Movie_Analysis_Project.ipynb

{
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      "cell_type": "code",
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      "id": "7d00b3c3",
      "metadata": {
        "id": "7d00b3c3"
      },
      "outputs": [],
      "source": [
        "#Movie Analysis By Wendel Burlat\n",
        "\n",
        "# Import necessary libraries for data analysis and visualization\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.mlab as mlab\n",
        "import matplotlib\n",
        "plt.style.use('ggplot')\n",
        "\n",
        "\n",
        "# Set the default figure size\n",
        "from matplotlib.pyplot import figure\n",
        "\n",
        "%matplotlib inline\n",
        "matplotlib.rcParams['figure.figsize'] = (12,8)\n",
        "\n",
        "# Disable warnings for chained assignment\n",
        "pd.options.mode.chained_assignment = None\n",
        "\n",
        "\n",
        "\n",
        "# Now we need to read in the data\n",
        "df = pd.read_csv(r'C:\\Users\\wendel\\Downloads\\movies.csv')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "307bf242",
      "metadata": {
        "id": "307bf242",
        "outputId": "24ab476c-313f-487a-ea3f-889709d16ef4"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>8000000.0</td>\n",
              "      <td>Columbia Pictures Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>Rob Reiner</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>52287414.0</td>\n",
              "      <td>Stand by Me</td>\n",
              "      <td>R</td>\n",
              "      <td>1986-08-22</td>\n",
              "      <td>89</td>\n",
              "      <td>8.1</td>\n",
              "      <td>Wil Wheaton</td>\n",
              "      <td>299174</td>\n",
              "      <td>Stephen King</td>\n",
              "      <td>1986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6000000.0</td>\n",
              "      <td>Paramount Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>John Hughes</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>70136369.0</td>\n",
              "      <td>Ferris Bueller's Day Off</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1986-06-11</td>\n",
              "      <td>103</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Matthew Broderick</td>\n",
              "      <td>264740</td>\n",
              "      <td>John Hughes</td>\n",
              "      <td>1986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>15000000.0</td>\n",
              "      <td>Paramount Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Tony Scott</td>\n",
              "      <td>Action</td>\n",
              "      <td>179800601.0</td>\n",
              "      <td>Top Gun</td>\n",
              "      <td>PG</td>\n",
              "      <td>1986-05-16</td>\n",
              "      <td>110</td>\n",
              "      <td>6.9</td>\n",
              "      <td>Tom Cruise</td>\n",
              "      <td>236909</td>\n",
              "      <td>Jim Cash</td>\n",
              "      <td>1986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>18500000.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Action</td>\n",
              "      <td>85160248.0</td>\n",
              "      <td>Aliens</td>\n",
              "      <td>R</td>\n",
              "      <td>1986-07-18</td>\n",
              "      <td>137</td>\n",
              "      <td>8.4</td>\n",
              "      <td>Sigourney Weaver</td>\n",
              "      <td>540152</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>1986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9000000.0</td>\n",
              "      <td>Walt Disney Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Randal Kleiser</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>18564613.0</td>\n",
              "      <td>Flight of the Navigator</td>\n",
              "      <td>PG</td>\n",
              "      <td>1986-08-01</td>\n",
              "      <td>90</td>\n",
              "      <td>6.9</td>\n",
              "      <td>Joey Cramer</td>\n",
              "      <td>36636</td>\n",
              "      <td>Mark H. Baker</td>\n",
              "      <td>1986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6815</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Fox Searchlight Pictures</td>\n",
              "      <td>UK</td>\n",
              "      <td>Mandie Fletcher</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>4750497.0</td>\n",
              "      <td>Absolutely Fabulous: The Movie</td>\n",
              "      <td>R</td>\n",
              "      <td>2016-07-22</td>\n",
              "      <td>91</td>\n",
              "      <td>5.4</td>\n",
              "      <td>Jennifer Saunders</td>\n",
              "      <td>9161</td>\n",
              "      <td>Jennifer Saunders</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6816</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Siempre Viva Productions</td>\n",
              "      <td>USA</td>\n",
              "      <td>Paul Duddridge</td>\n",
              "      <td>Drama</td>\n",
              "      <td>28368.0</td>\n",
              "      <td>Mothers and Daughters</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2016-05-06</td>\n",
              "      <td>90</td>\n",
              "      <td>4.9</td>\n",
              "      <td>Selma Blair</td>\n",
              "      <td>1959</td>\n",
              "      <td>Paige Cameron</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6817</th>\n",
              "      <td>3500000.0</td>\n",
              "      <td>Warner Bros. Animation</td>\n",
              "      <td>USA</td>\n",
              "      <td>Sam Liu</td>\n",
              "      <td>Animation</td>\n",
              "      <td>3775000.0</td>\n",
              "      <td>Batman: The Killing Joke</td>\n",
              "      <td>R</td>\n",
              "      <td>2016-07-25</td>\n",
              "      <td>76</td>\n",
              "      <td>6.5</td>\n",
              "      <td>Kevin Conroy</td>\n",
              "      <td>36333</td>\n",
              "      <td>Brian Azzarello</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6818</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Borderline Presents</td>\n",
              "      <td>USA</td>\n",
              "      <td>Nicolas Pesce</td>\n",
              "      <td>Drama</td>\n",
              "      <td>25981.0</td>\n",
              "      <td>The Eyes of My Mother</td>\n",
              "      <td>R</td>\n",
              "      <td>2016-12-02</td>\n",
              "      <td>76</td>\n",
              "      <td>6.2</td>\n",
              "      <td>Kika Magalh�es</td>\n",
              "      <td>6947</td>\n",
              "      <td>Nicolas Pesce</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Les Productions du Tr�sor</td>\n",
              "      <td>France</td>\n",
              "      <td>Nicole Garcia</td>\n",
              "      <td>Drama</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>From the Land of the Moon</td>\n",
              "      <td>R</td>\n",
              "      <td>2017-07-28</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>Marion Cotillard</td>\n",
              "      <td>2411</td>\n",
              "      <td>Milena Agus</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          budget                                 company country  \\\n",
              "0      8000000.0           Columbia Pictures Corporation     USA   \n",
              "1      6000000.0                      Paramount Pictures     USA   \n",
              "2     15000000.0                      Paramount Pictures     USA   \n",
              "3     18500000.0  Twentieth Century Fox Film Corporation     USA   \n",
              "4      9000000.0                    Walt Disney Pictures     USA   \n",
              "...          ...                                     ...     ...   \n",
              "6815         0.0                Fox Searchlight Pictures      UK   \n",
              "6816         0.0                Siempre Viva Productions     USA   \n",
              "6817   3500000.0                  Warner Bros. Animation     USA   \n",
              "6818         0.0                     Borderline Presents     USA   \n",
              "6819         0.0               Les Productions du Tr�sor  France   \n",
              "\n",
              "             director      genre        gross                            name  \\\n",
              "0          Rob Reiner  Adventure   52287414.0                     Stand by Me   \n",
              "1         John Hughes     Comedy   70136369.0        Ferris Bueller's Day Off   \n",
              "2          Tony Scott     Action  179800601.0                         Top Gun   \n",
              "3       James Cameron     Action   85160248.0                          Aliens   \n",
              "4      Randal Kleiser  Adventure   18564613.0         Flight of the Navigator   \n",
              "...               ...        ...          ...                             ...   \n",
              "6815  Mandie Fletcher     Comedy    4750497.0  Absolutely Fabulous: The Movie   \n",
              "6816   Paul Duddridge      Drama      28368.0           Mothers and Daughters   \n",
              "6817          Sam Liu  Animation    3775000.0        Batman: The Killing Joke   \n",
              "6818    Nicolas Pesce      Drama      25981.0           The Eyes of My Mother   \n",
              "6819    Nicole Garcia      Drama      37757.0       From the Land of the Moon   \n",
              "\n",
              "     rating    released  runtime  score               star   votes  \\\n",
              "0         R  1986-08-22       89    8.1        Wil Wheaton  299174   \n",
              "1     PG-13  1986-06-11      103    7.8  Matthew Broderick  264740   \n",
              "2        PG  1986-05-16      110    6.9         Tom Cruise  236909   \n",
              "3         R  1986-07-18      137    8.4   Sigourney Weaver  540152   \n",
              "4        PG  1986-08-01       90    6.9        Joey Cramer   36636   \n",
              "...     ...         ...      ...    ...                ...     ...   \n",
              "6815      R  2016-07-22       91    5.4  Jennifer Saunders    9161   \n",
              "6816  PG-13  2016-05-06       90    4.9        Selma Blair    1959   \n",
              "6817      R  2016-07-25       76    6.5       Kevin Conroy   36333   \n",
              "6818      R  2016-12-02       76    6.2     Kika Magalh�es    6947   \n",
              "6819      R  2017-07-28      120    6.7   Marion Cotillard    2411   \n",
              "\n",
              "                 writer  year  \n",
              "0          Stephen King  1986  \n",
              "1           John Hughes  1986  \n",
              "2              Jim Cash  1986  \n",
              "3         James Cameron  1986  \n",
              "4         Mark H. Baker  1986  \n",
              "...                 ...   ...  \n",
              "6815  Jennifer Saunders  2016  \n",
              "6816      Paige Cameron  2016  \n",
              "6817    Brian Azzarello  2016  \n",
              "6818      Nicolas Pesce  2016  \n",
              "6819        Milena Agus  2016  \n",
              "\n",
              "[6820 rows x 15 columns]"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Now let's take a look at the data\n",
        "\n",
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4191e069",
      "metadata": {
        "id": "4191e069",
        "outputId": "1f93d05d-83ea-45ff-824c-c173a68d4f7a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "budget - 0%\n",
            "company - 0%\n",
            "country - 0%\n",
            "director - 0%\n",
            "genre - 0%\n",
            "gross - 0%\n",
            "name - 0%\n",
            "rating - 0%\n",
            "released - 0%\n",
            "runtime - 0%\n",
            "score - 0%\n",
            "star - 0%\n",
            "votes - 0%\n",
            "writer - 0%\n",
            "year - 0%\n",
            "grosstotal - 99%\n",
