metro-Goldwyn-Mayer (MGM)\n",
              "1073                            Metro-Goldwyn-Mayer (MGM)\n",
              "5700                            Metro-Goldwyn-Mayer (MGM)\n",
              "2155                            Metro-Goldwyn-Mayer (MGM)\n",
              "3889                            Metro-Goldwyn-Mayer (MGM)\n",
              "6505                            Metro-Goldwyn-Mayer (MGM)\n",
              "214                             Metro-Goldwyn-Mayer (MGM)\n",
              "4543                            Metro-Goldwyn-Mayer (MGM)\n",
              "7446                            Metro-Goldwyn-Mayer (MGM)\n",
              "1250                            Metro-Goldwyn-Mayer (MGM)\n",
              "7534                            Metro-Goldwyn-Mayer (MGM)\n",
              "3867                            Metro-Goldwyn-Mayer (MGM)\n",
              "4327                            Metro-Goldwyn-Mayer (MGM)\n",
              "6795                            Metro-Goldwyn-Mayer (MGM)\n",
              "5122                            Metro-Goldwyn-Mayer (MGM)\n",
              "4385                            Metro-Goldwyn-Mayer (MGM)\n",
              "5608                            Metro-Goldwyn-Mayer (MGM)\n",
              "3846                            Metro-Goldwyn-Mayer (MGM)\n",
              "2492                            Metro-Goldwyn-Mayer (MGM)\n",
              "4020                            Metro-Goldwyn-Mayer (MGM)\n",
              "5433                            Metro-Goldwyn-Mayer (MGM)\n",
              "4010                            Metro-Goldwyn-Mayer (MGM)\n",
              "2638                            Metro-Goldwyn-Mayer (MGM)\n",
              "2637                            Metro-Goldwyn-Mayer (MGM)\n",
              "6851                            Metro-Goldwyn-Mayer (MGM)\n",
              "4437                            Metro-Goldwyn-Mayer (MGM)\n",
              "2671                            Metro-Goldwyn-Mayer (MGM)\n",
              "6845                            Metro-Goldwyn-Mayer (MGM)\n",
              "6335                            Metro-Goldwyn-Mayer (MGM)\n",
              "2691                            Metro-Goldwyn-Mayer (MGM)\n",
              "802                             Metro-Goldwyn-Mayer (MGM)\n",
              "800                             Metro-Goldwyn-Mayer (MGM)\n",
              "940                             Metro-Goldwyn-Mayer (MGM)\n",
              "2340                            Metro-Goldwyn-Mayer (MGM)\n",
              "7358                            Metro-Goldwyn-Mayer (MGM)\n",
              "2812                            Metro-Goldwyn-Mayer (MGM)\n",
              "4484                            Metro-Goldwyn-Mayer (MGM)\n",
              "2813                            Metro-Goldwyn-Mayer (MGM)\n",
              "174                             Metro-Goldwyn-Mayer (MGM)\n",
              "4409                            Metro-Goldwyn-Mayer (MGM)\n",
              "2375                            Metro-Goldwyn-Mayer (MGM)\n",
              "5294                            Metro-Goldwyn-Mayer (MGM)\n",
              "3946                            Metro-Goldwyn-Mayer (MGM)\n",
              "5591                            Metro-Goldwyn-Mayer (MGM)\n",
              "2897                            Metro-Goldwyn-Mayer (MGM)\n",
              "2347                            Metro-Goldwyn-Mayer (MGM)\n",
              "1066                            Metro-Goldwyn-Mayer (MGM)\n",
              "1266                            Metro-Goldwyn-Mayer (MGM)\n",
              "5423                            Metro-Goldwyn-Mayer (MGM)\n",
              "3308                            Metro-Goldwyn-Mayer (MGM)\n",
              "1912                            Metro-Goldwyn-Mayer (MGM)\n",
              "518                             Metro-Goldwyn-Mayer (MGM)\n",
              "319                             Metro-Goldwyn-Mayer (MGM)\n",
              "241                             Metro-Goldwyn-Mayer (MGM)\n",
              "3338                            Metro-Goldwyn-Mayer (MGM)\n",
              "4940                            Metro-Goldwyn-Mayer (MGM)\n",
              "243                             Metro-Goldwyn-Mayer (MGM)\n",
              "4931                            Metro-Goldwyn-Mayer (MGM)\n",
              "1791                            Metro-Goldwyn-Mayer (MGM)\n",
              "4910                            Metro-Goldwyn-Mayer (MGM)\n",
              "1322                            Metro-Goldwyn-Mayer (MGM)\n",
              "6059                            Metro-Goldwyn-Mayer (MGM)\n",
              "3767                            Metro-Goldwyn-Mayer (MGM)\n",
              "4180                            Metro-Goldwyn-Mayer (MGM)\n",
              "3763                            Metro-Goldwyn-Mayer (MGM)\n",
              "4881                            Metro-Goldwyn-Mayer (MGM)\n",
              "1423                            Metro-Goldwyn-Mayer (MGM)\n",
              "3536                            Metro-Goldwyn-Mayer (MGM)\n",
              "1339                            Metro-Goldwyn-Mayer (MGM)\n",
              "357                             Metro-Goldwyn-Mayer (MGM)\n",
              "1394                            Metro-Goldwyn-Mayer (MGM)\n",
              "3595                            Metro-Goldwyn-Mayer (MGM)\n",
              "4301                            Metro-Goldwyn-Mayer (MGM)\n",
              "6681                            Metro-Goldwyn-Mayer (MGM)\n",
              "4579                            Metro-Goldwyn-Mayer (MGM)\n",
              "3163                            Metro-Goldwyn-Mayer (MGM)\n",
              "4702                            Metro-Goldwyn-Mayer (MGM)\n",
              "4703                            Metro-Goldwyn-Mayer (MGM)\n",
              "285                             Metro-Goldwyn-Mayer (MGM)\n",
              "1949                            Metro-Goldwyn-Mayer (MGM)\n",
              "531                             Metro-Goldwyn-Mayer (MGM)\n",
              "6045                            Metro-Goldwyn-Mayer (MGM)\n",
              "7323                            Metro-Goldwyn-Mayer (MGM)\n",
              "300                             Metro-Goldwyn-Mayer (MGM)\n",
              "4140                            Metro-Goldwyn-Mayer (MGM)\n",
              "3617                            Metro-Goldwyn-Mayer (MGM)\n",
              "4237                            Metro-Goldwyn-Mayer (MGM)\n",
              "3833                           Merchant Ivory Productions\n",
              "3031                           Merchant Ivory Productions\n",
              "4391                                         Mepris Films\n",
              "6425                             Memento Films Production\n",
              "42                               Melvin Simon Productions\n",
              "715                              Melvin Simon Productions\n",
              "3055                              Melampo Cinematografica\n",
              "3598                                          Medusa Film\n",
              "6053                                      Mediaset España\n",
              "5823                                             Mediapro\n",
              "5849                                             Mediapro\n",
              "7320                           Media Rights Capital (MRC)\n",
              "4119                                     Media Asia Films\n",
              "4267                                Media 8 Entertainment\n",
              "3090                                      McFarlane Films\n",
              "6804                                      Mayhem Pictures\n",
              "6360                                Max Films Productions\n",
              "5269                                   Matten Productions\n",
              "4225                                             Material\n",
              "7363                                    Matchbox Pictures\n",
              "6043                                       Marvel Studios\n",
              "7247                                       Marvel Studios\n",
              "6846                                       Marvel Studios\n",
              "7257                                       Marvel Studios\n",
              "6443                                       Marvel Studios\n",
              "7049                                       Marvel Studios\n",
              "7244                                       Marvel Studios\n",
              "7445                                       Marvel Studios\n",
              "6244                                       Marvel Studios\n",
              "6247                                       Marvel Studios\n",
              "6849                                       Marvel Studios\n",
              "6644                                       Marvel Studios\n",
              "6448                                 Marvel Entertainment\n",
              "6478                                   Marvel Enterprises\n",
              "4269                                   Marvel Enterprises\n",
              "5649                                           Marv Films\n",
              "5606                                           Marv Films\n",
              "3640                                 Marked Entertainment\n",
              "6471                                          Marcy Media\n",
              "106                                 Mann/Caan Productions\n",
              "6933                                     Mandeville Films\n",
              "7072                                     Mandeville Films\n",
              "5414                                     Mandeville Films\n",
              "3538                                     Mandeville Films\n",
              "5200                                     Mandate Pictures\n",
              "5758                                     Mandate Pictures\n",
              "5982                                      Mandalay Vision\n",
              "4400                                    Mandalay Pictures\n",
              "4752                                    Mandalay Pictures\n",
              "3075                               Mandalay Entertainment\n",
              "3092                               Mandalay Entertainment\n",
              "3130                               Mandalay Entertainment\n",
              "3393                               Mandalay Entertainment\n",
              "3251                               Mandalay Entertainment\n",
              "3071                               Mandalay Entertainment\n",
              "1755                                  Malpaso Productions\n",
              "4175                                  Malpaso Productions\n",
              "1553                                  Malpaso Productions\n",
              "891                                   Maljack Productions\n",
              "114                                 Major Studio Partners\n",
              "233                                 Major Studio Partners\n",
              "2640                         Majestic Films International\n",
              "2230                         Majestic Films International\n",
              "1503                                 Magnum Pictures Inc.\n",
              "6178                                    Magnolia Pictures\n",
              "5574                                    Magnolia Pictures\n",
              "5775                                 Magic Light Pictures\n",
              "2464                             Mace Neufeld Productions\n",
              "2083                             Mace Neufeld Productions\n",
              "7169                                     Macari/Edelstein\n",
              "1292                             Mac and Me Joint Venture\n",
              "6783                                          MWM Studios\n",
              "3466                                            MTV Films\n",
              "609                                    MPL Communications\n",
              "5593                                      MPI Media Group\n",
              "6138                                      MK2 Productions\n",
              "3731                         MFF Feature Film Productions\n",
              "4210                                        MDP Worldwide\n",
              "2953                                        MDP Worldwide\n",
              "5153                                        Légende Films\n",
              "3757                                        Légende Films\n",
              "4289                               Lynda Obst Productions\n",
              "7423                                           Lyla Films\n",
              "6570                                         Lutzus-Brown\n",
              "2599                                     Lumière Pictures\n",
              "2660                                     Lumiere Pictures\n",
              "6224                                Lucky Monkey Pictures\n",
              "368                              Lucille Ball Productions\n",
              "5366                                  Lucasfilm Animation\n",
              "4058                                            Lucasfilm\n",
              "6869                                            Lucasfilm\n",
              "3451                                            Lucasfilm\n",
              "7261                                            Lucasfilm\n",
              "1271                                            Lucasfilm\n",
              "6663                                            Lucasfilm\n",
              "1341                                            Lucasfilm\n",
              "4658                                            Lucasfilm\n",
              "2                                               Lucasfilm\n",
              "333                                             Lucasfilm\n",
              "7305                                  Lucamar Productions\n",
              "4004                                Lost Soul Productions\n",
              "7151                        Los Angeles Media Fund (LAMF)\n",
              "992                                   Lorimar Productions\n",
              "286                                   Lorimar Productions\n",
              "1309                              Lorimar Motion Pictures\n",
              "1155                              Lorimar Motion Pictures\n",
              "1274                           Lorimar Film Entertainment\n",
              "1517                           Lorimar Film Entertainment\n",
              "211                            Lorimar Film Entertainment\n",
              "121                            Lorimar Film Entertainment\n",
              "20                             Lorimar Film Entertainment\n",
              "500                            Lorimar Film Entertainment\n",
              "1583                           Lorimar Film Entertainment\n",
              "1342                           Lorimar Film Entertainment\n",
              "1582                           Lorimar Film Entertainment\n",
              "3042                               Longview Entertainment\n",
              "5559                                    Lleju Productions\n",
              "3901                                           LivePlanet\n",
              "3173                                   Live Entertainment\n",
              "2043                                   Live Entertainment\n",
              "2911                                   Live Entertainment\n",
              "2821                                   Live Entertainment\n",
              "1902                             Little Tokyo Productions\n",
              "6745                                      Little Stranger\n",
              "5856                                            Lionsgate\n",
              "7453                                            Lionsgate\n",
              "6966                                            Lionsgate\n",
              "5902                                            Lionsgate\n",
              "5836                                            Lionsgate\n",
              "7454                                            Lionsgate\n",
              "5085                                            Lionsgate\n",
              "5899                                            Lionsgate\n",
              "6650                                            Lionsgate\n",
              "5101                                            Lionsgate\n",
              "7065                                            Lionsgate\n",
              "5882                                            Lionsgate\n",
              "6113                                            Lionsgate\n",
              "6046                                            Lionsgate\n",
              "6561                                            Lionsgate\n",
              "6107                                            Lionsgate\n",
              "6748                                            Lionsgate\n",
              "4925                                            Lionsgate\n",
              "7134                                            Lionsgate\n",
              "6673                                            Lionsgate\n",
              "7209                                            Lionsgate\n",
              "7118                                            Lionsgate\n",
              "7188                                            Lionsgate\n",
              "5862                                            Lionsgate\n",
              "5806                                            Lionsgate\n",
              "5717                                            Lionsgate\n",
              "5306                                            Lionsgate\n",
              "5543                                            Lionsgate\n",
              "5328                                            Lionsgate\n",
              "5540                                            Lionsgate\n",
              "5536                                            Lionsgate\n",
              "5686                                            Lionsgate\n",
              "6929                                            Lionsgate\n",
              "6491                                            Lionsgate\n",
              "6310                                            Lionsgate\n",
              "5155                                            Lionsgate\n",
              "7504                                            Lionsgate\n",
              "5577                                            Lionsgate\n",
              "6177                                            Lionsgate\n",
              "5508                                            Lionsgate\n",
              "5353                                            Lionsgate\n",
              "6991                                            Lionsgate\n",
              "5503                                            Lionsgate\n",
              "5464                                            Lionsgate\n",
              "5396                                            Lionsgate\n",
              "5102                                            Lionsgate\n",
              "6170                                            Lionsgate\n",
              "6160                                            Lionsgate\n",
              "5408                                            Lionsgate\n",
              "5273                                            Lionsgate\n",
              "6345                                            Lionsgate\n",
              "6483                                            Lionsgate\n",
              "5314                                            Lionsgate\n",
              "4398                                     Lions Gate Films\n",
              "4780                                     Lions Gate Films\n",
              "4460                                     Lions Gate Films\n",
              "4672                                     Lions Gate Films\n",
              "4687                                     Lions Gate Films\n",
              "4612                                     Lions Gate Films\n",
              "4016                                     Lions Gate Films\n",
              "5169                                     Lions Gate Films\n",
              "4573                                     Lions Gate Films\n",
              "4973                                     Lions Gate Films\n",
              "4961                                     Lions Gate Films\n",
              "4355                                     Lions Gate Films\n",
              "4541                                     Lions Gate Films\n",
              "4339                                     Lions Gate Films\n",
              "5188                                     Lions Gate Films\n",
              "3348                                     Lions Gate Films\n",
              "7336                                         Likely Story\n",
              "1543                              Lightyear Entertainment\n",
              "1640                              Lightyear Entertainment\n",
              "2699                             Lightstorm Entertainment\n",
              "1721                                   Lightning Pictures\n",
              "5411                              LightWave Entertainment\n",
              "3732                          Lewitt / Eberts Productions\n",
              "1711                                   Levins-Henenlotter\n",
              "6159                                 Les Films du Losange\n",
              "4624                                Les Films Alain Sarde\n",
              "4234                                Les Films Alain Sarde\n",
              "3847                                Les Films Alain Sarde\n",
              "1989                                         Les Films 21\n",
              "5627                                        Les Armateurs\n",
              "4375                                        Les Armateurs\n",
              "226                            Leisure Investment Company\n",
              "7381                              Legendary Entertainment\n",
              "6796                              Legendary Entertainment\n",
              "7351                              Legendary Entertainment\n",
              "6487                              Legendary Entertainment\n",
              "6847                              Legendary Entertainment\n",
              "6936                                       Legendary East\n",
              "7361                                             Legend3D\n",
              "652                             Legend Production Company\n",
              "879                           Lawrence Gordon Productions\n",
              "6855                                      Lava Bear Films\n",
              "1314                                           Laurenfilm\n",
              "1727                            Laurence Mark Productions\n",
              "5000                             Last Holiday Productions\n",
              "2082                             Largo International N.V.\n",
              "2506                                  Largo Entertainment\n",
              "1844                                  Largo Entertainment\n",
              "3174                                  Largo Entertainment\n",
              "2351                                  Largo Entertainment\n",
              "3316                                  Largo Entertainment\n",
              "2928                                  Largo Entertainment\n",
              "1996                                  Largo Entertainment\n",
              "2742                                       Lancaster Gate\n",
              "4899                              Lakeshore Entertainment\n",
              "5024                              Lakeshore Entertainment\n",
              "6682                              Lakeshore Entertainment\n",
              "3700                              Lakeshore Entertainment\n",
              "5345                              Lakeshore Entertainment\n",
              "4251                              Lakeshore Entertainment\n",
              "3839                              Lakeshore Entertainment\n",
              "6940                              Lakeshore Entertainment\n",
              "4124                              Lakeshore Entertainment\n",
              "4315                              Lakeshore Entertainment\n",
              "5442                                            Lago Film\n",
              "371                                              Ladbroke\n",
              "6120                                      La Petite Reine\n",
              "6633                                        LStar Capital\n",
              "6758                                        LStar Capital\n",
              "6744                                        LStar Capital\n",
              "7384                                     LD Entertainment\n",
              "5519                                     LD Entertainment\n",
              "6163                                     LD Entertainment\n",
              "6213                                     LD Entertainment\n",
              "6995                                     LD Entertainment\n",
              "7260                                      LBI Productions\n",
              "877                                            L.A. Films\n",
              "3126                                    Kuzui Enterprises\n",
              "1904                                             Krisjair\n",
              "2433                                  Krasnow Productions\n",
              "6500                                Kramer & Sigman Films\n",
              "6684                                Kramer & Sigman Films\n",
              "2606                             Kouf/Bigelow Productions\n",
              "2877                               Kopelson Entertainment\n",
              "3940                                      Konrad Pictures\n",
              "3419                                   Knock Films A.V.V.\n",
              "4427                                         Klasky-Csupo\n",
              "497                                  Kingsmere Properties\n",
              "4122                                      Kingsgate Films\n",
              "929                              Kings Road Entertainment\n",
              "1222                             Kings Road Entertainment\n",
              "1496                             Kings Road Entertainment\n",
              "4580                                      Kim Ki-Duk Film\n",
              "3934                                         Killer Films\n",
              "4039                                         Killer Films\n",
              "5142                                         Killer Films\n",
              "7430                             Kevin Downes Productions\n",
              "672                            Kennedy Miller Productions\n",
              "3357                           Kennedy Miller Productions\n",
              "101                            Kennedy Miller Productions\n",
              "1495                           Kennedy Miller Productions\n",
              "6907                                       Keep Your Head\n",
              "2052                                      Kasdan Pictures\n",
              "5107                           Karbo Vantas Entertainment\n",
              "3129                                Kanun parvaresh fekri\n",
              "4630                            Kang Je-Kyu Film Co. Ltd.\n",
              "6934                                     K5 International\n",
              "3253                                             Juno Pix\n",
              "4830                                        Junebug Movie\n",
              "5683                              Josephson Entertainment\n",
              "1897                      Joseph S. Vecchio Entertainment\n",
              "2539                            Jones Entertainment Group\n",
              "5576                             Jon Shestack Productions\n",
              "6479                                            Jolie Pas\n",
              "4719                               John Wells Productions\n",
              "3580                                  Jim Henson Pictures\n",
              "3573                                  Jim Henson Pictures\n",
              "4523                                  Jet Tone Production\n",
              "2481                                         Jersey Films\n",
              "2534                                         Jersey Films\n",
              "3909                                         Jersey Films\n",
              "3663                              Jerry Bruckheimer Films\n",
              "5598                              Jerry Bruckheimer Films\n",
              "870                                Jay Weston Productions\n",
              "3186                             Jasmine Productions Inc.\n",
              "4411                             Jasmine Productions Inc.\n",
              "295                                     James Glickenhaus\n",
              "549                                         Jaffe-Lansing\n",
              "2988                          Jackson/McHenry Company,The\n",
              "2562                          Jackson/McHenry Company,The\n",
              "1698                          Jackson/McHenry Company,The\n",
              "1972                          Jackson/McHenry Company,The\n",
              "1126          Jack Rollins & Charles H. Joffe Productions\n",
              "1399          Jack Rollins & Charles H. Joffe Productions\n",
              "1954          Jack Rollins & Charles H. Joffe Productions\n",
              "743           Jack Rollins & Charles H. Joffe Productions\n",
              "50            Jack Rollins & Charles H. Joffe Productions\n",
              "1230          Jack Rollins & Charles H. Joffe Productions\n",
              "1767          Jack Rollins & Charles H. Joffe Productions\n",
              "2161          Jack Rollins & Charles H. Joffe Productions\n",
              "1527          Jack Rollins & Charles H. Joffe Productions\n",
              "3480                          Jack Giarraputo Productions\n",
              "3164                           JVC Entertainment Networks\n",
              "1520                           JVC Entertainment Networks\n",
              "3216                                      JLT Productions\n",
              "390                                        JF Productions\n",
              "2737                                      JDI Productions\n",
              "1018                                    J&M Entertainment\n",
              "1465                                               Ixtlan\n",
              "6097                                               Ixtlan\n",
              "3222                                Ivory Way Productions\n",
              "5586                             It's a Laugh Productions\n",
              "2102                                         Island World\n",
              "2884                                      Island Pictures\n",
              "917                                       Island Pictures\n",
              "1747                                       Ironbark Films\n",
              "6081                        Iron Horse Entertainment (II)\n",
              "6200                                    Intrepid Pictures\n",
              "6326                                    Intrepid Pictures\n",
              "1769                            Interscope Communications\n",
              "2925                            Interscope Communications\n",
              "220                          International Film Investors\n",
              "130                International Cinema Corporation (ICC)\n",
              "56                                   International Cinema\n",
              "3304                                     Intermedia Films\n",
              "5240                                           Intermedia\n",
              "6237                                     Insurge Pictures\n",
              "6786                                     Insurge Pictures\n",
              "167                                           Innovisions\n",
              "890                                      Initial Pictures\n",
              "3413                    Initial Entertainment Group (IEG)\n",
              "3343                    Initial Entertainment Group (IEG)\n",
              "5373                    Initial Entertainment Group (IEG)\n",
              "2029                    Initial Entertainment Group (IEG)\n",
              "5504                      Infinity Features Entertainment\n",
              "6052                                    Indian Paintbrush\n",
              "6385                                    Indian Paintbrush\n",
              "2985                            Independent Pictures (II)\n",
              "1164                              Independent Film Centre\n",
              "1560                Incorporated Television Company (ITC)\n",
              "545                 Incorporated Television Company (ITC)\n",
              "287                 Incorporated Television Company (ITC)\n",
              "1531                Incorporated Television Company (ITC)\n",
              "219                 Incorporated Television Company (ITC)\n",
              "2471                Incorporated Television Company (ITC)\n",
              "235                 Incorporated Television Company (ITC)\n",
              "2436                Incorporated Television Company (ITC)\n",
              "6329                       Incentive Filmed Entertainment\n",
              "5676                       Incentive Filmed Entertainment\n",
              "5943                       Incentive Filmed Entertainment\n",
              "2242                               In The Bag Productions\n",
              "1691                   Imperial Entertainment Corporation\n",
              "7136                             Imperative Entertainment\n",
              "1163                          Imagine Films Entertainment\n",
              "2416                          Imagine Films Entertainment\n",
              "2060                          Imagine Films Entertainment\n",
              "1860                          Imagine Films Entertainment\n",
              "2099                                Imagine Entertainment\n",
              "2887                                Imagine Entertainment\n",
              "1380                                Imagine Entertainment\n",
              "2566                                Imagine Entertainment\n",
              "5278                                Imagine Entertainment\n",
              "4992                                Imagine Entertainment\n",
              "3020                                Imagine Entertainment\n",
              "4045                                Imagine Entertainment\n",
              "5944                                Imagine Entertainment\n",
              "3565                                Imagine Entertainment\n",
              "3009                                Imagine Entertainment\n",
              "1470                                Imagine Entertainment\n",
              "3486                                Imagine Entertainment\n",
              "1467                                Imagine Entertainment\n",
              "6624                                Imagine Entertainment\n",
              "2031                                Imagine Entertainment\n",
              "2377                                Imagine Entertainment\n",
              "5595                              Imagi Animation Studios\n",
              "2064                                   Image Organization\n",
              "3137                                   Image Organization\n",
              "2681                                         Image Comics\n",
              "6688                           Illumination Entertainment\n",
              "7140                           Illumination Entertainment\n",
              "7537                                           Iconoclast\n",
              "4854                                     Icon Productions\n",
              "4415                                     Icon Productions\n",
              "4966                                     Icon Productions\n",
              "4480                                     Icon Productions\n",
              "2646                     Icon Entertainment International\n",
              "3176                     Icon Entertainment International\n",
              "3823                     Icon Entertainment International\n",
              "2330                     Icon Entertainment International\n",
              "4081                     Icon Entertainment International\n",
              "3196                     Icon Entertainment International\n",
              "3508                     Icon Entertainment International\n",
              "1955                                            IRS Media\n",
              "193                                             IPC Films\n",
              "17                                              IPC Films\n",
              "3936    IMF Internationale Medien und Film GmbH & Co. ...\n",
              "6156                                            IM Global\n",
              "6746                                            IM Global\n",
              "6322                                            IM Global\n",
              "6139                                            IM Global\n",
              "7041                                            IM Global\n",
              "6489                                      IFC Productions\n",
              "4796                                      IFC Productions\n",
              "4820                                            IFC Films\n",
              "6628                                            IAC Films\n",
              "7082                                            IAC Films\n",
              "6637                                            IAC Films\n",
              "3379                                    Hyperion Pictures\n",
              "5846                                             Hydraulx\n",
              "5633                              Hyde Park Entertainment\n",
              "6854                                     Hurwitz Creative\n",
              "6772                                     Hurwitz Creative\n",
              "5010                                   Hunting Lane Films\n",
              "7297                            Hunter Killer Productions\n",
              "6918                                   Human Stew Factory\n",
              "1647                                 Hughes Entertainment\n",
              "7343                              Huayi Brothers Pictures\n",
              "7220                                 Huayi Brothers Media\n",
              "7241                                 Huayi Brothers Media\n",
              "7404                                       Huayi Brothers\n",
              "7303                                       Huayi Brothers\n",
              "7156                             Houston King Productions\n",
              "5502                                House Row Productions\n",
              "6588                                   Hopscotch Features\n",
              "5041                                 Hoot Productions LLC\n",
              "1143                                Home Box Office (HBO)\n",
              "2144                                Home Box Office (HBO)\n",
              "2338                                   Hollywood Pictures\n",
              "2944                                   Hollywood Pictures\n",
              "2686                                   Hollywood Pictures\n",
              "3367                                   Hollywood Pictures\n",
              "2176                                   Hollywood Pictures\n",
              "2690                                   Hollywood Pictures\n",