            "countrygrosstotal - 100%\n",
            "Year - 0%\n"
          ]
        }
      ],
      "source": [
        "# We need to see if we have any missing data\n",
        "# Let's loop through the data and see if there is anything missing\n",
        "\n",
        "for col in df.columns:\n",
        "    pct_missing = np.mean(df[col].isnull())\n",
        "    print('{} - {}%'.format(col, round(pct_missing*100)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "80396ae4",
      "metadata": {
        "id": "80396ae4",
        "outputId": "ec4a4e75-227a-4d95-f873-964030e7618d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "budget               float64\n",
            "company               object\n",
            "country               object\n",
            "director              object\n",
            "genre                 object\n",
            "gross                float64\n",
            "name                  object\n",
            "rating                object\n",
            "released              object\n",
            "runtime                int64\n",
            "score                float64\n",
            "star                  object\n",
            "votes                  int64\n",
            "writer                object\n",
            "year                   int64\n",
            "grosstotal           float64\n",
            "countrygrosstotal    float64\n",
            "Year                  object\n",
            "dtype: object\n"
          ]
        }
      ],
      "source": [
        "# Data Types for our columns\n",
        "\n",
        "print(df.dtypes)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4196a8df",
      "metadata": {
        "id": "4196a8df",
        "outputId": "970c1e29-1298-451d-a145-cf15092a02a1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:>"
            ]
          },
          "execution_count": 45,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Are there any Outliers?\n",
        "\n",
        "df.boxplot(column=['gross'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fb32493c",
      "metadata": {
        "id": "fb32493c",
        "outputId": "e8955ffd-2fd2-40a3-dc41-2be6c9cf7549"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Les Productions du Tr�sor</td>\n",
              "      <td>France</td>\n",
              "      <td>Nicole Garcia</td>\n",
              "      <td>Drama</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>From the Land of the Moon</td>\n",
              "      <td>R</td>\n",
              "      <td>2017-07-28</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>Marion Cotillard</td>\n",
              "      <td>2411</td>\n",
              "      <td>Milena Agus</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1871</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Paramount Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Richard Benjamin</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>18137661.0</td>\n",
              "      <td>Milk Money</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1994-08-31</td>\n",
              "      <td>110</td>\n",
              "      <td>5.5</td>\n",
              "      <td>Melanie Griffith</td>\n",
              "      <td>9880</td>\n",
              "      <td>John Mattson</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>Les Mayfield</td>\n",
              "      <td>Family</td>\n",
              "      <td>17193886.0</td>\n",
              "      <td>Miracle on 34th Street</td>\n",
              "      <td>PG</td>\n",
              "      <td>1994-11-18</td>\n",
              "      <td>114</td>\n",
              "      <td>6.4</td>\n",
              "      <td>Richard Attenborough</td>\n",
              "      <td>24126</td>\n",
              "      <td>Valentine Davies</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1854</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Morgan Creek Productions</td>\n",
              "      <td>USA</td>\n",
              "      <td>Dennis Hopper</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>1596700.0</td>\n",
              "      <td>Chasers</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-04-22</td>\n",
              "      <td>102</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Tom Berenger</td>\n",
              "      <td>4804</td>\n",
              "      <td>Joe Batteer</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1855</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Renn Productions</td>\n",
              "      <td>France</td>\n",
              "      <td>Patrice Ch�reau</td>\n",
              "      <td>Biography</td>\n",
              "      <td>2017346.0</td>\n",
              "      <td>Queen Margot</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-12-09</td>\n",
              "      <td>159</td>\n",
              "      <td>7.5</td>\n",
              "      <td>Isabelle Adjani</td>\n",
              "      <td>14377</td>\n",
              "      <td>Alexandre Dumas</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6398</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>Action</td>\n",
              "      <td>459005868.0</td>\n",
              "      <td>Avengers: Age of Ultron</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2015-05-01</td>\n",
              "      <td>141</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>537832</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6194</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>New Line Cinema</td>\n",
              "      <td>New Zealand</td>\n",
              "      <td>Peter Jackson</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>255119788.0</td>\n",
              "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2014-12-17</td>\n",
              "      <td>144</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Ian McKellen</td>\n",
              "      <td>396797</td>\n",
              "      <td>Fran Walsh</td>\n",
              "      <td>2014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4637</th>\n",
              "      <td>258000000.0</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>Action</td>\n",
              "      <td>336530303.0</td>\n",
              "      <td>Spider-Man 3</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-04</td>\n",
              "      <td>139</td>\n",
              "      <td>6.2</td>\n",
              "      <td>Tobey Maguire</td>\n",
              "      <td>416842</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5293</th>\n",
              "      <td>260000000.0</td>\n",
              "      <td>Walt Disney Animation Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Nathan Greno</td>\n",
              "      <td>Animation</td>\n",
              "      <td>200821936.0</td>\n",
              "      <td>Tangled</td>\n",
              "      <td>PG</td>\n",
              "      <td>2010-11-24</td>\n",
              "      <td>100</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Mandy Moore</td>\n",
              "      <td>325621</td>\n",
              "      <td>Dan Fogelman</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4631</th>\n",
              "      <td>300000000.0</td>\n",
              "      <td>Walt Disney Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Gore Verbinski</td>\n",
              "      <td>Action</td>\n",
              "      <td>309420425.0</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-25</td>\n",
              "      <td>169</td>\n",
              "      <td>7.1</td>\n",
              "      <td>Johnny Depp</td>\n",
              "      <td>514191</td>\n",
              "      <td>Ted Elliott</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget                                 company      country  \\\n",
              "6819          0.0               Les Productions du Tr�sor       France   \n",
              "1871          0.0                      Paramount Pictures          USA   \n",
              "1852          0.0  Twentieth Century Fox Film Corporation          USA   \n",
              "1854          0.0                Morgan Creek Productions          USA   \n",
              "1855          0.0                        Renn Productions       France   \n",
              "...           ...                                     ...          ...   \n",
              "6398  250000000.0                          Marvel Studios          USA   \n",
              "6194  250000000.0                         New Line Cinema  New Zealand   \n",
              "4637  258000000.0                       Columbia Pictures          USA   \n",
              "5293  260000000.0           Walt Disney Animation Studios          USA   \n",
              "4631  300000000.0                    Walt Disney Pictures          USA   \n",
              "\n",
              "              director      genre        gross  \\\n",
              "6819     Nicole Garcia      Drama      37757.0   \n",
              "1871  Richard Benjamin     Comedy   18137661.0   \n",
              "1852      Les Mayfield     Family   17193886.0   \n",
              "1854     Dennis Hopper     Comedy    1596700.0   \n",
              "1855   Patrice Ch�reau  Biography    2017346.0   \n",
              "...                ...        ...          ...   \n",
              "6398       Joss Whedon     Action  459005868.0   \n",
              "6194     Peter Jackson  Adventure  255119788.0   \n",
              "4637         Sam Raimi     Action  336530303.0   \n",
              "5293      Nathan Greno  Animation  200821936.0   \n",
              "4631    Gore Verbinski     Action  309420425.0   \n",
              "\n",
              "                                           name rating    released  runtime  \\\n",
              "6819                  From the Land of the Moon      R  2017-07-28      120   \n",
              "1871                                 Milk Money  PG-13  1994-08-31      110   \n",
              "1852                     Miracle on 34th Street     PG  1994-11-18      114   \n",
              "1854                                    Chasers      R  1994-04-22      102   \n",
              "1855                               Queen Margot      R  1994-12-09      159   \n",
              "...                                         ...    ...         ...      ...   \n",
              "6398                    Avengers: Age of Ultron  PG-13  2015-05-01      141   \n",
              "6194  The Hobbit: The Battle of the Five Armies  PG-13  2014-12-17      144   \n",
              "4637                               Spider-Man 3  PG-13  2007-05-04      139   \n",
              "5293                                    Tangled     PG  2010-11-24      100   \n",
              "4631   Pirates of the Caribbean: At World's End  PG-13  2007-05-25      169   \n",
              "\n",
              "      score                  star   votes            writer  year  \n",
              "6819    6.7      Marion Cotillard    2411       Milena Agus  2016  \n",
              "1871    5.5      Melanie Griffith    9880      John Mattson  1994  \n",
              "1852    6.4  Richard Attenborough   24126  Valentine Davies  1994  \n",
              "1854    5.0          Tom Berenger    4804       Joe Batteer  1994  \n",
              "1855    7.5       Isabelle Adjani   14377   Alexandre Dumas  1994  \n",
              "...     ...                   ...     ...               ...   ...  \n",
              "6398    7.4     Robert Downey Jr.  537832       Joss Whedon  2015  \n",
              "6194    7.4          Ian McKellen  396797        Fran Walsh  2014  \n",
              "4637    6.2         Tobey Maguire  416842         Sam Raimi  2007  \n",
              "5293    7.8           Mandy Moore  325621      Dan Fogelman  2010  \n",
              "4631    7.1           Johnny Depp  514191       Ted Elliott  2007  \n",
              "\n",
              "[6820 rows x 15 columns]"
            ]
          },
          "execution_count": 79,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.drop_duplicates()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7e2d6008",
      "metadata": {
        "id": "7e2d6008",
        "outputId": "141de7c7-bbec-48f3-fd36-373815124975"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
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              "      <th>director</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6380</th>\n",
              "      <td>245000000.0</td>\n",
              "      <td>Lucasfilm</td>\n",
              "      <td>USA</td>\n",
              "      <td>J.J. Abrams</td>\n",
              "      <td>Action</td>\n",
              "      <td>936662225.0</td>\n",
              "      <td>Star Wars: The Force Awakens</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2015-12-18</td>\n",
              "      <td>136</td>\n",
              "      <td>8.1</td>\n",
              "      <td>Daisy Ridley</td>\n",
              "      <td>687192</td>\n",
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              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5061</th>\n",
              "      <td>237000000.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>UK</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Action</td>\n",
              "      <td>760507625.0</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2009-12-18</td>\n",
              "      <td>162</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Sam Worthington</td>\n",
              "      <td>954412</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>2009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2420</th>\n",
              "      <td>200000000.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>Drama</td>\n",
              "      <td>658672302.0</td>\n",
              "      <td>Titanic</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1997-12-19</td>\n",
              "      <td>194</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Leonardo DiCaprio</td>\n",
              "      <td>862554</td>\n",
              "      <td>James Cameron</td>\n",
              "      <td>1997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6391</th>\n",
              "      <td>150000000.0</td>\n",
              "      <td>Universal Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Colin Trevorrow</td>\n",
              "      <td>Action</td>\n",
              "      <td>652270625.0</td>\n",
              "      <td>Jurassic World</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2015-06-12</td>\n",
              "      <td>124</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Chris Pratt</td>\n",
              "      <td>469200</td>\n",
              "      <td>Rick Jaffa</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5723</th>\n",
              "      <td>220000000.0</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>Action</td>\n",
              "      <td>623357910.0</td>\n",
              "      <td>The Avengers</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2012-05-04</td>\n",
              "      <td>143</td>\n",
              "      <td>8.1</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>1064633</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5917</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Zentropa International Norway</td>\n",
              "      <td>Norway</td>\n",
              "      <td>Petter N�ss</td>\n",
              "      <td>Action</td>\n",
              "      <td>547.0</td>\n",
              "      <td>Into the White</td>\n",
              "      <td>R</td>\n",
              "      <td>2013-04-12</td>\n",
              "      <td>104</td>\n",
              "      <td>7.2</td>\n",
              "      <td>Florian Lukas</td>\n",
              "      <td>16609</td>\n",
              "      <td>Ole Meldgaard</td>\n",
              "      <td>2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5699</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Isle of Man Film</td>\n",
              "      <td>UK</td>\n",
              "      <td>Sheree Folkson</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>542.0</td>\n",
              "      <td>The Decoy Bride</td>\n",
              "      <td>PG</td>\n",
              "      <td>2012-03-09</td>\n",
              "      <td>89</td>\n",
              "      <td>6.2</td>\n",
              "      <td>Kelly Macdonald</td>\n",
              "      <td>9018</td>\n",
              "      <td>Neil Jaworski</td>\n",
              "      <td>2011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6066</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Cinetel Films</td>\n",
              "      <td>USA</td>\n",
              "      <td>Steven R. Monroe</td>\n",
              "      <td>Crime</td>\n",
              "      <td>441.0</td>\n",
              "      <td>I Spit on Your Grave 2</td>\n",
              "      <td>R</td>\n",
              "      <td>2014-01-19</td>\n",
              "      <td>106</td>\n",
              "      <td>5.7</td>\n",
              "      <td>Jemma Dallender</td>\n",
              "      <td>21070</td>\n",
              "      <td>Neil Elman</td>\n",
              "      <td>2013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2594</th>\n",
              "      <td>15000000.0</td>\n",
              "      <td>Daybreak</td>\n",
              "      <td>USA</td>\n",
              "      <td>George Huang</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>309.0</td>\n",
              "      <td>Trojan War</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1997-10-01</td>\n",
              "      <td>84</td>\n",
              "      <td>5.7</td>\n",
              "      <td>Will Friedle</td>\n",
              "      <td>5034</td>\n",
              "      <td>Andy Burg</td>\n",
              "      <td>1997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6784</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Magic Lantern</td>\n",
              "      <td>Spain</td>\n",
              "      <td>Carles Torrens</td>\n",
              "      <td>Horror</td>\n",
              "      <td>70.0</td>\n",
              "      <td>Pet</td>\n",
              "      <td>R</td>\n",
              "      <td>2016-12-02</td>\n",
              "      <td>94</td>\n",
              "      <td>5.7</td>\n",
              "      <td>Dominic Monaghan</td>\n",
              "      <td>10504</td>\n",
              "      <td>Jeremy Slater</td>\n",
              "      <td>2016</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget                                 company country  \\\n",
              "6380  245000000.0                               Lucasfilm     USA   \n",
              "5061  237000000.0  Twentieth Century Fox Film Corporation      UK   \n",
              "2420  200000000.0  Twentieth Century Fox Film Corporation     USA   \n",
              "6391  150000000.0                      Universal Pictures     USA   \n",
              "5723  220000000.0                          Marvel Studios     USA   \n",
              "...           ...                                     ...     ...   \n",
              "5917          0.0           Zentropa International Norway  Norway   \n",
              "5699          0.0                        Isle of Man Film      UK   \n",
              "6066          0.0                           Cinetel Films     USA   \n",
              "2594   15000000.0                                Daybreak     USA   \n",
              "6784          0.0                           Magic Lantern   Spain   \n",
              "\n",
              "              director   genre        gross                          name  \\\n",
              "6380       J.J. Abrams  Action  936662225.0  Star Wars: The Force Awakens   \n",
              "5061     James Cameron  Action  760507625.0                        Avatar   \n",
              "2420     James Cameron   Drama  658672302.0                       Titanic   \n",
              "6391   Colin Trevorrow  Action  652270625.0                Jurassic World   \n",
              "5723       Joss Whedon  Action  623357910.0                  The Avengers   \n",
              "...                ...     ...          ...                           ...   \n",
              "5917       Petter N�ss  Action        547.0                Into the White   \n",
              "5699    Sheree Folkson  Comedy        542.0               The Decoy Bride   \n",
              "6066  Steven R. Monroe   Crime        441.0        I Spit on Your Grave 2   \n",
              "2594      George Huang  Comedy        309.0                    Trojan War   \n",
              "6784    Carles Torrens  Horror         70.0                           Pet   \n",
              "\n",
              "     rating    released  runtime  score               star    votes  \\\n",
              "6380  PG-13  2015-12-18      136    8.1       Daisy Ridley   687192   \n",
              "5061  PG-13  2009-12-18      162    7.8    Sam Worthington   954412   \n",
              "2420  PG-13  1997-12-19      194    7.8  Leonardo DiCaprio   862554   \n",
              "6391  PG-13  2015-06-12      124    7.0        Chris Pratt   469200   \n",
              "5723  PG-13  2012-05-04      143    8.1  Robert Downey Jr.  1064633   \n",
              "...     ...         ...      ...    ...                ...      ...   \n",
              "5917      R  2013-04-12      104    7.2      Florian Lukas    16609   \n",
              "5699     PG  2012-03-09       89    6.2    Kelly Macdonald     9018   \n",
              "6066      R  2014-01-19      106    5.7    Jemma Dallender    21070   \n",
              "2594  PG-13  1997-10-01       84    5.7       Will Friedle     5034   \n",
              "6784      R  2016-12-02       94    5.7   Dominic Monaghan    10504   \n",
              "\n",
              "               writer  year  \n",
              "6380  Lawrence Kasdan  2015  \n",
              "5061    James Cameron  2009  \n",
              "2420    James Cameron  1997  \n",
              "6391       Rick Jaffa  2015  \n",
              "5723      Joss Whedon  2012  \n",
              "...               ...   ...  \n",
              "5917    Ole Meldgaard  2012  \n",
              "5699    Neil Jaworski  2011  \n",
              "6066       Neil Elman  2013  \n",
              "2594        Andy Burg  1997  \n",
              "6784    Jeremy Slater  2016  \n",
              "\n",
              "[6820 rows x 15 columns]"
            ]
          },
          "execution_count": 42,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Order our Data a little bit to see\n",
        "\n",
        "df.sort_values(by=['gross'], inplace=False, ascending=False)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Disable warnings for chained assignment"
      ],
      "metadata": {
        "id": "KydJg1QaflID"
      },
      "id": "KydJg1QaflID",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "41dff82f",
      "metadata": {
        "id": "41dff82f",
        "outputId": "abc49a4d-ecef-43e9-8765-e6ddbcda7ec7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='gross', ylabel='budget'>"
            ]
          },
          "execution_count": 166,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.regplot(x=\"gross\", y=\"budget\", data=df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "04da3bcc",
      "metadata": {
        "id": "04da3bcc",
        "outputId": "d254316a-9f3c-4761-c9b9-e3f6d3353065"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='score', ylabel='gross'>"
            ]
          },