              "2010                                   Hollywood Pictures\n",
              "2021                                   Hollywood Pictures\n",
              "2187                                   Hollywood Pictures\n",
              "2858                                   Hollywood Pictures\n",
              "5210                                   Hollywood Pictures\n",
              "2701                                   Hollywood Pictures\n",
              "2814                                   Hollywood Pictures\n",
              "4960                                   Hollywood Pictures\n",
              "2710                                   Hollywood Pictures\n",
              "3132                                   Hollywood Pictures\n",
              "2685                                   Hollywood Pictures\n",
              "3453                                   Hollywood Pictures\n",
              "2608                                   Hollywood Pictures\n",
              "3841                                   Hollywood Pictures\n",
              "2080                                   Hollywood Pictures\n",
              "2593                                   Hollywood Pictures\n",
              "2899                                   Hollywood Pictures\n",
              "3198                                   Hollywood Pictures\n",
              "3110                                   Hollywood Pictures\n",
              "2131                                   Hollywood Pictures\n",
              "2898                                   Hollywood Pictures\n",
              "2272                                   Hollywood Pictures\n",
              "2141                                   Hollywood Pictures\n",
              "2941                                   Hollywood Pictures\n",
              "1671                                   Hollywood Pictures\n",
              "2404                                   Hollywood Pictures\n",
              "1966                                   Hollywood Pictures\n",
              "3801                                   Hollywood Pictures\n",
              "2407                                   Hollywood Pictures\n",
              "2243                                   Hollywood Pictures\n",
              "3884                            Hollywood Licensing Group\n",
              "6978                                             Hivemind\n",
              "1983                                             Hivemind\n",
              "2092                                             Hivemind\n",
              "1585                                        Hill/Rosenman\n",
              "3172                              High School Sweethearts\n",
              "1597                                 High Bar Productions\n",
              "6911                      Hidden Empire Film Group (HEFG)\n",
              "7616                               Hicktown Entertainment\n",
              "396                                   Hickmar Productions\n",
              "6877                                         Heyday Films\n",
              "7296                                         Heyday Films\n",
              "6969                                         Heyday Films\n",
              "7482                                         Heyday Films\n",
              "5821                                Herrick Entertainment\n",
              "182                                     Heron Productions\n",
              "1112                                 Heron Communications\n",
              "5802                                   Hero Entertainment\n",
              "307                                            Herb Jaffe\n",
              "848                                Henson Associates (HA)\n",
              "852                                               Hemdale\n",
              "739                                               Hemdale\n",
              "1350                                              Hemdale\n",
              "580                                               Hemdale\n",
              "907                                               Hemdale\n",
              "1786                                              Hemdale\n",
              "860                                               Hemdale\n",
              "1308                                              Hemdale\n",
              "2273                                 Hell's Kitchen Films\n",
              "400                                              Heat GBR\n",
              "6205                                    Headline Pictures\n",
              "3459                                          Haxan Films\n",
              "595                          Hawn / Sylbert Movie Company\n",
              "2174                         Hawn / Sylbert Movie Company\n",
              "2694                                                Havoc\n",
              "5617                                        Haut et Court\n",
              "7307                                               Hasbro\n",
              "3291                                    Harvest Filmworks\n",
              "7399                                 Hartbeat Productions\n",
              "3744                             Hart Sharp Entertainment\n",
              "3398                                          Harpo Films\n",
              "5196                                          Harpo Films\n",
              "427                  Harold Robbins International Company\n",
              "3484                            Happy Madison Productions\n",
              "4220                            Happy Madison Productions\n",
              "2381                            Hanna-Barbera Productions\n",
              "4097                              Handprint Entertainment\n",
              "108                                        HandMade Films\n",
              "991                                        HandMade Films\n",
              "1433                                       HandMade Films\n",
              "6503                                         HanWay Films\n",
              "5170                                         HanWay Films\n",
              "3750                               Hammerhead Productions\n",
              "2719                             Halloween VI Productions\n",
              "499                                     Hal Roach Studios\n",
              "5112                                       Haishang Films\n",
              "3762                                   Haft Entertainment\n",
              "3331                                            HSX Films\n",
              "3438                                  HK Film Corporation\n",
              "5193                                          HDNet Films\n",
              "896                                          HBO Pictures\n",
              "584                                          HBO Pictures\n",
              "4623                                            HBO Films\n",
              "4236                                            HBO Films\n",
              "4323                                            HBO Films\n",
              "1185                                         H.I.T. Films\n",
              "2653                                        Guys Upstairs\n",
              "129                                  Gurian Entertainment\n",
              "3761                                     Gullane Pictures\n",
              "6468                                  Gulfstream Pictures\n",
              "3048                                                Guild\n",
              "5156                              Groundswell Productions\n",
              "7092                               Grisbi Productions, Le\n",
              "4019                                 Greisman Productions\n",
              "665                            Greenwich Film Productions\n",
              "2530                                Greenleaf Productions\n",
              "3793                                          Green/Renzi\n",
              "2886                                         Green Parrot\n",
              "6094                                      Green Hat Films\n",
              "6365                                      Green Hat Films\n",
              "6958                                  Greater Productions\n",
              "1563             Great American Films Limited Partnership\n",
              "1048             Great American Films Limited Partnership\n",
              "4309                                     Gray Daisy Films\n",
              "6611                                  Gravier Productions\n",
              "6990                                  Gravier Productions\n",
              "6747                                  Gravier Productions\n",
              "6317                                  Gravier Productions\n",
              "4527                               Grand Slam Productions\n",
              "3819                                Gramercy Pictures (I)\n",
              "2246                                Gramercy Pictures (I)\n",
              "2658                                Gramercy Pictures (I)\n",
              "6739                                Gramercy Pictures (I)\n",
              "6994                                Gramercy Pictures (I)\n",
              "6926                                         Gracie Films\n",
              "7321                                         Gotham Group\n",
              "6702                                         Gotham Group\n",
              "1507                                       Gordon Company\n",
              "4907                                         Googly Films\n",
              "5342                                Goodspeed Productions\n",
              "6297                                        Good Universe\n",
              "7128                                        Good Universe\n",
              "6496                                        Good Universe\n",
              "3628                                         Good Machine\n",
              "3948                                         Good Machine\n",
              "3293                                         Good Machine\n",
              "2930                                         Good Machine\n",
              "3924                                         Good Machine\n",
              "2209                                Golden Way Films Ltd.\n",
              "2145                               Golden Harvest Company\n",
              "2551                               Golden Harvest Company\n",
              "1881                               Golden Harvest Company\n",
              "6803                               Golden Harvest Company\n",
              "2731                               Golden Harvest Company\n",
              "105                                Golden Harvest Company\n",
              "2327                               Golden Harvest Company\n",
              "256                                Golden Harvest Company\n",
              "7544                               Golden Harvest Company\n",
              "752                         Goldcrest Films International\n",
              "519                         Goldcrest Films International\n",
              "1927                        Goldcrest Films International\n",
              "1490                        Goldcrest Films International\n",
              "229                         Goldcrest Films International\n",
              "667                         Goldcrest Films International\n",
              "7540                                              GoldDay\n",
              "4209                                    Gold Circle Films\n",
              "4753                                    Gold Circle Films\n",
              "7013                                    Gold Circle Films\n",
              "4080                                    Gold Circle Films\n",
              "4871                                    Gold Circle Films\n",
              "3061                                    Golar Productions\n",
              "419                              Golan-Globus Productions\n",
              "1122                             Golan-Globus Productions\n",
              "921                              Golan-Globus Productions\n",
              "1354                             Golan-Globus Productions\n",
              "254                              Golan-Globus Productions\n",
              "1114                             Golan-Globus Productions\n",
              "865                              Golan-Globus Productions\n",
              "1177                             Golan-Globus Productions\n",
              "1538                             Golan-Globus Productions\n",
              "1171                             Golan-Globus Productions\n",
              "690                              Golan-Globus Productions\n",
              "679                              Golan-Globus Productions\n",
              "1056                             Golan-Globus Productions\n",
              "1134                             Golan-Globus Productions\n",
              "7294                                     Goddard Textiles\n",
              "7314                                    Goalpost Pictures\n",
              "4431                                             Go Films\n",
              "5820                                        Glass Eye Pix\n",
              "942                                 Gladden Entertainment\n",
              "1515                                Gladden Entertainment\n",
              "1182                                Gladden Entertainment\n",
              "1055                                Gladden Entertainment\n",
              "1926                                Gladden Entertainment\n",
              "6495                               Ghoulardi Film Company\n",
              "3461                               Ghoulardi Film Company\n",
              "6154                                 Ghost House Pictures\n",
              "165                           Georgetown Productions Inc.\n",
              "689                           Georgetown Productions Inc.\n",
              "110                           Georgetown Productions Inc.\n",
              "6925                                         George Films\n",
              "6556                                          Genre Films\n",
              "1870                                      Geffen Pictures\n",
              "2972                                      Geffen Pictures\n",
              "2457                                      Geffen Pictures\n",
              "6313                                              Gaumont\n",
              "4011                                              Gaumont\n",
              "2738                                              Gaumont\n",
              "2125                                              Gaumont\n",
              "5789                                              Gaumont\n",
              "6196                             Gary Sanchez Productions\n",
              "7176                             Gary Sanchez Productions\n",
              "6648                             Gary Sanchez Productions\n",
              "6712                             Gary Sanchez Productions\n",
              "6592                                Gail Katz Productions\n",
              "5548                                             GK Films\n",
              "5809                                             GK Films\n",
              "5988                                             GK Films\n",
              "5671                                             GK Films\n",
              "765                                                   GGG\n",
              "5480                                               G-BASE\n",
              "4117                                Fuzzy Bunny Films (I)\n",
              "4399                                      Funny Boy Films\n",
              "142                                           Fulvia Film\n",
              "3974                                         Fuller Films\n",
              "2346                                    Full Crew/Say Yea\n",
              "7026                                          Fuego Films\n",
              "4892                                             Fu Works\n",
              "1296                                          Front Films\n",
              "1440                                          Front Films\n",
              "7274                                 Frenesy Film Company\n",
              "6792                                        Freedom Media\n",
              "918                            Freddie Fields Productions\n",
              "4601                                   Franchise Pictures\n",
              "4397                                   Franchise Pictures\n",
              "4239                                   Franchise Pictures\n",
              "3987                                   Franchise Pictures\n",
              "3956                                   Franchise Pictures\n",
              "3911                                   Franchise Pictures\n",
              "3687                                   Franchise Pictures\n",
              "3465                                   Franchise Pictures\n",
              "4229                                   Franchise Pictures\n",
              "4812                                   Franchise Pictures\n",
              "3864                             Fox Searchlight Pictures\n",
              "4860                             Fox Searchlight Pictures\n",
              "6148                             Fox Searchlight Pictures\n",
              "6303                             Fox Searchlight Pictures\n",
              "4963                             Fox Searchlight Pictures\n",
              "7035                             Fox Searchlight Pictures\n",
              "6980                             Fox Searchlight Pictures\n",
              "6126                             Fox Searchlight Pictures\n",
              "5538                             Fox Searchlight Pictures\n",
              "5063                             Fox Searchlight Pictures\n",
              "7470                             Fox Searchlight Pictures\n",
              "4861                             Fox Searchlight Pictures\n",
              "4545                             Fox Searchlight Pictures\n",
              "5569                             Fox Searchlight Pictures\n",
              "3490                             Fox Searchlight Pictures\n",
              "5074                             Fox Searchlight Pictures\n",
              "3127                             Fox Searchlight Pictures\n",
              "4230                             Fox Searchlight Pictures\n",
              "5872                             Fox Searchlight Pictures\n",
              "5919                             Fox Searchlight Pictures\n",
              "4501                             Fox Searchlight Pictures\n",
              "3207                             Fox Searchlight Pictures\n",
              "6449                             Fox Searchlight Pictures\n",
              "5457                             Fox Searchlight Pictures\n",
              "6341                             Fox Searchlight Pictures\n",
              "5320                             Fox Searchlight Pictures\n",
              "3537                             Fox Searchlight Pictures\n",
              "4009                             Fox Searchlight Pictures\n",
              "3015                             Fox Searchlight Pictures\n",
              "4471                             Fox Searchlight Pictures\n",
              "5679                             Fox Searchlight Pictures\n",
              "7552                             Fox Searchlight Pictures\n",
              "5341                             Fox Searchlight Pictures\n",
              "6756                             Fox Searchlight Pictures\n",
              "4262                             Fox Searchlight Pictures\n",
              "4597                             Fox Searchlight Pictures\n",
              "3403                             Fox Searchlight Pictures\n",
              "5650                             Fox Searchlight Pictures\n",
              "3784                             Fox Searchlight Pictures\n",
              "5490                             Fox Searchlight Pictures\n",
              "4109                             Fox Searchlight Pictures\n",
              "4588                             Fox Searchlight Pictures\n",
              "7275                             Fox Searchlight Pictures\n",
              "6151                             Fox Searchlight Pictures\n",
              "3715                             Fox Searchlight Pictures\n",
              "4125                             Fox Searchlight Pictures\n",
              "5312                             Fox Searchlight Pictures\n",
              "4215                             Fox Searchlight Pictures\n",
              "586                              Fox Run Productions Inc.\n",
              "5589                                           Fox Atomic\n",
              "5331                                           Fox Atomic\n",
              "5064                                           Fox Atomic\n",
              "5566                                           Fox Atomic\n",
              "4962                                           Fox Atomic\n",
              "5446                                           Fox Atomic\n",
              "5162                                           Fox Atomic\n",
              "5630                                           Fox Atomic\n",
              "5175                                           Fox Atomic\n",
              "4473                                    Fox 2000 Pictures\n",
              "4915                                    Fox 2000 Pictures\n",
              "4911                                    Fox 2000 Pictures\n",
              "3710                                    Fox 2000 Pictures\n",
              "6776                                    Fox 2000 Pictures\n",
              "7304                                    Fox 2000 Pictures\n",
              "6364                                    Fox 2000 Pictures\n",
              "6007                                    Fox 2000 Pictures\n",
              "4905                                    Fox 2000 Pictures\n",
              "6194                                    Fox 2000 Pictures\n",
              "5746                                    Fox 2000 Pictures\n",
              "7569                                    Fox 2000 Pictures\n",
              "4098                                    Fox 2000 Pictures\n",
              "4759                                    Fox 2000 Pictures\n",
              "6749                                    Fox 2000 Pictures\n",
              "6883                                    Fox 2000 Pictures\n",
              "4138                                    Fox 2000 Pictures\n",
              "6116                                    Fox 2000 Pictures\n",
              "6098                                    Fox 2000 Pictures\n",
              "6718                                    Fox 2000 Pictures\n",
              "5954                                    Fox 2000 Pictures\n",
              "5963                                    Fox 2000 Pictures\n",
              "6946                                    Fox 2000 Pictures\n",
              "5994                                    Fox 2000 Pictures\n",
              "6737                                    Fox 2000 Pictures\n",
              "3562                                    Fox 2000 Pictures\n",
              "5727                                    Fox 2000 Pictures\n",
              "3444                                    Fox 2000 Pictures\n",
              "3555                                    Fox 2000 Pictures\n",
              "6328                                    Fox 2000 Pictures\n",
              "6316                                    Fox 2000 Pictures\n",
              "4680                                    Fox 2000 Pictures\n",
              "5552                                    Fox 2000 Pictures\n",
              "5571                                    Fox 2000 Pictures\n",
              "5588                                    Fox 2000 Pictures\n",
              "4849                                    Fox 2000 Pictures\n",
              "3494                                    Fox 2000 Pictures\n",
              "4386                                    Fox 2000 Pictures\n",
              "4627                                    Fox 2000 Pictures\n",
              "4071                                    Fox 2000 Pictures\n",
              "6001                                    Fox 2000 Pictures\n",
              "5669                                    Fox 2000 Pictures\n",
              "5673                                    Fox 2000 Pictures\n",
              "3541                                    Fox 2000 Pictures\n",
              "7293                                    Fox 2000 Pictures\n",
              "3469                                    Fox 2000 Pictures\n",
              "2891                                    Fox 2000 Pictures\n",
              "3128                                    Fox 2000 Pictures\n",
              "5318                                    Fox 2000 Pictures\n",
              "7541                                    Fox 2000 Pictures\n",
              "6809                                    Fox 2000 Pictures\n",
              "3822                                    Fox 2000 Pictures\n",
              "3976                                    Fox 2000 Pictures\n",
              "5295                                    Fox 2000 Pictures\n",
              "5118                                    Fox 2000 Pictures\n",
              "6486                                    Fox 2000 Pictures\n",
              "3264                                    Fox 2000 Pictures\n",
              "4994                                    Fox 2000 Pictures\n",
              "1149                                      Fourth Protocol\n",
              "6581                             Four Seasons Partnership\n",
              "6675                                         Forward Pass\n",
              "4458                                         Forward Pass\n",
              "5260                                    FortyFour Studios\n",
              "6477                                    FortyFour Studios\n",
              "6827                                         Fortis Films\n",
              "3281                                                Forge\n",
              "6401            Forest Whitaker's Significant Productions\n",
              "6185                                  Foresight Unlimited\n",
              "7034                                    Forecast Pictures\n",
              "6349                           Follow Through Productions\n",
              "1944                                        Fogwood Films\n",
              "4174                                    Focus Puller Inc.\n",
              "7102                                       Focus Features\n",
              "5475                                       Focus Features\n",
              "6186                                       Focus Features\n",
              "7315                                       Focus Features\n",
              "6722                                       Focus Features\n",
              "5517                                       Focus Features\n",
              "4649                                       Focus Features\n",
              "7044                                       Focus Features\n",
              "6989                                       Focus Features\n",
              "4171                                       Focus Features\n",
              "4439                                       Focus Features\n",
              "5778                                       Focus Features\n",
              "6167                                       Focus Features\n",
              "7379                                       Focus Features\n",
              "5987                                       Focus Features\n",
              "5164                                       Focus Features\n",
              "5731                                       Focus Features\n",
              "5547                                       Focus Features\n",
              "4646                                       Focus Features\n",
              "6088                                       Focus Features\n",
              "5003                                       Focus Features\n",
              "5724                                       Focus Features\n",
              "5257                                       Focus Features\n",
              "5600                                       Focus Features\n",
              "5917                                       Focus Features\n",
              "6649                                       Focus Features\n",
              "5141                                       Focus Features\n",
              "7078                                       Focus Features\n",
              "4730                                       Focus Features\n",
              "5870                                       Focus Features\n",
              "7258                                       Focus Features\n",
              "6868                                       Focus Features\n",
              "5663                                       Focus Features\n",
              "4450                                       Focus Features\n",
              "5264                                       Focus Features\n",
              "4238                                       Focus Features\n",
              "4253                                       Focus Features\n",
              "4590                                       Focus Features\n",
              "4584                                       Focus Features\n",
              "5326                                       Focus Features\n",
              "4684                                       Focus Features\n",
              "3623                                   Flying Heart Films\n",
              "6922                                     Flashlight Films\n",
              "4126                                   Flan de Coco Films\n",
              "2711                             First Look International\n",
              "4227                             First Look International\n",
              "4162                               First Light Production\n",
              "7378                                Fingerprint Releasing\n",
              "7084                                Fingerprint Releasing\n",
              "2822                                   Fine Line Features\n",
              "2623                                   Fine Line Features\n",
              "2596                                   Fine Line Features\n",
              "2425                                   Fine Line Features\n",
              "4586                                   Fine Line Features\n",
              "2531                                   Fine Line Features\n",
              "3094                                   Fine Line Features\n",
              "98                                      Filmways Pictures\n",
              "14                                      Filmways Pictures\n",
              "1898                                             Films A2\n",
              "353                                Filmplan International\n",
              "534                                  Filmline Productions\n",
              "5404                                 Filmax International\n",
              "4487                                         Filmax Group\n",
              "5642                                               Filmax\n",
              "1493                                             Filmauro\n",
              "2422                                             Filmauro\n",
              "783                                  Filmation Associates\n",
              "7331                             FilmNation Entertainment\n",
              "3995                                             FilmFour\n",
              "3990                                             FilmFour\n",
              "6110                                         FilmDistrict\n",
              "6354                                         FilmDistrict\n",
              "6108                                         FilmDistrict\n",
              "5854                                         FilmDistrict\n",
              "5657                                         FilmDistrict\n",
              "6344                                         FilmDistrict\n",
              "3440                                           FilmColony\n",
              "3500                                           FilmColony\n",
              "6419                                                Film4\n",
              "6255                                                Film4\n",
              "6820                                                Film4\n",
              "2394                                        Film Workshop\n",
              "5035                                         Film Science\n",
              "4986                           Film Partner International\n",
              "2274                                      Film Andes S.A.\n",
              "6294                                              Film 44\n",
              "3661                                        Figment Films\n",
              "2107                           Fifth Avenue Entertainment\n",
              "2114                           Fifth Avenue Entertainment\n",
              "5401                                    Field Guide Films\n",
              "5483                                       Fidélité Films\n",
              "2867                                              Fiction\n",
              "6512                                 Fewlas Entertainment\n",
              "7010                                        Fermion Films\n",
              "6576                                    Fear of God Films\n",
              "3256                                Fear and Loathing LLC\n",
              "2816                             Farabi Cinema Foundation\n",
              "2570                                         Fallingcloud\n",
              "6323                             Faliro House Productions\n",
              "6840                                      FaithStep Films\n",
              "4769                                        Fairway Films\n",
              "6905                               Fairview Entertainment\n",
              "5523                            Fade to Black Productions\n",
              "3418                                        Fade In Films\n",
              "3790                                             FX Sound\n",
              "4161                                      FTM Productions\n",
              "2755                                      FIT Productions\n",
              "3288                                    FGM Entertainment\n",
              "2098                                            FAI Films\n",
              "1054                                                  F/M\n",
              "6135                                Exclusive Media Group\n",
              "6398                                Exclusive Media Group\n",
              "6614                                Exclusive Media Group\n",
              "6325                                Exclusive Media Group\n",
              "6266                                Exclusive Media Group\n",
              "6111                                Exclusive Media Group\n",
              "6421                                Exclusive Media Group\n",
              "5716                                      Exclusive Films\n",
              "4456                              Evolution Entertainment\n",
              "4896                                    Everyman Pictures\n",
              "5794                                       Evenstar Films\n",
              "3639                                       Evenstar Films\n",
              "5900                                           EuropaCorp\n",
              "5578                                           EuropaCorp\n",
              "4776                                           EuropaCorp\n",
              "4711                                           EuropaCorp\n",
              "6548                                           EuropaCorp\n",
              "6131                                           EuropaCorp\n",
              "5254                                           EuropaCorp\n",
              "5771                                           EuropaCorp\n",
              "6193                                           EuropaCorp\n",
              "6458                                           EuropaCorp\n",
              "6553                                           EuropaCorp\n",
              "4983                                           EuropaCorp\n",
              "4433                                           EuropaCorp\n",
              "7093                                           EuropaCorp\n",
              "6904                                           EuropaCorp\n",
              "4090                                           EuropaCorp\n",
              "6368                                           EuropaCorp\n",
              "5359                                           EuropaCorp\n",
              "3878                                      Eureka Pictures\n",
              "778                                   Eurasia Investments\n",
              "4614                               Eulogy Productions LLC\n",
              "5618                                         Euforia Film\n",
              "2546                                          Etalon Film\n",
              "4851                                     Estudios Picasso\n",
              "650                       Estudios Churubusco Azteca S.A.\n",
              "2026                                 Esperanza Films Inc.\n",
              "1361                                              Esparza\n",
              "6700                                       Escape Artists\n",
              "7103                                       Escape Artists\n",
              "986                                 Escalante Productions\n",
              "6037                                       Eros Worldwide\n",
              "4203                              Epsilon Motion Pictures\n",
              "1738                                     Epic Productions\n",
              "1081                                      Eon Productions\n",
              "4087                                      Eon Productions\n",
              "3085                                      Eon Productions\n",
              "674                                       Eon Productions\n",
              "112                                       Eon Productions\n",
              "2670                                      Eon Productions\n",
              "5952                               Enticing Entertainment\n",
              "7522                Entertainment Studios Motion Pictures\n",
              "6764                                    Entertainment One\n",
              "7427                                    Entertainment One\n",
              "7570                                    Entertainment One\n",
              "4699                  Entertainment Manufacturing Company\n",
              "1714                                   Enigma Productions\n",
              "118                                    Enigma Productions\n",
              "453                                 Englander Productions\n",
              "6342                                Endgame Entertainment\n",
              "6916                                Endgame Entertainment\n",
              "5349                                Endgame Entertainment\n",
              "4497                                Endgame Entertainment\n",
              "6147                                Enderby Entertainment\n",
              "2089                               Encino Man Productions\n",
              "2167                               Enchantment Films Inc.\n",
              "3412                              Enchanter Entertainment\n",
              "1108                                    Emshell Producers\n",
              "1168                                      Empire Pictures\n",
              "691                                       Empire Pictures\n",
              "889                                       Empire Pictures\n",
              "906                                       Empire Pictures\n",
              "1555                                      Empire Pictures\n",
              "7604                                       Emphatic Films\n",
              "4389                       Emperor Multimedia Group (EMG)\n",
              "6197                 Emmett/Furla/Oasis Films (EFO Films)\n",
              "6387                 Emmett/Furla/Oasis Films (EFO Films)\n",
              "7369                 Emmett/Furla/Oasis Films (EFO Films)\n",
              "127                                      Embassy Pictures\n",
              "725                                      Embassy Pictures\n",
              "707                                      Embassy Pictures\n",
              "272                                      Embassy Pictures\n",
              "224                        Embassy International Pictures\n",
              "655                        Embassy International Pictures\n",
              "3600                                       Elysian Dreams\n",
              "5984                                          Elle Driver\n",
              "2952                           Eleventh Street Production\n",
              "6656                                     Element Pictures\n",
              "4989                               Electric Entertainment\n",
              "6857                          Electric City Entertainment\n",
              "7088                                       Elara Pictures\n",
              "3953                                             El Deseo\n",
              "4825                                   El Camino Pictures\n",
              "4429                                           Eikon Film\n",
              "2519                                         Egg Pictures\n",
              "280                                      Efer Productions\n",
              "4102                                           Edko Films\n",
              "517                                 Edge City Productions\n",
              "604                          Edgar J. Scherick Associates\n",
              "4666                                      Eden Rock Media\n",
              "1474                             Eddie Murphy Productions\n",
              "2770                             Eddie Murphy Productions\n",
              "4041                                         Ecosse Films\n",
              "5420                                         Ecosse Films\n",
              "6207                                    Eclectic Pictures\n",
              "5535                              Echo Lake Entertainment\n",
              "176                                     Eaves Movie Ranch\n",
              "384                                     Eagle Associates.\n",
              "3518                                           ETIC Films\n",
              "4507                                                 ERBP\n",
              "252                                             EMI Films\n",
              "195                                             EMI Films\n",
              "532                                             EMI Films\n",
              "5296                                                 EFTI\n",
              "6671                         Duplass Brothers Productions\n",
              "6762                         Duplass Brothers Productions\n",
              "5800                               Dune Entertainment III\n",
              "6438                                   Dune Entertainment\n",
              "5081                                  Dreamworks Pictures\n",
              "4734                                  Dreamworks Pictures\n",
              "5166                                  Dreamworks Pictures\n",
              "6220                                  Dreamworks Pictures\n",
              "4453                                  Dreamworks Pictures\n",
              "3813                                  Dreamworks Pictures\n",
              "4941                                  Dreamworks Pictures\n",
              "4675                                  Dreamworks Pictures\n",
              "4344                                  Dreamworks Pictures\n",
              "6693                                  Dreamworks Pictures\n",
              "5202                                  Dreamworks Pictures\n",
              "4855                                  Dreamworks Pictures\n",
              "3915                                  Dreamworks Pictures\n",
              "3450                                  Dreamworks Pictures\n",
              "4444                                  Dreamworks Pictures\n",
              "4483                                  Dreamworks Pictures\n",
              "6885                                  Dreamworks Pictures\n",
              "5477                                  Dreamworks Pictures\n",
              "3407                                  Dreamworks Pictures\n",
              "5454                                  Dreamworks Pictures\n",
              "5070                                  Dreamworks Pictures\n",
              "3610                                  Dreamworks Pictures\n",
              "3314                                  Dreamworks Pictures\n",
              "5468                                  Dreamworks Pictures\n",
              "4744                                  Dreamworks Pictures\n",
              "3116                                  Dreamworks Pictures\n",
              "4912                                  Dreamworks Pictures\n",
              "4341                                  Dreamworks Pictures\n",
              "3550                                  Dreamworks Pictures\n",
              "6430                                  Dreamworks Pictures\n",
              "4476                                  Dreamworks Pictures\n",
              "4604                                  Dreamworks Pictures\n",
              "4665                                  Dreamworks Pictures\n",
              "3106                                  Dreamworks Pictures\n",
              "3120                                  Dreamworks Pictures\n",
              "4682                                  Dreamworks Pictures\n",
              "5047                                  Dreamworks Pictures\n",
              "3244                                  Dreamworks Pictures\n",
              "7163                                  Dreamworks Pictures\n",
              "5050                                  Dreamworks Pictures\n",
              "4051                                  Dreamworks Pictures\n",
              "5242                                  Dreamworks Pictures\n",
              "6074                                  Dreamworks Pictures\n",
              "3673                                  Dreamworks Pictures\n",
              "4592                                  Dreamworks Pictures\n",
              "5912                                  Dreamworks Pictures\n",
              "4414                                  Dreamworks Pictures\n",
              "4387                                  Dreamworks Pictures\n",
              "4049                                  Dreamworks Pictures\n",
              "7549                                  Dreamworks Pictures\n",
              "6518                                  Dreamworks Pictures\n",
              "5923                                  Dreamworks Pictures\n",
              "4834                                  Dreamworks Pictures\n",
              "5280                                  Dreamworks Pictures\n",
              "3502                                  Dreamworks Pictures\n",
              "5088                                  Dreamworks Pictures\n",
              "6373                                  Dreamworks Pictures\n",
              "5887                                  Dreamworks Pictures\n",
              "5279                                  Dreamworks Pictures\n",
              "4246                                  Dreamworks Pictures\n",
              "3456                                  Dreamworks Pictures\n",
              "4404                                  Dreamworks Pictures\n",
              "5248                                  Dreamworks Pictures\n",
              "3645                                  Dreamworks Pictures\n",
              "7462                                  Dreamworks Pictures\n",
              "4944                                  Dreamworks Pictures\n",
              "3897                                  Dreamworks Pictures\n",
              "5258                                  Dreamworks Pictures\n",
              "3660                                  Dreamworks Pictures\n",
              "5095                                  Dreamworks Pictures\n",
              "5648                                  Dreamworks Pictures\n",
              "5622                                  Dreamworks Pictures\n",
              "4055                                  Dreamworks Pictures\n",
              "5951                                  Dreamworks Pictures\n",
              "4042                                  Dreamworks Pictures\n",
              "6283                                 DreamWorks Animation\n",
              "7060                                 DreamWorks Animation\n",
              "4095                                 DreamWorks Animation\n",
              "3854                                 DreamWorks Animation\n",
              "4504                                 DreamWorks Animation\n",
              "5976                                 DreamWorks Animation\n",
              "5247                                 DreamWorks Animation\n",
              "6685                                 DreamWorks Animation\n",
              "6932                                 DreamWorks Animation\n",
              "5692                                 DreamWorks Animation\n",
              "7509                                 DreamWorks Animation\n",
              "5662                                 DreamWorks Animation\n",
              "6515                                 DreamWorks Animation\n",
              "5493                                 DreamWorks Animation\n",
              "5327                                 DreamWorks Animation\n",
              "5726                                 DreamWorks Animation\n",
              "3278                                 DreamWorks Animation\n",
              "7545                                 DreamWorks Animation\n",
              "6123                                 DreamWorks Animation\n",
              "3694                                 DreamWorks Animation\n",
              "5863                                 DreamWorks Animation\n",
              "7222                                 DreamWorks Animation\n",
              "4901                                 DreamWorks Animation\n",
              "6338                                 DreamWorks Animation\n",
              "5094                                 DreamWorks Animation\n",
              "4671                                 DreamWorks Animation\n",
              "6118                                 DreamWorks Animation\n",
              "6530                                 DreamWorks Animation\n",
              "7367                                           DreamWorks\n",
              "6997                                           DreamWorks\n",
              "5097                                           DreamWorks\n",
              "5329                                           DreamWorks\n",
              "5857                                           DreamWorks\n",
              "4883                                           DreamWorks\n",
              "6228                                           DreamWorks\n",
              "8                                          Dovemead Films\n",
              "337                                        Dovemead Films\n",
              "2880                               Doug Liman Productions\n",
              "1248                                          Double Play\n",
              "438                                           Double Play\n",
              "7159                          Double Nickel Entertainment\n",
              "6140                                 Double Feature Films\n",
              "7069                                Double Dare You (DDY)\n",
              "6645                                Double Dare You (DDY)\n",
              "2328                                   Dorset Productions\n",
              "2469                     Donner/Shuler-Donner Productions\n",
              "589                   Don Simpson/Jerry Bruckheimer Films\n",
              "1672                  Don Simpson/Jerry Bruckheimer Films\n",
              "2667                  Don Simpson/Jerry Bruckheimer Films\n",
              "2529                                            Don Bluth\n",
              "3302                                             Dollface\n",
              "3618                                        Dogstar Films\n",
              "3564                                        Dogstar Films\n",
              "6242                                     Dog Run Pictures\n",
              "2768                                    Dog Eat Dog Films\n",
              "7208                             Disruption Entertainment\n",
              "6636                                   Disneytoon Studios\n",
              "4037                          Disney Television Animation\n",
              "4207                          Disney Television Animation\n",
              "3824                          Disney Television Animation\n",
              "4407                          Disney Television Animation\n",
              "2158                    Dino de Laurentiis Communications\n",
              "259                            Dino De Laurentiis Company\n",
              "3100                           Dino De Laurentiis Company\n",
              "1771                           Dino De Laurentiis Company\n",
              "5212                           Dino De Laurentiis Company\n",
              "511                            Dino De Laurentiis Company\n",
              "710                            Dino De Laurentiis Company\n",
              "234                            Dino De Laurentiis Company\n",
              "2069                           Dino De Laurentiis Company\n",
              "113                            Dino De Laurentiis Company\n",
              "2868                           Dino De Laurentiis Company\n",
              "498                            Dino De Laurentiis Company\n",
              "726                            Dino De Laurentiis Company\n",
              "668                            Dino De Laurentiis Company\n",
              "476                            Dino De Laurentiis Company\n",
              "348                            Dino De Laurentiis Company\n",
              "716                            Dino De Laurentiis Company\n",
              "510                            Dino De Laurentiis Company\n",
              "3036                           Dino De Laurentiis Company\n",
              "4539                                      Dimension Films\n",
              "5098                                      Dimension Films\n",
              "5871                                      Dimension Films\n",
              "4084                                      Dimension Films\n",
              "5067                                      Dimension Films\n",
              "6086                                      Dimension Films\n",
              "5071                                      Dimension Films\n",
              "4934                                      Dimension Films\n",
              "5678                                      Dimension Films\n",
              "5023                                      Dimension Films\n",
              "5078                                      Dimension Films\n",
              "3721                                      Dimension Films\n",
              "3503                                      Dimension Films\n",
              "4288                                      Dimension Films\n",
              "3685                                      Dimension Films\n",
              "2848                                      Dimension Films\n",
              "3383                                      Dimension Films\n",
              "2955                                      Dimension Films\n",
              "4708                                      Dimension Films\n",
              "5603                                      Dimension Films\n",
              "4169                                      Dimension Films\n",
              "3259                                      Dimension Films\n",
              "5531                                      Dimension Films\n",
              "5989                                      Dimension Films\n",
              "4906                                      Dimension Films\n",
              "6331                                      Dimension Films\n",
              "3108                                      Dimension Films\n",
              "5489                                      Dimension Films\n",
              "3720                                      Dimension Films\n",
              "4756                                      Dimension Films\n",
              "3891                                      Dimension Films\n",
              "4325                                      Dimension Films\n",
              "4535                                      Dimension Films\n",
              "2846                                      Dimension Films\n",
              "3307                                      Dimension Films\n",
              "4027                                      Dimension Films\n",
              "4139                                      Dimension Films\n",
              "3852                                      Dimension Films\n",
              "5307                                      Dimension Films\n",
              "3066                                      Dimension Films\n",
              "4997                                      Dimension Films\n",
              "3914                                      Dimension Films\n",
              "6024                                      Dimension Films\n",
              "4777                                      Dimension Films\n",
              "4503                                      Dimension Films\n",
              "4144                                      Dimension Films\n",
              "3651                                      Dimension Films\n",
              "4650                                      Dimension Films\n",
              "3612                                      Dimension Films\n",
              "4408                                      Dimension Films\n",
              "2879                             Digital Image Associates\n",
              "6403                                Dickhouse Productions\n",
              "7218                                          Diagonal TV\n",
              "7147                                      DiNovi Pictures\n",
              "3263                                      DiNovi Pictures\n",
              "6526                                      DiNovi Pictures\n",
              "6567                                      DiNovi Pictures\n",
              "7276                              Di Bonaventura Pictures\n",
              "4764                              Di Bonaventura Pictures\n",
              "7213                              Di Bonaventura Pictures\n",
              "3989                                   Dharma Productions\n",
              "5797                                   Dharma Productions\n",
              "1725                                  Devoted Productions\n",
              "4024                                Detour Filmproduction\n",
              "1684                                Detour Filmproduction\n",
              "4689                                    Destination Films\n",
              "3594                                    Destination Films\n",
              "3821                                    Destination Films\n",
              "5580                                    Destination Films\n",
              "2211                                   Desperate Pictures\n",
              "741                             Desert Hearts Productions\n",
              "6780                                       Depth of Field\n",
              "6859                                               Dentsu\n",
              "954                                  Delphi V Productions\n",
              "658                                Delphi III Productions\n",
              "693                                Delphi III Productions\n",
              "432                                          Delphi Films\n",
              "5234                                        Deerjen Films\n",
              "4620                               Deep River Productions\n",
              "7451                                        Decibel Films\n",
              "168                           DeHaven/Shapiro Productions\n",
              "5604                                     De Line Pictures\n",
              "7141                                     De Line Pictures\n",
              "1446              De Laurentiis Entertainment Group (DEG)\n",
              "1010              De Laurentiis Entertainment Group (DEG)\n",
              "978               De Laurentiis Entertainment Group (DEG)\n",
              "900               De Laurentiis Entertainment Group (DEG)\n",
              "878               De Laurentiis Entertainment Group (DEG)\n",
              "410               De Laurentiis Entertainment Group (DEG)\n",
              "1275              De Laurentiis Entertainment Group (DEG)\n",
              "1240              De Laurentiis Entertainment Group (DEG)\n",
              "1297              De Laurentiis Entertainment Group (DEG)\n",
              "853               De Laurentiis Entertainment Group (DEG)\n",
              "1113              De Laurentiis Entertainment Group (DEG)\n",
              "1153              De Laurentiis Entertainment Group (DEG)\n",
              "1181              De Laurentiis Entertainment Group (DEG)\n",
              "1157              De Laurentiis Entertainment Group (DEG)\n",
              "854               De Laurentiis Entertainment Group (DEG)\n",
              "3151                                        De Fina-Cappa\n",
              "3505                                        De Fina-Cappa\n",
              "7101                                         Dayday Films\n",
              "3203                                             Daybreak\n",
              "1574                                         Davros Films\n",
              "3780                             Davis-Panzer Productions\n",
              "1899                             Davis-Panzer Productions\n",
              "6155                                          Davis-Films\n",
              "2318                                          Davis-Films\n",
              "3931                                  Davis Entertainment\n",
              "7536                                  Davis Entertainment\n",
              "5426                                  Davis Entertainment\n",
              "2142                                  Davis Entertainment\n",
              "6738                                  Davis Entertainment\n",
              "2261                                  Davis Entertainment\n",
              "1662                                  Davis Entertainment\n",
              "3199                          David Kirschner Productions\n",
              "3902                          David Kirschner Productions\n",
              "3730                          David Kirschner Productions\n",
              "1523                             David Foster Productions\n",
              "779                              David Foster Productions\n",
              "3553                              David Brown Productions\n",
              "3492                            Dark Castle Entertainment\n",
              "5877                            Dark Castle Entertainment\n",
              "6050                                  Danmarks Radio (DR)\n",
              "3476                                               Danjaq\n",
              "1472                                               Danjaq\n",
              "5703                                            DNA Films\n",
              "6077                                            DNA Films\n",
              "4052                                            DNA Films\n",
              "6346                                             DJ Films\n",
              "6015                                             DJ Films\n",
              "3411                                    DIC Entertainment\n",
              "2171                       DENTSU Music And Entertainment\n",
              "5019                                      DEJ Productions\n",
              "3149                                     DC Entertainment\n",
              "444                                     D & P Productions\n",
              "5551                                     Curmudgeon Films\n",
              "782                                Crystalite Productions\n",
              "3559                                Crystal Sky Worldwide\n",
              "4788                                       Crunk Pictures\n",
              "3873                            Cruise/Wagner Productions\n",
              "3389                            Cruise/Wagner Productions\n",
              "3722                                  Cruella Productions\n",
              "2456                                      Crowvision Inc.\n",
              "3495                                     Crossroads Films\n",
              "6667                                 Cross Creek Pictures\n",
              "6924                                 Cross Creek Pictures\n",
              "6562                                 Cross Creek Pictures\n",
              "6683                                 Cross Creek Pictures\n",
              "7106                                 Cross Creek Pictures\n",
              "1257                                        Cristaldifilm\n",
              "1432                                        Crescent Moon\n",
              "4822                              Crescent Drive Pictures\n",
              "7098                                             Cre Film\n",
              "3609                               Craven-Maddalena Films\n",
              "4874                               Craven-Maddalena Films\n",
              "3621                              Cradle Productions Inc.\n",
              "7284                                         Covert Media\n",
              "6807                                         Covert Media\n",
              "5907                                  Cottonwood Pictures\n",
              "3905                              Cort/Madden Productions\n",
              "5969                                               Corsan\n",
              "6391                                               Corsan\n",
              "1324                                Cornelius Productions\n",
              "3681                            Copperheart Entertainment\n",
              "4357                                          ContentFilm\n",
              "2890                          Constellation Entertainment\n",
              "3070                          Constellation Entertainment\n",
              "2688                          Constellation Entertainment\n",
              "2702                                        Constellation\n",
              "6100                        Constantin Film International\n",
              "487                                       Constantin Film\n",
              "2108                                      Constantin Film\n",
              "3240                                      Constantin Film\n",
              "4050                                      Constantin Film\n",
              "5492                                      Constantin Film\n",
              "2333                                      Constantin Film\n",
              "2151    Consejo Nacional para la Cultura y las Artes (...\n",
              "1194                                   Conquering Unicorn\n",
              "1774                                    Concorde Pictures\n",
              "1717                                    Concorde Pictures\n",
              "3670                                      Compulsion Inc.\n",
              "7327                                        Company Films\n",
              "5827                                        Company Films\n",
              "1205                        Commies From Mars Corporation\n",
              "1100                         Columbia Pictures Industries\n",
              "5015                         Columbia Pictures Industries\n",
              "4516               Columbia Pictures Film Production Asia\n",
              "7352                                    Columbia Pictures\n",
              "5285                                    Columbia Pictures\n",
              "3874                                    Columbia Pictures\n",
              "2860                                    Columbia Pictures\n",
              "2866                                    Columbia Pictures\n",
              "5282                                    Columbia Pictures\n",
              "5292                                    Columbia Pictures\n",
              "6800                                    Columbia Pictures\n",
              "2883                                    Columbia Pictures\n",
              "767                                     Columbia Pictures\n",
              "5315                                    Columbia Pictures\n",
              "760                                     Columbia Pictures\n",
              "213                                     Columbia Pictures\n",
              "2655                                    Columbia Pictures\n",
              "727                                     Columbia Pictures\n",
              "5281                                    Columbia Pictures\n",
              "6492                                    Columbia Pictures\n",
              "5176                                    Columbia Pictures\n",
              "662                                     Columbia Pictures\n",
              "2969                                    Columbia Pictures\n",
              "669                                     Columbia Pictures\n",
              "221                                     Columbia Pictures\n",
              "676                                     Columbia Pictures\n",
              "3851                                    Columbia Pictures\n",
              "2947                                    Columbia Pictures\n",
              "2936                                    Columbia Pictures\n",
              "5249                                    Columbia Pictures\n",
              "2934                                    Columbia Pictures\n",
              "5262                                    Columbia Pictures\n",
              "698                                     Columbia Pictures\n",
              "2923                                    Columbia Pictures\n",
              "6462                                    Columbia Pictures\n",
              "708                                     Columbia Pictures\n",
              "7099                                    Columbia Pictures\n",
              "5267                                    Columbia Pictures\n",
              "6456                                    Columbia Pictures\n",
              "3865                                    Columbia Pictures\n",
              "2914                                    Columbia Pictures\n",
              "5347                                    Columbia Pictures\n",
              "3888                                    Columbia Pictures\n",
              "5514                                    Columbia Pictures\n",
              "3981                                    Columbia Pictures\n",
              "5488                                    Columbia Pictures\n",
              "6838                                    Columbia Pictures\n",
              "154                                     Columbia Pictures\n",
              "2501                                    Columbia Pictures\n",
              "5506                                    Columbia Pictures\n",
              "5510                                    Columbia Pictures\n",
              "4472                                    Columbia Pictures\n",
              "936                                     Columbia Pictures\n",
              "2491                                    Columbia Pictures\n",
              "5456                                    Columbia Pictures\n",
              "4463                                    Columbia Pictures\n",
              "4459                                    Columbia Pictures\n",
              "2461                                    Columbia Pictures\n",
              "5529                                    Columbia Pictures\n",
              "974                                     Columbia Pictures\n",
              "7168                                    Columbia Pictures\n",
              "5541                                    Columbia Pictures\n",
              "5544                                    Columbia Pictures\n",
              "4043                                    Columbia Pictures\n",
              "2567                                    Columbia Pictures\n",
              "5453                                    Columbia Pictures\n",
              "4532                                    Columbia Pictures\n",
              "2715                                    Columbia Pictures\n",
              "3907                                    Columbia Pictures\n",
              "6399                                    Columbia Pictures\n",
              "3046                                    Columbia Pictures\n",
              "845                                     Columbia Pictures\n",
              "5352                                    Columbia Pictures\n",
              "2745                                    Columbia Pictures\n",
              "2736                                    Columbia Pictures\n",
              "2730                                    Columbia Pictures\n",
              "3928                                    Columbia Pictures\n",
              "6377                                    Columbia Pictures\n",
              "6348                                    Columbia Pictures\n",
              "3929                                    Columbia Pictures\n",
              "3930                                    Columbia Pictures\n",
              "7094                                    Columbia Pictures\n",
              "2687                                    Columbia Pictures\n",
              "3935                                    Columbia Pictures\n",
              "3942                                    Columbia Pictures\n",
              "2664                                    Columbia Pictures\n",
              "4489                                    Columbia Pictures\n",
              "2618                                    Columbia Pictures\n",
              "654                                     Columbia Pictures\n",
              "6506                                    Columbia Pictures\n",
              "6498                                    Columbia Pictures\n",
              "3515                                    Columbia Pictures\n",
              "3511                                    Columbia Pictures\n",
              "3507                                    Columbia Pictures\n",
              "3659                                    Columbia Pictures\n",
              "401                                     Columbia Pictures\n",
              "4700                                    Columbia Pictures\n",
              "4845                                    Columbia Pictures\n",
              "3496                                    Columbia Pictures\n",
              "4850                                    Columbia Pictures\n",
              "3491                                    Columbia Pictures\n",
              "268                                     Columbia Pictures\n",
              "6964                                    Columbia Pictures\n",
              "4858                                    Columbia Pictures\n",
              "6725                                    Columbia Pictures\n",
              "4859                                    Columbia Pictures\n",
              "4866                                    Columbia Pictures\n",
              "3463                                    Columbia Pictures\n",
              "4878                                    Columbia Pictures\n",
              "4879                                    Columbia Pictures\n",
              "3462                                    Columbia Pictures\n",
              "3458                                    Columbia Pictures\n",
              "4890                                    Columbia Pictures\n",
              "3656                                    Columbia Pictures\n",
              "3527                                    Columbia Pictures\n",
              "4903                                    Columbia Pictures\n",
              "7287                                    Columbia Pictures\n",
              "338                                     Columbia Pictures\n",
              "3599                                    Columbia Pictures\n",
              "341                                     Columbia Pictures\n",
              "346                                     Columbia Pictures\n",
              "4761                                    Columbia Pictures\n",
              "3585                                    Columbia Pictures\n",
              "4772                                    Columbia Pictures\n",
              "7278                                    Columbia Pictures\n",
              "3614                                    Columbia Pictures\n",
              "3620                                    Columbia Pictures\n",
              "4731                                    Columbia Pictures\n",
              "3567                                    Columbia Pictures\n",
              "362                                     Columbia Pictures\n",
              "4787                                    Columbia Pictures\n",
              "3557                                    Columbia Pictures\n",
              "4795                                    Columbia Pictures\n",
              "3643                                    Columbia Pictures\n",
              "296                                     Columbia Pictures\n",
              "6668                                    Columbia Pictures\n",
              "4720                                    Columbia Pictures\n",
              "3533                                    Columbia Pictures\n",
              "3680                                    Columbia Pictures\n",
              "255                                     Columbia Pictures\n",
              "3057                                    Columbia Pictures\n",
              "7319                                    Columbia Pictures\n",
              "5057                                    Columbia Pictures\n",