          "execution_count": 50,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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ugz6wtdHdIgqlHCgbhvFKAPtM03zCMIwNAD4JwALwEdM0j9Srg0RERNQa7OEhOLdcD2SzQM9KYHwUzi3Xw750B4NlSqVaUi++CBEYA8A/AWgD4AC4Ie5OERERUetx9uwWQXJHJ6Bp4jabFe1EKVRL6sUm0zT3G4aRBTAI4BQA8wAO16VnRERE1FryI2IkWdbeIdqJUqiWEeUJwzD6AbwcwG9M0zzhtrfF3y0iIiJqObl+YH4u2DY/J9qJUqiWEeXPA7gfQDuA97pt5wJ4OOY+ERERNQVOTKuNNrhN5ChjVowkz88BhQK0wW2N7hpRKOURZdM0/wHAHwA41zTNXW7zIQBX1KNjREREaVacmDY+GpyYNjzU6K6llj6wFdqlO4BVfcDUJLCqDxon8lGK1VQezjTNR7yv3SoYlmmaP4+9V0RERCkXmJgGuLezop2BX0X6wFYeH2oayiPKhmH8zDCMc92vPwRgF4BvGYbxkXp1joiIKLXyIyJ9QMaJaUQtpZbJfM8F8J/u1+8E8AoALwHwpzH3iYiIKP04MY2o5dUSKOsAHMMwngFAM03zIdM0DwDoq0/XiIiI0ksb3AYUCsDcLOA44pYT04haSi05yv8B4J8BbADwPQBwg+Z8HfpFRESUavrAVtiX7mDVixqxUgg1k1oC5csA/AWAowA+5bY9C8B1MfeJiIioKXBiWm24hDU1G+VA2TTNYwA+UtL2r7H3iIiIiFoSK4VQs1EOlA3DaAPw1wD+GMBGiKWrvwHgE6Zpztene0RERNQyuIQ1NZlaUi/+EcCLIKpcPAngFAB/A6AXwPvi7xoRERG1lFy/WKDFG1EGWCmEUq2WQPmNAJ7vpmAAwF7DMB4A8D9goExEREQRuIR1/XCSZH3UUh5Oq7GdiIiIqIhLWNcHl1Ovn1pGlL8D4HbDMP43gP0QqRd/DcCsR8eIiIio9bBSSPw4SbJ+agmUPwgRGH8BYjLfIYhlrP+2Dv0iIiIiIhWcJFk3SoGyYRgZAF8BcKVpmh+tb5eIiIgojZgHm1KcJFk3SjnKpmlaAF4FwK5vd4iIiCiNmAebXlxOvX5qmcz3GQD/2zCM9np1hoiIiNIpkAeraeI2mxXt1FCcJFk/teQovwfAegDvNwzjKAAHouKFY5rmyfXoHBEREaUE82BTjZMk66OWQPmtdesFERERpRvzYGkZqiVQPr9C+5xhGKcC+LFpmjytJCIiakFpWiyEkwopKbXkKJ8J4EMAXgngme7thwC8AMC7ADxuGMarY+8hERERNZxKHqw9PATr2mtgffgKWNdeU5eJfpxUSEmqZURZB7DdNM3veQ2GYVwM4FLTNF9iGMbbAHwSwI9j7iMRERGlQLU82GIAm80GA9iYJ5VxcQ1KUi0jyoMAflDSdgeA17hffxPAM+LoFBERETWXxKpi5EdE6oeMkwqpTmoZUX4MIsXin6W2P3XbASAHYCqmfhEREVEzSaoqxjKcVMic7MapJVC+AsBuwzA+BLF89SYAFgAvi/8sAH8Tb/eIiIioKSQUwKZpUmESkkppoXDKqRemaT4A4AwAl0IsPvIWAGe47TBN8+emaX6lLr0kIiKiVEtqdbjltrgGF3pprFpGlGGa5gKAf69TX4iIiCjFrNt3AXfeBszNAB1dwAUXI3PRdgAigLUv3ZFIikBSi2ukIuWBC700VE2BMhERES1P1u27gDu+LdbkzWSB+Vngjm/DAgLBcqtUnkhNysMyzMlOEwbKREREFO3O2/wgGe6tVRDtbqCcihHYmMRVhm6px2S55WSnTaKBsmEYGQD/DeCQaZoXJrlvIiJqDl5gcXQ0D7sv19TBVkuZm/GDZI+eEe2IdwQ2FQF3DCkPcRyTJFNaqFzSI8pXA3gIQG/C+yUioiYgBxbail7O8E+Tji6RbiEHy7Yl2hHzCGyLpDzEdUxaKaWl2dSy4MiSGIaxGcDrANyY1D6JiKi5yIGFxhn+6XLBxYADkW7hOO6t2w7EthBIWqo8xFLFg4ujNL0kR5Q/C+CDAFZWeoBhGFcCuBIATNNELpdLpmdLkM1mm6KfzYbHtT54XOuDxzU+R0fz0Fb0QtM0aJo4tk6mB85onsc4Jot+vV7+bkx2d2Pm9l1wZmagdXWh66LtWPmmtwMAjm/YDHv0GLTOruKPOLMz0Ddsxpoa9ie/BorbacRr4JWDmO3txfT3b4b19FPInLQB3W94Czq3/n7ow8OOa1zHZLlKw3trIoGyYRgXAnjaNM0hwzBeUelxpmneAOAG91snn88n0b0lyeVyaIZ+Nhse1/rgca0PHtf42H254uXubDaLgjei18djHJclvV7Pfz30819f/HYOwJy7Lfu8i0TKhGUFJp3Z511U0/7k14C/owa9Bk45A7j649AA2ABOADhRoQ9hxzWuY7JcJfXeunHjxor3JZV6cS6A1xuGsQ/ALgDnGYbxzYT2TURETUK+3O3UcdEKil9cC4EktXBJEpbb4iitSHMcJ9EduiPKH1CoeuEcPnw4gR4tDUeS6oPHtT54XOuDxzVeXsUDnVUv6qIZXq+pqHpRo2Y4rs0m4RFlLew+1lEmIqJU8Wb4M/BYvljlgdIi8UDZNM27Adyd9H6JiIiIklZt2W9KP44oExERUVNpltQMlWW/Kd0Sq6NMREREtFTFBUnGR4MLkgwPNbpr5eRlvzXNvXXblzF7eAjWtdfA+vAVsK69Jp2/OxdHlImIiCgWSYz0xrXaXSIilv1ejlKz8qIiBspERESkpFognFgAlB8R25eldbW7iGW/l6OmOtEBUy+IiIjqppkuMUeJSnlIbOnpXL9YuEM2Pyfa0yZq2e/lqMmW9WagTEREVAdNlUurIDIQVgyAlnry0EwLkmQu2g5c+CagvVMEye2dwIVvWt4T+ZrpRAdMvSAiIqqLZrvEHCkq5SHXX770dEkApJqeUS3FQx/YCvvSHU1R9QJwg+XlHBiX0Aa3idcAZgPLeqfxRAdgoExERFQfzZRLqyIiEFYJgFROHlSC6TQtSOIF9Ue5kqSSZjvRYaBMRERUDwojrM0kKhBWCoAUTh6aaSReDuq1Fb2pr+CQFmk60YnCQJmIiKgOmu0ScxSVQDgyAFI5eWiikXg5qNe8vO1FBPXNsoDKcsRAmYiIqA6a7RKziqWOBCqdPDTTSHwMQX2z1RVebhgoExHRspTEKF4zXWJWsdRjpnLy0FQj8TEE9c2UarIcMVAmIqJlh6N4tVM5ZiqBdNTJQzONxMtBvZPpWVypuiZKNVmOGCgTEdGyw1G82kUdszhPPpplJF4O6p3RPLCYqhfNlGqyDDFQJiKi5YejeLWLOGbL9eTDC+pzuRzy+XzNP99UqSbLEANlIiJafjiKV7uoY8aTj0VpplQTYPlV6GCgTEREyw5H8WoXecyW6clHHAuONEuqyXLM7dcb3QEiIqKk6QNboV26A1jVB0xNAqv6oDXow94eHoJ17TWwPnwFrGuvgT08lHgfVEQdM21wG1AoiAltjrO4iW1Nphg4jo8GFxxJ6e9wqQLpNV7d6GxWtLcojigTEVHLiaP6QhKXmJtthK7aMWu2FII4xLXgSNNYhuk1DJSJiKilxBF8qm5jqcF0q02Aa5YUgtgoBI4tldO7DNNrmHpBREQtJY7LwyrbkC+7B4Jp6bJ7ZFpFfkQEVrIWH6FrKbl+ESjKpMBR5TXSTFTSa5ollUgVA2UiImotcQSfCtuICqaVgqSIQIvSTQ4cnZDAsdVyeqPy1FvtxABg6gUREbWaXD/w9GFgehooLADZNqC7GzhpY23biLrEHENdYVbfaG6RC460YE5vtfSaVkslAhgoExFRqzlrAHj0N4AGQM8AhXlgfB546aDyJpQC2BjqCi/HCXCtpuqCI8stp7cFTwwYKBMRUVOJnBy1dxjoXQ3MeCPK7UBXt2i/aLvSPlQC2LjqCi+7CXDLyLK7YtCCJwYMlImIqGkoVaPIj4hAeVWf/4OOU/OoVlQAGxVMN1uQlKbqDGnpy1L7sdyuGDTba14FA2UiImoaSjmQuX5g5LA0otwmRpT7a8hRVtQqdYXTVM85LX2Jqx/L6YqBPrAV1jnnAXfeBszNAB1dwAUXp/I1r4qBMhERNQ+VHMiwHOWJeeBl6jnKcWmWIClNk7DS0pe09CMuSS2gg3vvEldz2teLEeV774J96hlNGywzUCYiouahkgO5dxhYtVqqetEuql7UkKMcl7SkEMh9OTqah53m6gxp6Uta+hGDpEbpW+3kAmAdZSIiaiIqCx4gPwKsXA2s3wRsPlXcrlydeICTppqycl+0Fb3lfcn1AxNjwJFDwMF94nZirDGTsNJSWzot/YhBYvWcW3ABHQbKRETUNKIWPACQmgAnTYtNOHt2A9YCMHoM1v7HgdFjgLXg9+WsAREYF+YBXXfTVcZEe8KUToZS1A9vJbqjOy5J70p0SQWwKfnbixNTL4iIqKlE5f2mZuZ9mi7dP3VAnFhougiErYIIhC1L3J+idJWkJkFGpcWoTEyTUxoCI/UNmARZVUJl21LztxcjjigTEYXwRomsD1+R3lEiCqU06pyENI2uLSyIW10Xo9u6HmxPSbpKUlTSYgIT0zafJm7vvSvwGPmqgZbiJaqTGqVPzd9ejDiiTERUIi3lqWjx0lBtIlWja5ksAA2wbREk27b4PuOGASlaKCKJvz+VSWdKE9PSdNWgiiRLFabhby9ODJSJqOnUu5JAK87cpuSlqo7yppP92tJWQQTIUm3pNAX1cf39VX2fUAlwVR6TohOMKK0WwCaFgTIRNZVERnubZJSI0i8twUkxEO5bi0x3D6zpqUAgnKqgPoa/v8j3CZUAV+Ex8gmGk+kJTWlIU4lAqh0DZSJqKomM9jbRKJEqfli3NpWJaV4g7IzmgdI6ymmS6weePixNLGwTEwtPUl9ZMep9QmUEXeUxUcc1rhP7Zvr7baa+quBkPiJqLgmUOUpLeaq4pKmeL8VP9ferD2xF5gOfwLrrb0XmA58Ir96QhtfIWQPA+FiwVN34WG2l6vIj4m9YrgtdKBTfJ1QmnalOTKt2XJ09u0WwP3oMOPSkuC0s1DTZL1W/mwjN1FdVHFEmouaSwGhvqi5Dx4A5160tjt9vql4je4eB3tUin9orVddVY6m6zi7gyMFgObzRo8D6zcWHqKTFLDl15tB+YGbKrzRiFYDJcRG0K0rV7yZCM/VVFQNlImoqSU06SktuaSyYc93a4vj9puk1kh8B2tqAGamtra22vmha8GvHKW9PglUA4AB6xt+/VXDbFaXpdxOlmfqqiIEyETWVtCxG0FRaMOe6WSTyOorj96u4jUSeT1e3WCBF04FMRgSVx48CG7aob2NmGlizDpgY9/Oce1eJ9iS1tQHzsyVl+dx2Vc3099tMfVXEHGUiajpeTmDmkzeW5QTGodXy7Fot5zou9V5UJqnXURy/X5VtJPZ34Y3+Vvs6Sq5flMCTF1DJZJMP2DZsEWkkmaxYBTGTFd/XEPQ3099vM/VVFQNlIqISgTy7FK+2paoVV8taqiSCvqReR3H8flW2kdjfxewM0LdOBJW2LW771ol2RaqBf71X39QGtwGZNqBvLbDpFHGbaaspcGymv99m6qsqpl4QEZVqwTy7lsq5jkEik44SfB3F8fuN3EZSz8e7fL9+k982NyuCL0VRKVr28BCcm64D5mbESO/kOJybroN9+dWxBnVxpYo1099vM/VVBQNlIqJSLZhnRyWSCPpa7XWU0POJa8JutYDNuXUnMD3pV8WwbWB6UrTHHOS1WuC43DD1goioRCvm2VGJXL8IwGQxB33N9jqKSkVI6vkkcvl+5LAfJHul2zRdtBNJOKJMRFSi1eooU7kkygw20+tIZQU5lecTV1WMREZhSycHOg6gB8vHtVT1G1oUBspERCF4ubS1JRXENsvrSDVnu9rziWu55kSs3yRK0AXKtjlAv78gSVM9H6obBspERLQsNUsQGxdvdPToaB52Xy54YhBDzrZqsJ2GUVpt29vg7Pycu/pfQVTW6F4Bbdvban4+1NoYKBMRUapUDehoUeTRUW1Fb/noaBwT9RSC7bSM0uoDW2G94jXAnbcB1oLozyteE+yD4skDX6+tjZP5iIgoNeT6xoGArkkXe0kLeXRUC6mBHMtEPYUJkmmpUW4PDwF3/0g8Z2ji9u4fBV9nuX5gYgw4cgg4uE/cTowFnk+xzNwTj8A+fhR44hFRZo6v15bBEWUiIkqN0ICOl7uXLmJ0VDVnu1rahNIEyfyIqC4xeshfWnrlqrrUlq7WV2f314GpCdGXrLuwydSEaPee81kDwKO/ATQAegYozAMT88DLBov7CJaZy9S1zBw1BgNlIiJKjyZb7CUN+bZKFFIronK2o9ImlILtzi7gyEG/NJtVAEaPAus3V9zvYkSmeBw5BMAtCwe4fXGAkUP+RvYOA6tWA9PTblDfDnR3i/aLtovHhJWZs8Eycy2EgTIREaVHihbpiAqC05Jvq0Ie7XUyPYtKrYhlcpumBb/2SrRpWvjjK4j63Th7dovgdnLcH7nu6g72tXSfmgbIFePyI8DK1UCvtCKg45SftCmUmaPmxRxlIiJKDTlX1mngIh1yrnQgCJZyT9OSb6tCXsTDOTGxuEU88iNidF8mjfarHDPMTANr1okqE5YlbtesE+2K5LxgjB0Pzws+tF8EyVbBH7meHBftANC/EbAtcRLm/bMt0e5RWZRm/SYAjki5cBypzNwmUGvgiDIRESlJIs1AvnzvjOaBBlURUBo9bbI0ES+1IpfLIZ/P176BiNF+pWPmbWO9FEjOzQJrpFHbCErLT1sFAI7IGwbEiYxVcNsBbD0X+MG3ghu2HdHu0ga3iRJyx46Kn8tkga5uaMY7/MfIZeYsS+yvpMwcNTcGykREFCnJNIMlB3RxUAmCY0oTSUuec1Q/IifrKRyzWFZElPOCAREEl+YFt7UB87MlC4q47YDIM+5bI+Uft5XnHwNilFhz96GhLM1CH9gK+7Kr4OzZDZ3l4VoSA2UiIorUiosvVA0MFYJglaDPun2XqNU7NwN0dAEXXIyMFIgleQJSrd5vLEtYK04YjGVFxKi84A1bgKcPlwfCJ7mpFQr5x86e3UDPCmBNzn/MXOXVCht6Ykd1w0CZiIiiNVmaQZRinuvcjLhkPjku8lwvv1rk8yoEwVFBn3X7LuCOb4uRyExWjHDe8W1YQDFYTuoEJGrBEaXJb6heGUN1tHjJKyIqLD9d7Evf2vC+qFwNaLHXPC0OJ/MREVE0lYlNTaSY5yoHW16eK4KT3zA1WXHymz6wFZkPfAKZT96IzAc+Ebz/ztv8IFnT3Fu33RMxQS625xux4Ejk5DeXPTwE69prYH34CljXXhOYQKd6zJZK2/Y2oKdXpF8UCuK2pzeQFxzVF6UFVlrsNU+LwxFlIiKKFEtuaZqMHHarFBTcPFRN/JPyXFVGPqumb8zNiOBYpmdEuyfXL/Y5Mx0YyQ1UX4hD1Oho1OQ3qKdnLOmYKZDzgqtto1pf9IGtsM45rywtpqac7JLnwyWsWxMDZSIiihRbbmla2JY/wQsQwXJp3mvUJqICx44ukW4hB8u2Jdo9Cqu/xSIq1SBq8hviSRNRzcmOCqaXmr5hDw8B994lRpzb14tjce9dsE89Qz0nG9EpLdT8GCgTEZGSJeeWpklbu7jcDq+aAcR/be3FhygtamGV5PV2S3m9F1wscpStgru8sSX2c8HFfj/2DgNdPcD0CcCaF2kE3SvKqy8sUeSCI1GT34BYcnZVgu0kJjjGkZNd3I77GrDyI+KkqLt8O9S8mKNMRETLT0enCEq9kl8axPduAKe0eMZTB4CJMbfGbkbcToyJdrgT9l74UrH9hXlx+8KXBqpe4KkDwOyU+Pn2DnE7O1XcRlyiFhzRBrcBmTYx+W3TKeI20xZ/zq5CTnYiC7ko5mRHkl8D3nak1wBQPa+b0o8jykREtPxs2AJkKo+gKqUZLCyIW6+er64Dll1st4eHgMceFtv0clwfexj28JA/MhqxjThVK2OmkmYQS556WqpNKORkK5F/f5oW+hpIuvxfS6RGpQhHlImIaNmJHEFVqUaRyQLQSpYv1oo5yUojoxHbSFLVCh6Ip6pFaqpNtLWJlfgW5sW2F+bF91JOtpI4XgMxULoCQovCEWUiShWOilAS4lg8A5tOBg48ISpWOLZI3ejqFu2A2sjoppNjqXqh8ncTR3WGpeapJzZyHaV3NTA5Ed5ei00nAwef8K9MaLq4MlHLayAGrbggUFowUCai1EjyMmVa8MSgcZa8eIZXsULXAL1dTNabnRHtgFLpt8iFMRRELZ5SfMzOzwEz07BtCxg9Dmfn52BfdlVNr7c4Xq9RwXYiFVa8lfy0jBjpdRxxslNj5ROcNQA88mvxs4C4nZ6u6TUQi5gCcr4flWPqBRGlRlKXKdOCl0sXJ4nJUfrAVuCc88Tv5uAT4vac84JBw95hYNVqINsuLrln28X3e4fF/WcNiIldhXmRu1qYF997QRTiSWeIWjwFAJzdXwemJkQgl8mI26kJ0a4oTa/XJb8GZmeAvnUiRcK2xW3fOtFei6F7ALh1uAH31nHbofQaiEUM6Spp+v2mCQNlIkqPhFYpS4vldmIQB9UP86UGUoE6u5tPE7f33hXcTn4EWLlaLKm8+VRxu3K1/3qNCqRdUbnBkUYOi0v+8oQyTQ8snoIjhwBowcdAA0YOKe8mLfm2sQR0uX7xXOTfXTZbex70yGERZLe1i+PR1i6+94694mtgqZRyvyPw/SgcUy+IKD1U8kJbSUL5i60kqTq8SjmfUa9XL5Du7ZM27NTn91uaMuClFgQb3TJ1cBc40QGn9DFVKLxea8mVrlqfusqxd/bsBmZOiBQHLzc8pHZxtf3Emgdd7dgn9BqIJV2F70ehOKJMRKkRx6hIU0lidn+rSaoOr8J+Il+vir/fJacRrN8EwKu4APfWAfo3+Y/pXS3ylx1H3Oc44vtaJq9FPB+VkV6l0eCoY7//MWDqRDAveOqEaFfcTxwpLwDEsbctcQIyN+tWz7D8Yx/T37jKa2TJVyb4fhSKgTIRpUZsH15NYtmdGMRB5cM8jhQehf1EvV61wW3A9BRw+ICojnH4ADA9Ffj9xpFGoG17G9DTK0ZWCwVx29Mr2osPqjByXKk97KERr1eVExSlk5ioYz836/fd+ye3K+5nyYElAJx9DgDNH1V23OH6s89ROmYq4sodjgq2+X4ULpHUC8MwtgD4FwDrAdgAbjBN87ok9k1EzaWllkmOkMjs/hajdMlcMYUnjkvzka/X+TkxgcurqjCfCdytupRyNfrAVtiXXVX9dTQ+6ld38GiaaFcU+XpVuXSv8JjIY18MSiEtP47gc0sqjWDvMLC6T6SBWIXiEtbeEuRx/I3HUfpNJR2J70fhkspRLgD4C9M0HzAMYyWAIcMw7jRN8zcJ7Z+IKJWW04lBHPSBrbDOOQ+48zZRDq2jC7jg4prr8EYFDir7ieLcuhNYmBPBkxekLsyJdm87h/YDM1PSqm7uUsqF4ApxUXm9ka8j20JoLq1tKT+fyP2onKAoPCYyYOvsFr8Tx00h0TR3+fGumvYTSyk0KQc5m82iUCiU5SAv+W88hqBfNdjm+1G5RFIvTNN8yjTNB9yvJwE8BGBT9Z8iIiIKsoeHgLt/5AaSmri9+0eBy8gqKTxRl+aVql4AsG7fBeuqN8Pa8QZxe/su/06VahTFpZTlahROYCnlWC6965na2hdB5dK96uX9qmkRF1yMYgWPtna/gscFFyvvJ7ZSaEnk9eb6gckxUbnk4D5xOzlW2z6WWUWhOCVe9cIwjFMBvADAfUnvm4iImluxHrCmi0DXluoB1zIyFjFKpzICZ92+C7jj2+LyfyYLzM8Cd3wbFoDMRdvdDkdUo2hrEz8n10D22r0fUa30UW10tNLIcY0jytWoXLqPY6Q+c9F2WEDZNorHXKEvca1kJ1+9cDI99cnr9Ra20SBObArzwPg88NJB9W0st4pCMUo0UDYMYwWAWwG81zTNsrUjDcO4EsCVAGCaJnK5XJLdW5RsNtsU/Ww2PK71weNaHzyu9RF2XEe8UdqMOxKayQAWgJHDNf0Ojm/YDHv0GLRO/3K9MzsDfcNmrMnlcHQ0D21FLzRpspuT6YEzmi/u5+mf/gCOpomAC3AXlChA++kPkLv83chvOgXWwSf89AC34kRm46nFbRw/+XRYTx2EM3UCTmEBWrYNWs8KZNx+AIjsy+zQLzDxL58XEwfdlfnwL5/Hindfg86tvy+OW6UV5xyn2JfZoV9g+vs3w3r6KWRO2oDuN7yl+PPKXjko/lUwO/QLnLjvbmBNTgRtc7PAfXdjxfO21ravy98t/i2yLyq/XyWvHMRsby+mv38z7KNH0LZu/eKOWxXHH38YC90rxKIyC+7CJd0r0fb4w8XXSJTZN16GE1/5J5EH7x13x8aKN16GzhS/d6XhvTWxQNkwjDaIIPlm0zRDa/SYpnkDgBvcb518Pp9U9xYtl8uhGfrZbHhc64PHtT6WclxbbcnYOJ9P6HEtToor+AGorgPQA4+N6od93kViJNCyAnnM9nkXIZ/Pw+7LlY/Azc0CfX6fnJlpMZIsB6G6DmdmWmzj4rcA7rLRKLgTvXp6YV/8luI2iv1YvQZo74AzPwenUIDj9gNAZF+snZ8XwbF3AmHbcCbHMb7z8zhxyhni8aUT+TyaJvoq52x3dsPOP43xL38KEzFXnbG+s9O9GtAmjr17O/6dnX5fY1LtNaDy+1V2yhnA1R8vvl5PADgR4/ustf9xUTdaz4jjZdvAzAks7H9cva+nnAH7Te8sOx4nTjkj1r7GLanPrI0bKy8pnkiOsmEYGoCvAnjINM1PJ7FPIqK0a7UlYxN5PoF6wAitB6zSD6XSblG5tB1d5akLtlWcVKYPbIV22VXA6WcCfWuB08+EdtlVZakIUfnUkX2RV90Dwlfd27AlWErN+3rDFnEYFWtPL7nms2KubBwrK1Z7DTRVKbSFBXEb+P1K7TFKYnn4ZpPUiPK5AP4YwLBhGL902z5imuYPE9o/EVHqxJUnmRaJPJ/uHmDUHWHyRpS99hr7US2PWSmX9oKLgdt3AZY0mUvTA5PKVKoIRD1GqWxXaT1kTfPLpgHQLrkMzk3Xiefi5UN3dEG75DLxANVV95a44qFyNYo6r6zYVKXQMlkAmvi9Fa8MaG67GpVjGsvvtwUlEiibpvkfEGnoRETkianWa2rSN5KoXTszLYKqCanucO8q0R5jP+zhIeDHt/oVDWamgB/fCvvUM/xR51PPgNPZBcxO+0F7Zxe0U88IbCeO303VYLp/I3DkoFilwAukHBtYvznw8/blV8PZsxv6qEgtCfRFIYCN40RIG9wG58ZrRd1hrxBydzc04x2x7kflNeDsexTY/7g4eZieEt8v4ndj3b4LuPM2jMzNir6WTCxcsk0ni0opM9OBWtvor5wuUErlmLbaiXtcEq96QURErhhmoic5ChQZ9CVRu9bbx3qpwujcLLCmr6Z+RHG+9tnQsl/O1z4LfOYb4jF7douUiZM2BPriBRb28BAcL0fZKgAT43B2fg52SfqFF2hVquAARCyOcsllcL5ybUnA3u2PFivQBreJEefjR0UqSyYjRpylAFZ51LnK79fZ96gUJEPcTk8Hg9Q4TrgiXgNKFUsUBLeTWfR2qilW1uhbW3Xxm6piWgxmOeIS1kREDRJHnqRqbulSqeT9KtWuvek64IlHgLHjwBOPwLnputqWa46xVm9VJ8aj2yPybYul7Bxb/I4cqZSdy7p9l0jfmJlyJ2lNAbfvCtRjVjpu2TZRUziTFbdZv7xccRs7Pwc8/gjsY0eBxx8RQbu8DS9dw3Hcwd6SC8ERNYOVctTvvA3I6OI4ef8yumhX3I+KyNfAnbf5QbLmpjFoCPZDhbwdXV/8dqpQyWOPpHJMk6gJ3YQYKBMRNUgsH4AJLSSgEpBHPR/n1p2ixJVcM3h6UrQrUjlm+sBW4JzzRMB28Alxe8558aejRAUWKpPs9uwWATS8iXaa+F46rlHHzdmzW4xmau5+3OoX8u8mELRnMmVBu9hGyeIoGT2wjajgU+mkbW6mfJETPSPaFfcDRCz0AoXXiZerPT/n/7PtQD+UKDyfOFRdgEVBYieYLYipF0REDbTkJWOTWkhA8bJs1ecjr1QHiGDKRnClOgVRxyywql77enE87r0rkF8cqUo5teKXCvm2gCNq38ql7BxppHZu1t0Y/FtHageij9uh/SIYdNzFSqxC8fJ8kRy0F5fLdvyg/akDYhteiTmrAEyMiTQMV+QEOJXXSEeXSE+QJ6JJlUJU9lMchfeerzcKD5QtOlLxdaLpgB1cJlwsBlPjSoUdXdJy2hC/P00LLqedAqqLwTTNBMcEMVAmImpi8spgi85fVBFXQB61Ul0MYpmU9KKXA/fdHd7u7Scq33ZVH3Dsaaljbim7tWv9NoWAHIAIJi2pdrSm+YuuzE77QWNxX7Zor7ZNuTJGWAkyyy4rQVZ1ApzKa+SCi0VOr1UQQaltiT5IlUKAiCC3OApf8nz37AZU84JLj0VUeyXPe2HwdeKlrjzvhTVtJokJuXFUYAFSNHk4IUy9ICJqYrGkbyiI5bLs+k0iMApc7raA/k3RP1uLGNJRMle8H3jxK4KB44tfIdo9Ufm2nRVGFeX2PnfVMcfx/8ntALBqjUgLkGtH2zbQu0Z8X6hQT1du798ogklvO7YtvvcqJ8glyLz7S0qQFSeueSPC3sQ1N+1B5TWSuWg7cOGbgPZOESy3dwIXvqm2iW/yaLtKexjbQnkxLq32Jb3HjgEdJa+1jg7R7opKE2mmeurN1Ne4cESZiAAsv1GCVrLk9A3Ffahclq36Otp0KnBwX3DDjiPa4xTT6HfmivcDcmBcam6mvJatnJ86PuaPmsr3j4/53/+vC4Af3FK+7f91gfRNheWnK7aX0y65DM4NnxJ9KzjF9IBiZQyVEmTyxDW4t1ZBtF+0Xa32NNxgOc7yaYvR1u4G1pqf7gIHaOuo/nOlDu0HCu4Kg17+eMES7VCrrtFMZdmaqa9xYaBMRCw0T0pUcoOrlkP71f3+pW15sZBf3V++nT27cTSs3q+CuNJRIk8eo/JtrYIIkOTRbasg/nn2DgM9K0QKh2OL3NnubtHuBZPS6GSA1+4FrKVKg/iw1AvvS5USZHMz4mdKc67dE4NYcsOT0rPSDZSd4PlGaY51FKvgjtQ7QAF+jrL3+7jzNrEP20278dJm3JMLAM1VT30ZlpBj6gURJVZijFpbZDm0uRm/jFl7h1/GTKoQYA8PiZHPRx6E/fRTwCMPwrnhU4FLu0uueKBA6RLzBReLIMvLHbYKwXzbtjYRIC3Mi6BxYV583yaVbnvqADA9hWCe85RoL3bGzcf1giwvwPXaV68JfxJSu3PrTj+ob+8ojm56lTOUjlm2zV0+HH5+s2UVS9El9j6y6ZTa2sNoGrBydbBSyMrVZScTSks6e+kqGvy0FW8zs9Pu/fCPmV2SPx5DWbbEUiKWYQk5BspElFiJMWpxUeXQOrrKc0BLKh443/yiv3AGIG5np0U7ovNkPUstp+Xs2S1SEEaPAYeeFLeFhUDQF5lv27saYsRSei5w3HbXjFcxQXqM44h2jzwKLz9WDup6VweDPnkfQLByhjcSrOm1VRxZuco7Ov5zkdsTeh/RLrlMBLVewN/eAaxcXdMCK8j1i5H8k08HTnmmuO1ZEb6UdlTw6R1TLxjWdf+8x/sdyVVN5HY0Vz315VhCjqkXRJRciTFqfdUqK6hUPBjNl2/Hcfz2O28TI9XeaKb3OPlSNmK4DH1ovyg7ViylVgAmx4Ml1xCRbzsjBfzyc5GX2y6WKCvJlZVLl/WtA46FBJt968Rtrh94+rAIGL384kym/O/XKqmcAQ3IisoZyulXvauByQk/TWRlr3+f4vvIUn838nLci82XV0nPUcrHzWTdExDNz1F2HD/tpaMz/HUgHaNYyrIllBKxHEvIMVAmouRKjLWYpebSNpvIAKd/I3DkoKjx65U9c2xg/WYAIqi0gOrLNYeVSpPbZ6Yi22PJubcKAKS6ul7eaUkucNXlp73gvpTcrumALo0Ua1qwZjIAdHaWb0NuP2sAePQ3ItDWM0BhHhifB1466D82rFQdHKBXVNdQCgq9QFiuyDE3K7YN931k5+eAY0fFccpkga5gXem45kMo5ctX2Y9SwKcSfMqTIKXnXJwEefIzgH2PAHNSukJHh2iv4flESnCwI4nJw2nCQJmIluUowVLJH8Tait7UT4CsGtApUAlwApUVvKBPrqwAhYoHHZ3uZV1II6zwAwCFusOxzMxvaxNpHfJqeF67K7KigfczpeT29ZuKFRL8J4Bgybz80fDteO17h8VIb7FiRbsI1uQJgWWl0BBsVwgKlU6ovVxdzRshD/6ukqqaoLKfyIBPIfiUJ0FmuntgTU8Fj4l3EpPJ+FdRFgqiXbLUUXYOdtQPA2UiArD8RgmWSv4g1rycwJSWSbJu3wX84FsoRp0zU8APvlW2klk1ygFOe4d/id/LH63F4DZ/1bVinqcu2gG1BToUL0NXPXnYsEWkM0xL5dK6u4GT1MulKTn7nGDJPG+k9+xz/LYFb/W+knQUrz0/IgJld2S3eL/8fMePh+9/wm330jeqPN+oE2pnz26RMrKw4NdsbmsLvkaSqvCQHxEnOEcO+c+nd1VN+1EJPuVj4ozmgdIrS3uHgVWrpePaXlbVxB4egnPTdeJ1aFnA5Dicm66DffnVysEyBzvqh4EyEdFiNFOZpB/divKau45oVw3oFJ6vs2c30N0jSox55mo7eQimZ8yKgFwOYDUdIrejhCalKiiMBEaNBiuXS6tWR1keiQ48Rurr0D3lj9N10e495+JEPwRH2b12lcvulRbS8JaoVknfAODc9zPg0V+L/o7m4axe6/9u9z8WzL92bGDqhGj3xJAioJS+0dUtKofIS3IfPypOgOTtxLCkszfIkMvlkM+XpNvkR8TEw97KJzHOrTuB6Uk/5ca2gelJ0R5jOgotDgNlIqLFSDAncMkT0xbc/MiyEcm58MeHUXm+MZ08eOkZoYGHngmvGezlEkPxMrTK4hlr1gGPDPs/c+ZAbXWUM22AHXKMM1J5uJHDoecwgWoUnd1+Ooucx+zuRxvcJkYkjx8VgW8mI1JepNzgyDSQvcMi8Jyf84Pn9o7AyKd146eDyzXbNnDf3eLk4or3K62Yp5oiUO01r3R1Q77qEPJ1ZM1vVyK5w3JFEkD8fm3UVpGE6obl4YiIFkEuk+TUsUxSLPVRVcqLRW1CpSxUrh+YHBOXuw/uE7eTY/GePHR0iqCiWHbLCxqDVQQiawLPzQSCa/GD/miwdeOng0EyADwyLNo9UXWU5eCo9Dl4bEuMvMocOzgCfMHFKJbda2v3y+7J1UKsBWB+XvRhfl58X4t9j4XXx90njQbf/3NxW1rP2Wu3K0zElNpVfjeRr3mVMnSzM+JnLUvUr7Ys8f2s+P1G1vyugVdr+eiOS8pqLSuXUwurjqL+50l1xBFlIqJFiMxNjEksk596eoET4+HtkmqjeEqXoc8aAB550P/QtwpixFW6fL/k0fFNJwMHnnAv8bu5CF3dor0WHV3Bes2ACPw6u8XXXvBX6v6fF5e1jqzisWq1G4yV7GPVav97heAyaj/O7q+LACyb9S/dz82K9mIqQo+/yIW8KqL3fOcrjAbL7d7oc2lQ57XrWvjz0YMRX9QobeRrXmWUtqtbrFyYyQB6m+jj1KSfehFW89ty/JrfiuT8Ytu2gLHjgfxipWW9128SaSKBiaMO0L85uB/mHzcER5SJiBbJW9Ri3fW3LmpRCyX5ETEiJY/SFgq1pTOs7guvb7zaz5uMZeT6np+Gj4zd89P49nHWgBgV1DV3dFUT30tVBJT2s+X08L5uOd3diELFCgDaqWeIxSr6csDJp4vvPbOz4fuYlYPSCoFySXvV/UQt9AKI0Wfv8r43Kq3p/qh06ah2sRtSe6UrEF67ygi6iojXvNIorXflpLDgpncsBK+mhD0fuea3omJ+sW27VS2k/GKULOu9+TRxe+9dwVHnbW8TJ62aLp6XpgM9vaId8a26p7TKIJVhoExElGadXcCoW5fWW/hi9Khod0V+AM5Mi9G2ji6RT9vRJb6XJl5FrexVzOl8/BGxSt3jj4icTnlfx59GKLc9ltXDvCoC2XYRlGTbxfd7/TQJZ89u8dxGDouJZG6d28B+Djwevv1K7SEiA5ixCnWUK7VX20/UsXfs4FLZctUQlK4iaJWvIhgVBANlVyDK2teeFH5/SXvk6zXiNa+UWjM+5q+U5z0Px20HRJ1jrzKHt+y0Y/v1j1VFrHio8prXB7ZCu+wq4PQzxeTR08+EJuVKx/F3k9gS1y2IqRdEpCSuS3+8hFgjOVCRS6O57UoVALxL1eul2rxzs8AaaSZ+fkQEWCOHg6uuLcwDcC/vT46Jx3oLiUzOBy/vRy0WEsdkP4UqAtj/uL8AiaYV808DQbCXo+zYwQlyXsWKOOo1e6PPpZMoK41WV1DMp9V0sT9byqcd2CpKwx2Xai17I6er1wa2U3WSZF8uuA25Xbmjjkh18HLIvdeJdByVXq8Rr3lAYZKdt2BMsIPFiaDaJZfB+cq1fvqNm3ZT0zLY8vMu/d5LN1F8zVd9PjH83RSXZJ8c98vldXWnspxl2nBEmYgixXnpLy2jGk1zGXJmGlizzq3KYInbNeuKo8Eqo03KE4omxvxL7Y4tvvcc3h+8dO19fVheLCNiUYtcf/iEsVom+6lsQw525Vt3IhcAtyKFFXw+tuVXpCgt++bJSu35ERF4ySkClpQWE8MkSgDRqRXdPeETHLt7lHehvfXPAL201F1WtHuiqlrMzohltTNuMJ/Jiu+l4640OhrxmlfjhL9e5eA5LMCt1fpNYpvyyDQcf8GYpF7ziHhPO7RfBMnyKP3keNliN03zvpggBspEFCmWS+Yxbmep0hSwR8r1iwUcZAsL/oekQgUAtUvVo+H799rlIE+ueCAHF3qFANBt1wa3AdNTwOEDYkLe4QPA9FRoabCqVQSmTojJTwf3idupE8FtyJPO5GBJHsnNllS8KG2XR99l8op5Xd1uSbZCsFZvlztBrmREt6hSezW2LYIj758tpVbMTAO5k0Q6RSYrbnMnlQWW1o2fhrXjDRj5w3Ng7XhDoIKHs+/R8lrLtiXape8F7/evBdtz/cD0CbfEXEHcTp8oLyEYVbEi1y+ex/pNwOZTxW0mW2P1FK38hETqs3PrTv+EyjM3U8wtLj7liMAxkF9sWWX5xUqv16hnonCiG/meVlySXUoRkUbYlbaxTDFQJqJoKh9uSW5nidISsCs5a0CM7BbmxYdbYV58701ei2PEChCXY6u1e6OZXnDm3cqLZ2gVPlLk9ogljuUP68DS4PKHtZdv6jjBPFRPpdUA5fZKo5Ne+6ZTw++X270RRHnCmC2lGlQa0a1hpBeAqEwRVkLOq1ihEFgWayB7JwteDWQvWP6xtyiNHAQ7brurmIML//eo6/4J0uq1IjCWr0pMnwieGCi8XrXBbcDYcZFf/uRvxe3Y8bLAMHLks3QEXy659tSB8BHnpw4E9uHcdB3wxCOiP088IipaSPuS84v1tevK8ovFwV9a6T6VE93I9zRv6XX59y+3q2xjmWKgTETR4rj0V8N26i4lAbuSiMlrsYw2ASWX7TWUpS1s2OJe3ocU7OqBlc7K6hKXtDt7dgM9K8TPbD5V3PasCHwQhy4NLn1YF1f/27gF2HKauO3uCX6Yr1wV3o9K7WF+db8/+uYdB10X7Z780fDL93k313dsNLxW85g0eq8yiW56MvwxbrvSSP1//Sx8G16793fp7da7lf9e128KTfstjrIP3RO+D6ld5fXq7HvUvx8oPs4b3baHh+DceC2w90Hg2NPA3gfh3Hht+fuN9/vzcpB13e+/QlUT59adIjdcHiGfmigbda5W/SZQuq+9Q9x6pftq4O0j88kbwyvsRL2nbdgictnldJbe1cG/32Z6X0wQA2UiihRXMKacK1tvCQbsS8758yavyaOFK1cXP7xiGW0CRA4oUJ6u4LZr294mAs1suwj2su3AylXFS8yiM9UDZaUP4vyIu+zx4yg89rCYmDd1wn+MyjbcCYhlKrWHmZsJv3QvX65fmPXb5ZMLr90qiICzvcP/pyG4sqBTIVCW21VK1S3Mi6sNtiVuS59r1ERLlYD97HNQzP0t/qzjtiP6qgQU04DuvE1sN3Cy5rjtgHPzl8WJgXx5Y3pKtHsyWXEil8mKcnjy96qOHCw/9rYt2pW3oVC6T8FSByG0wW0i/75vLbDpFHGbaStfMCgNAxkpw0CZiCLFFYwpfUgmIKmAXamsVxSFD68ljzYBwLl/EL5/tz2qhJV4UIW8UO/SvMoHseOI6hry5fvJMT84U9nGwoLIGZYD1EymPNe7mmybGHmTg0LLEu1yX4HydBSvXeFyt1irOIx6ZQxn99dFlQ+5rzNTtY1aRpwoAQAeuDd8BP2Be9X3A4XXq/dcStMivEomxyqMcMrtm04WJ3byxMKVq/yFaTIVTurkdm8p71KV2itRqNdcLRCOYxBC5b03NQMZKcPycESkJLIcUxxlkBKitMpcDCLLeiG6XJ42uE18SGJWHM/5udo/vFRWMhu6R1oVzKXrot2ttav0u5NHKL0AxxsYHNwmThyOeRPgskBXNzTjHf7Py5U2ZG670vHIZAFo4rkUy4tpwdHENevCy6HJAWO15weIHGGvvJjXLK/ut2ELcPBJkadbWHArUawIXu6Ow8F9tbWHOfcPgB/cEt7ukfJ3Ayq1L5b3Oiwtq6erj+0VXyd9a8NfJ6vWhP/+V62pubve3/DR0Tzs0hU6+ze6I9MIlsxbX7LqXpWSeSqrc6q8p0X9/Sb1vthsGCgTkZLI+scqwVha+pqUiGVyVWrKqnx4xRJsjxz20weKdYW14sIJynRdCpC18tGz+TmRGuAFDPMlI3sRl++VlgTedDKw7xFgThp57ugILnO9br1Y4rj0xGDdevG1SvrG814oJsjJHEe0A+6S3r8un9wmrSKopPQERm5XlckGUz7kdkCMCgcmvWl+u7coSdQIq0LtaSUdXf6osrxNaZGdKJF/NyoTTxWOu/w3HJh86v4Na5dcVlziWuQGZ4COnkC95shAOMFBiDQMZKQNUy+IKFIz5R+r9DXRMkhVLruqzjKvdqla5bnoA1uBZzwLeNpdqe7pw8AznhUMLh3bTTWQ+mhZgWoLkXmSEXmhzq07gfmSSVrzsyWToyoFVVqxD/jRd0UgZdvi9kffDfZl9dpgkAyI7+XqC/kRsWKcvFrh2pNqm7h0aF/19qF7EJprW2nSWyUq+cNRelZUbz9yKPy1WksurcoovIqTT/dLrjlOseRacXnxtRVOviu1hxk/Hj5Zc+K4/5gNW8ontmpa4IpA1ORTfWArtMuvBk47E1i9BjjtTGiXXx3824tKjWLucENxRJmogVIz8hkhrkt/aemrymNiEXXZNa4VtyKei3X7ruDIp1carH+jv4SxNxu+lBvkKq2otunk4nLR8upfxWWBi5OjvNJwKJ8cpWcAO2Tk06uc8bXPlI/2LsyL9s98U3zvVawoHdmWK1Z0dQdTE6wCcHRGTJgE1EZHjxwSx6c0r9ULLkcOi/vlkV/brn2UPmohFxVybnVYe3GxDOkqgLdCY8yUr4Cs7A2/AvLMZ4fnKT/z2cF97PyceC1aBWBiXMwPKM2rLyX9ysNHg7uCq/flR8Tv98ghFLx0ot5VZXXMq76vRFyNiyX9KmWa5bMP4IgyUcM0VXF3xbJBkZN0kqBaWSGBMkjaJZcB3Sv9S7i6DnSv9D9o4xgpyo+IkXx5dbhCIfhc7jDDf1Zub+90g1FvEpUjvm8XH97KKwDadnCVMtv2P9CLSzojeCtf3o6qPXxiIvx+uX1uBrBLJoPZTrBiRaVg1Wt/0cvD7y9tj5qoFTb5TSt5fJhAe6URWbe9vTP8brl9qkKJOa+9WLFE+v0H2lE51aOGFBCVCa6RE88e+EX4xqV2seT6eLASyOS4P8Gxd3Ww5rX3eu1dHexH1GiwvOiMt+KdvOiMgjgm4jWTpvrsA0eUiRomsVHNOKQo/ziSSl8Tej76wFbYl19dceREG9wmRqyOHw2OWMmT2xAx+tLZJUZkNd3/oB49GpgsFDpCW9oeNRqsOvo9Mw0suMF/6Upvurt6nTu3zl+0RArG5H5IE/6K/VChaSivGuEER0ejcpAr7U9u798IHHqy/DGbThG36zeJiW7eSVJxeWPpd6OSrqDpgGaXtEm576edIRbmkJfo7uwCTnmm/33pCVlpe0en/3uTyX8jeqZCzm6FChIhigFscYlpG5hcCExwjRTWz9L2pw64aUNynrztTzzs7gmfzFdyohY5GhxDukkcE/GaSVN99oGBMlHjKAYeabhElbZLf9WOiUpflaovxCTyAy5ilbnIlAfNre4AOzgJq8YJVJFVAnL9Ird5Wgqku7uBk/zA0bn5S+VBzMKcaP/kjSJwPLy/vEqEtFy0NrgNzpf+3g9YCwuAbfn9UEmJiKOs149urdzupatsPi08UN58mujStrfB+cLfBicoZjLB2tMqVq0pTzVwHKBXVGjQBrfB+eLfBe8v/fuMCuhWrRYLmJRObly1WtpmRJ3kqAmDgBTAyvt3ylfEi0rziRJ29cKR2r3FYOSTudLFYKDw/js7I64anZjwK5us6A2ctKThPVxVIn2NIeUsSUy9IGoUhcvuSV6iqjZRK02X/qKOiXJfI5ZSToLKKnORKQ9jo/6kp+Lz0ss+8KNEHrezBoDxseBS2uNjwQoOx54O37jXvvXc8iwCx233vr3vZ+E5yPf9THydqZBrW6l9sbyAv2wxEelvNmIlOufHu8uDc8sS7R6V1IvS5atL2p0f7y4PYgsLwf1E8Z5jts1dQa4t+LxVyJMlK7UrnMREp/ko5GzLFTzkmsxeu8JiMErvv51d4gTDq9udyYjv3QodqZtcXEVi/WiyyYkcUSZqEJWRz7guUVWt8wm1EZy4Lv0tdcRCdWJhtb4Wl1Jek/Mb5+pz6a/q81UZWYl6jPyB77EKwZE9TQ8PtkomalU9bnuHgbasqB7hBTUdHaLdG2GNsncY6FtTPiotb+P+n7t9K6mhe//PgSveD1gVRjUrtS+Wysh11AjrI8Ph98vta07yR4vlfa45yX/MuFSJQea1q+wnysy0qCE9Me7/bnpXiXZlDtDbJ1IrvImAK1ehco51BdIEuUBfin8XETnbgKhMETba71WsaGsTFVgCaTEILAaj9P6raSL/HQWg4F3R8U8wUjW5OEJS/VBNOUsLjigTNYg+sBU45zxx9n7wCXF7znm1lQ1SII8SBOp8SqMEqmXKliqWEYs4JuIlNJnPHh6Cc+O1wN4Hxajq3gfh3Hit/3xz/WLVOXki3uRYeT51tdEXldXfMpnwSWdZ9dxS7H8svOTa/sfUtxGxHHeg/6W89rhKkEXV0fUC1bKV6k4K/7lF0t7yp35g4u2jo1O0e+JaIa6aXL9IkZB/N5lsbaN8uX4go7sjq1n3Vq99pFCeIJfJlE+QUxmF33ouykeeNf/qxYYtQGePOIbz7slfZ09wMRiV94mIBXLSNLk4UpL9iEg5SxMGykQNYg8PAffeJS51bz5N3N57VzBojOESVVSdTwCxvUFG1dmNJSBXCC4j6/0qpr1U3YYC5+YvA9NT8Ee6HGB6SrQDSukMkfWpN2wRM/W98m6ZrPhe/sBfvwnyKFdx1Kvfzw2OVGlksZYRR5XXszdBrTRA9dqjypwBaoFUVKWIc88Pv79S+1KEVcZImDa4TbxWDx8ADjwhbqenapuHcNaASPmZmxHB7dyM+L7WBVbk5x/6tULqxd5hUalCrpO9eo1o9/o6MyWWV29rF7czU8G+qi6XDul16uVce8ulq2wjLakICfVDJeUsTRgoEzWIcrmtpS7ioRIEx/AGqTRaHEdAHhFcxrE4Smy5emG1XuX2vcMiqM22ixHTbLv4fq9/yTwqd1gb3Cbyc/vWimoLfWuBTFvwNXL2OQj9MD/7nEC3lnxyUKkkltuuDW4Dxo6LUegnfytux44H+/rM3wnfhtfeWWEfcrvKqHNuXfhjvPahe8IXm5DzklWC9gjOzV/2//a8fc3P+SdTQCxl2ZQszAfLqVWqDFLJ0D3lKT6OXfsCK7MzQN86EeDatrjtW+dPkIvI2QYg3lN6VwdHyHtX++81Cn97Su+/hYXwEx03/UZlG2lZrCmxfqRlBF0RA2WiRlF4s4hlEp1CEBzHG6TSaHEcIxYRH3Aq/Yg6rkmlokR+mCtQeo08cK+4La2I4bVD4eRAZZS2UCEVwG139j3qv8aA4mvN2feo/9ipCnWSvfYT4+H3V2qvZHbW/1p+Dl67t1hIW7v4u/RWGpTrL5eWv4tqD3NcmgApB1xyu3x1QOa1xxBIO7u/DsyWXB2YnfbrDquQKlcotVeS6xd/f/LfRXYRaSDV3msU/vaU/rbCqnxI7SrbiGuy9FJPdBObtJ2WEXRFnMxH1CiKtXyXOolOnjToZHpCg+BYVtVTmJgWS5m5/Ej5iF22zd9P5EQg/zlXPK6K24iaJBlJ4TUQS6msI4cQLFwM8b20PHHkRJ6Vq8LzMVeu8r+Ommh3523u1XHNL2Wnue3eZL64gq0o48f9yXNyRQR5CeOwyXpy7ndUPrUKldHvnt7wx3jtfevCr170VRg1D+OV7Svd/+H9fps86U0mp8sA5RMxS+s/R0ySjKN8Y+Q24nr/ldNBin9iweecRA3kWN4nkExf01ZuNApHlIkaJKnLXPIogXNiouIowZJX1VMYJYhlxKKzSyyoIa+ENXq0WI4pciKQCoVtqEySjMql1Aa3AVMnRBB4cJ+4nTpRufJJyOi2UpqIbYnL0vJIrmMHJ4PlR0Rf9j/upkU8Lr73Tg7a2sOfSqC90keK2z477a6GBn8yj20HRzLjCD5VlAZwXpvttlVK8eio4XUUl0cfrN6ukooQReW4RxWbiMov9+4L3UZJ+/xcMA2k0oIp1VRJJVF9/40cpe3sFs/PC5I19/lWev2EiCPVK7GrYDFIU7lRFRxRJmqQWEZxa9gXBrYil8shn8/Hvn1AveTPkkcs5NEqeXRKrpvqqfR1FIVthE6SLCulpFDGKmr2d8RIvVoJKx3lK9V57dJzmxyTvrfF92vcUcnRCq+bQHulwMxb/MH7fTklg9sNmPEeFRjOz4bfX6l9sVTK0EUFlxNj5dvRtMoVGRYrKiD3JpSWytQWaji37hT1qjNZ/3ktzIn2ga3RI9uISCUZ2Kr0/qs0SnvBxcAd3xaTAb0FTBy3XfX5xlGWrdkW8WiilQYZKBM1UDO9WShJouRPVL1XbyLQpHT/ylXB5X2jyKttefVgS1bbiuODqTj7u09akKG0nnPUJeL8iOjf6KHg862l5BoQXeZKZRtRj8m0AXbIyGANk9+UAksVUUFfYUGc7Nm2nyai65VrJy9WHOXu5KsF8s/XMqIch6hlslWNHHZH9wtSio7m54erpJqopJJEcPbsFmlD8ntJd3fg7zNz0XZYgEgfmpsVf6cXXIyMam1xIJ4gN9dffQl6WjQGykQVNNOyo2mgFPTFwQscpWWPMTcLrOnz75cnXAHig6OWD4zOLmDsmFt/OCs+ZKcngd7NwX64SzoXvBzIkiWdIynkQkfm83V2iZQNLxi1CmI0LjABTGFkO2rxjDhUCtzizumNQ0dX+YikbQcvqUcF7YoLvSydQrm0ZmJbJSkfJWkyKqkmESdtSqPFTx0QqQGa7qdgTYzVXL868rNEMV+6qrMGgEd/46Z+ZESqycQ88LLBmvpK5ZijTBQiLUuKNhXFkj9LnZkdmVt41oD4MJPLx02M1VbLtTS9I+xruUydpoUv6RxFIRdaH9gKPONZIijf/5i4fcaz/A/a2dnyoMC2g1Ud4igvFrVAh4okgvG4PO+FwQDN+/p5L/QfE1WLOY7cYRVJ5XWnRdTVDwVKOb1eLWTv78S7XfBfr9btu4Dbd4kazLYlbm/fJdoRT7lKJXuHgVWrg9WAVq0OlLujxWGgTBSimSZGpIbiIh5LPQGJXNEwjg+MmWlRUUBetaunN7i4hlymznFC67Cid3X49r12hVxo6/ZdwP3/Ll6Hbe3i9v5/L34QY/Ro+D7k9tLLulHtYdoqpEfI7Sol5JrFoX3R7RGlwRKTVECelKjAP47jnh8RC6zIk1enp4In9pksAM1Pv7Ft8b2cc71nd/lxdmzRDvezpLAAjB4TS2qPHgMKC2XlKiNXaVV5PlGrXtKiMFAmCtNkBdHTQGVUROVDI0rkiob5EZELK8u0lf3urNt3wbrqzbB2vEHceoEnIEZ0pybEKG97h7idmghWzpDqsGZPecaiaiBjdkYEq5YlZuRblvhezoW+8zbxwWvb4jG2Lb6/8zb3gCiMJs5UyM+u1B6m0oSsbItm8KmUqWumEfIk0jMqvUbk9jiubsSSfqMBE6PuHARN3E6MInA8Np0s8v3lhU9WrhLtnrkKkzu99kP7RY6zXKVncly0u+zhIfH37FWFmZ0G7ryttqttTVabuJkwUCYKwzedmimV/FH40IgSOdofVT4O7ijtHd8WFQwyWXF7x7f9YNm7zF5YcHOCF8rzJHP94lLvkUMoPPmYyDOeGCtf3tYLtr1/mYx/6barWxyrQEA+GQzIZ6bCUwBmppSPGQoVVlir1B6m0v6mpfak8ofjELWqXqU81BrzU1OjUnm/9grti6GyAEtfLvwxldrrRU7TkF+fUrs2uE28HuRVL7NttaVEWAUAjltCzp0QCicw+u3c/CX/79zrz8yUaHdFpaylZXW/VsRAmSgE33QWJ7IWs8KHRqSo0X6V/OI7bxP7lUdp4fijtJPj/mx772cdR7R75FxoL0e5NBc6kxXz5ebn/H8O/BE2lYA8