              "3717                                    Columbia Pictures\n",
              "3728                                    Columbia Pictures\n",
              "564                                     Columbia Pictures\n",
              "576                                     Columbia Pictures\n",
              "5072                                    Columbia Pictures\n",
              "3169                                    Columbia Pictures\n",
              "3739                                    Columbia Pictures\n",
              "5089                                    Columbia Pictures\n",
              "5091                                    Columbia Pictures\n",
              "3746                                    Columbia Pictures\n",
              "3112                                    Columbia Pictures\n",
              "3747                                    Columbia Pictures\n",
              "3105                                    Columbia Pictures\n",
              "4645                                    Columbia Pictures\n",
              "3078                                    Columbia Pictures\n",
              "6511                                    Columbia Pictures\n",
              "6862                                    Columbia Pictures\n",
              "3069                                    Columbia Pictures\n",
              "3059                                    Columbia Pictures\n",
              "3765                                    Columbia Pictures\n",
              "5049                                    Columbia Pictures\n",
              "5036                                    Columbia Pictures\n",
              "477                                     Columbia Pictures\n",
              "7145                                    Columbia Pictures\n",
              "478                                     Columbia Pictures\n",
              "482                                     Columbia Pictures\n",
              "4693                                    Columbia Pictures\n",
              "4922                                    Columbia Pictures\n",
              "4936                                    Columbia Pictures\n",
              "6734                                    Columbia Pictures\n",
              "7116                                    Columbia Pictures\n",
              "4952                                    Columbia Pictures\n",
              "3334                                    Columbia Pictures\n",
              "508                                     Columbia Pictures\n",
              "4688                                    Columbia Pictures\n",
              "3323                                    Columbia Pictures\n",
              "4681                                    Columbia Pictures\n",
              "250                                     Columbia Pictures\n",
              "6741                                    Columbia Pictures\n",
              "5002                                    Columbia Pictures\n",
              "3275                                    Columbia Pictures\n",
              "6972                                    Columbia Pictures\n",
              "521                                     Columbia Pictures\n",
              "3711                                    Columbia Pictures\n",
              "7311                                    Columbia Pictures\n",
              "5562                                    Columbia Pictures\n",
              "4746                                    Columbia Pictures\n",
              "6931                                    Columbia Pictures\n",
              "5647                                    Columbia Pictures\n",
              "5696                                    Columbia Pictures\n",
              "5695                                    Columbia Pictures\n",
              "6219                                    Columbia Pictures\n",
              "6882                                    Columbia Pictures\n",
              "5962                                    Columbia Pictures\n",
              "5852                                    Columbia Pictures\n",
              "4123                                    Columbia Pictures\n",
              "6061                                    Columbia Pictures\n",
              "5681                                    Columbia Pictures\n",
              "2065                                    Columbia Pictures\n",
              "5939                                    Columbia Pictures\n",
              "1685                                    Columbia Pictures\n",
              "4114                                    Columbia Pictures\n",
              "1372                                    Columbia Pictures\n",
              "6902                                    Columbia Pictures\n",
              "7447                                    Columbia Pictures\n",
              "2262                                    Columbia Pictures\n",
              "2264                                    Columbia Pictures\n",
              "6057                                    Columbia Pictures\n",
              "4279                                    Columbia Pictures\n",
              "4300                                    Columbia Pictures\n",
              "7458                                    Columbia Pictures\n",
              "6249                                    Columbia Pictures\n",
              "5770                                    Columbia Pictures\n",
              "7648                                    Columbia Pictures\n",
              "1618                                    Columbia Pictures\n",
              "5654                                    Columbia Pictures\n",
              "1387                                    Columbia Pictures\n",
              "1612                                    Columbia Pictures\n",
              "6215                                    Columbia Pictures\n",
              "4292                                    Columbia Pictures\n",
              "7467                                    Columbia Pictures\n",
              "5850                                    Columbia Pictures\n",
              "2076                                    Columbia Pictures\n",
              "5950                                    Columbia Pictures\n",
              "7444                                    Columbia Pictures\n",
              "5753                                    Columbia Pictures\n",
              "2093                                    Columbia Pictures\n",
              "103                                     Columbia Pictures\n",
              "4163                                    Columbia Pictures\n",
              "6888                                    Columbia Pictures\n",
              "4274                                    Columbia Pictures\n",
              "6073                                    Columbia Pictures\n",
              "2116                                    Columbia Pictures\n",
              "2120                                    Columbia Pictures\n",
              "1916                                    Columbia Pictures\n",
              "6069                                    Columbia Pictures\n",
              "2166                                    Columbia Pictures\n",
              "1702                                    Columbia Pictures\n",
              "1191                                    Columbia Pictures\n",
              "5949                                    Columbia Pictures\n",
              "1659                                    Columbia Pictures\n",
              "7428                                    Columbia Pictures\n",
              "1189                                    Columbia Pictures\n",
              "5851                                    Columbia Pictures\n",
              "5709                                    Columbia Pictures\n",
              "2160                                    Columbia Pictures\n",
              "4129                                    Columbia Pictures\n",
              "1463                                    Columbia Pictures\n",
              "6211                                    Columbia Pictures\n",
              "1377                                    Columbia Pictures\n",
              "1141                                    Columbia Pictures\n",
              "4183                                    Columbia Pictures\n",
              "4082                                    Columbia Pictures\n",
              "2310                                    Columbia Pictures\n",
              "2277                                    Columbia Pictures\n",
              "5931                                    Columbia Pictures\n",
              "4305                                    Columbia Pictures\n",
              "7047                                    Columbia Pictures\n",
              "5930                                    Columbia Pictures\n",
              "5941                                    Columbia Pictures\n",
              "5940                                    Columbia Pictures\n",
              "4354                                    Columbia Pictures\n",
              "1086                                    Columbia Pictures\n",
              "1                                       Columbia Pictures\n",
              "1986                                    Columbia Pictures\n",
              "4075                                    Columbia Pictures\n",
              "1328                                    Columbia Pictures\n",
              "4282                                    Columbia Pictures\n",
              "2337                                    Columbia Pictures\n",
              "6082                                    Columbia Pictures\n",
              "4281                                    Columbia Pictures\n",
              "5599                                    Columbia Pictures\n",
              "6284                                    Columbia Pictures\n",
              "7492                                    Columbia Pictures\n",
              "6014                                    Columbia Pictures\n",
              "6101                                    Columbia Pictures\n",
              "2354                                    Columbia Pictures\n",
              "4255                                    Columbia Pictures\n",
              "6025                                    Columbia Pictures\n",
              "119                                     Columbia Pictures\n",
              "4073                                    Columbia Pictures\n",
              "6291                                    Columbia Pictures\n",
              "5920                                    Columbia Pictures\n",
              "2320                                    Columbia Pictures\n",
              "7448                                    Columbia Pictures\n",
              "6264                                    Columbia Pictures\n",
              "4351                                    Columbia Pictures\n",
              "2286                                    Columbia Pictures\n",
              "1869                                    Columbia Pictures\n",
              "7051                                    Columbia Pictures\n",
              "1859                                    Columbia Pictures\n",
              "5637                                    Columbia Pictures\n",
              "2050                                    Columbia Pictures\n",
              "1121                                    Columbia Pictures\n",
              "1876                                    Columbia Pictures\n",
              "1847                                    Columbia Pictures\n",
              "6162                                    Columbia Pictures\n",
              "2051                                    Columbia Pictures\n",
              "1607                                    Columbia Pictures\n",
              "1310                                    Columbia Pictures\n",
              "5868                                    Columbia Pictures\n",
              "2278                                    Columbia Pictures\n",
              "6274                                          Color Force\n",
              "5702                                          Color Force\n",
              "536                              Colgems Productions Ltd.\n",
              "771                              Colgems Productions Ltd.\n",
              "5437                                    Cohen Media Group\n",
              "6575                              Codeblack Entertainment\n",
              "3736                                   Code Entertainment\n",
              "6238                                        Cocktail Film\n",
              "4424                                   Cobalt Media Group\n",
              "4697                                         Coach Carter\n",
              "7645                              Clubhouse Pictures (II)\n",
              "3771                                   Cloud Ten Pictures\n",
              "7157                                    Cloud Eight Films\n",
              "6058                              Cloud Atlas Productions\n",
              "5689                      Closest to the Hole Productions\n",
              "7270                      Closest to the Hole Productions\n",
              "3655                                        Clipsal Films\n",
              "6833                                     Clinica Estetico\n",
              "3197                                     Clinica Estetico\n",
              "5945                            Cliffjack Motion Pictures\n",
              "2872                                         Clavius Base\n",
              "3860                           Claudie Ossard Productions\n",
              "528                                            City Films\n",
              "402                                            City Films\n",
              "1677                                         Circle Films\n",
              "1877                                         Circle Films\n",
              "1052                                         Circle Films\n",
              "3305                        Cinépix Film Properties (CFP)\n",
              "2614                                            Cineville\n",
              "2991                                            Cineville\n",
              "1619                                        Cinetel Films\n",
              "2188                                        Cinetel Films\n",
              "5660                                        Cinetel Films\n",
              "530                               Cinesthesia Productions\n",
              "2749                       Cinergi Pictures Entertainment\n",
              "2656                       Cinergi Pictures Entertainment\n",
              "2493                       Cinergi Pictures Entertainment\n",
              "2560                       Cinergi Pictures Entertainment\n",
              "3789                      Cinerenta Medienbeteiligungs KG\n",
              "7350                                            Cinereach\n",
              "6187                                            Cinereach\n",
              "718                                               Cinepro\n",
              "2180                                 Cineplex Odeon Films\n",
              "1212                                 Cineplex Odeon Films\n",
              "1358                                 Cineplex Odeon Films\n",
              "231                                      Cinematograph AB\n",
              "1800                             Cinemarque Entertainment\n",
              "5628                                             CinemaNX\n",
              "3084                         Cinema Line Film Corporation\n",
              "967                                 Cinema Group Ventures\n",
              "1025                                Cinema Group Ventures\n",
              "336                                 Cinema Group Ventures\n",
              "187                                 Cinema Group Ventures\n",
              "593                                 Cinema Group Ventures\n",
              "1317                                    Cinema City Films\n",
              "100                                            Cinema '84\n",
              "869                                            Cinema '84\n",
              "409                                            Cinema '84\n",
              "475                                            Cinema '84\n",
              "653                                            Cinema '84\n",
              "7025                                        Cinelou Films\n",
              "6587                                        Cinelou Films\n",
              "3352                                             Cinehaus\n",
              "1712                                             Cinehaus\n",
              "1486                                         Cinecorp SAC\n",
              "1146                          Cinecom Entertainment Group\n",
              "2018                          Cinecom Entertainment Group\n",
              "4231                                             CineWild\n",
              "5616                                CineSon Entertainment\n",
              "1604                               Cine Location Services\n",
              "2335                                            CiBy 2000\n",
              "3032                                            CiBy 2000\n",
              "2269                                            CiBy 2000\n",
              "3088                                            CiBy 2000\n",
              "2495                                            CiBy 2000\n",
              "2752                                            CiBy 2000\n",
              "2195                     Christopher Columbus Productions\n",
              "7455                             Chris Morgan Productions\n",
              "3965                                Chris Lee Productions\n",
              "6337                                  Chockstone Pictures\n",
              "2342                          Chiodo Brothers Productions\n",
              "3426                              Chinese Bookie Pictures\n",
              "6872                  China Film Group Corporation (CFGC)\n",
              "6437                  China Film Group Corporation (CFGC)\n",
              "3189                 China Film Co-Production Corporation\n",
              "3994                                      Chickie the Cop\n",
              "4310                                 Cheyenne Enterprises\n",
              "4148                                 Cheyenne Enterprises\n",
              "7229                           Chestnut Ridge Productions\n",
              "3745                                   Chester Films Inc.\n",
              "4134                                     Cherry Sky Films\n",
              "3633                             Cherry Alley Productions\n",
              "7153                                Chernin Entertainment\n",
              "6521                                Chernin Entertainment\n",
              "6595                                Chernin Entertainment\n",
              "6507                                Chernin Entertainment\n",
              "7266                                Chernin Entertainment\n",
              "7201                                Chernin Entertainment\n",
              "7464                                Chernin Entertainment\n",
              "3493                                      Cheerleader LLC\n",
              "6212                                          Chase Films\n",
              "225                          Chartoff-Winkler Productions\n",
              "149                          Chartoff-Winkler Productions\n",
              "7                            Chartoff-Winkler Productions\n",
              "99                         Charles H. Schneer Productions\n",
              "467                           Charles Burnett Productions\n",
              "2510                                   Channel Four Films\n",
              "1783                                   Channel Four Films\n",
              "2908                                   Channel Four Films\n",
              "3179                                   Channel Four Films\n",
              "2576                                        Channel Films\n",
              "2121                           Challenge Film Corporation\n",
              "263                                      Chai Productions\n",
              "3606                                            Centurion\n",
              "3993                                            Centurion\n",
              "3273                         Centropolis Film Productions\n",
              "4771                                Cent Productions Inc.\n",
              "5177                                     Celluloid Dreams\n",
              "5077                                     Celluloid Dreams\n",
              "375                                       Celandine Films\n",
              "5266                                        Celador Films\n",
              "2645                                 Cecchi Gori Pictures\n",
              "1401              Cecchi Gori Group Tiger Cinematografica\n",
              "2533              Cecchi Gori Group Tiger Cinematografica\n",
              "2400                              Cecchi Gori Europa N.V.\n",
              "6759                                               Caviar\n",
              "7269                                              Cave 76\n",
              "33                               Cattle Annie Productions\n",
              "4299                            Casual Friday Productions\n",
              "1458                            Castle Rock Entertainment\n",
              "1652                            Castle Rock Entertainment\n",
              "4757                            Castle Rock Entertainment\n",
              "3436                            Castle Rock Entertainment\n",
              "3590                            Castle Rock Entertainment\n",
              "3568                            Castle Rock Entertainment\n",
              "3449                            Castle Rock Entertainment\n",
              "4218                            Castle Rock Entertainment\n",
              "5160                            Castle Rock Entertainment\n",
              "2907                            Castle Rock Entertainment\n",
              "5222                            Castle Rock Entertainment\n",
              "2208                            Castle Rock Entertainment\n",
              "4366                            Castle Rock Entertainment\n",
              "3774                            Castle Rock Entertainment\n",
              "3026                            Castle Rock Entertainment\n",
              "3003                            Castle Rock Entertainment\n",
              "2986                            Castle Rock Entertainment\n",
              "2662                            Castle Rock Entertainment\n",
              "2973                            Castle Rock Entertainment\n",
              "5653                            Castle Rock Entertainment\n",
              "3758                            Castle Rock Entertainment\n",
              "2132                            Castle Rock Entertainment\n",
              "3682                            Castle Rock Entertainment\n",
              "4131                            Castle Rock Entertainment\n",
              "2888                            Castle Rock Entertainment\n",
              "2878                            Castle Rock Entertainment\n",
              "2838                            Castle Rock Entertainment\n",
              "4536                            Castle Rock Entertainment\n",
              "4333                            Castle Rock Entertainment\n",
              "2036                            Castle Rock Entertainment\n",
              "2775                            Castle Rock Entertainment\n",
              "5140                            Castle Rock Entertainment\n",
              "2494                            Castle Rock Entertainment\n",
              "3963                            Castle Rock Entertainment\n",
              "2440                            Castle Rock Entertainment\n",
              "2585                            Castle Rock Entertainment\n",
              "3136                            Castle Rock Entertainment\n",
              "3970                            Castle Rock Entertainment\n",
              "2306                            Castle Rock Entertainment\n",
              "4178                            Castle Rock Entertainment\n",
              "3345                            Castle Rock Entertainment\n",
              "2443                            Castle Rock Entertainment\n",
              "3686                            Castle Rock Entertainment\n",
              "1830                            Castle Rock Entertainment\n",
              "1863                            Castle Rock Entertainment\n",
              "4213                                Castelao Producciones\n",
              "5301                             Casey Silver Productions\n",
              "5956                                         Carver Films\n",
              "930                               Carthago Films S.a.r.l.\n",
              "5138                                Carsey-Werner Company\n",
              "5858                            Carousel Productions (II)\n",
              "1546                                     Carolco Pictures\n",
              "1145                                     Carolco Pictures\n",
              "1485                                     Carolco Pictures\n",
              "2268                                     Carolco Pictures\n",
              "2661                                     Carolco Pictures\n",
              "1719                                     Carolco Pictures\n",
              "1843                                     Carolco Pictures\n",
              "1645                                     Carolco Pictures\n",
              "1780                                     Carolco Pictures\n",
              "2181                                     Carolco Pictures\n",
              "1285                                     Carolco Pictures\n",
              "1665                                     Carolco Pictures\n",
              "2077                                     Carolco Pictures\n",
              "1272                                     Carolco Pictures\n",
              "2044                                     Carolco Pictures\n",
              "1979                                     Carolco Pictures\n",
              "1065                           Carolco International N.V.\n",
              "1504                                Carolco Entertainment\n",
              "1976                           Carnival Film & Television\n",
              "7473                           Carnival Film & Television\n",
              "2477                                     Caravan Pictures\n",
              "3434                                     Caravan Pictures\n",
              "3297                                     Caravan Pictures\n",
              "2780                                     Caravan Pictures\n",
              "3220                                     Caravan Pictures\n",
              "3101                                     Caravan Pictures\n",
              "2984                                     Caravan Pictures\n",
              "2705                                     Caravan Pictures\n",
              "2717                                     Caravan Pictures\n",
              "2726                                     Caravan Pictures\n",
              "2611                                     Caravan Pictures\n",
              "5208                                Captivity Productions\n",
              "569                                             Capricorn\n",
              "3040                                     Cappa Production\n",
              "5116                                        Capitol Films\n",
              "932                             Capital Equipment Leasing\n",
              "3754                                Capella International\n",
              "2537                                Capella International\n",
              "3047                                Capella International\n",
              "1936                                Capella International\n",
              "2372                                        Capella Films\n",
              "2462                                 Capcom Entertainment\n",
              "1130                                  Canon Italia S.r.l.\n",
              "925                                       Cannon Pictures\n",
              "815                                       Cannon Pictures\n",
              "1268                                 Cannon International\n",
              "950                                          Cannon Group\n",
              "968                                          Cannon Group\n",
              "406                                     Cannon Films Inc.\n",
              "413                                          Cannon Films\n",
              "886                                          Cannon Films\n",
              "751                                          Cannon Films\n",
              "393                                          Cannon Films\n",
              "1075                                         Cannon Films\n",
              "1722                                         Cannon Films\n",
              "1305                                 Cannon Entertainment\n",
              "1491                                 Cannon Entertainment\n",
              "2045                                       Candyman Films\n",
              "7557                                         Canana Films\n",
              "4578                                        Canal+ España\n",
              "3546                           Canal+ Droits Audiovisuels\n",
              "2367                                               Canal+\n",
              "5549                                               Canal+\n",
              "2353                                               Canal+\n",
              "2094                                               Canal+\n",
              "2451                                               Canal+\n",
              "1566                  Canadian International Studios VIII\n",
              "37                                              Camp Hill\n",
              "4518                                     Camelot Pictures\n",
              "228                                 Cambridge Productions\n",
              "6375                                   Callahan Filmworks\n",
              "3298                                 Calimari Productions\n",
              "7457                                             CalMaple\n",
              "312                            Cable and Wireless Finance\n",
              "398                                            Cabal Film\n",
              "5215                                     CTB Film Company\n",
              "2319                                              CNCAIMC\n",
              "4128                                     CJ Entertainment\n",
              "4258                                     CJ Entertainment\n",
              "6358                                     CJ Entertainment\n",
              "5568                                     CJ Entertainment\n",
              "5513                                     CJ Entertainment\n",
              "134                               CIP Filmproduktion GmbH\n",
              "7015                                            CG Cinéma\n",
              "611                                  CBS Theatrical Films\n",
              "6886                                            CBS Films\n",
              "7517                                            CBS Films\n",
              "6333                                            CBS Films\n",
              "7402                                            CBS Films\n",
              "7096                                            CBS Films\n",
              "6732                                            CBS Films\n",
              "7500                                            CBS Films\n",
              "7412                                            CBS Films\n",
              "5722                                            CBS Films\n",
              "6400                                            CBS Films\n",
              "6811                                            CBS Films\n",
              "6103                                            CBS Films\n",
              "6945                                            CBS Films\n",
              "5977                                            CBS Films\n",
              "5812                                            CBS Films\n",
              "5938                                            CBS Films\n",
              "6127                                            CBS Films\n",
              "5828                                            CBS Films\n",
              "5011                           C.O.R.E. Feature Animation\n",
              "512                                  C.H.U.D. Productions\n",
              "11                                           C.A.T. Films\n",
              "4265                                         C-2 Pictures\n",
              "305                                C & C Brown Production\n",
              "5154                             Bórd Scannán na hÉireann\n",
              "3192                                  Butcher's Run Films\n",
              "6923                                       Burk A Project\n",
              "3917                                 Bungalow Productions\n",
              "6603                                   Bullwinkle Studios\n",
              "4900                             Bull's Eye Entertainment\n",
              "4836                                         Bulbul Films\n",
              "7477                            Buena Vista International\n",
              "4462                       Buena Vista Home Entertainment\n",
              "795                                Bud Yorkin Productions\n",
              "2550                                        Buckeye Films\n",
              "22                                      Bryna Productions\n",
              "2962                                  Bruin Grip Services\n",
              "6689                          Brownstone Productions (II)\n",
              "6048                          Brownstone Productions (II)\n",
              "7095                        Brownstone Entertainment (II)\n",
              "2794                        Brothers McMullen Productions\n",
              "1918                                          Brooksfilms\n",
              "1051                                          Brooksfilms\n",
              "941                                           Brooksfilms\n",
              "126                                           Brooksfilms\n",
              "2250                                          Brooksfilms\n",
              "417                                           Brooksfilms\n",
              "1968                               Bronze Eye Productions\n",
              "5638                                   Bronco Productions\n",
              "6529                              Broken Road Productions\n",
              "7292                              Broken Road Productions\n",
              "4576                             Broken Lizard Industries\n",
              "5738                                       Broadway Video\n",
              "7019                                       Broadway Video\n",
              "5369                                       Broadway Video\n",
              "6719                                       Broadway Video\n",
              "3544                                    Broadway Pictures\n",
              "3327                                    Broadway Pictures\n",
              "3788                                    Broadway Pictures\n",
              "6638                                 Broad Green Pictures\n",
              "7224                                 Broad Green Pictures\n",
              "6705                                 Broad Green Pictures\n",
              "1514                           British Screen Productions\n",
              "1215                           British Screen Productions\n",
              "2175                           British Screen Productions\n",
              "3362    British Broadcasting Corporation (BBC) Television\n",
              "2149               British Broadcasting Corporation (BBC)\n",
              "4410               British Broadcasting Corporation (BBC)\n",
              "3315               British Broadcasting Corporation (BBC)\n",
              "3131               British Broadcasting Corporation (BBC)\n",
              "3984               British Broadcasting Corporation (BBC)\n",
              "3830                        Brillstein-Grey Entertainment\n",
              "3825                        Brillstein-Grey Entertainment\n",
              "1785                                        Brigand Films\n",
              "5415                             Bridgit Folman Film Gang\n",
              "363                                 Breathless Associates\n",
              "7070                                         Braven Films\n",
              "3751                              Branti Film Productions\n",
              "3768                                          Brant-Allen\n",
              "3072                               Brandywine Productions\n",
              "80                               Borough Park Productions\n",
              "7558                                      Bona Film Group\n",
              "7014                                      Bona Film Group\n",
              "7050                                      Bona Film Group\n",
              "3473                                Bona Fide Productions\n",
              "3576                                Bona Fide Productions\n",
              "4775                 Boll Kino Beteiligungs GmbH & Co. KG\n",
              "5239                 Boll Kino Beteiligungs GmbH & Co. KG\n",
              "4342                 Boll Kino Beteiligungs GmbH & Co. KG\n",
              "5172                 Boll Kino Beteiligungs GmbH & Co. KG\n",
              "5028                                           Bold Films\n",
              "6454                                           Bold Films\n",
              "6698                                           Bold Films\n",
              "6450                                           Bold Films\n",
              "6610                                           Bold Films\n",
              "7262                          Boies / Schiller Film Group\n",
              "4477                                 Bob Yari Productions\n",
              "4841                                 Bob Yari Productions\n",
              "6501                                       Bob Industries\n",
              "7280                                Blumhouse Productions\n",
              "7550                                Blumhouse Productions\n",
              "7282                                Blumhouse Productions\n",
              "7374                                Blumhouse Productions\n",
              "7499                                Blumhouse Productions\n",
              "7524                                Blumhouse Productions\n",
              "7240                                Blumhouse Productions\n",
              "6810                                Blumhouse Productions\n",
              "6710                                Blumhouse Productions\n",
              "7355                                Blumhouse Productions\n",
              "7074                                   Blueprint Pictures\n",
              "5934                                   Blueprint Pictures\n",
              "6774                                   Blueprint Pictures\n",
              "6542                                      Bluegrass Films\n",
              "6312                                      Bluegrass Films\n",
              "6522                                      Bluegrass Films\n",
              "6230                                    Blue Yonder Films\n",
              "3086                               Blue Tulip Productions\n",
              "4157                               Blue Train Productions\n",
              "3421                                    Blue Streak Films\n",
              "6143                                     Blue Sky Studios\n",
              "5339                                     Blue Sky Studios\n",
              "7115                                     Blue Sky Studios\n",
              "6944                                     Blue Sky Studios\n",
              "6943                                       Blue Sky Films\n",
              "1318                                  Blue Rider Pictures\n",
              "7511                            Blue Budgie Films Limited\n",
              "5259                                           Blue Askew\n",
              "4033                                     Blow Up Pictures\n",
              "6808                                                Bloom\n",
              "4187                                    Blockbuster Films\n",
              "6393                                     Block 2 Pictures\n",
              "5182                                     Block 2 Pictures\n",
              "6158                                       Block / Hanson\n",
              "6679                               Blinding Edge Pictures\n",
              "6119                               Bleiberg Entertainment\n",
              "6733                                Bleecker Street Films\n",
              "5590                        Blank of the Dead Productions\n",
              "6639                                           BlackWhite\n",
              "6726                                    Black Label Media\n",
              "6565                 Black Entertainment Television (BET)\n",
              "7054                          Black Bicycle Entertainment\n",
              "6981                                  Black Bear Pictures\n",
              "7137                                  Black Bear Pictures\n",
              "6669                                  Black Bear Pictures\n",
              "6461                                  Black Bear Pictures\n",
              "5639                                 Bill Kenwright Films\n",
              "1854                                    Bill Graham Films\n",
              "3613                                 Bigel / Mailer Films\n",
              "7566                                 Big Talk Productions\n",
              "6493                               Big Screen Productions\n",
              "4640                              Big Red Dog Productions\n",
              "6834                                   Big Indie Pictures\n",
              "3354                                        Big Dog Films\n",
              "5418                                    Big City Pictures\n",
              "6003                                      Big Beach Films\n",
              "7508                                      Big Beach Films\n",
              "4070                                      Beverly Detroit\n",
              "5438                              Berk/Lane Entertainment\n",
              "4714                           Bergman Lustig Productions\n",
              "6680                                          BenderSpink\n",
              "4468                                          BenderSpink\n",
              "6527                                          BenderSpink\n",
              "2589                            Ben-Ami/Leeds Productions\n",
              "6299                                      Bellanova Films\n",
              "4821                               Belladonna Productions\n",
              "3703                                Bel Air Entertainment\n",
              "3785                                Bel Air Entertainment\n",
              "6520                   Beijing Skywheel Entertainment Co.\n",
              "6023                             Beijing New Picture Film\n",
              "7652                  Beijing Diqi Yinxiang Entertainment\n",
              "7565    Beijing Dengfeng International Culture Communi...\n",
              "6557                             Before The Door Pictures\n",
              "5915                             Before The Door Pictures\n",
              "1506                                           Beco Films\n",
              "1931                                           Beco Films\n",
              "2700                           Beckner/Gorman Productions\n",
              "3487                                Beacon Communications\n",
              "1884                                Beacon Communications\n",
              "2411                                Beacon Communications\n",
              "2727                                Beacon Communications\n",
              "3232                                Beacon Communications\n",
              "4233                                Beacon Communications\n",
              "2568                                Beacon Communications\n",
              "3662                                Beacon Communications\n",
              "2845                                        Bazmark Films\n",
              "4605                                  Bazelevs Production\n",
              "6539                                  Bazelevs Production\n",
              "7394                                  Bazelevs Production\n",
              "6717                                  Bazelevs Production\n",
              "566                                          Bavaria Film\n",
              "3578                     Baumgarten-Prophet Entertainment\n",
              "3218                                  Bates Entertainment\n",
              "7452                                         Barunson E&A\n",
              "5390                                         Barunson E&A\n",
              "133                           Barry & Enright Productions\n",
              "775                Barclays Mercantile Industrial Finance\n",
              "115                Barclays Mercantile Industrial Finance\n",
              "2624                                      Barcelona Films\n",
              "3791                                 Banner Entertainment\n",
              "3210                               Bandeira Entertainment\n",
              "3951                               Bandeira Entertainment\n",
              "4029                                Bandai Visual Company\n",
              "2516                                   Baltimore Pictures\n",
              "3134                                   Baltimore Pictures\n",
              "2633                                   Baltimore Pictures\n",
              "2123                                   Baltimore Pictures\n",
              "1960                                   Baltimore Pictures\n",
              "3441                                   Baltimore Pictures\n",
              "3558                            Baldwin/Cohen Productions\n",
              "740                                 Balcor Film Investors\n",
              "2066                                     Bakshi Animation\n",
              "5710                                            Bad Robot\n",
              "7317                                            Bad Robot\n",
              "2096                                  Bad Lt. Productions\n",
              "6132                     Bad Cop Bad Cop Film Productions\n",
              "2951                                 Bad Bird Productions\n",
              "504                            Bachelor Party Productions\n",
              "5387                                              Babylon\n",
              "6585                                 Baby Way Productions\n",
              "6895                                     BZ Entertainment\n",
              "7313                                         BRON Studios\n",
              "6941                                         BRON Studios\n",
              "7393                                         BRON Studios\n",
              "7249                                         BRON Studios\n",
              "7398                                         BRON Studios\n",
              "7202                                         BRON Studios\n",
              "6687                                         BRON Studios\n",
              "7538                                         BRON Studios\n",
              "7547                                         BRON Studios\n",
              "6826                                             BN Films\n",
              "4748                                         BET Pictures\n",
              "7439                                            BET Films\n",
              "7520                                            BET Films\n",
              "6201                                        BCDF Pictures\n",
              "6480                           BBL Motion Picture Studios\n",
              "594                                                   BBE\n",
              "7203                                            BBC Films\n",
              "4417                                            BBC Films\n",
              "5521                                            BBC Films\n",
              "5537                                            BBC Films\n",
              "5557                                            BBC Films\n",
              "4155                                            BBC Films\n",
              "5875                                            BBC Films\n",
              "7028                                            BBC Films\n",
              "6750                                            BBC Films\n",
              "4732                                            BBC Films\n",
              "4923                                            BBC Films\n",
              "4667                                            BBC Films\n",
              "4425                                            BBC Films\n",
              "2825                                            BBC Films\n",
              "2960                                            BBC Films\n",
              "4405                                            BBC Films\n",
              "6665                                                  B24\n",
              "7123                                              B Story\n",
              "3530                                  Azoff Entertainment\n",
              "7143                                    Awesomeness Films\n",
              "3359                                  Award Entertainment\n",
              "3714                                         Avrora Media\n",
              "2055                             Avnet/Kerner Productions\n",
              "7333                                      Aviron Pictures\n",
              "7254                                 Avi Arad Productions\n",
              "5168                                Avi Arad & Associates\n",
              "4141                                            Avery Pix\n",
              "3706                                            Avery Pix\n",
              "2791                                      Avenue Pictures\n",
              "1500                                      Avenue Pictures\n",
              "5206                                      Avenue Pictures\n",
              "2192                                      Avenue Pictures\n",
              "2088                                      Avenue Pictures\n",
              "5625                                     Autonomous Films\n",
              "6563                              Automatik Entertainment\n",
              "4715           Australian Film Finance Corporation (AFFC)\n",
              "2932           Australian Film Finance Corporation (AFFC)\n",
              "7564                                Aurora Alliance Films\n",
              "223                                                Aurora\n",
              "2371                                 August Entertainment\n",
              "3387    Audiovisual Development Bureau, Ministerio da ...\n",
              "5705                                 Audiovisual Aval SGR\n",
              "2571                                             Audifilm\n",
              "6822                                          Audax Films\n",
              "7285                                       Atomic Monster\n",
              "6027                                    Atlas Productions\n",
              "5983                                  Atlas Entertainment\n",
              "3311                                  Atlas Entertainment\n",
              "4166                                  Atlas Entertainment\n",
              "6844                                  Atlas Entertainment\n",
              "7588                                     Atlantic Records\n",
              "6157                               Atlantic Pictures (II)\n",
              "351                          Atlantic Entertainment Group\n",
              "1391                         Atlantic Entertainment Group\n",
              "1125                         Atlantic Entertainment Group\n",
              "1104                         Atlantic Entertainment Group\n",
              "1402                         Atlantic Entertainment Group\n",
              "1404                         Atlantic Entertainment Group\n",
              "522                          Atlantic Entertainment Group\n",
              "2189                                          Atchafalaya\n",
              "3510                             Asymmetrical Productions\n",
              "6801                                         Astute Films\n",
              "7478                                         Astute Films\n",
              "3474                                          Astralwerks\n",
              "380                                 Astral Bellevue Pathé\n",
              "97                                  Astral Bellevue Pathé\n",
              "6935                                       Astrakan Films\n",
              "2847                                        Astoria Films\n",
              "1562                                   Aspen Film Society\n",
              "1403                                   Aspen Film Society\n",
              "258                                    Aspen Film Society\n",
              "3675                 Asia Union Film & Entertainment Ltd.\n",
              "5903                           Asghar Farhadi Productions\n",
              "2143                                           Ascot Film\n",
              "5194                                   Ascendant Pictures\n",
              "3596                              Arts Council of England\n",
              "5970                                Artists Public Domain\n",
              "6984                                        Artists First\n",
              "509                                      Artistry Limited\n",
              "141                                    Artista Management\n",
              "3781                                Artisan Entertainment\n",
              "3766                                Artisan Entertainment\n",
              "3753                                Artisan Entertainment\n",
              "3741                                Artisan Entertainment\n",
              "3647                                Artisan Entertainment\n",
              "3534                                Artisan Entertainment\n",
              "4040                                Artisan Entertainment\n",
              "3521                                Artisan Entertainment\n",
              "3481                                Artisan Entertainment\n",
              "3423                                Artisan Entertainment\n",
              "3997                                Artisan Entertainment\n",
              "2364                                               Artimm\n",
              "3755                                Artic Productions LLC\n",
              "5213                                        Artfire Films\n",
              "7154                                              Artbees\n",
              "3082                               Art Linson Productions\n",
              "1479                               Art Linson Productions\n",
              "3320                               Art Linson Productions\n",
              "1914                          Arnold Kopelson Productions\n",
              "7360                                         Armory Films\n",
              "7497                                         Armory Films\n",
              "6742                                      Arka Mediaworks\n",
              "379                       Aries Cinematográfica Argentina\n",
              "5833                                   ArieScope Pictures\n",
              "4970                                   ArieScope Pictures\n",
              "1933                                          Argos Films\n",
              "1961                                                Arena\n",
              "4306                            Archer Street Productions\n",
              "7377                                          Archer Gray\n",
              "529                                          Arcafin B.V.\n",
              "6171                                      Arcade Pictures\n",
              "5031                                      Arc Productions\n",
              "5838                            Aramid Entertainment Fund\n",
              "1878                                       Applied Action\n",
              "1101                                       Applied Action\n",
              "6965                                           Appian Way\n",
              "6298                                           Appian Way\n",
              "3866                                              Apostle\n",
              "4594                             ApolloMedia Distribution\n",
              "4212                             ApolloMedia Distribution\n",
              "5120                                   Apatow Productions\n",
              "7121                                   Apatow Productions\n",
              "6049                                   Apatow Productions\n",
              "7348                                      Apartment Story\n",
              "5711                                    Anonymous Content\n",
              "6642                                    Anonymous Content\n",
              "5225                                    Anonymous Content\n",
              "6777                                    Anonymous Content\n",
              "2615                                              Annhall\n",
              "5840                                Annapurna Productions\n",
              "7568                                   Annapurna Pictures\n",
              "6884                                   Annapurna Pictures\n",
              "7181                                   Annapurna Pictures\n",
              "6258                                   Annapurna Pictures\n",
              "7308                                   Annapurna Pictures\n",
              "7371                                   Annapurna Pictures\n",
              "7408                                   Annapurna Pictures\n",
              "7543                                   Annapurna Pictures\n",
              "7485                                   Annapurna Pictures\n",
              "6502                                   Annapurna Pictures\n",
              "7475                                   Annapurna Pictures\n",
              "6955                                   Annapurna Pictures\n",
              "3804                               Animal Productions LLC\n",
              "7174                                         Animal Logic\n",
              "7119                                         Animal Logic\n",
              "7139                                       Animal Kingdom\n",
              "4290                                          Angry Films\n",
              "6510                                          Angry Films\n",
              "2405                                  Ang Lee Productions\n",
              "6355                            Andrew Lauren Productions\n",
              "4747                          Andrea Sperling Productions\n",
              "4701                          Andrea Sperling Productions\n",
              "5911                                     Anchor Bay Films\n",
              "590                          Anarchist's Convention Films\n",
              "210                                         Anabasis N.V.\n",
              "3460                                    American Zoetrope\n",
              "7117                                    American Zoetrope\n",
              "2048                                    American Zoetrope\n",
              "6367                                    American Zoetrope\n",
              "2165                                    American Zoetrope\n",
              "2765                  American Playhouse Theatrical Films\n",
              "1627                  American Playhouse Theatrical Films\n",
              "2793                                   American Playhouse\n",
              "1037                                   American Playhouse\n",
              "2212                                   American Playhouse\n",
              "714                                    American Playhouse\n",
              "1570                                   American Playhouse\n",
              "977                                    American Filmworks\n",
              "1246              American Entertainment Partners II L.P.\n",
              "1348              American Entertainment Partners II L.P.\n",
              "3268                          American Empirical Pictures\n",
              "248                           American Cinema Productions\n",
              "58                            American Cinema Productions\n",
              "1139                                       Amercent Films\n",
              "1128                                       Amercent Films\n",
              "1092                                       Amercent Films\n",
              "1064                                       Amercent Films\n",
              "3252                                        Amen Ra Films\n",
              "3575                            Ambridge Film Partnership\n",
              "1093                                 Amblin Entertainment\n",
              "1848                                 Amblin Entertainment\n",
              "6564                                 Amblin Entertainment\n",
              "1565                                 Amblin Entertainment\n",
              "661                                  Amblin Entertainment\n",
              "1059                                 Amblin Entertainment\n",
              "1846                                 Amblin Entertainment\n",
              "713                                  Amblin Entertainment\n",
              "881                                  Amblin Entertainment\n",
              "3581                                 Amblin Entertainment\n",
              "355                                  Amblin Entertainment\n",
              "7507                                       Amazon Studios\n",
              "7301                                       Amazon Studios\n",
              "7144                                       Amazon Studios\n",
              "6893                                       Amazon Studios\n",
              "6730                                 Amasia Entertainment\n",
              "3644                                Am Psycho Productions\n",
              "4015                              Alter Ego Entertainment\n",
              "3690                                      Altavista Films\n",
              "6180                               Also Known As Pictures\n",
              "4186                                     Alphaville Films\n",
              "639                                            Almost You\n",
              "237                                          Almena Films\n",
              "6824                                    Allspark Pictures\n",
              "7131                                  Alloy Entertainment\n",
              "7583                                  Alloy Entertainment\n",
              "6662                         Allison Shearmur Productions\n",
              "1525                                        Allied Vision\n",
              "2087                                        Allied Vision\n",
              "2758                                    Allied Stars Ltd.\n",
              "2070                                    Allied Filmmakers\n",
              "2204                                    Allied Filmmakers\n",
              "2266                                    Allied Filmmakers\n",
              "6381                                       Alliance Films\n",
              "2856                  Alliance Communications Corporation\n",
              "4198                     Alliance Atlantis Communications\n",
              "4413                     Alliance Atlantis Communications\n",
              "3982                     Alliance Atlantis Communications\n",
              "3233                     Alliance Atlantis Communications\n",
              "6149                                             Alliance\n",
              "1529                                  Alleged Productions\n",
              "4803                              Allan Zeman Productions\n",
              "3224                                  All Net Productions\n",
              "4154                                 All Girl Productions\n",
              "1988                                 All Girl Productions\n",
              "1284                                 All Girl Productions\n",
              "1249                                          Alive Films\n",
              "1089                                          Alive Films\n",
              "1516                                          Alive Films\n",
              "1929                                          Alive Films\n",
              "7385                                     Alibaba Pictures\n",
              "6172                                         Alfama Films\n",
              "6508                               Aldamisa Entertainment\n",
              "6459                               Aldamisa Entertainment\n",
              "2128                                          Alcor Films\n",
              "2201                                          Alcor Films\n",
              "2259                                          Alcor Films\n",
              "2379                                          Alcor Films\n",
              "2743                                          Alcor Films\n",
              "7212                                  Alcon Entertainment\n",
              "6545                                  Alcon Entertainment\n",
              "6711                                  Alcon Entertainment\n",
              "5460                                  Alcon Entertainment\n",
              "4074                                  Alcon Entertainment\n",
              "3615                                  Alcon Entertainment\n",
              "5403                                  Alcon Entertainment\n",
              "6042                                  Alcon Entertainment\n",
              "3797                                  Alcon Entertainment\n",
              "5376                                  Alcon Entertainment\n",
              "5675                                  Alcon Entertainment\n",
              "4947                                  Alcon Entertainment\n",
              "6541                                  Alcon Entertainment\n",
              "7048                                  Alcon Entertainment\n",
              "7312                                  Alcon Entertainment\n",
              "6246                                  Alcon Entertainment\n",
              "4811                                  Alcon Entertainment\n",
              "6812                                  Alcon Entertainment\n",
              "5119                                  Alcon Entertainment\n",
              "6371                                  Alcon Entertainment\n",
              "4032                                  Alcon Entertainment\n",
              "6216                                  Alcon Entertainment\n",
              "4673                                  Alcon Entertainment\n",
              "5957                                  Alcon Entertainment\n",
              "4526                                  Alcon Entertainment\n",
              "2625                                                  Aim\n",
              "6434                                      Aggregate Films\n",
              "6271                                      Aggregate Films\n",
              "3212                                               Agenda\n",
              "6442                                     After Dark Films\n",
              "7577                                         Affirm Films\n",
              "2119                                   Adventure Pictures\n",
              "2922                              Addis Wechsler Pictures\n",
              "3165                              Addis Wechsler Pictures\n",
              "392                              Adams Apple Film Company\n",
              "6016                                            Ada Films\n",
              "6234                                     AdScott Pictures\n",
              "1641                               Act III Communications\n",
              "1043                               Act III Communications\n",
              "7290                                 Access Entertainment\n",
              "7079                          Acacia Filmed Entertainment\n",
              "1384                                  Abramoff Production\n",
              "6091                                  Abraham Productions\n",
              "6370                                 Abbolita Productions\n",
              "5324                                Abandon Entertainment\n",
              "1129                           Aaron Spelling Productions\n",
              "1625                            Aaron Russo Entertainment\n",
              "3667                                   Aardman Animations\n",
              "4929                                   Aardman Animations\n",
              "4750                                   Aardman Animations\n",
              "6218                               Aamir Khan Productions\n",
              "18                                  AVCO Embassy Pictures\n",
              "95                                  AVCO Embassy Pictures\n",
              "6584                                     ASIG Productions\n",
              "6314                                             AR Films\n",
              "3395                                                 AMLF\n",
              "484                                                  AMLF\n",
              "1615                                  AM/PM Entertainment\n",
              "4802                                     AITD Productions\n",
              "7006                                              AI-Film\n",
              "7077                                              AI-Film\n",
              "1781                                            ADC Films\n",
              "367                                   ABC Motion Pictures\n",
              "899                                   ABC Motion Pictures\n",
              "603                                   ABC Motion Pictures\n",
              "7272                                                  A24\n",
              "6951                                                  A24\n",
              "7326                                                  A24\n",
              "6891                                                  A24\n",
              "7443                                                  A24\n",
              "6452                                                  A24\n",
              "2182                                            A&M Films\n",
              "544                                             A&M Films\n",
              "1345                                            A&M Films\n",
              "2402                                            A&M Films\n",
              "2997                                         A Band Apart\n",
              "4177                                         A Band Apart\n",
              "2819                                         A Band Apart\n",
              "4146                                   98 MPH Productions\n",
              "4350                                            900 Films\n",
              "1655                                      888 Productions\n",
              "1690                                       88 Productions\n",
              "3829                                       7 Films Cinéma\n",
              "3603                                 7 Arts International\n",
              "5161                                  4Kids Entertainment\n",
              "913                           40 Acres & A Mule Filmworks\n",
              "3545                          40 Acres & A Mule Filmworks\n",
              "1452                          40 Acres & A Mule Filmworks\n",
              "2744                          40 Acres & A Mule Filmworks\n",
              "2831                          40 Acres & A Mule Filmworks\n",
              "3712                          40 Acres & A Mule Filmworks\n",
              "4633                          40 Acres & A Mule Filmworks\n",
              "3592                                 4 Kids Entertainment\n",
              "4038                                  3Mark Entertainment\n",
              "5199                                         360 Pictures\n",
              "7211                                     3311 Productions\n",
              "3579                       3 Miles Apart Productions Ltd.\n",
              "7505                                 3 Arts Entertainment\n",
              "6334                                 3 Arts Entertainment\n",
              "5803                                 3 Arts Entertainment\n",
              "6481                                 3 Arts Entertainment\n",
              "4023                                 3 Arts Entertainment\n",
              "3142                                 3 Arts Entertainment\n",
              "3123                                 3 Arts Entertainment\n",
              "2903                                 3 Arts Entertainment\n",
              "6706                                 3 Arts Entertainment\n",
              "7370                                                2DUX²\n",
              "7005                                                2DUX²\n",
              "5429                                     2929 Productions\n",
              "5419                                     2929 Productions\n",
              "5386                                     2929 Productions\n",
              "5218                                     2929 Productions\n",
              "6619                                     2929 Productions\n",
              "5597                                             26 Films\n",
              "4118                                25th Hour Productions\n",
              "2584                                   21st Century Films\n",
              "1700                        21st Century Film Corporation\n",
              "6528                                21 Laps Entertainment\n",
              "7353                                21 Laps Entertainment\n",
              "7651                                 20th Century Studios\n",
              "4559                                     2003 Productions\n",
              "5195                                         2.4.7. Films\n",
              "7489                                    2.0 Entertainment\n",
              "4151                                         2 Loop Films\n",
              "6517                     1984 Private Defense Contractors\n",
              "7109                                           1978 Films\n",
              "4412                                     19 Entertainment\n",
              "385                                      1818 Productions\n",
              "2929                                        1492 Pictures\n",
              "3525                                        1492 Pictures\n",
              "3024                                      .406 Production\n",
              "7525                  \"Weathering With You\" Film Partners\n",
              "4345                      \"DIA\" Productions GmbH & Co. KG\n",
              "Name: company, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['company'].drop_duplicates().sort_values(ascending=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A3UZO91csSWZ",
        "outputId": "3032c97b-8d63-4441-9923-e8759630cde8"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7129                                              thefyzz\n",
              "5664                                          micro_scope\n",
              "4007                                             i5 Films\n",
              "6793                                           i am OTHER\n",
              "6420                                                 erbp\n",
              "3776                                       double A Films\n",
              "3330                          Zucker Brothers Productions\n",
              "146                                      Zoetrope Studios\n",
              "2213                                   Zeta Entertainment\n",
              "3698                              Zentropa Entertainments\n",
              "1180                                 Zenith Entertainment\n",
              "5180                                      Zazen Produções\n",
              "1321                             Zanuck/Brown Productions\n",
              "1329                          Zacharias-Buhai Productions\n",
              "789                             Young Sung Production Co.\n",
              "5125                           Young Hannibal Productions\n",
              "5499                                          Yellow Bird\n",
              "4618                                       Yash Raj Films\n",
              "4990                            Yari Film Group Releasing\n",
              "5410                                Yari Film Group (YFG)\n",
              "5583                                X-Filme Creative Pool\n",
              "6265                              Worldview Entertainment\n",
              "4392                          World of Wonder Productions\n",
              "4999                  World Wrestling Entertainment (WWE)\n",
              "425                                   World Film Services\n",
              "4581                                  Working Title Films\n",
              "4272                                         Wiseau-Films\n",
              "450                                   Winwood Productions\n",
              "3943                                        Winkler Films\n",
              "2084                                        WingNut Films\n",
              "2355                                 Wildwood Enterprises\n",
              "6606                                       Wildgaze Films\n",
              "5276                                           Wild Bunch\n",
              "4863                      Wiedemann & Berg Filmproduktion\n",
              "5550                                  Why Not Productions\n",
              "4572                                     Whitewater Films\n",
              "6616                               WhiteFlame Productions\n",