NSNwLSaOVfWaSaXFYOIc/VZJvensCl8aXDqRjSWFJ6rut7VQvj1NCxynWOr9trX57zPzc/77jZyydPyov3/52LjtKilrzVabOE2ciPfBFr1mRrQ0SdY4biWRs7vb2sTorW0Ha6FWyn8NEzVD3Msv9ko6abq4XCrnF89Ol+cEO45f5WChQvAgt+8dFh+6czP+KGNHl2j3SkOt7itfWtm2RDsg+hg2EU8OyLPt4bV7szWMBCrUnV12ltsEuCSer5ZBeL3ujP/17Aywtr96+cY4TuyybYEFRgLt3m3pVUPHKQuwl1zCc+Uq/8Tb24emBVe0jHi+qnWWW67caARHzh33SiQ6tlg0yPu6Upv3s96/TZsq7oeBMlEFy+1NZ6ns4SGx4IgXOE6Ow7npOtiXX+0Hyxu2FEuqyXVJaympFlkurasbGDsg0hh0dzRnaqKkXFrpcs5yO/w3VY/3tS217X9MPFfZ3Ixo90xHpCtMnQi/X27PZMIXk8hkyn+OqJHsCleG5PZcP7Dvt/7fjnc16dRn1rdvHm8QudLfT0n7ksuEzs6G17iWq9J472MOgm9N3pWzBBcTqXdZVKc0sLVLAtqSNkt34Bw/Vhb4OvMLogzm/BwwJ12xW5gXV4Clq3iOfEVPfqz879t3VewzA2UiioVz605Ra1jT/RHM6Ul/NS1IQW7f2vAgV4E+sBXWOee5Bf5nxCjuBRf7b+YqK/NFVQnQ3bQQb7TBuxyqS5dqvck6pSuoyZN7JsbCt+PlQarM3s9kRV1U72e9bdWy2tlyGz2lxlAZCXYQfoJZSxaQng0PynXpb6LSIidzbvvMdPj9UrvSyX+UsQorWsrtr75ElJhzbP84aLpoB+Kps6ygUm1p681XQn/uC9RGakvaHMsS74mzs+I4zs2FB7ilAa37b8yxYU+dKA9sE5wrwECZiJRYt+8qC04Dq095i3xY0mpauh5Y/COOlJZA1Yv29eJN8967YJ96htiOysp8UQtFeCkiesYP+p2SvEL5UqpM5fJwLYUGNp0sSkZNT6O4SmB3d3DmPVGz+O2va2sP091TntLktXtiKCGncvIf+V6icJIaXN2v/P018ipapf7bwZFae/gB4P/7PpB/Glh7EvDK10F/9vPcgNaG84NvuY+1xQmD44j3wW/fCOfwq/w867nZkqB2viSQnfXbw9JfalBzocW2dnFCUZxA3e5/3dYBdHQA7Z3Q2r2vOyrns7sYKBMtA97ltKOjedh9uZqD02KVCA3BKhGAHyw7tnuW7418QnxfcoUzKqUl6tJfZL5epZX7VvUpP1+lFJH2jvDSUPJEw1Vr/KV25dFgb6ldlZXbzhoA9j6I4lCTYwNTU7UtbEKUFnFc3ZiaqK19sUYO+0EyIP6GbZSv/FmNYr515qLtwEXbA6kJzsI8YDvQzngOnEsuA376A+DY06JCyLl/AKxaDfuRB93RWm/Edlb6J43S5kf8tDDvqtbjD8Pu6BLzJubnKvd1YkycHMQpm/WDVzlolf+1taNr1WrM2k5I4NsZ/Lk20a5lpKtvxYmR3tVA6VbTxeeZd1utq/E+c2plXNK5MZZ63OXLadqK3vClWqP2c+dtfpAM99YqiHYvUM5k3UDZCV5GrSFFwB4egrPzc2I0wyoAE+Nwdn4O9mVX+X2JyNdTGn2JCHK1wW2iH/JkEcsObqNnZfg25L51dgYDZMCd4e8G+dk2cRmylDxyPXQPyq9LO6JdHtEnWi6SrOJiW8GrZKXzAzq7yycHaxrQ0SVSBqpt+ifuCPL8LBw3sA3Nn52fE/MWZqbEe9FoHnj84ZqyVSpSKTOp6cCKlX5AatvA5JioDNXRCWw6FThpA7SwYLe9Qzwm8K8DWrYN1QNYcaxXrM1hbvQ4QoNb6Var46JGDJRJSaXcpdJgi+IVx3GXR2A1r+5wyYzpyP3MzZQHvHommGuoODmmal93f12MCmm66Is7Ec/Z/XV/FDoiX08pvaOtQ1SwkEuB6RnR7pmd9oNY2yofdZiq8AEjt8uz3YtPUiozl82GB8rysT70ZPh+KrU3O+/kJqydKAH2Yw+Lk+DO7mCKh3fC29YB68ZPiytrK1aWB5uOAyzMwXnfW6rux/nOV+PteFubFKB2BtMOfvuQuN8bIfdGWgvz0Lb9CdDeAefIYeA/7gSyGaCtU5wgWAXgksugP+f5gKbBfuhXwHd3ilX/vL/V/Ahw/oXQnru1ZJRWg7bEyjp6zwpoMxUWdUkIA2VSolqehuKletyrjgYrzJh29uwW9UPlvN7ubn8/HV3+4hzFnVqivfh9DJdUjxyCGF1w31x1HbAcYORQ8SGLzdcL2HQy8NhDwUpWulbM+3Vu/nLogjPOzV8GPvkV8f1Chcl8C9KbetSqXd5EvdKAvZaJeq2m0iSsSu20rNgRi+TYP7298t+dy/rYu6ve73zyg9U7MTcD3Hd39ceoTDZb1ecHsoWCW5d9QbzPbzkN6N8IraMTzn/fI95/29rdIFQXj1/ZC+0d7xM/39kFTQ9JO3D/2Z/9GDA+5n+WaJqbkrYZ+stfU+yS/cxnVx9k+NmPRADubaerW2znp7dDe8FLop9zE1rG78bNITXpDgmWp0lC5MS0hLYRSeG4R44Gq8yYfuqAKFKv6WIE2HLftL03+wsuFjnKVsEP7By33RMVFKoKWwRAXn8jouqF0ii8A/FBIysU/P0cq/C6lttVJvNFHZOoOstEcfHSpcLaE2Dvf9yvU16B9bXP+PMJxkfLH6DpcN71R1W34ez6SnRnDquvBBpOA577AjetoAs4MQEc3Cf63rMCeO7Z0E47C+jogvPNL4o0hVJrToL+t18EoMH+9f8Ddn0F6F0ttrkwDxwdgXbBG8T73X/fI+Y1lJ6UT01C33SKWo9f/UfifXF+zk89CxlgiCyL2mKxgAoGyimWqnSHXL+YwDAjTW7q6gb61evfpoXSxDRUP0mJYxtKFILcqFFneQTWyfSEv0F6C2kERnLtYnvUrGwA0bO/XVVPMPo3AkcOipHeYm6vDazfXPx5e3gI+Lcfig99zV2i+t9+WKx6oTQKH8fM+0w2fFWzWgKPseO1tRMtVpUqEE7pSWMJ++4fBuv+hm3m4xGjtP/3vVXvBwD84t+q31+prKNs9RqRdvB05Ql32oXb4dyxq/L9f/8VoLMbzl/8ib9qJ+CnK2QzyFz9cQDS53RHJzJ9a2FNTwHDDwADLxRB7je+UD5pV9OB+TloXrWF/+82Ue5ubCL8il4M5eFiW0RLoS+pGeCLyTJelin9Ah/4Xm5pNivakyYv16vr4cv1Ngt5Ypqmubfwly+GwpKhUUsge9u46TrgiUdE4PPEI6IGp7TsqD08BOvaa2B9+ApY114TuA+A2lLaEUs6y0ubOicmwpc2zWQBaMHJa9ACQV/mou3IfO5byFz/fXFbOnqusOysdfsuUS/Um5QyMwXcvku0A9AuuQzoXumXYtJ1oHulaHcVSzbJq/t5JZu842EVRBrHwX3i1ioERzziSBOptPRvLUsCn6gwS79SO1EJ59HfVL3fuumzsL70yaqPsd8VUWbs5i9HVz04tNRRWgDPfxHwopdVfYj23o9XvT/zqZ3IfOLLVR+jX3xp9ftz/dBXrBT13uXLWd6Je69/xSd0Doj8OW0VRFqXPLlN14InLk8dcK/gFYJX9J46IJ7z4DaxSNHhA8CBJ8Tt9FRt6WYQnwWZD3wCmU/eiMwHPrGo4DXqM0llue1mwxHlNEvTJY69w8Cq1VK5rHZRLkterrdZKExMixyVjFoCGdE1OFWuGOgDW2E941nA/T/3A8MXviz4Bpfrjyxl5l1Oy+VyyOdDCuBvOjnyikH08tTt4akGco3KPbvdkRXNX4HKsUX7RdvF833la8UJR2EByHQAr3xtcD9R9Zq7usUHjJxGcvxoycp8RPXlRNSPtX/+4+hR2o+9OzJ1yf7HD1fvyL2VVxxTtmadeA90A7cw2h/+MZzvfaPi/fpnvgl0dML+s8qpE5l3/zUAwPqvn1fezu+cjeSWmlAQ9Tnt1WSXT+y9dk/EFT0A7nsd3JxjhF69i3qPjmOkN2pkuhXnM3FEOc1y/aETiuJejUdJfkTMcl2/Cdh8qrhdubo585K8upGy0olpEaO0SuSAbmHeH0Fw21WuGFi37wLu/3dxf1u7uL3/34sjsADEqP74WHC0f3ysptF+bXCbyEf2Lg+6NZFrGyWo9HYitRc/9L1yaU6gPbCYyObTxO29dwX349VrdhCs11zsu8LKfAqj37R8OXsfrHq/tfM6WF+OGKWtEhACgPONL8L5zteqd+TwflE3dynOPgf4/fOqPkT/YPXnkvmHryLzf75QfRuvfWPV+7UVvX6qQbMYrbCqntwe9Tm9YQvQ2SPeo7wV5Tp7gifuEVf0xGdFxq+vrulANhP4rIh6j45zpLfqyHQcn50pw0A5xZQuu8ckKgUgVUH7Ul1wsRtcuSOSVqF8YlquX1z6ki/fT4xJz7dSQCVPtogI6FTeUBTSRLB3WEwCybr1LbPt4vu9wzUdFhQW/IB+YT6QQqCUBuRUGOcJtFc/bkr7yXojMSXBttc+OyPKvHnPp7AgvpdX5kuyDivFxokaXf23H8KOSE2zPvrnsD70jurbufYj1Ttyz0+BoXurPybKuvVi0KEKzXgHtD+pnvurf+nWqvdn3vVhZN7+3ur7OeM5Ve9fthRStOS0iMK+35anRZw1IFLMdHewQ9fE9/JAxqaTxeqhGbckZiYrvvdW34xIzQCi3zsTS+VssljBi32qYaCcYnJuKaYmw3NLY6Bypplk0F5vmYu2Axe+SUz4sAri9sI3BXNuzxoQx2NuRjxmbkZ87725VaoNnJXaK03q8tpV3lDmZkRaiKy0fnF+RATG8mh/7+pAwG3dvgvWVW/GyCUvhXXVm4Mj0nDTRLzyb23txQmKgbzfQkneb6Ek71dpydiIEwyV/OJKdTm99pIUGADlqTKUOOfhX1W93/7aZ6NHad9tVN/HLV+G892d1Tvy1AGRirMUL3458LLBqg/RP/yPVe/P/N0NyHzsc9W3ccHF0F/6qqqP0bJtVe+nBMzPiSt5VkHcyu/re4fdVArLHYiwxPfSQIY2uE2c6PetBTadIm6zbf7na1hqhtwORA+8qLy3xqCZYoVA7FMFc5RTLrJUSwxUcopimzGbEt5yoRU94I4WeZUXvEvyD9wrfm79Jj8P1ss7c2ygX1o2ub1TvGF4pdQAEeS2i+OsDW6Dc8OnRNDr7aOjC5ohjXap1C+OmIUcrNCRCa/QEbVUa2eXqEbhPcYqAKNHA9UolEbZUWGExmvv6nYnBbmjxbYF5Of8kRWgcn1Sr31q0t+vlwcNR2onmTM7HZkra//ou1Xvt/7mXWJVsWrb+Ke/rt6PX8SQS3vSRvFa9ZbqDaFtvxLo7BQrL1agX/892Dv+sOL9mSv+AgBg/XxP5f0841kKHaaGkfOFS9tr4Ny6M3hi7p6oe3NR8Pgj5RN8Cwtikre3y6jPVzk1o1hdKDjZOrIaheLcjaXmMTdTrFAW+1TAQLkFLDlBX3HSYBxBe9OUjTlySLxhyiPHllVc+ELb9jZ/qeVCQbxhda+Atu1t/uMjJsg5+x71z7qB4tm3s+9R/zgr1C/WBreJ6hrHj4o+ZjLBgPvO2/ycbDnIlJefBqov1Srn7spl4OR2PRM+qlw6Il7NzHSwjJKXWjEjfRBFLUhRnERVspR2xOSqZuT85pdV77e/+mk4cspJ2GPeEz0Z19n9L9UfcORQ9fsVaL//SlF39u4fVnyM/pFrYf/dByre71U7sN75+srbOP9C8ZgqgbJWy2uWmtP6LcDhkNUt19c46Tdq5cywlTeB2hbQUZhsHbkQk8LcjbhK0iYxwBeLsNgnBFMvmlwsCfox5RRF5Tmr9NXbxtEdl4TnSiepysIX+sBWaJddBZx+prhMdvqZ0C67KvBmEnk57c7bwssGSfnHmYu2Ay98qbvi27y4feFLw0uzOXCrb5T0vXR51bD2VWv8iSSAP6Gkd4372Gmgpzc4IaWnNxjAdnSifFRZizxbDxg7Vlt7mBTkHzvTJ+AcrzARyGX/q1n1fuuaHbA+8Laqj7E/89Hq/fjPu4Ff3lf1MUpOPaPq3dqlO6Bd/t6qj9Gv/371+9/+Puhv+dPq+zntzKr3EykLC5KrtddRVCnRyM8SKKRqzs6IRUvkPOi+dYG5G8UVWkePiUB/9BhgLTSmJG0SwmKfEBxRbrCljrDGUYoljiWBVc5Eo/oqb0Nb0dvYBVYUFr6IOmuOLO02NyO27QXAXpkzKf/YHh4CHntYXFL2fjePPQx7eCh4XLt73Jqfrrlay/FUCiLd9q5uYOyAGGHW28TzmZoIXrYLW2UOTskqc8VciBJugB2VVqFiiYGy8+ADVe+3bvjH6FSFq6vXaQUA5/vfrP6Ap5+K3EbFRV4855wvlsD9t3+t+BD9rz8tynb9zZ9VfEzmmn+qPkr7ytcBEDV7K3a1xkvaRMuFc+tO8X7qpYJYBaCwUEzfUE1nqPqZ5KVmrJfSA71VED1RK7S2mEDsUwUD5QqSSBGI5TJHDLWW48gpUgrYI/oaWrg9JOiP43cTtQ3tksvEGf7cjJTO0BNY+CJqG9btu4D7foZiYGjbwH0/g9W/UYwIF+sOa8GqGNIIrPJx1XV3gp17Wa53VW2TNCpNbvLaHcd9syx5w5SDNJVV5iLi5GqcExPRNWVvu7nq/daHr4gcQbCv+3j1jtz/H9XvV3XamYE8xVLaW/8M6OiA89XPVHyMfv33YV95ccX7M5dfDQCwqgTK2inPVOgsES2KSi70kYPlj7Ft0e49fInpDNrgNpEueOyoWz0jC3R1B+fELCy4VxMLQEFKwVtYqLzhJhaIfapgoBxCJYD1gqSjo3nYfblFBWuxFOaOYWlLIIacIpWAPWphDIVtxHFyobrQh3351RUDYaV+/OhWlEeFjmi/aLv4ublZlOXSysdAJQiOY4GNqFHYoxWCbrm9yipz9i/v8yctVtiPFZFGYL/vrVXvBwDnjm9Xf4BKTdpMpvoIyjnnA52dwF1VRmn/5jNARxfsv66cSpD5yLXVR2lf/moAgFUlUNZY95mofs4cAB4JKbN5Zg0r0navDLnS5rZ74riSpmJm2s+ZLl1LAABsJxiwewtp2cH37aaZa6RAJfZhoBxCKUXAHW20bQsYOy7yiS6/ui6T6KqJI20CiOGFrxKwnzUAPPJrf7KWVRCPeemg8jZUTy6s23eJXN+5GVEh4oKLi3m9qtuo9gfk7NktAtfJ8cDkisA2Kk3i8NpVcodVgmCV0d4K7OP5yFFa67s3iUoZYeZnYX3w7ZXv97ryhU9E9gURE9OUnHoGsO/Rindrb3kX0NkF56ufrviYzJe/VzWALY7SVgmUtZOfodBZIkq1A4/X1h5GYSJeEpybv1T+mbQwJ9o/eaP4Pix4LmmPa8JfM2HSWJiIeoTFpYlt261EYPtLE9cihkl0+sBW4JzzRIB58Alxe855Nb1g7eEhcUnm8UdE8v7jj8DZ+bmaJtIp1U4cugeAVGpNc6/DD91Ttg2n0jYUFukolkPzyqp55dC82sGKKwdVnZx4aL8Ikq2CXy5tctwtbaaoUjWCmWk4hQKchQXx2vL+WZb/9fQJ2P95N+yf7wGOHA7fzuEDsD71kaqrzTkfejucj1bOTQUA7Ple9ftH88DUieqPybYB3SuqP+YVr616t/bR66D/3Q1VH5O55p+q3q+/4jXQX/KK6v0gIgLUBjMiaIPbxOPlmvwzU4sazKq6KBj8evnWjjeU18uPSq8DpIDYTbnwcuKkQLk4SCRP+Cu08IQ/cEQ5XNTIplxz1puAJdecdUXmwQ5ug3PjtSIVAW5dxO5gzpDK2u3FJX/b14t+3nsX7FPPUA6Wnd1fFxMJNF2cJboTtZzdX1dOx1DKcx45LAJXOTfLtovHTd6GM5oHwlJaVEau77xNjFrbjn/pStP8cmgK2wicNXevEFcNbv4yrO3vhP47LxBvFI4N6Fl/++6KdvZTB4CZ6iW5rFuurzria3/4HaJPXlWJ0lXvjuerjoqKn7GBR6ovxaskKpf2zVcCHdXr0mbc1cOqjtS+5U9hVSsNtuU0hc4SEaWHc9/Pyq/azc2K9lrSBeWa+8ePwnnyMdhX/mXx8zFYLz9bXi9fZZKzF894KRea5sY60mDLof0i8Pce6w0SFSosONUCEguUDcN4NYDrAGQA3GiaZvUlmABY114TGhjWOzdGKZ2h9EXnOIEXk1IViH2PSkEyxO30dLGOrnIliZlpYPqECIw0HeheUVue85FDALTgqj+WU6wZHHhOVY69c9/PgEd/LYLf0Tyc1WvL+2CV1OqFFljNzkt3yOVyyOfLy2uV1QzWdZFa8UeXwyksiEMZdrbvOMDMlJgQ9r9eBez6isiv9ZYEbe8Anv8iMUI7Nwvnp7cD42NilSVPJgvc9FnYG7eINyHbBuyS2rxzM3A++ufRx7zK5CoAkSsFARCTAdvbq4/mvvzVwH/cGZ7rlm2D9sG/Azq7q/Y5Mpf2vOi6tEREy9J9d1duv+L9SptwvvnF8EVNvvlF4B++Ktqi6uVXqpAjX3H0FtLSM5UX0rIKABy/Pr43SFRpZdYWkEigbBhGBsAXAFwA4CCA+w3D+IFpmr+p+oMlgWFSuTH6wFZY55xXluNa3If3YvJKftk2AAfo90uHKeXB3nkbkNGDq+tYheILWykI3v94MDB03LJdUg6V2smFU16mzCkJ/L0FNqwCMDEu0jPc2sHWjZ8OviHYNnDf3bAcB/rlV4vt964OXubxFpNYsQbO1KQ7YUCUYbMyGpyxY3AKlvgdzM2JIPTxvSJ4LVju4huOCFr/407Yv/qv6IoGf/XO4CIf3jGfKQB7dlcsklZ83PQJ4LcPVd2HktPOFLm0YW9cegbaH10mRmm/8YWKm9A/czOg67D/7JKKj8m89c9g/ezH4XcWFqCfdhaAsuxmIiJKC5W0iTjSRLa9Lfwqt7yQVlubP1AkV/Roa92l1JMaUX4RgN+apvk4ABiGsQvAxQCqB8olwWUsVSIURKUzBFZlsyxxZlW6KpvKRL25mWCQDIhteXV05SBY00KD4Mp5rjPF5xI4ufBSCN58pUghcCoEsJYF9PUVA1jnO18TM3e9SWW2BZwYh2N+Fc7GLZXPmv/rZ3Ce8axgGkGpyXHYn/s/4jHuv2MLC3DmZqIv59gWMG8Bv/zP6o/zRKxSho5O8XuaDJml7HnpIPDvVZau/cu/F0Hu376v0iOgf/DvYb+rQoBrW9DdlfesKoGy1tFR8T4iIqIi1frymTZxpdIri5opCYA3bKlevaoFJRUobwJwQPr+IIAXK/2kHFzGUCVCRVRArg9shX3ZVXD27IZeqTycSi5tR5c/4QxwA9QC0N4p0ghKL7V4ZqZFAOstghH6JGw4x56G4yXz67p4UWcy4vYHt8Dp6BR9qvQHND8H+9avi8ccOeiONjv+SC4AHDkIOyLVwPnW9VXvR2EBeHxv8Geq/wREqojm51A5NnDKM8Xxfuh/Kv/UpX8KZ9cN/s8XJyuI46j//Y2ArsF+71sqbkN/67tgVwmU9TN/B0C1UVoHWrZ1z76JiKj5OHt2Az0rgDU5v7Fk8apiamrf2iVV2momSQXKYdPuy2IhwzCuBHAlAJimiWw2C2d2BvqGzViTy+H4hs2wR49B6+zyNyLdH5ejo3loK3qLNUodx4HT1Q3n+FGsXbVKdP3cVwDnvByZTAaFhXnxbBy7WHNw9nV/hKlvfBGYg/tiEhUcel51MTpsUbz7xPmvw+wPvytGTaVLGJ3nvQ491gKOVTkD7P7V/XDmZlHtoor+1U/D3v+YPxrtLUsMAMeehvNP11Q/EFOTwL//pGzfZSLSHbSuHmgdHbC9hSeKOVHe6hMaui54PbSOTrHYSEcnMl1dcNraobnfa51d0Lq6MfGVT8OenIDe1QXvZeXMzUJfvQZ91/wjoOk4euUfAtMhR6a7Bye98U8w8p2vieeRyQTv1zSsO+10AMDTPSvgTHsT6dy0FwBadzfWnXQSqp2a5dzXYtRj4thGUvtZbn1dbs83qf2kZRtJ7We59XW5Pd+k9hPLNvRMePk3PVPcRmnsAwBOpgfOaL74GLxyELO9vZj+/s2wnn4KmZM2oPsNb0Hn1t+v0oPFy2az/r4bJKlA+SAAefWDzQDKalqZpnkDAK/+k1OYOgEUCrDPuwj5fB72eReJMxnLEsGnWz7MesXrcPTIET/nVcp1FQGs44++Oii5r/zW7ukFJsbF5QfP/BywchXye4PZIn19fTh+/LgYFfVSB+bErfO8FwPD/w3kjwBdPcApz8Tkg/8Pkw/8p//YNevESjmFBRFAdnRh9mc/wuyd3696QE987bORB73waPXMljKaNEILiFH1LaeLY/34wyJtwXuMdxxXroJ24XZRGi+sHm/XCmgf/YzY5mc/Kpbl1fTgstD9mzB30Xa/XdORW7cO+ePHAE0P/NHar3sTnFuuhzU3FzibdV71hzg+606s23I6cPDJstxubD5FTBDs3yhyzC0EJyys31KcQOic/3p/BrHe7o6ii/awSYay4v1VVmTK5/Mi5WVirPz+3tX+Njq6AktaF3V0Rfaj2BdvxL2UpvvbaGsXOeql2trVn2+lhToyGfW+LuH+ZtpGUvtZbn1dbs83qf2kZRtJ7Sfxvqq8R0dto8riKPl8Hti4RZRzA6TJ9AA2+p97dl+u/Er43CzQVzK5/pQzgKs/Dg2i4NcJACcUjsdiVJrYH7eNGyunjiQVKN8P4AzDME4DcAjAdgCXRv5U9wrg5a+GtvFkOPkRaOs3wXntG0V+qFs+DP/rVdD7NyqnXziWFciFDf239iR3kQeIF7BVEAFPeyfsG/9JFO12g+HjC/NwSieHhZmeil4VzJ3JGsmr9NDeAcARwZa8fz0DnPVcMVN1Ygx4+H9EW7bNT5t4+WugnfEcoL0DzpOPAz/+rgiM29rFcpVWAXjDW6E/63kiFeHhB0WliPlZEQxlM6IPl74L2nPPFhUubvhUsEpEWwe0d/4FNDfdRDOuCFkWegW0N74dWmd34Clq2Sw0vWTEF2pl6IqXhlb2hl4aCuSYF9ylPEtyzDMXbRepExUWLcHGU4DDT5b/bjae4n/9wpeF526/8GWiH5ddDef6fwieYHR0Qrvsav+57PggnH/+2+BIgJ6BtuOD/vcvfkX4fl78CnF70XbgB7eU3+89FwDau/4Kzj//32Bgr+vQ3vVX4muVFape96bw/bzuTf7XVQJ/AOI1WghZLlVOVYk69mvWhU9+WbMuuL2o/URRWZqWiFpb1Puviqj3aIX338xffgLWp64JPu7MAWT+Uiz2FJxbJS1hLX3uxbWAWavRHIXVu+JgGMZrAXwWojzc10zTjFqqyzn4n/9RNkor/s26t/Ni5LZa0DtX8n2SJUw0TbzY5H8dnW5Zrw6gw2/X2oLfe/+cX90P/M/9Ijhv7xSLiZx/UWA39qO/FikSo8dEbtHLXwP92c93q1dosB8aBu7+VzFyvfYk4A9eD/25Z0s1EnXYDz4A3Pn9qpUxVGo6R1XXUC3vt9SzyDj6GsX62HuCAdvGU5D5358PPubGTwP3/9yfIfzClyEjlQSK65hF7cdfqXBWvAbloF9xP9XehMv3E3Jy4T3m3W8KBssdXcj887f9+991STCIzbYV6zAXHxNx7K0PvSMYLK9Zh4xXRklxP2El8TJf+UFwGzveUHZykbn++8HHRGxHaT8JbKOZ+rrcnm8z9XW5PV9A4f1XZRsR750q779R4vyMTkrCI8qhq3MlFigvgnPgdb+X3N684DXwr10Ep15Q29YOTQ52OzqxYs1anJifl36m0/+5bDaQNlBG9wPVYh1jTfPbNem2SlvVfTSppP44lhse1/rgca0PHtf64HGtDx7X+KUhUG6+lfl03S/hVToK6wavxVHa0oA3ZMTWC5A11culJQFrx9q1mBobDQaxcjWGsDa9NYNbIiIiolaS6kBZ2/GhssBWyy6iy8VJat6orbT0tGpwq2mhwXQml4MG5iQSERERtZp0B8onn14e0DI1gYiIiIgSkO5A+aQNje4CERERES1TzBkgIiIiIgrBQJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKAQDZSIiIiKiEJrjOI3uQyWp7RgRERERtRQtrDHNI8paM/wzDGOo0X1oxX88