              "1306                                           White Lair\n",
              "1475                                          White Eagle\n",
              "1744                                       Westerly Films\n",
              "1304                        Weintraub Entertainment Group\n",
              "5496                                Wayfare Entertainment\n",
              "6672                                        Waverly Films\n",
              "4505                    Warner Independent Pictures (WIP)\n",
              "7267                                Warner Bros. Pictures\n",
              "2284                    Warner Bros. Family Entertainment\n",
              "6578                    Warner Bros. Digital Distribution\n",
              "2341                               Warner Bros. Animation\n",
              "0                                            Warner Bros.\n",
              "7401                               Warner Animation Group\n",
              "75                                Walt Disney Productions\n",
              "688                                  Walt Disney Pictures\n",
              "117                         Walt Disney Animation Studios\n",
              "5075                                         Walden Media\n",
              "4975                                                  WIP\n",
              "7420                                          Votiv Films\n",
              "5272                                     Voltage Pictures\n",
              "5409                                Vivendi Entertainment\n",
              "1115                                   Vista Organization\n",
              "6647                                    Visiona Romantica\n",
              "1307                                           Vision PDG\n",
              "3539                            Village Roadshow Pictures\n",
              "2467                               View Askew Productions\n",
              "1894                        Victor Company of Japan (JVC)\n",
              "1716                                       Victor & Grais\n",
              "4964                              Victoires International\n",
              "1522                                     Vestron Pictures\n",
              "5302                                        Vertigo Films\n",
              "6540                                       Verisimilitude\n",
              "7018                                    Verdi Productions\n",
              "7263                                Vendian Entertainment\n",
              "2504                                       Vegahom Europe\n",
              "4827                         Vanguard Films and Animation\n",
              "251                                       VAE Productions\n",
              "6208                                    Upside Down Films\n",
              "7594                                      Unplanned Movie\n",
              "5635               Universal Pictures International (UPI)\n",
              "6                                      Universal Pictures\n",
              "2943                               Universal City Studios\n",
              "350                                     Unity Productions\n",
              "227               United Film Distribution Company (UFDC)\n",
              "3017                              United Artists Pictures\n",
              "4190                      United Artists Film Corporation\n",
              "9                                          United Artists\n",
              "6460                                         Unison Films\n",
              "2490                             Ultra Muchos Productions\n",
              "3883                                            USA Films\n",
              "4785                                      UK Film Council\n",
              "6396                                        Two Ton Films\n",
              "5640                                     Two Prong Lesson\n",
              "4694                                     Twisted Pictures\n",
              "4691                      Twentieth Century Fox Animation\n",
              "28                                  Twentieth Century Fox\n",
              "2122                                  Turner Pictures (I)\n",
              "6352                                         Trésor Films\n",
              "6280                             Truth Entertainment (II)\n",
              "4626                                      True West Films\n",
              "2769                                        Triumph Films\n",
              "2305                                     Trimark Pictures\n",
              "3577                                  Tribeca Productions\n",
              "2280                                   TriStar Television\n",
              "503                                      TriStar Pictures\n",
              "6552                                   Treehouse Pictures\n",
              "6252                                             Translux\n",
              "1290                          Trancas International Films\n",
              "6973                                Toy Fight Productions\n",
              "2081                         Touchwood Pacific Partners 1\n",
              "501                                   Touchstone Pictures\n",
              "6093                                         Total Recall\n",
              "5491                                       Tornasol Films\n",
              "3097                                 Too Askew Prod. Inc.\n",
              "6473                                    Tonik Productions\n",
              "4110                                          Tonic Films\n",
              "2349                                         Tomson Films\n",
              "3356                                         Tomboy Films\n",
              "3849                                        Tokuma Shoten\n",
              "1264                          Tokuma Japan Communications\n",
              "3589                                        Toho Pictures\n",
              "773                                          Toho Company\n",
              "7432                                         Toei Company\n",
              "2862                               Tim Burton Productions\n",
              "1649                                      Tig Productions\n",
              "388                             Tiberius Film Productions\n",
              "3820                              Three Rivers Production\n",
              "849                        Thorn EMI Screen Entertainment\n",
              "4312                             This Is That Productions\n",
              "1499                                   The Zanuck Company\n",
              "4773                                The Weinstein Company\n",
              "7579                              The Tyler Perry Company\n",
              "858                               The Saul Zaentz Company\n",
              "1179                           The Samuel Goldwyn Company\n",
              "6390                                   The Safran Company\n",
              "2827                                The Rank Organisation\n",
              "1494                                      The Movie Group\n",
              "1278                                    The Mount Company\n",
              "2450                              The Mark Gordon Company\n",
              "10                                    The Malpaso Company\n",
              "5835                             The Last Picture Company\n",
              "139                                      The Ladd Company\n",
              "6379                                   The Lab of Madness\n",
              "2924                            The Kushner-Locke Company\n",
              "7344                                      The Ink Factory\n",
              "5474                                  The Halcyon Company\n",
              "1144                             The Guber-Peters Company\n",
              "257                                    The Geffen Company\n",
              "4733                                     The Family Stone\n",
              "537                                      The Cannon Group\n",
              "5824                            The American Film Company\n",
              "5518                                     Ternion Pictures\n",
              "5470                            Temple Hill Entertainment\n",
              "599                                    Tartan Productions\n",
              "2774                                       Tapestry Films\n",
              "356                              TaliaFilm II Productions\n",
              "4804                                    Tag Entertainment\n",
              "7459                                    TSG Entertainment\n",
              "1537                                    TMS Entertainment\n",
              "4935                                            THINKFilm\n",
              "1063                          TAFT Entertainment Pictures\n",
              "7057                                              Syncopy\n",
              "6285                                    Sycamore Pictures\n",
              "2753                                      Sweetland Films\n",
              "5005                               Sweet Tea Pictures LLC\n",
              "358                                 Sunn Classic Pictures\n",
              "904                                    Sunbow Productions\n",
              "7033                                      Summit Premiere\n",
              "4263                                 Summit Entertainment\n",
              "2729                                    Suburban Pictures\n",
              "2074                                          StudioCanal\n",
              "2626                                         Studio Trite\n",
              "5308                                        Studio Ghibli\n",
              "7356                                             Studio 8\n",
              "5953                                            Studio 37\n",
              "1845                        Strong Heart/Demme Production\n",
              "4479                                 Strike Entertainment\n",
              "4789                                     Stratus Film Co.\n",
              "6593                            Stoney Lake Entertainment\n",
              "1883                                 Stone Group Pictures\n",
              "2366                              Steve White Productions\n",
              "6359                                  Steel Mill Pictures\n",
              "3954                                        Star Overseas\n",
              "5584                                        Stage 6 Films\n",
              "5837                          Stacey Testro International\n",
              "3583                               Spyglass Entertainment\n",
              "495                                      Spinal Tap Prod.\n",
              "7277                                        SpectreVision\n",
              "4280                        Spectacle Entertainment Group\n",
              "6841                                   Sparkle Roll Media\n",
              "1340                                Spacegate Productions\n",
              "6350                                  Space Rocket Nation\n",
              "4181                               South Pacific Pictures\n",
              "6761                    Sony Pictures Entertainment (SPE)\n",
              "4435                               Sony Pictures Classics\n",
              "6740                              Sony Pictures Animation\n",
              "5114                                         Solana Films\n",
              "6259                                          SnowPiercer\n",
              "5925                                  Snoot Entertainment\n",
              "4059                                          Slough Pond\n",
              "5997                                     Skyscraper Films\n",
              "620                                              Skyewiay\n",
              "7474                                       Skydance Media\n",
              "1978                                   Siriol Productions\n",
              "4172                            Silver Sphere Corporation\n",
              "1697                            Silver Screen Partners IV\n",
              "1417                           Silver Screen Partners III\n",
              "6791                                          Silver Reel\n",
              "1444                                      Silver Pictures\n",
              "6439                                 Sikhya Entertainment\n",
              "5130                          Sidney Kimmel Entertainment\n",
              "4252                                            Show East\n",
              "3405                                     Shooting Gallery\n",
              "5330                                      Shocking Bottle\n",
              "7368                                    ShivHans Pictures\n",
              "3238                                Sheinberg Productions\n",
              "6897                                     SharpSword Films\n",
              "1313                    Shapiro-Glickenhaus Entertainment\n",
              "4617                             Shangri-La Entertainment\n",
              "3397                          ShadowCatcher Entertainment\n",
              "449                                  Seventh Avenue Films\n",
              "3742                                  Seven Arts Pictures\n",
              "4793                              Serendipity Point Films\n",
              "2757                                       Seraphim Films\n",
              "5398                             Senator Entertainment Co\n",
              "4346                                         SenArt Films\n",
              "5998                                         Semtex Films\n",
              "6727                                        See-Saw Films\n",
              "5772                                  Sedic International\n",
              "1580                             Sean S. Cunningham Films\n",
              "374                                         Seagoat Films\n",
              "2545                             Seagal/Nasso Productions\n",
              "3529                                          Screen Gems\n",
              "6464                                     Screen Australia\n",
              "2946                              Scott Rudin Productions\n",
              "6544                               Scott Free Productions\n",
              "7178                                          Scion Films\n",
              "3322                                              Sciarlò\n",
              "2503                                       Savoy Pictures\n",
              "3760                                         Saturn Films\n",
              "2720                                Sandollar Productions\n",
              "276                              Sandcastle 5 Productions\n",
              "3096                                Samuelson Productions\n",
              "5110                                        Samuels Media\n",
              "4737                                 Samuel Goldwyn Films\n",
              "3202                         Samson Productions Pty. Ltd.\n",
              "7216                                       Salon Pictures\n",
              "7132                                          Sailor Bear\n",
              "3834                                  Saban Entertainment\n",
              "7264                                            STX Films\n",
              "6938                                    STX Entertainment\n",
              "6484                                    SModcast Pictures\n",
              "646                                  SLM Production Group\n",
              "5965                                      SBS Productions\n",
              "2829                                 Rysher Entertainment\n",
              "4182                                      Rumbalara Films\n",
              "6625                                           Ruby Films\n",
              "6763                              Route One Entertainment\n",
              "6064                                           Roth Films\n",
              "4754                                 Room 9 Entertainment\n",
              "6620                                           Rook Films\n",
              "4522                                       Rogue Pictures\n",
              "5511                                                Rogue\n",
              "3213                           Robert Simonds Productions\n",
              "6389                                 Roadside Attractions\n",
              "2399                           Road Movies Filmproduktion\n",
              "502                                River Road Productions\n",
              "5736                             River Road Entertainment\n",
              "847                                         Rimfire Films\n",
              "5393                                        Rifkin-Eberts\n",
              "6306                           Riddick Canada Productions\n",
              "277                      Richmond Light Horse Productions\n",
              "2388                         Richard Williams Productions\n",
              "3349                                        Rhombus Media\n",
              "3855                                   Revolution Studios\n",
              "3705                            Revelations Entertainment\n",
              "1673                                           Reteitalia\n",
              "5967                                       Reprisal Films\n",
              "4690                                 Rent Productions LLC\n",
              "1513                                     Renn Productions\n",
              "96                                   Renaissance Pictures\n",
              "1509                                    Renaissance Films\n",
              "909                                   Religioso Primitiva\n",
              "5167                                     Relativity Media\n",
              "6535                             Reel FX Creative Studios\n",
              "3089                                        Redwave Films\n",
              "4891                                       Red Hour Films\n",
              "6243                                 Red Granite Pictures\n",
              "6236                                Red Crown Productions\n",
              "1733                       Recorded Picture Company (RPC)\n",
              "5767                                      Realitism Films\n",
              "6604                            RatPac-Dune Entertainment\n",
              "2413                                   Rastar Productions\n",
              "15                                        Rastar Pictures\n",
              "426                                          Rastar Films\n",
              "247                               Rankin/Bass Productions\n",
              "5233                                     Rainforest Films\n",
              "6773                                        Raindog Films\n",
              "2336                  Raffaella De Laurentiis Productions\n",
              "230                                          RKO Pictures\n",
              "6580                                           RADiUS-TWC\n",
              "4046                                     R.P. Productions\n",
              "4106                                Quinta Communications\n",
              "7001                                     Quad Productions\n",
              "3113                                        Q Productions\n",
              "6899                                            Pyramania\n",
              "6600                                Pure Flix Productions\n",
              "3764                                 Punch 21 Productions\n",
              "5914                                   Pt. Merantau Films\n",
              "3832                                    Prufrock Pictures\n",
              "5656                                 Protagonist Pictures\n",
              "6566                                    Prospero Pictures\n",
              "2358                                     Propaganda Films\n",
              "1288                                   Prominent Features\n",
              "861                    Producers Sales Organization (PSO)\n",
              "1441                Producers Representative Organization\n",
              "4828                           Prime Film Productions LLC\n",
              "7114                                     Primate Pictures\n",
              "2251                                  Price Entertainment\n",
              "6405                                           Prettybird\n",
              "774                                  Pressman Productions\n",
              "5017                                        Pressman Film\n",
              "5990                                    Preferred Content\n",
              "6376                                        Prana Studios\n",
              "3775                          Portman Entertainment Group\n",
              "6607                                     Porchlight Films\n",
              "2811                                    Populist Pictures\n",
              "2956                                     Pope Productions\n",
              "4538                                  Pop Pop Productions\n",
              "5412                                    Ponty Up Pictures\n",
              "94                                      Polygram Pictures\n",
              "2324                        Polygram Filmed Entertainment\n",
              "372                                Polyc International BV\n",
              "192                                     PolyGram Pictures\n",
              "36                          PolyGram Filmed Entertainment\n",
              "3388                                  Polar Entertainment\n",
              "7332                                  Point Grey Pictures\n",
              "4304                                  Plunge Pictures LLC\n",
              "5371                                             Playtone\n",
              "2785                     Playhouse International Pictures\n",
              "3619                                         Play It Inc.\n",
              "2603                                   Planet Productions\n",
              "6067                                 Plan B Entertainment\n",
              "3260                              Pixar Animation Studios\n",
              "4179                                          Pioneer LDC\n",
              "5340                                         Picturehouse\n",
              "2387                                   Picture Securities\n",
              "3098                                     Phoenix Pictures\n",
              "445                       Phillips Whitehouse Productions\n",
              "3008                                 Peters Entertainment\n",
              "2420                                 Permut Presentations\n",
              "7149                               Perfect World Pictures\n",
              "2214                                       Penta Pictures\n",
              "2216                                          Penta Films\n",
              "2221                                  Penta Entertainment\n",
              "5382                          Pelican Productions LLC (I)\n",
              "7111                                  Paulilu Productions\n",
              "5605                               Pathé Renn Productions\n",
              "3517                         Pathé Pictures International\n",
              "1688                                  Pathé Entertainment\n",
              "6386                                                Pathé\n",
              "2808                                    Party Productions\n",
              "6651                                      Parts and Labor\n",
              "21                                   Partisan Productions\n",
              "6658                                          Participant\n",
              "2378                                  Parkway Productions\n",
              "2086                            Parkes/Lasker productions\n",
              "5043                                    Paramount Vantage\n",
              "7476                                    Paramount Players\n",
              "3                                      Paramount Pictures\n",
              "4920                                   Paramount Classics\n",
              "6751                                  Paramount Animation\n",
              "970                            Paragon Arts International\n",
              "3187          Papazian-Hirsch Entertainment International\n",
              "7206                                      Pantelion Films\n",
              "6962                                       Panorama Films\n",
              "2712                               Pandora Filmproduktion\n",
              "3850                                       Pandora Cinema\n",
              "5482                                       Pan Européenne\n",
              "240                                              Pan Arts\n",
              "6659                                       PalmStar Media\n",
              "1323                                                Palla\n",
              "1320                                      Palace Pictures\n",
              "1828                                   Paisley Park Films\n",
              "1815                                      Pacific Western\n",
              "3010                                    PVM Entertainment\n",
              "5190                                       P2 Productions\n",
              "5357                                       Overture Films\n",
              "5690                                      Overnight Films\n",
              "6072                              Overbrook Entertainment\n",
              "1457                               Outlaw Productions (I)\n",
              "4979                     Out of the Blue... Entertainment\n",
              "412                           Osterman Weekend Associates\n",
              "5620                                         Oscilloscope\n",
              "4                                          Orion Pictures\n",
              "6771                                      Origin Pictures\n",
              "3353                       Oriental Light and Magic (OLM)\n",
              "5935                                 Open Road Films (II)\n",
              "6415                                      Open Road Films\n",
              "3752                                      Open City Films\n",
              "6813                                           Onyx Films\n",
              "190                                   One Way Productions\n",
              "5942                                        Omnilab Media\n",
              "5795                                  Omega Entertainment\n",
              "5791                                     Olympus Pictures\n",
              "1835                                              Odyssey\n",
              "4193                                          Odeon Films\n",
              "3021                                        October Films\n",
              "5434                               Occupant Entertainment\n",
              "4786                           OLC / Rights Entertainment\n",
              "3148                                      O Entertainment\n",
              "5358                                       Number 9 Films\n",
              "1763                             Nova International Films\n",
              "6467                                Northern Lights Films\n",
              "2134                        Northern Lights Entertainment\n",
              "1508                             Norman Twain Productions\n",
              "6339                                     No Trace Camping\n",
              "4998                                   No Matter Pictures\n",
              "1398                            No Frills Film Production\n",
              "4591                           Nine Yards Two Productions\n",
              "3285                              Nimbus Film Productions\n",
              "5158                               Night and Day Pictures\n",
              "703                                       Night Life Inc.\n",
              "1709                                Nicolas Entertainment\n",
              "3318                                      Next Wave Films\n",
              "4668                                   Next Entertainment\n",
              "3631                              Newmarket Capital Group\n",
              "526                                    New World Pictures\n",
              "1236                        New World Entertainment Films\n",
              "1416                                          New Visions\n",
              "1346                          New Sky Communications Inc.\n",
              "2703                              New Regency Productions\n",
              "3773                                   New Oz Productions\n",
              "483                                       New Line Cinema\n",
              "2414                                 New Horizons Picture\n",
              "867                 New Century Entertainment Corporation\n",
              "3184                          New Amsterdam Entertainment\n",
              "2555                            Nest Family Entertainment\n",
              "405                                               Nelvana\n",
              "1861                                 Nelson Entertainment\n",
              "335                                      National Lampoon\n",
              "1045                                               Natant\n",
              "6010                                     NVSH Productions\n",
              "3795                                    NPV Entertainment\n",
              "3007                                      NFH Productions\n",
              "2904                                    NDF International\n",
              "1291                                      NBC Productions\n",
              "3777                              Myung Film Company Ltd.\n",
              "3271                                 Mystery Clock Cinema\n",
              "4093                                      Myriad Pictures\n",
              "3543                                  Mutual Film Company\n",
              "4127                                     Muse Productions\n",
              "2975                             Mundy Lane Entertainment\n",
              "2604                               Mulholland Productions\n",
              "57                            Mulberry Square Productions\n",
              "4606                                             Movision\n",
              "6814                                               Motlys\n",
              "2977         Motion Picture Corporation of America (MPCA)\n",
              "5311                                               Mosaic\n",
              "4199    Morra, Brezner, Steinberg and Tenenbaum Entert...\n",
              "1265                           Morgan Creek Entertainment\n",
              "7302                                           Mooz Films\n",
              "6210                              Monsterfoot Productions\n",
              "7469                                Monkeypaw Productions\n",
              "3401                                     Monarch Pictures\n",
              "5534                                     Mod Producciones\n",
              "2432                                              Miramax\n",
              "681                                    Mirage Enterprises\n",
              "7526                                Mimran Schur Pictures\n",
              "7491                                     Millennium Media\n",
              "5029                                     Millennium Films\n",
              "389                                             Millenium\n",
              "4778                                      Milkshake Films\n",
              "6145                                         Milk & Media\n",
              "3290                           Midwinter Productions Inc.\n",
              "3920                              Metropolitan Filmexport\n",
              "120                             Metro-Goldwyn-Mayer (MGM)\n",
              "3031                           Merchant Ivory Productions\n",
              "4391                                         Mepris Films\n",
              "6425                             Memento Films Production\n",
              "42                               Melvin Simon Productions\n",
              "3055                              Melampo Cinematografica\n",
              "3598                                          Medusa Film\n",
              "6053                                      Mediaset España\n",
              "5823                                             Mediapro\n",
              "7320                           Media Rights Capital (MRC)\n",
              "4119                                     Media Asia Films\n",
              "4267                                Media 8 Entertainment\n",
              "3090                                      McFarlane Films\n",
              "6804                                      Mayhem Pictures\n",
              "6360                                Max Films Productions\n",
              "5269                                   Matten Productions\n",
              "4225                                             Material\n",
              "7363                                    Matchbox Pictures\n",
              "6043                                       Marvel Studios\n",
              "6448                                 Marvel Entertainment\n",
              "4269                                   Marvel Enterprises\n",
              "5606                                           Marv Films\n",
              "3640                                 Marked Entertainment\n",
              "6471                                          Marcy Media\n",
              "106                                 Mann/Caan Productions\n",
              "3538                                     Mandeville Films\n",
              "5200                                     Mandate Pictures\n",
              "5982                                      Mandalay Vision\n",
              "4400                                    Mandalay Pictures\n",
              "3071                               Mandalay Entertainment\n",
              "1553                                  Malpaso Productions\n",
              "891                                   Maljack Productions\n",
              "114                                 Major Studio Partners\n",
              "2230                         Majestic Films International\n",
              "1503                                 Magnum Pictures Inc.\n",
              "5574                                    Magnolia Pictures\n",
              "5775                                 Magic Light Pictures\n",
              "2083                             Mace Neufeld Productions\n",
              "7169                                     Macari/Edelstein\n",
              "1292                             Mac and Me Joint Venture\n",
              "6783                                          MWM Studios\n",
              "3466                                            MTV Films\n",
              "609                                    MPL Communications\n",
              "5593                                      MPI Media Group\n",
              "6138                                      MK2 Productions\n",
              "3731                         MFF Feature Film Productions\n",
              "2953                                        MDP Worldwide\n",
              "3757                                        Légende Films\n",
              "4289                               Lynda Obst Productions\n",
              "7423                                           Lyla Films\n",
              "6570                                         Lutzus-Brown\n",
              "2599                                     Lumière Pictures\n",
              "2660                                     Lumiere Pictures\n",
              "6224                                Lucky Monkey Pictures\n",
              "368                              Lucille Ball Productions\n",
              "5366                                  Lucasfilm Animation\n",
              "2                                               Lucasfilm\n",
              "7305                                  Lucamar Productions\n",
              "4004                                Lost Soul Productions\n",
              "7151                        Los Angeles Media Fund (LAMF)\n",
              "286                                   Lorimar Productions\n",
              "1155                              Lorimar Motion Pictures\n",
              "20                             Lorimar Film Entertainment\n",
              "3042                               Longview Entertainment\n",
              "5559                                    Lleju Productions\n",
              "3901                                           LivePlanet\n",
              "2043                                   Live Entertainment\n",
              "1902                             Little Tokyo Productions\n",
              "6745                                      Little Stranger\n",
              "4925                                            Lionsgate\n",
              "3348                                     Lions Gate Films\n",
              "7336                                         Likely Story\n",
              "1543                              Lightyear Entertainment\n",
              "2699                             Lightstorm Entertainment\n",
              "1721                                   Lightning Pictures\n",
              "5411                              LightWave Entertainment\n",
              "3732                          Lewitt / Eberts Productions\n",
              "1711                                   Levins-Henenlotter\n",
              "6159                                 Les Films du Losange\n",
              "3847                                Les Films Alain Sarde\n",
              "1989                                         Les Films 21\n",
              "4375                                        Les Armateurs\n",
              "226                            Leisure Investment Company\n",
              "6487                              Legendary Entertainment\n",
              "6936                                       Legendary East\n",
              "7361                                             Legend3D\n",
              "652                             Legend Production Company\n",
              "879                           Lawrence Gordon Productions\n",
              "6855                                      Lava Bear Films\n",
              "1314                                           Laurenfilm\n",
              "1727                            Laurence Mark Productions\n",
              "5000                             Last Holiday Productions\n",
              "2082                             Largo International N.V.\n",
              "1844                                  Largo Entertainment\n",
              "2742                                       Lancaster Gate\n",
              "3700                              Lakeshore Entertainment\n",
              "5442                                            Lago Film\n",
              "371                                              Ladbroke\n",
              "6120                                      La Petite Reine\n",
              "6633                                        LStar Capital\n",
              "5519                                     LD Entertainment\n",
              "7260                                      LBI Productions\n",
              "877                                            L.A. Films\n",
              "3126                                    Kuzui Enterprises\n",
              "1904                                             Krisjair\n",
              "2433                                  Krasnow Productions\n",
              "6500                                Kramer & Sigman Films\n",
              "2606                             Kouf/Bigelow Productions\n",
              "2877                               Kopelson Entertainment\n",
              "3940                                      Konrad Pictures\n",
              "3419                                   Knock Films A.V.V.\n",
              "4427                                         Klasky-Csupo\n",
              "497                                  Kingsmere Properties\n",
              "4122                                      Kingsgate Films\n",
              "929                              Kings Road Entertainment\n",
              "4580                                      Kim Ki-Duk Film\n",
              "3934                                         Killer Films\n",
              "7430                             Kevin Downes Productions\n",
              "101                            Kennedy Miller Productions\n",
              "6907                                       Keep Your Head\n",
              "2052                                      Kasdan Pictures\n",
              "5107                           Karbo Vantas Entertainment\n",
              "3129                                Kanun parvaresh fekri\n",
              "4630                            Kang Je-Kyu Film Co. Ltd.\n",
              "6934                                     K5 International\n",
              "3253                                             Juno Pix\n",
              "4830                                        Junebug Movie\n",
              "5683                              Josephson Entertainment\n",
              "1897                      Joseph S. Vecchio Entertainment\n",
              "2539                            Jones Entertainment Group\n",
              "5576                             Jon Shestack Productions\n",
              "6479                                            Jolie Pas\n",
              "4719                               John Wells Productions\n",
              "3573                                  Jim Henson Pictures\n",
              "4523                                  Jet Tone Production\n",
              "2481                                         Jersey Films\n",
              "3663                              Jerry Bruckheimer Films\n",
              "870                                Jay Weston Productions\n",
              "3186                             Jasmine Productions Inc.\n",
              "295                                     James Glickenhaus\n",
              "549                                         Jaffe-Lansing\n",
              "1698                          Jackson/McHenry Company,The\n",
              "50            Jack Rollins & Charles H. Joffe Productions\n",
              "3480                          Jack Giarraputo Productions\n",
              "1520                           JVC Entertainment Networks\n",
              "3216                                      JLT Productions\n",
              "390                                        JF Productions\n",
              "2737                                      JDI Productions\n",
              "1018                                    J&M Entertainment\n",
              "1465                                               Ixtlan\n",
              "3222                                Ivory Way Productions\n",
              "5586                             It's a Laugh Productions\n",
              "2102                                         Island World\n",
              "917                                       Island Pictures\n",
              "1747                                       Ironbark Films\n",
              "6081                        Iron Horse Entertainment (II)\n",
              "6200                                    Intrepid Pictures\n",
              "1769                            Interscope Communications\n",
              "220                          International Film Investors\n",
              "130                International Cinema Corporation (ICC)\n",
              "56                                   International Cinema\n",
              "3304                                     Intermedia Films\n",
              "5240                                           Intermedia\n",
              "6237                                     Insurge Pictures\n",
              "167                                           Innovisions\n",
              "890                                      Initial Pictures\n",
              "2029                    Initial Entertainment Group (IEG)\n",
              "5504                      Infinity Features Entertainment\n",
              "6052                                    Indian Paintbrush\n",
              "2985                            Independent Pictures (II)\n",
              "1164                              Independent Film Centre\n",
              "219                 Incorporated Television Company (ITC)\n",
              "5676                       Incentive Filmed Entertainment\n",
              "2242                               In The Bag Productions\n",
              "1691                   Imperial Entertainment Corporation\n",
              "7136                             Imperative Entertainment\n",
              "1163                          Imagine Films Entertainment\n",
              "1380                                Imagine Entertainment\n",
              "5595                              Imagi Animation Studios\n",
              "2064                                   Image Organization\n",
              "2681                                         Image Comics\n",
              "6688                           Illumination Entertainment\n",
              "7537                                           Iconoclast\n",
              "4415                                     Icon Productions\n",
              "2330                     Icon Entertainment International\n",
              "1955                                            IRS Media\n",
              "17                                              IPC Films\n",
              "3936    IMF Internationale Medien und Film GmbH & Co. ...\n",
              "6139                                            IM Global\n",
              "4796                                      IFC Productions\n",
              "4820                                            IFC Films\n",
              "6628                                            IAC Films\n",
              "3379                                    Hyperion Pictures\n",
              "5846                                             Hydraulx\n",
              "5633                              Hyde Park Entertainment\n",
              "6772                                     Hurwitz Creative\n",
              "5010                                   Hunting Lane Films\n",
              "7297                            Hunter Killer Productions\n",
              "6918                                   Human Stew Factory\n",
              "1647                                 Hughes Entertainment\n",
              "7343                              Huayi Brothers Pictures\n",
              "7220                                 Huayi Brothers Media\n",
              "7303                                       Huayi Brothers\n",
              "7156                             Houston King Productions\n",
              "5502                                House Row Productions\n",
              "6588                                   Hopscotch Features\n",
              "5041                                 Hoot Productions LLC\n",
              "1143                                Home Box Office (HBO)\n",
              "1671                                   Hollywood Pictures\n",
              "3884                            Hollywood Licensing Group\n",
              "1983                                             Hivemind\n",
              "1585                                        Hill/Rosenman\n",
              "3172                              High School Sweethearts\n",
              "1597                                 High Bar Productions\n",
              "6911                      Hidden Empire Film Group (HEFG)\n",
              "7616                               Hicktown Entertainment\n",
              "396                                   Hickmar Productions\n",
              "6877                                         Heyday Films\n",
              "5821                                Herrick Entertainment\n",
              "182                                     Heron Productions\n",
              "1112                                 Heron Communications\n",
              "5802                                   Hero Entertainment\n",
              "307                                            Herb Jaffe\n",
              "848                                Henson Associates (HA)\n",
              "580                                               Hemdale\n",
              "2273                                 Hell's Kitchen Films\n",
              "400                                              Heat GBR\n",
              "6205                                    Headline Pictures\n",
              "3459                                          Haxan Films\n",
              "595                          Hawn / Sylbert Movie Company\n",
              "2694                                                Havoc\n",
              "5617                                        Haut et Court\n",
              "7307                                               Hasbro\n",
              "3291                                    Harvest Filmworks\n",
              "7399                                 Hartbeat Productions\n",
              "3744                             Hart Sharp Entertainment\n",
              "3398                                          Harpo Films\n",
              "427                  Harold Robbins International Company\n",
              "3484                            Happy Madison Productions\n",
              "2381                            Hanna-Barbera Productions\n",
              "4097                              Handprint Entertainment\n",
              "108                                        HandMade Films\n",
              "5170                                         HanWay Films\n",
              "3750                               Hammerhead Productions\n",
              "2719                             Halloween VI Productions\n",
              "499                                     Hal Roach Studios\n",
              "5112                                       Haishang Films\n",
              "3762                                   Haft Entertainment\n",
              "3331                                            HSX Films\n",
              "3438                                  HK Film Corporation\n",
              "5193                                          HDNet Films\n",
              "584                                          HBO Pictures\n",
              "4236                                            HBO Films\n",
              "1185                                         H.I.T. Films\n",
              "2653                                        Guys Upstairs\n",
              "129                                  Gurian Entertainment\n",
              "3761                                     Gullane Pictures\n",
              "6468                                  Gulfstream Pictures\n",
              "3048                                                Guild\n",
              "5156                              Groundswell Productions\n",
              "7092                               Grisbi Productions, Le\n",
              "4019                                 Greisman Productions\n",
              "665                            Greenwich Film Productions\n",
              "2530                                Greenleaf Productions\n",
              "3793                                          Green/Renzi\n",
              "2886                                         Green Parrot\n",
              "6094                                      Green Hat Films\n",
              "6958                                  Greater Productions\n",
              "1048             Great American Films Limited Partnership\n",
              "4309                                     Gray Daisy Films\n",
              "6317                                  Gravier Productions\n",
              "4527                               Grand Slam Productions\n",
              "2246                                Gramercy Pictures (I)\n",
              "6926                                         Gracie Films\n",
              "6702                                         Gotham Group\n",
              "1507                                       Gordon Company\n",
              "4907                                         Googly Films\n",
              "5342                                Goodspeed Productions\n",
              "6297                                        Good Universe\n",
              "2930                                         Good Machine\n",
              "2209                                Golden Way Films Ltd.\n",
              "105                                Golden Harvest Company\n",
              "229                         Goldcrest Films International\n",
              "7540                                              GoldDay\n",
              "4080                                    Gold Circle Films\n",
              "3061                                    Golar Productions\n",
              "254                              Golan-Globus Productions\n",
              "7294                                     Goddard Textiles\n",
              "7314                                    Goalpost Pictures\n",
              "4431                                             Go Films\n",
              "5820                                        Glass Eye Pix\n",
              "942                                 Gladden Entertainment\n",
              "3461                               Ghoulardi Film Company\n",
              "6154                                 Ghost House Pictures\n",
              "110                           Georgetown Productions Inc.\n",
              "6925                                         George Films\n",
              "6556                                          Genre Films\n",
              "1870                                      Geffen Pictures\n",
              "2125                                              Gaumont\n",
              "6196                             Gary Sanchez Productions\n",
              "6592                                Gail Katz Productions\n",
              "5548                                             GK Films\n",
              "765                                                   GGG\n",
              "5480                                               G-BASE\n",
              "4117                                Fuzzy Bunny Films (I)\n",
              "4399                                      Funny Boy Films\n",
              "142                                           Fulvia Film\n",
              "3974                                         Fuller Films\n",
              "2346                                    Full Crew/Say Yea\n",
              "7026                                          Fuego Films\n",
              "4892                                             Fu Works\n",
              "1296                                          Front Films\n",
              "7274                                 Frenesy Film Company\n",
              "6792                                        Freedom Media\n",
              "918                            Freddie Fields Productions\n",
              "3465                                   Franchise Pictures\n",
              "3015                             Fox Searchlight Pictures\n",
              "586                              Fox Run Productions Inc.\n",
              "4962                                           Fox Atomic\n",
              "2891                                    Fox 2000 Pictures\n",
              "1149                                      Fourth Protocol\n",
              "6581                             Four Seasons Partnership\n",
              "4458                                         Forward Pass\n",
              "5260                                    FortyFour Studios\n",
              "6827                                         Fortis Films\n",
              "3281                                                Forge\n",
              "6401            Forest Whitaker's Significant Productions\n",
              "6185                                  Foresight Unlimited\n",
              "7034                                    Forecast Pictures\n",
              "6349                           Follow Through Productions\n",
              "1944                                        Fogwood Films\n",
              "4174                                    Focus Puller Inc.\n",
              "4171                                       Focus Features\n",
              "3623                                   Flying Heart Films\n",
              "6922                                     Flashlight Films\n",
              "4126                                   Flan de Coco Films\n",
              "2711                             First Look International\n",
              "4162                               First Light Production\n",
              "7084                                Fingerprint Releasing\n",
              "2425                                   Fine Line Features\n",
              "14                                      Filmways Pictures\n",
              "1898                                             Films A2\n",
              "353                                Filmplan International\n",
              "534                                  Filmline Productions\n",
              "5404                                 Filmax International\n",
              "4487                                         Filmax Group\n",
              "5642                                               Filmax\n",
              "1493                                             Filmauro\n",
              "783                                  Filmation Associates\n",
              "7331                             FilmNation Entertainment\n",
              "3990                                             FilmFour\n",
              "5657                                         FilmDistrict\n",
              "3440                                           FilmColony\n",
              "6255                                                Film4\n",
              "2394                                        Film Workshop\n",
              "5035                                         Film Science\n",
              "4986                           Film Partner International\n",
              "2274                                      Film Andes S.A.\n",
              "6294                                              Film 44\n",
              "3661                                        Figment Films\n",
              "2107                           Fifth Avenue Entertainment\n",
              "5401                                    Field Guide Films\n",
              "5483                                       Fidélité Films\n",
              "2867                                              Fiction\n",
              "6512                                 Fewlas Entertainment\n",
              "7010                                        Fermion Films\n",
              "6576                                    Fear of God Films\n",
              "3256                                Fear and Loathing LLC\n",
              "2816                             Farabi Cinema Foundation\n",
              "2570                                         Fallingcloud\n",
              "6323                             Faliro House Productions\n",
              "6840                                      FaithStep Films\n",
              "4769                                        Fairway Films\n",
              "6905                               Fairview Entertainment\n",
              "5523                            Fade to Black Productions\n",
              "3418                                        Fade In Films\n",
              "3790                                             FX Sound\n",
              "4161                                      FTM Productions\n",
              "2755                                      FIT Productions\n",
              "3288                                    FGM Entertainment\n",
              "2098                                            FAI Films\n",
              "1054                                                  F/M\n",
              "6111                                Exclusive Media Group\n",
              "5716                                      Exclusive Films\n",
              "4456                              Evolution Entertainment\n",
              "4896                                    Everyman Pictures\n",
              "3639                                       Evenstar Films\n",
              "4090                                           EuropaCorp\n",
              "3878                                      Eureka Pictures\n",
              "778                                   Eurasia Investments\n",
              "4614                               Eulogy Productions LLC\n",
              "5618                                         Euforia Film\n",
              "2546                                          Etalon Film\n",
              "4851                                     Estudios Picasso\n",
              "650                       Estudios Churubusco Azteca S.A.\n",
              "2026                                 Esperanza Films Inc.\n",
              "1361                                              Esparza\n",
              "6700                                       Escape Artists\n",
              "986                                 Escalante Productions\n",
              "6037                                       Eros Worldwide\n",
              "4203                              Epsilon Motion Pictures\n",
              "1738                                     Epic Productions\n",
              "112                                       Eon Productions\n",
              "5952                               Enticing Entertainment\n",
              "7522                Entertainment Studios Motion Pictures\n",
              "6764                                    Entertainment One\n",
              "4699                  Entertainment Manufacturing Company\n",
              "118                                    Enigma Productions\n",
              "453                                 Englander Productions\n",
              "4497                                Endgame Entertainment\n",
              "6147                                Enderby Entertainment\n",
              "2089                               Encino Man Productions\n",
              "2167                               Enchantment Films Inc.\n",
              "3412                              Enchanter Entertainment\n",
              "1108                                    Emshell Producers\n",
              "691                                       Empire Pictures\n",
              "7604                                       Emphatic Films\n",
              "4389                       Emperor Multimedia Group (EMG)\n",
              "6197                 Emmett/Furla/Oasis Films (EFO Films)\n",
              "127                                      Embassy Pictures\n",
              "224                        Embassy International Pictures\n",
              "3600                                       Elysian Dreams\n",
              "5984                                          Elle Driver\n",
              "2952                           Eleventh Street Production\n",
              "6656                                     Element Pictures\n",
              "4989                               Electric Entertainment\n",
              "6857                          Electric City Entertainment\n",
              "7088                                       Elara Pictures\n",
              "3953                                             El Deseo\n",
              "4825                                   El Camino Pictures\n",
              "4429                                           Eikon Film\n",
              "2519                                         Egg Pictures\n",
              "280                                      Efer Productions\n",
              "4102                                           Edko Films\n",
              "517                                 Edge City Productions\n",
              "604                          Edgar J. Scherick Associates\n",
              "4666                                      Eden Rock Media\n",
              "1474                             Eddie Murphy Productions\n",
              "4041                                         Ecosse Films\n",
              "6207                                    Eclectic Pictures\n",
              "5535                              Echo Lake Entertainment\n",
              "176                                     Eaves Movie Ranch\n",
              "384                                     Eagle Associates.\n",
              "3518                                           ETIC Films\n",
              "4507                                                 ERBP\n",
              "195                                             EMI Films\n",
              "5296                                                 EFTI\n",
              "6671                         Duplass Brothers Productions\n",
              "5800                               Dune Entertainment III\n",
              "6438                                   Dune Entertainment\n",
              "3106                                  Dreamworks Pictures\n",
              "3278                                 DreamWorks Animation\n",
              "4883                                           DreamWorks\n",
              "8                                          Dovemead Films\n",
              "2880                               Doug Liman Productions\n",
              "438                                           Double Play\n",
              "7159                          Double Nickel Entertainment\n",
              "6140                                 Double Feature Films\n",
              "6645                                Double Dare You (DDY)\n",
              "2328                                   Dorset Productions\n",
              "2469                     Donner/Shuler-Donner Productions\n",
              "589                   Don Simpson/Jerry Bruckheimer Films\n",
              "2529                                            Don Bluth\n",
              "3302                                             Dollface\n",
              "3564                                        Dogstar Films\n",
              "6242                                     Dog Run Pictures\n",
              "2768                                    Dog Eat Dog Films\n",
              "7208                             Disruption Entertainment\n",
              "6636                                   Disneytoon Studios\n",
              "3824                          Disney Television Animation\n",
              "2158                    Dino de Laurentiis Communications\n",
              "113                            Dino De Laurentiis Company\n",
              "2846                                      Dimension Films\n",
              "2879                             Digital Image Associates\n",
              "6403                                Dickhouse Productions\n",
              "7218                                          Diagonal TV\n",
              "3263                                      DiNovi Pictures\n",
              "4764                              Di Bonaventura Pictures\n",
              "3989                                   Dharma Productions\n",
              "1725                                  Devoted Productions\n",
              "1684                                Detour Filmproduction\n",
              "3594                                    Destination Films\n",
              "2211                                   Desperate Pictures\n",
              "741                             Desert Hearts Productions\n",
              "6780                                       Depth of Field\n",
              "6859                                               Dentsu\n",
              "954                                  Delphi V Productions\n",
              "658                                Delphi III Productions\n",
              "432                                          Delphi Films\n",
              "5234                                        Deerjen Films\n",
              "4620                               Deep River Productions\n",
              "7451                                        Decibel Films\n",
              "168                           DeHaven/Shapiro Productions\n",
              "5604                                     De Line Pictures\n",
              "410               De Laurentiis Entertainment Group (DEG)\n",
              "3151                                        De Fina-Cappa\n",
              "7101                                         Dayday Films\n",
              "3203                                             Daybreak\n",
              "1574                                         Davros Films\n",
              "1899                             Davis-Panzer Productions\n",
              "2318                                          Davis-Films\n",
              "1662                                  Davis Entertainment\n",
              "3199                          David Kirschner Productions\n",
              "779                              David Foster Productions\n",
              "3553                              David Brown Productions\n",
              "3492                            Dark Castle Entertainment\n",
              "6050                                  Danmarks Radio (DR)\n",
              "1472                                               Danjaq\n",
              "4052                                            DNA Films\n",
              "6015                                             DJ Films\n",
              "3411                                    DIC Entertainment\n",
              "2171                       DENTSU Music And Entertainment\n",
              "5019                                      DEJ Productions\n",
              "3149                                     DC Entertainment\n",
              "444                                     D & P Productions\n",
              "5551                                     Curmudgeon Films\n",
              "782                                Crystalite Productions\n",
              "3559                                Crystal Sky Worldwide\n",
              "4788                                       Crunk Pictures\n",
              "3389                            Cruise/Wagner Productions\n",
              "3722                                  Cruella Productions\n",
              "2456                                      Crowvision Inc.\n",
              "3495                                     Crossroads Films\n",
              "6562                                 Cross Creek Pictures\n",
              "1257                                        Cristaldifilm\n",
              "1432                                        Crescent Moon\n",
              "4822                              Crescent Drive Pictures\n",
              "7098                                             Cre Film\n",
              "3609                               Craven-Maddalena Films\n",
              "3621                              Cradle Productions Inc.\n",
              "6807                                         Covert Media\n",
              "5907                                  Cottonwood Pictures\n",
              "3905                              Cort/Madden Productions\n",
              "5969                                               Corsan\n",
              "1324                                Cornelius Productions\n",
              "3681                            Copperheart Entertainment\n",
              "4357                                          ContentFilm\n",
              "2688                          Constellation Entertainment\n",
              "2702                                        Constellation\n",
              "6100                        Constantin Film International\n",
              "487                                       Constantin Film\n",
              "2151    Consejo Nacional para la Cultura y las Artes (...\n",
              "1194                                   Conquering Unicorn\n",
              "1717                                    Concorde Pictures\n",
              "3670                                      Compulsion Inc.\n",
              "5827                                        Company Films\n",
              "1205                        Commies From Mars Corporation\n",
              "1100                         Columbia Pictures Industries\n",
              "4516               Columbia Pictures Film Production Asia\n",
              "1                                       Columbia Pictures\n",
              "5702                                          Color Force\n",
              "536                              Colgems Productions Ltd.\n",
              "5437                                    Cohen Media Group\n",
              "6575                              Codeblack Entertainment\n",
              "3736                                   Code Entertainment\n",
              "6238                                        Cocktail Film\n",
              "4424                                   Cobalt Media Group\n",
              "4697                                         Coach Carter\n",
              "7645                              Clubhouse Pictures (II)\n",
              "3771                                   Cloud Ten Pictures\n",
              "7157                                    Cloud Eight Films\n",
              "6058                              Cloud Atlas Productions\n",
              "5689                      Closest to the Hole Productions\n",
              "3655                                        Clipsal Films\n",
              "3197                                     Clinica Estetico\n",
              "5945                            Cliffjack Motion Pictures\n",
              "2872                                         Clavius Base\n",
              "3860                           Claudie Ossard Productions\n",
              "402                                            City Films\n",
              "1052                                         Circle Films\n",
              "3305                        Cinépix Film Properties (CFP)\n",
              "2614                                            Cineville\n",
              "1619                                        Cinetel Films\n",
              "530                               Cinesthesia Productions\n",
              "2493                       Cinergi Pictures Entertainment\n",
              "3789                      Cinerenta Medienbeteiligungs KG\n",
              "6187                                            Cinereach\n",
              "718                                               Cinepro\n",
              "1212                                 Cineplex Odeon Films\n",
              "231                                      Cinematograph AB\n",
              "1800                             Cinemarque Entertainment\n",
              "5628                                             CinemaNX\n",
              "3084                         Cinema Line Film Corporation\n",
              "187                                 Cinema Group Ventures\n",
              "1317                                    Cinema City Films\n",
              "100                                            Cinema '84\n",
              "6587                                        Cinelou Films\n",
              "1712                                             Cinehaus\n",
              "1486                                         Cinecorp SAC\n",
              "1146                          Cinecom Entertainment Group\n",
              "4231                                             CineWild\n",
              "5616                                CineSon Entertainment\n",
              "1604                               Cine Location Services\n",
              "2269                                            CiBy 2000\n",
              "2195                     Christopher Columbus Productions\n",
              "7455                             Chris Morgan Productions\n",
              "3965                                Chris Lee Productions\n",
              "6337                                  Chockstone Pictures\n",
              "2342                          Chiodo Brothers Productions\n",
              "3426                              Chinese Bookie Pictures\n",
              "6437                  China Film Group Corporation (CFGC)\n",
              "3189                 China Film Co-Production Corporation\n",
              "3994                                      Chickie the Cop\n",
              "4148                                 Cheyenne Enterprises\n",
              "7229                           Chestnut Ridge Productions\n",
              "3745                                   Chester Films Inc.\n",
              "4134                                     Cherry Sky Films\n",
              "3633                             Cherry Alley Productions\n",
              "6507                                Chernin Entertainment\n",
              "3493                                      Cheerleader LLC\n",
              "6212                                          Chase Films\n",
              "7                            Chartoff-Winkler Productions\n",
              "99                         Charles H. Schneer Productions\n",
              "467                           Charles Burnett Productions\n",
              "1783                                   Channel Four Films\n",
              "2576                                        Channel Films\n",
              "2121                           Challenge Film Corporation\n",
              "263                                      Chai Productions\n",
              "3606                                            Centurion\n",
              "3273                         Centropolis Film Productions\n",
              "4771                                Cent Productions Inc.\n",
              "5077                                     Celluloid Dreams\n",
              "375                                       Celandine Films\n",
              "5266                                        Celador Films\n",
              "2645                                 Cecchi Gori Pictures\n",
              "1401              Cecchi Gori Group Tiger Cinematografica\n",
              "2400                              Cecchi Gori Europa N.V.\n",
              "6759                                               Caviar\n",
              "7269                                              Cave 76\n",
              "33                               Cattle Annie Productions\n",
              "4299                            Casual Friday Productions\n",
              "1458                            Castle Rock Entertainment\n",
              "4213                                Castelao Producciones\n",
              "5301                             Casey Silver Productions\n",
              "5956                                         Carver Films\n",
              "930                               Carthago Films S.a.r.l.\n",
              "5138                                Carsey-Werner Company\n",