rjyuzfSPx5XHtZn+8bjyuDbLv4SPaag0B8pERERERA3DQJmIiIiIKAQD5aW7odEdaFE8rvXB41ofPK71weNaHzyu9cHjGr+GH9M0T+YjIiIiImoYjigTEREREYXINroDzcowjC0A/gXAegA2gBtM07yusb1qfoZhdAL4OYAOiNfnd03T/Fhje9UaDMPIAPhvAIdM07yw0f1pFYZh7AMwCcACUDBN8/ca26PmZxjGagA3AnguRKnQt5um+YuGdqrJGYZxFoBvS02nA/ioaZqfbUyPWodhGO8DcAXEa3UYwOWmac42tlfNzzCMqwG8E6IixVca9VrliPLiFQD8hWmazwbwEgB/bhjGcxrcp1YwB+A80zSfD+B3AbzaMIyXNLZLLeNqAA81uhMt6pWmaf4ug+TYXAfgx6ZpPgvA88HX7ZKZprnXfY3+LoCtAKYBfK+xvWp+hmFsAnAVgN8zTfO5ADIAtje2V83PMIznQgTJL4J4D7jQMIwzGtEXjigvkmmaTwF4yv160jCMhwBsAvCbhnasyZmm6QA44X7b5v5jIv0SGYaxGcDrAHwCwPsb3B2iigzD6AXwMgCXAYBpmvMA5hvZpxZ0PoDHTNN8stEdaRFZAF2GYSwA6AZwuMH9aQXPBvCfpmlOA4BhGD8D8IcA/jHpjjBQjoFhGKcCeAGA+xrclZbgpggMAXgmgC+YpsnjunSfBfBBACsb3I9W5AD4iWEYDoDrTdNs+CztJnc6gKMAbjIM4/kQ7wVXm6Y51dhutZTtAL7V6E60AtM0DxmGcS2A/QBmAPzENM2fNLhbreBBAJ8wDGMtxHF9LUTqYOKYerFEhmGsAHArgPeapjnR6P60AtM0Lffy4GYAL3IvwdAiGYZxIYCnTdMcanRfWtS5pmmeDeA1EClYL2t0h5pcFsDZAL5kmuYLAEwB+HBju9Q6DMNoB/B6AN9pdF9agWEYfQAuBnAagI0AegzDeGtje9X8TNN8CMA/ALgTwI8B/A9EymviGCgvgWEYbRBB8s2mae5udH9ajWmaYwDuBvDqxvak6Z0L4PXupLNdAM4zDOObje1S6zBN87B7+zREzueLGtujpncQwEHpStJ3IQJnisdrADxgmuZIozvSIv4AwBOmaR41TXMBwG4A5zS4Ty3BNM2vmqZ5tmmaLwNwHMCjjegHA+VFMgxDA/BVAA+ZpvnpRvenVRiGsc6d8Q7DMLog3oQebminmpxpmn9lmuZm0zRPhbjkepdpmhzxiIFhGD2GYaz0vgbwKohLhrRIpmkeAXDArdIAiHxazv2Iz5vBtIs47QfwEsMwut244Hxw8mksDMM4yb09GcA2NOh1yxzlxTsXwB8DGDYM45du20dM0/xh47rUEjYA+Lqbp6wDME3TvKPBfSKqpB/A9wzDAMT76S2maf64sV1qCe8BcLObJvA4gMsb3J+WYBhGN4ALAOxodF9ahWma9xmG8V0AD0CkBvw/pGA1uRZxq5ujvADgz03THG1EJ7gyHxERERFRCKZeEBERERGFYKBMRERERBSCgTIRERERUQgGykREREREIRgoExERERGFYKBMRERERBSCgTIRERERUQgGykREy4RhGJphGHzfJyJSxAVHiIhSxjCMDwG4CkAvgMMA/gzA3QA+BOAdAE4C8AiAN5imecAwjHMAXAfgTLf9atM073W3dTeAewC8AsDZAAYgVhH8PICtAI4C+BvTNM1knh0RUfPgyAIRUYoYhnEWgHcDeKFpmisBDALYB+D9AN4M4LUQAfTbAUwbhrEGwL8C+ByAtQA+DeBf3aVfPX8M4EoAKyEC4zsB3AIRcL8ZwBcNw/iduj85IqImk210B4iIKMAC0AHgOYZhHDVNcx8AGIZxBYAPmqa5133c/7jtfwzgUdM0v+G2f8swjKsAXARgp9u20zTNX7uPfzWAfaZp3uTe94BhGLcC+CMAv67rMyMiajIMlImIUsQ0zd8ahvFeAB8H8DuGYeyBGE3eAuCxkB/ZCODJkrYnAWySvj8gfX0KgBcbhjEmtWUBfANERBTAQJmIKGVM07wFwC2GYfQCuB7AP0AEu88A8GDJww9DBL+ykwH8WPpenoxyAMDPTNO8INZOExG1IAbKREQp4uYob4KYgDcLYAZiPsmNAP6vYRi/AfBbiEl5hwD8EMDnDcO4FIAJ4BIAzwFwR4Vd3AHgk27Kxi637XcBnDBN86F6PCciombFyXxEROnSAeCTAPIAjkBMuPsIxCQ9E8BPAEwA+CqALtM0jwG4EMBfADgG4IMALjRNMx+2cdM0JwG8CsB2iNHoIxAj1h31e0pERM2J5eGIiIiIiEJwRJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKAQDZSIiIiKiEAyUiYiIiIhCMFAmIiIiIgrBQJmIiIiIKMT/D1IGF1y1uOA5AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.regplot(x=\"score\", y=\"gross\", data=df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dad24a4c",
      "metadata": {
        "id": "dad24a4c",
        "outputId": "eec09a60-fc64-4726-84d9-c6c3b418b4a1"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>gross</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>votes</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>budget</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.712196</td>\n",
              "      <td>0.268226</td>\n",
              "      <td>0.042145</td>\n",
              "      <td>0.503924</td>\n",
              "      <td>0.291009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gross</th>\n",
              "      <td>0.712196</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.224579</td>\n",
              "      <td>0.165693</td>\n",
              "      <td>0.662457</td>\n",
              "      <td>0.191548</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>runtime</th>\n",
              "      <td>0.268226</td>\n",
              "      <td>0.224579</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.395343</td>\n",
              "      <td>0.317399</td>\n",
              "      <td>0.087639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>score</th>\n",
              "      <td>0.042145</td>\n",
              "      <td>0.165693</td>\n",
              "      <td>0.395343</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.393607</td>\n",
              "      <td>0.105276</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>votes</th>\n",
              "      <td>0.503924</td>\n",
              "      <td>0.662457</td>\n",
              "      <td>0.317399</td>\n",
              "      <td>0.393607</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.229304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>year</th>\n",
              "      <td>0.291009</td>\n",
              "      <td>0.191548</td>\n",
              "      <td>0.087639</td>\n",
              "      <td>0.105276</td>\n",
              "      <td>0.229304</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget     gross   runtime     score     votes      year\n",
              "budget   1.000000  0.712196  0.268226  0.042145  0.503924  0.291009\n",
              "gross    0.712196  1.000000  0.224579  0.165693  0.662457  0.191548\n",
              "runtime  0.268226  0.224579  1.000000  0.395343  0.317399  0.087639\n",
              "score    0.042145  0.165693  0.395343  1.000000  0.393607  0.105276\n",
              "votes    0.503924  0.662457  0.317399  0.393607  1.000000  0.229304\n",
              "year     0.291009  0.191548  0.087639  0.105276  0.229304  1.000000"
            ]
          },
          "execution_count": 60,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Correlation Matrix between all numeric columns\n",
        "# Calculate correlation matrices using various methods and visualize them using heatmaps\n",
        "df.corr(method ='pearson')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b444ed0f",
      "metadata": {
        "id": "b444ed0f",
        "outputId": "2907662e-e341-49ce-96ba-f0dfc059cd4c"
      },
      "outputs": [
        {
          "data": {
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              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>gross</th>\n",
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              "      <td>0.451137</td>\n",
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              "    <tr>\n",
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              "      <td>0.033163</td>\n",
              "      <td>0.479772</td>\n",
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            "text/plain": [
              "           budget     gross   runtime     score     votes      year\n",
              "budget   1.000000  0.523459  0.164816 -0.019526  0.451137  0.214114\n",
              "gross    0.523459  1.000000  0.139270  0.033163  0.479772  0.098585\n",
              "runtime  0.164816  0.139270  1.000000  0.282068  0.195640  0.073785\n",
              "score   -0.019526  0.033163  0.282068  1.000000  0.272967  0.070451\n",
              "votes    0.451137  0.479772  0.195640  0.272967  1.000000  0.339625\n",
              "year     0.214114  0.098585  0.073785  0.070451  0.339625  1.000000"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.corr(method ='kendall')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4a49acd7",
      "metadata": {
        "id": "4a49acd7",
        "outputId": "1a5ff624-7b61-43ff-daff-560d7ae12bd4"
      },
      "outputs": [
        {
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              "      <th>budget</th>\n",
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              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>votes</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>0.103598</td>\n",
              "      <td>-0.083826</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>grosstotal</th>\n",
              "      <td>0.035936</td>\n",
              "      <td>-0.076909</td>\n",
              "      <td>-0.092817</td>\n",
              "      <td>-0.083826</td>\n",
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              "      <td>0.062077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "  </tbody>\n",
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            ],
            "text/plain": [
              "                     budget     gross   runtime     score     votes      year  \\\n",
              "budget             1.000000  0.698639  0.231672 -0.027868  0.616419  0.300553   \n",
              "gross              0.698639  1.000000  0.202905  0.045582  0.667869  0.139467   \n",
              "runtime            0.231672  0.202905  1.000000  0.398840  0.287150  0.107902   \n",
              "score             -0.027868  0.045582  0.398840  1.000000  0.392199  0.103598   \n",
              "votes              0.616419  0.667869  0.287150  0.392199  1.000000  0.485588   \n",
              "year               0.300553  0.139467  0.107902  0.103598  0.485588  1.000000   \n",
              "grosstotal         0.035936 -0.076909 -0.092817 -0.083826 -0.045118  0.062077   \n",
              "countrygrosstotal       NaN       NaN       NaN       NaN       NaN       NaN   \n",
              "\n",
              "                   grosstotal  countrygrosstotal  \n",
              "budget               0.035936                NaN  \n",
              "gross               -0.076909                NaN  \n",
              "runtime             -0.092817                NaN  \n",
              "score               -0.083826                NaN  \n",
              "votes               -0.045118                NaN  \n",
              "year                 0.062077                NaN  \n",
              "grosstotal           1.000000                NaN  \n",
              "countrygrosstotal         NaN                NaN  "
            ]
          },
          "execution_count": 170,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.corr(method ='spearman')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e5c9a0bd",
      "metadata": {
        "id": "e5c9a0bd",
        "outputId": "9ab36b09-a9ea-4436-b53b-a740d93b3f74"
      },
      "outputs": [
        {
          "data": {
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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "correlation_matrix = df.corr()\n",
        "\n",
        "sns.heatmap(correlation_matrix, annot = True)\n",
        "\n",
        "plt.title(\"Correlation matrix for Numeric Features\")\n",
        "\n",
        "plt.xlabel(\"Movie features\")\n",
        "\n",
        "plt.ylabel(\"Movie features\")\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c16e784b",
      "metadata": {
        "id": "c16e784b",
        "outputId": "224a93fc-f77a-424a-eb11-23eac88f5cd9"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>budget</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.070302</td>\n",
              "      <td>-0.189282</td>\n",
              "      <td>0.480919</td>\n",
              "      <td>0.300018</td>\n",
              "      <td>0.978268</td>\n",
              "      <td>0.965431</td>\n",
              "      <td>-0.062005</td>\n",
              "      <td>0.370211</td>\n",
              "      <td>0.134315</td>\n",
              "      <td>0.009605</td>\n",
              "      <td>0.257396</td>\n",
              "      <td>0.955916</td>\n",
              "      <td>0.674068</td>\n",
              "      <td>-0.102399</td>\n",
              "      <td>0.020254</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.099138</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>company</th>\n",
              "      <td>0.070302</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.061540</td>\n",
              "      <td>0.155935</td>\n",
              "      <td>0.060236</td>\n",
              "      <td>0.101625</td>\n",
              "      <td>0.101876</td>\n",
              "      <td>0.000846</td>\n",
              "      <td>0.166275</td>\n",
              "      <td>-0.027840</td>\n",
              "      <td>0.031371</td>\n",
              "      <td>0.165490</td>\n",
              "      <td>0.089678</td>\n",
              "      <td>0.133796</td>\n",
              "      <td>0.105162</td>\n",
              "      <td>-0.008602</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.074285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>country</th>\n",
              "      <td>-0.189282</td>\n",
              "      <td>0.061540</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.133631</td>\n",