              "5858                            Carousel Productions (II)\n",
              "1145                                     Carolco Pictures\n",
              "1065                           Carolco International N.V.\n",
              "1504                                Carolco Entertainment\n",
              "1976                           Carnival Film & Television\n",
              "2477                                     Caravan Pictures\n",
              "5208                                Captivity Productions\n",
              "569                                             Capricorn\n",
              "3040                                     Cappa Production\n",
              "5116                                        Capitol Films\n",
              "932                             Capital Equipment Leasing\n",
              "1936                                Capella International\n",
              "2372                                        Capella Films\n",
              "2462                                 Capcom Entertainment\n",
              "1130                                  Canon Italia S.r.l.\n",
              "815                                       Cannon Pictures\n",
              "1268                                 Cannon International\n",
              "950                                          Cannon Group\n",
              "406                                     Cannon Films Inc.\n",
              "393                                          Cannon Films\n",
              "1305                                 Cannon Entertainment\n",
              "2045                                       Candyman Films\n",
              "7557                                         Canana Films\n",
              "4578                                        Canal+ España\n",
              "3546                           Canal+ Droits Audiovisuels\n",
              "2094                                               Canal+\n",
              "1566                  Canadian International Studios VIII\n",
              "37                                              Camp Hill\n",
              "4518                                     Camelot Pictures\n",
              "228                                 Cambridge Productions\n",
              "6375                                   Callahan Filmworks\n",
              "3298                                 Calimari Productions\n",
              "7457                                             CalMaple\n",
              "312                            Cable and Wireless Finance\n",
              "398                                            Cabal Film\n",
              "5215                                     CTB Film Company\n",
              "2319                                              CNCAIMC\n",
              "4128                                     CJ Entertainment\n",
              "134                               CIP Filmproduktion GmbH\n",
              "7015                                            CG Cinéma\n",
              "611                                  CBS Theatrical Films\n",
              "5722                                            CBS Films\n",
              "5011                           C.O.R.E. Feature Animation\n",
              "512                                  C.H.U.D. Productions\n",
              "11                                           C.A.T. Films\n",
              "4265                                         C-2 Pictures\n",
              "305                                C & C Brown Production\n",
              "5154                             Bórd Scannán na hÉireann\n",
              "3192                                  Butcher's Run Films\n",
              "6923                                       Burk A Project\n",
              "3917                                 Bungalow Productions\n",
              "6603                                   Bullwinkle Studios\n",
              "4900                             Bull's Eye Entertainment\n",
              "4836                                         Bulbul Films\n",
              "7477                            Buena Vista International\n",
              "4462                       Buena Vista Home Entertainment\n",
              "795                                Bud Yorkin Productions\n",
              "2550                                        Buckeye Films\n",
              "22                                      Bryna Productions\n",
              "2962                                  Bruin Grip Services\n",
              "6048                          Brownstone Productions (II)\n",
              "7095                        Brownstone Entertainment (II)\n",
              "2794                        Brothers McMullen Productions\n",
              "126                                           Brooksfilms\n",
              "1968                               Bronze Eye Productions\n",
              "5638                                   Bronco Productions\n",
              "6529                              Broken Road Productions\n",
              "4576                             Broken Lizard Industries\n",
              "5369                                       Broadway Video\n",
              "3327                                    Broadway Pictures\n",
              "6638                                 Broad Green Pictures\n",
              "1215                           British Screen Productions\n",
              "3362    British Broadcasting Corporation (BBC) Television\n",
              "2149               British Broadcasting Corporation (BBC)\n",
              "3825                        Brillstein-Grey Entertainment\n",
              "1785                                        Brigand Films\n",
              "5415                             Bridgit Folman Film Gang\n",
              "363                                 Breathless Associates\n",
              "7070                                         Braven Films\n",
              "3751                              Branti Film Productions\n",
              "3768                                          Brant-Allen\n",
              "3072                               Brandywine Productions\n",
              "80                               Borough Park Productions\n",
              "7014                                      Bona Film Group\n",
              "3473                                Bona Fide Productions\n",
              "4342                 Boll Kino Beteiligungs GmbH & Co. KG\n",
              "5028                                           Bold Films\n",
              "7262                          Boies / Schiller Film Group\n",
              "4477                                 Bob Yari Productions\n",
              "6501                                       Bob Industries\n",
              "6710                                Blumhouse Productions\n",
              "5934                                   Blueprint Pictures\n",
              "6312                                      Bluegrass Films\n",
              "6230                                    Blue Yonder Films\n",
              "3086                               Blue Tulip Productions\n",
              "4157                               Blue Train Productions\n",
              "3421                                    Blue Streak Films\n",
              "5339                                     Blue Sky Studios\n",
              "6943                                       Blue Sky Films\n",
              "1318                                  Blue Rider Pictures\n",
              "7511                            Blue Budgie Films Limited\n",
              "5259                                           Blue Askew\n",
              "4033                                     Blow Up Pictures\n",
              "6808                                                Bloom\n",
              "4187                                    Blockbuster Films\n",
              "5182                                     Block 2 Pictures\n",
              "6158                                       Block / Hanson\n",
              "6679                               Blinding Edge Pictures\n",
              "6119                               Bleiberg Entertainment\n",
              "6733                                Bleecker Street Films\n",
              "5590                        Blank of the Dead Productions\n",
              "6639                                           BlackWhite\n",
              "6726                                    Black Label Media\n",
              "6565                 Black Entertainment Television (BET)\n",
              "7054                          Black Bicycle Entertainment\n",
              "6461                                  Black Bear Pictures\n",
              "5639                                 Bill Kenwright Films\n",
              "1854                                    Bill Graham Films\n",
              "3613                                 Bigel / Mailer Films\n",
              "7566                                 Big Talk Productions\n",
              "6493                               Big Screen Productions\n",
              "4640                              Big Red Dog Productions\n",
              "6834                                   Big Indie Pictures\n",
              "3354                                        Big Dog Films\n",
              "5418                                    Big City Pictures\n",
              "6003                                      Big Beach Films\n",
              "4070                                      Beverly Detroit\n",
              "5438                              Berk/Lane Entertainment\n",
              "4714                           Bergman Lustig Productions\n",
              "4468                                          BenderSpink\n",
              "2589                            Ben-Ami/Leeds Productions\n",
              "6299                                      Bellanova Films\n",
              "4821                               Belladonna Productions\n",
              "3703                                Bel Air Entertainment\n",
              "6520                   Beijing Skywheel Entertainment Co.\n",
              "6023                             Beijing New Picture Film\n",
              "7652                  Beijing Diqi Yinxiang Entertainment\n",
              "7565    Beijing Dengfeng International Culture Communi...\n",
              "5915                             Before The Door Pictures\n",
              "1506                                           Beco Films\n",
              "2700                           Beckner/Gorman Productions\n",
              "1884                                Beacon Communications\n",
              "2845                                        Bazmark Films\n",
              "4605                                  Bazelevs Production\n",
              "566                                          Bavaria Film\n",
              "3578                     Baumgarten-Prophet Entertainment\n",
              "3218                                  Bates Entertainment\n",
              "5390                                         Barunson E&A\n",
              "133                           Barry & Enright Productions\n",
              "115                Barclays Mercantile Industrial Finance\n",
              "2624                                      Barcelona Films\n",
              "3791                                 Banner Entertainment\n",
              "3210                               Bandeira Entertainment\n",
              "4029                                Bandai Visual Company\n",
              "1960                                   Baltimore Pictures\n",
              "3558                            Baldwin/Cohen Productions\n",
              "740                                 Balcor Film Investors\n",
              "2066                                     Bakshi Animation\n",
              "5710                                            Bad Robot\n",
              "2096                                  Bad Lt. Productions\n",
              "6132                     Bad Cop Bad Cop Film Productions\n",
              "2951                                 Bad Bird Productions\n",
              "504                            Bachelor Party Productions\n",
              "5387                                              Babylon\n",
              "6585                                 Baby Way Productions\n",
              "6895                                     BZ Entertainment\n",
              "6687                                         BRON Studios\n",
              "6826                                             BN Films\n",
              "4748                                         BET Pictures\n",
              "7439                                            BET Films\n",
              "6201                                        BCDF Pictures\n",
              "6480                           BBL Motion Picture Studios\n",
              "594                                                   BBE\n",
              "2825                                            BBC Films\n",
              "6665                                                  B24\n",
              "7123                                              B Story\n",
              "3530                                  Azoff Entertainment\n",
              "7143                                    Awesomeness Films\n",
              "3359                                  Award Entertainment\n",
              "3714                                         Avrora Media\n",
              "2055                             Avnet/Kerner Productions\n",
              "7333                                      Aviron Pictures\n",
              "7254                                 Avi Arad Productions\n",
              "5168                                Avi Arad & Associates\n",
              "3706                                            Avery Pix\n",
              "1500                                      Avenue Pictures\n",
              "5625                                     Autonomous Films\n",
              "6563                              Automatik Entertainment\n",
              "2932           Australian Film Finance Corporation (AFFC)\n",
              "7564                                Aurora Alliance Films\n",
              "223                                                Aurora\n",
              "2371                                 August Entertainment\n",
              "3387    Audiovisual Development Bureau, Ministerio da ...\n",
              "5705                                 Audiovisual Aval SGR\n",
              "2571                                             Audifilm\n",
              "6822                                          Audax Films\n",
              "7285                                       Atomic Monster\n",
              "6027                                    Atlas Productions\n",
              "3311                                  Atlas Entertainment\n",
              "7588                                     Atlantic Records\n",
              "6157                               Atlantic Pictures (II)\n",
              "351                          Atlantic Entertainment Group\n",
              "2189                                          Atchafalaya\n",
              "3510                             Asymmetrical Productions\n",
              "6801                                         Astute Films\n",
              "3474                                          Astralwerks\n",
              "97                                  Astral Bellevue Pathé\n",
              "6935                                       Astrakan Films\n",
              "2847                                        Astoria Films\n",
              "258                                    Aspen Film Society\n",
              "3675                 Asia Union Film & Entertainment Ltd.\n",
              "5903                           Asghar Farhadi Productions\n",
              "2143                                           Ascot Film\n",
              "5194                                   Ascendant Pictures\n",
              "3596                              Arts Council of England\n",
              "5970                                Artists Public Domain\n",
              "6984                                        Artists First\n",
              "509                                      Artistry Limited\n",
              "141                                    Artista Management\n",
              "3423                                Artisan Entertainment\n",
              "2364                                               Artimm\n",
              "3755                                Artic Productions LLC\n",
              "5213                                        Artfire Films\n",
              "7154                                              Artbees\n",
              "1479                               Art Linson Productions\n",
              "1914                          Arnold Kopelson Productions\n",
              "7360                                         Armory Films\n",
              "6742                                      Arka Mediaworks\n",
              "379                       Aries Cinematográfica Argentina\n",
              "4970                                   ArieScope Pictures\n",
              "1933                                          Argos Films\n",
              "1961                                                Arena\n",
              "4306                            Archer Street Productions\n",
              "7377                                          Archer Gray\n",
              "529                                          Arcafin B.V.\n",
              "6171                                      Arcade Pictures\n",
              "5031                                      Arc Productions\n",
              "5838                            Aramid Entertainment Fund\n",
              "1101                                       Applied Action\n",
              "6298                                           Appian Way\n",
              "3866                                              Apostle\n",
              "4212                             ApolloMedia Distribution\n",
              "5120                                   Apatow Productions\n",
              "7348                                      Apartment Story\n",
              "5225                                    Anonymous Content\n",
              "2615                                              Annhall\n",
              "5840                                Annapurna Productions\n",
              "6258                                   Annapurna Pictures\n",
              "3804                               Animal Productions LLC\n",
              "7119                                         Animal Logic\n",
              "7139                                       Animal Kingdom\n",
              "4290                                          Angry Films\n",
              "2405                                  Ang Lee Productions\n",
              "6355                            Andrew Lauren Productions\n",
              "4701                          Andrea Sperling Productions\n",
              "5911                                     Anchor Bay Films\n",
              "590                          Anarchist's Convention Films\n",
              "210                                         Anabasis N.V.\n",
              "2048                                    American Zoetrope\n",
              "1627                  American Playhouse Theatrical Films\n",
              "714                                    American Playhouse\n",
              "977                                    American Filmworks\n",
              "1246              American Entertainment Partners II L.P.\n",
              "3268                          American Empirical Pictures\n",
              "58                            American Cinema Productions\n",
              "1064                                       Amercent Films\n",
              "3252                                        Amen Ra Films\n",
              "3575                            Ambridge Film Partnership\n",
              "355                                  Amblin Entertainment\n",
              "6893                                       Amazon Studios\n",
              "6730                                 Amasia Entertainment\n",
              "3644                                Am Psycho Productions\n",
              "4015                              Alter Ego Entertainment\n",
              "3690                                      Altavista Films\n",
              "6180                               Also Known As Pictures\n",
              "4186                                     Alphaville Films\n",
              "639                                            Almost You\n",
              "237                                          Almena Films\n",
              "6824                                    Allspark Pictures\n",
              "7131                                  Alloy Entertainment\n",
              "6662                         Allison Shearmur Productions\n",
              "1525                                        Allied Vision\n",
              "2758                                    Allied Stars Ltd.\n",
              "2070                                    Allied Filmmakers\n",
              "6381                                       Alliance Films\n",
              "2856                  Alliance Communications Corporation\n",
              "3233                     Alliance Atlantis Communications\n",
              "6149                                             Alliance\n",
              "1529                                  Alleged Productions\n",
              "4803                              Allan Zeman Productions\n",
              "3224                                  All Net Productions\n",
              "1284                                 All Girl Productions\n",
              "1089                                          Alive Films\n",
              "7385                                     Alibaba Pictures\n",
              "6172                                         Alfama Films\n",
              "6459                               Aldamisa Entertainment\n",
              "2128                                          Alcor Films\n",
              "3615                                  Alcon Entertainment\n",
              "2625                                                  Aim\n",
              "6271                                      Aggregate Films\n",
              "3212                                               Agenda\n",
              "6442                                     After Dark Films\n",
              "7577                                         Affirm Films\n",
              "2119                                   Adventure Pictures\n",
              "2922                              Addis Wechsler Pictures\n",
              "392                              Adams Apple Film Company\n",
              "6016                                            Ada Films\n",
              "6234                                     AdScott Pictures\n",
              "1043                               Act III Communications\n",
              "7290                                 Access Entertainment\n",
              "7079                          Acacia Filmed Entertainment\n",
              "1384                                  Abramoff Production\n",
              "6091                                  Abraham Productions\n",
              "6370                                 Abbolita Productions\n",
              "5324                                Abandon Entertainment\n",
              "1129                           Aaron Spelling Productions\n",
              "1625                            Aaron Russo Entertainment\n",
              "3667                                   Aardman Animations\n",
              "6218                               Aamir Khan Productions\n",
              "18                                  AVCO Embassy Pictures\n",
              "6584                                     ASIG Productions\n",
              "6314                                             AR Films\n",
              "484                                                  AMLF\n",
              "1615                                  AM/PM Entertainment\n",
              "4802                                     AITD Productions\n",
              "7006                                              AI-Film\n",
              "1781                                            ADC Films\n",
              "367                                   ABC Motion Pictures\n",
              "6452                                                  A24\n",
              "544                                             A&M Films\n",
              "2819                                         A Band Apart\n",
              "4146                                   98 MPH Productions\n",
              "4350                                            900 Films\n",
              "1655                                      888 Productions\n",
              "1690                                       88 Productions\n",
              "3829                                       7 Films Cinéma\n",
              "3603                                 7 Arts International\n",
              "5161                                  4Kids Entertainment\n",
              "913                           40 Acres & A Mule Filmworks\n",
              "3592                                 4 Kids Entertainment\n",
              "4038                                  3Mark Entertainment\n",
              "5199                                         360 Pictures\n",
              "7211                                     3311 Productions\n",
              "3579                       3 Miles Apart Productions Ltd.\n",
              "2903                                 3 Arts Entertainment\n",
              "7005                                                2DUX²\n",
              "5218                                     2929 Productions\n",
              "5597                                             26 Films\n",
              "4118                                25th Hour Productions\n",
              "2584                                   21st Century Films\n",
              "1700                        21st Century Film Corporation\n",
              "6528                                21 Laps Entertainment\n",
              "7651                                 20th Century Studios\n",
              "4559                                     2003 Productions\n",
              "5195                                         2.4.7. Films\n",
              "7489                                    2.0 Entertainment\n",
              "4151                                         2 Loop Films\n",
              "6517                     1984 Private Defense Contractors\n",
              "7109                                           1978 Films\n",
              "4412                                     19 Entertainment\n",
              "385                                      1818 Productions\n",
              "2929                                        1492 Pictures\n",
              "3024                                      .406 Production\n",
              "7525                  \"Weathering With You\" Film Partners\n",
              "4345                      \"DIA\" Productions GmbH & Co. KG\n",
              "Name: company, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "OJVLrM2XsyMD",
        "outputId": "c6f93c1a-8e0b-4f72-e990-9f92eddb6564"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                            name rating   genre  \\\n",
              "5445                                      Avatar  PG-13  Action   \n",
              "7445                           Avengers: Endgame  PG-13  Action   \n",
              "3045                                     Titanic  PG-13   Drama   \n",
              "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
              "7244                      Avengers: Infinity War  PG-13  Action   \n",
              "\n",
              "                               released  score      votes       director  \\\n",
              "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
              "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
              "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
              "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
              "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
              "\n",
              "                  writer               star        country     budget  \\\n",
              "5445       James Cameron    Sam Worthington  United States  237000000   \n",
              "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
              "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
              "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
              "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
              "\n",
              "           gross                company  runtime  correct_year  \n",
              "5445  2847246203  Twentieth Century Fox    162.0          2009  \n",
              "7445  2797501328         Marvel Studios    181.0          2019  \n",
              "3045  2201647264  Twentieth Century Fox    194.0          1997  \n",
              "6663  2069521700              Lucasfilm    138.0          2015  \n",
              "7244  2048359754         Marvel Studios    149.0          2018  "
            ],
            "text/html": [
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              "      <th></th>\n",
              "      <th>name</th>\n",
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              "      <th>5445</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>December 18, 2009 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Sam Worthington</td>\n",
              "      <td>United States</td>\n",
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              "      <th>7445</th>\n",
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              "      <td>April 26, 2019 (United States)</td>\n",
              "      <td>8.4</td>\n",
              "      <td>903000.0</td>\n",
              "      <td>Anthony Russo</td>\n",
              "      <td>Christopher Markus</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
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              "      <td>356000000</td>\n",
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              "      <td>Marvel Studios</td>\n",
              "      <td>181.0</td>\n",
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              "    <tr>\n",
              "      <th>3045</th>\n",
              "      <td>Titanic</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Drama</td>\n",
              "      <td>December 19, 1997 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1100000.0</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Leonardo DiCaprio</td>\n",
              "      <td>United States</td>\n",
              "      <td>200000000</td>\n",
              "      <td>2201647264</td>\n",
              "      <td>Twentieth Century Fox</td>\n",
              "      <td>194.0</td>\n",
              "      <td>1997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6663</th>\n",
              "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>December 18, 2015 (United States)</td>\n",
              "      <td>7.8</td>\n",
              "      <td>876000.0</td>\n",
              "      <td>J.J. Abrams</td>\n",
              "      <td>Lawrence Kasdan</td>\n",
              "      <td>Daisy Ridley</td>\n",
              "      <td>United States</td>\n",
              "      <td>245000000</td>\n",
              "      <td>2069521700</td>\n",
              "      <td>Lucasfilm</td>\n",
              "      <td>138.0</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7244</th>\n",
              "      <td>Avengers: Infinity War</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Action</td>\n",
              "      <td>April 27, 2018 (United States)</td>\n",
              "      <td>8.4</td>\n",
              "      <td>897000.0</td>\n",
              "      <td>Anthony Russo</td>\n",
              "      <td>Christopher Markus</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>United States</td>\n",
              "      <td>321000000</td>\n",
              "      <td>2048359754</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>149.0</td>\n",
              "      <td>2018</td>\n",
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              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-751bff9d-d0de-474e-9a33-17f462ba2143 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Now** **that we have our data clean, we will be looking at what variables or which columns are most correlated with the gross revenue**"
      ],
      "metadata": {
        "id": "8zKF1Qd0w2DU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# To check the Budget correlation"
      ],
      "metadata": {
        "id": "X3AXIacuiOx3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Let's build a scatter plot to compare the budget and gross revenue (budget vs gross)\n",
        "\n",
        "plt.scatter(x = df['budget'], y = df['gross'])\n",
        "plt.title('Budget vs Gross Earnings')\n",
        "plt.xlabel('Film Budget')\n",
        "plt.ylabel('Gross Earnings')\n",
        "plt.show() #to show the scatter plot"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "id": "5S1qMReWihRA",
        "outputId": "50260966-c54a-4fbb-b81d-32738ce8d400"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "q6DY95cejbXP",
        "outputId": "d33fe892-ff3e-47c4-a320-6ed32cf57bc4"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                            name rating   genre  \\\n",
              "5445                                      Avatar  PG-13  Action   \n",
              "7445                           Avengers: Endgame  PG-13  Action   \n",
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              "7244                      Avengers: Infinity War  PG-13  Action   \n",
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              "                               released  score      votes       director  \\\n",
              "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
              "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
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              "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
              "\n",
              "                  writer               star        country     budget  \\\n",
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              "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
              "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
              "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
              "\n",
              "           gross                company  runtime  correct_year  \n",
              "5445  2847246203  Twentieth Century Fox    162.0          2009  \n",
              "7445  2797501328         Marvel Studios    181.0          2019  \n",
              "3045  2201647264  Twentieth Century Fox    194.0          1997  \n",
              "6663  2069521700              Lucasfilm    138.0          2015  \n",
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            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# To determine if the above areas are actually correlated, we are using reg plot.\n",
        "\n",
        "sns.regplot(x = 'budget', y = 'gross', data = df, scatter_kws = {\"color\": \"grey\"}, line_kws ={\"color\": \"blue\"})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 732
        },
        "id": "bR45VS1hlN5w",
        "outputId": "445f88bd-3b75-47b4-a94b-7fe3a1593356"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='budget', ylabel='gross'>"
            ]
          },
          "metadata": {},
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# above plot shows that budget is highly correlated with gross revenue but we are still not aware the percentage of correlation\n",
        "# let's look at the correlation (correlations works only on numerical data)\n",
        "# there are diff types of correlation such as Pearson, kendall, spearman and all these types will give slightly different results\n",
        "\n",
        "df.corr(method = 'pearson') #Pearson is a default type"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        },
        "id": "HWrtSM14mnQG",
        "outputId": "d18cf8a4-6b85-423c-91f1-8bee5b1c44d4"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-37-9b155727e6a1>:5: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  df.corr(method = 'pearson')\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 score     votes    budget     gross   runtime  correct_year\n",
              "score         1.000000  0.474256  0.072001  0.222556  0.414068      0.061923\n",
              "votes         0.474256  1.000000  0.439675  0.614751  0.352303      0.203098\n",
              "budget        0.072001  0.439675  1.000000  0.740247  0.318695      0.320312\n",
              "gross         0.222556  0.614751  0.740247  1.000000  0.275796      0.268721\n",
              "runtime       0.414068  0.352303  0.318695  0.275796  1.000000      0.075294\n",
              "correct_year  0.061923  0.203098  0.320312  0.268721  0.075294      1.000000"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a5f8354a-8e84-4e1f-a5a1-d2e4f653d7ba\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>score</th>\n",
              "      <th>votes</th>\n",
              "      <th>budget</th>\n",
              "      <th>gross</th>\n",
              "      <th>runtime</th>\n",
              "      <th>correct_year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>score</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.474256</td>\n",
              "      <td>0.072001</td>\n",
              "      <td>0.222556</td>\n",
              "      <td>0.414068</td>\n",
              "      <td>0.061923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>votes</th>\n",
              "      <td>0.474256</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.439675</td>\n",
              "      <td>0.614751</td>\n",
              "      <td>0.352303</td>\n",
              "      <td>0.203098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>budget</th>\n",
              "      <td>0.072001</td>\n",
              "      <td>0.439675</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.740247</td>\n",
              "      <td>0.318695</td>\n",
              "      <td>0.320312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gross</th>\n",
              "      <td>0.222556</td>\n",
              "      <td>0.614751</td>\n",
              "      <td>0.740247</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.275796</td>\n",
              "      <td>0.268721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>runtime</th>\n",
              "      <td>0.414068</td>\n",
              "      <td>0.352303</td>\n",
              "      <td>0.318695</td>\n",
              "      <td>0.275796</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.075294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>correct_year</th>\n",
              "      <td>0.061923</td>\n",
              "      <td>0.203098</td>\n",
              "      <td>0.320312</td>\n",
              "      <td>0.268721</td>\n",
              "      <td>0.075294</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Now, we can see that there is a high correlation between budget and gross ie, 0.75\n",
        "\n",
        "correlation_matrix = df.corr(method = 'pearson')\n",
        "sns.heatmap(correlation_matrix, annot = True)\n",
        "plt.title('Correlation matric for NUmeric Features')\n",
        "plt.xlabel('Movie Features')\n",
        "plt.ylabel('Movie Features')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 778
        },
        "id": "eShekKTSqFF8",
        "outputId": "9393b8c0-1079-456e-d571-4663874a4f53"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-41-d6ad509575ad>:3: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  correlation_matrix = df.corr(method = 'pearson')\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Budget and votes have the highest correlation**"
      ],
      "metadata": {
        "id": "5KG6JoX_zScQ"
      }
    }
  ]
}