              "      <td>-0.013013</td>\n",
              "      <td>-0.187801</td>\n",
              "      <td>-0.187762</td>\n",
              "      <td>0.124684</td>\n",
              "      <td>-0.051932</td>\n",
              "      <td>0.021056</td>\n",
              "      <td>0.012047</td>\n",
              "      <td>-0.054245</td>\n",
              "      <td>-0.181534</td>\n",
              "      <td>-0.146713</td>\n",
              "      <td>-0.004329</td>\n",
              "      <td>0.009149</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.012557</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>director</th>\n",
              "      <td>0.480919</td>\n",
              "      <td>0.155935</td>\n",
              "      <td>-0.133631</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.216499</td>\n",
              "      <td>0.507853</td>\n",
              "      <td>0.504802</td>\n",
              "      <td>-0.028938</td>\n",
              "      <td>0.292789</td>\n",
              "      <td>0.044193</td>\n",
              "      <td>0.036790</td>\n",
              "      <td>0.296325</td>\n",
              "      <td>0.497085</td>\n",
              "      <td>0.491595</td>\n",
              "      <td>0.030836</td>\n",
              "      <td>-0.009890</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.015255</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>genre</th>\n",
              "      <td>0.300018</td>\n",
              "      <td>0.060236</td>\n",
              "      <td>-0.013013</td>\n",
              "      <td>0.216499</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.292627</td>\n",
              "      <td>0.288330</td>\n",
              "      <td>-0.024621</td>\n",
              "      <td>0.097809</td>\n",
              "      <td>0.031636</td>\n",
              "      <td>0.041309</td>\n",
              "      <td>0.098848</td>\n",
              "      <td>0.295037</td>\n",
              "      <td>0.230763</td>\n",
              "      <td>-0.003674</td>\n",
              "      <td>-0.017057</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.003128</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gross</th>\n",
              "      <td>0.978268</td>\n",
              "      <td>0.101625</td>\n",
              "      <td>-0.187801</td>\n",
              "      <td>0.507853</td>\n",
              "      <td>0.292627</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.984267</td>\n",
              "      <td>-0.064561</td>\n",
              "      <td>0.422125</td>\n",
              "      <td>0.135257</td>\n",
              "      <td>0.013615</td>\n",
              "      <td>0.295385</td>\n",
              "      <td>0.974594</td>\n",
              "      <td>0.700464</td>\n",
              "      <td>-0.022809</td>\n",
              "      <td>0.019572</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.026757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <td>0.965431</td>\n",
              "      <td>0.101876</td>\n",
              "      <td>-0.187762</td>\n",
              "      <td>0.504802</td>\n",
              "      <td>0.288330</td>\n",
              "      <td>0.984267</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.065076</td>\n",
              "      <td>0.417623</td>\n",
              "      <td>0.130176</td>\n",
              "      <td>0.012255</td>\n",
              "      <td>0.292396</td>\n",
              "      <td>0.960618</td>\n",
              "      <td>0.695995</td>\n",
              "      <td>-0.023150</td>\n",
              "      <td>0.017110</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.027272</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rating</th>\n",
              "      <td>-0.062005</td>\n",
              "      <td>0.000846</td>\n",
              "      <td>0.124684</td>\n",
              "      <td>-0.028938</td>\n",
              "      <td>-0.024621</td>\n",
              "      <td>-0.064561</td>\n",
              "      <td>-0.065076</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.037900</td>\n",
              "      <td>0.035531</td>\n",
              "      <td>0.041838</td>\n",
              "      <td>0.000761</td>\n",
              "      <td>-0.060888</td>\n",
              "      <td>-0.056504</td>\n",
              "      <td>-0.013564</td>\n",
              "      <td>-0.010236</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.020357</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>released</th>\n",
              "      <td>0.370211</td>\n",
              "      <td>0.166275</td>\n",
              "      <td>-0.051932</td>\n",
              "      <td>0.292789</td>\n",
              "      <td>0.097809</td>\n",
              "      <td>0.422125</td>\n",
              "      <td>0.417623</td>\n",
              "      <td>-0.037900</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.070848</td>\n",
              "      <td>0.026386</td>\n",
              "      <td>0.211113</td>\n",
              "      <td>0.412720</td>\n",
              "      <td>0.315467</td>\n",
              "      <td>0.236153</td>\n",
              "      <td>-0.001076</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.225125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>runtime</th>\n",
              "      <td>0.134315</td>\n",
              "      <td>-0.027840</td>\n",
              "      <td>0.021056</td>\n",
              "      <td>0.044193</td>\n",
              "      <td>0.031636</td>\n",
              "      <td>0.135257</td>\n",
              "      <td>0.130176</td>\n",
              "      <td>0.035531</td>\n",
              "      <td>0.070848</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.054928</td>\n",
              "      <td>0.002983</td>\n",
              "      <td>0.137631</td>\n",
              "      <td>0.061594</td>\n",
              "      <td>0.011952</td>\n",
              "      <td>-0.005537</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.009247</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>score</th>\n",
              "      <td>0.009605</td>\n",
              "      <td>0.031371</td>\n",
              "      <td>0.012047</td>\n",
              "      <td>0.036790</td>\n",
              "      <td>0.041309</td>\n",
              "      <td>0.013615</td>\n",
              "      <td>0.012255</td>\n",
              "      <td>0.041838</td>\n",
              "      <td>0.026386</td>\n",
              "      <td>0.054928</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.047697</td>\n",
              "      <td>0.012781</td>\n",
              "      <td>0.036467</td>\n",
              "      <td>0.010438</td>\n",
              "      <td>-0.014383</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.027367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>star</th>\n",
              "      <td>0.257396</td>\n",
              "      <td>0.165490</td>\n",
              "      <td>-0.054245</td>\n",
              "      <td>0.296325</td>\n",
              "      <td>0.098848</td>\n",
              "      <td>0.295385</td>\n",
              "      <td>0.292396</td>\n",
              "      <td>0.000761</td>\n",
              "      <td>0.211113</td>\n",
              "      <td>0.002983</td>\n",
              "      <td>0.047697</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.283157</td>\n",
              "      <td>0.293649</td>\n",
              "      <td>0.055951</td>\n",
              "      <td>0.002415</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.052359</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>votes</th>\n",
              "      <td>0.955916</td>\n",
              "      <td>0.089678</td>\n",
              "      <td>-0.181534</td>\n",
              "      <td>0.497085</td>\n",
              "      <td>0.295037</td>\n",
              "      <td>0.974594</td>\n",
              "      <td>0.960618</td>\n",
              "      <td>-0.060888</td>\n",
              "      <td>0.412720</td>\n",
              "      <td>0.137631</td>\n",
              "      <td>0.012781</td>\n",
              "      <td>0.283157</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.677493</td>\n",
              "      <td>-0.025407</td>\n",
              "      <td>0.019709</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.028810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>writer</th>\n",
              "      <td>0.674068</td>\n",
              "      <td>0.133796</td>\n",
              "      <td>-0.146713</td>\n",
              "      <td>0.491595</td>\n",
              "      <td>0.230763</td>\n",
              "      <td>0.700464</td>\n",
              "      <td>0.695995</td>\n",
              "      <td>-0.056504</td>\n",
              "      <td>0.315467</td>\n",
              "      <td>0.061594</td>\n",
              "      <td>0.036467</td>\n",
              "      <td>0.293649</td>\n",
              "      <td>0.677493</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.003199</td>\n",
              "      <td>0.024117</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.004415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>year</th>\n",
              "      <td>-0.102399</td>\n",
              "      <td>0.105162</td>\n",
              "      <td>-0.004329</td>\n",
              "      <td>0.030836</td>\n",
              "      <td>-0.003674</td>\n",
              "      <td>-0.022809</td>\n",
              "      <td>-0.023150</td>\n",
              "      <td>-0.013564</td>\n",
              "      <td>0.236153</td>\n",
              "      <td>0.011952</td>\n",
              "      <td>0.010438</td>\n",
              "      <td>0.055951</td>\n",
              "      <td>-0.025407</td>\n",
              "      <td>0.003199</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.002743</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.655817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>grosstotal</th>\n",
              "      <td>0.020254</td>\n",
              "      <td>-0.008602</td>\n",
              "      <td>0.009149</td>\n",
              "      <td>-0.009890</td>\n",
              "      <td>-0.017057</td>\n",
              "      <td>0.019572</td>\n",
              "      <td>0.017110</td>\n",
              "      <td>-0.010236</td>\n",
              "      <td>-0.001076</td>\n",
              "      <td>-0.005537</td>\n",
              "      <td>-0.014383</td>\n",
              "      <td>0.002415</td>\n",
              "      <td>0.019709</td>\n",
              "      <td>0.024117</td>\n",
              "      <td>-0.002743</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.007408</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <td>-0.099138</td>\n",
              "      <td>0.074285</td>\n",
              "      <td>-0.012557</td>\n",
              "      <td>0.015255</td>\n",
              "      <td>-0.003128</td>\n",
              "      <td>-0.026757</td>\n",
              "      <td>-0.027272</td>\n",
              "      <td>-0.020357</td>\n",
              "      <td>0.225125</td>\n",
              "      <td>0.009247</td>\n",
              "      <td>0.027367</td>\n",
              "      <td>0.052359</td>\n",
              "      <td>-0.028810</td>\n",
              "      <td>-0.004415</td>\n",
              "      <td>0.655817</td>\n",
              "      <td>0.007408</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     budget   company   country  director     genre     gross  \\\n",
              "budget             1.000000  0.070302 -0.189282  0.480919  0.300018  0.978268   \n",
              "company            0.070302  1.000000  0.061540  0.155935  0.060236  0.101625   \n",
              "country           -0.189282  0.061540  1.000000 -0.133631 -0.013013 -0.187801   \n",
              "director           0.480919  0.155935 -0.133631  1.000000  0.216499  0.507853   \n",
              "genre              0.300018  0.060236 -0.013013  0.216499  1.000000  0.292627   \n",
              "gross              0.978268  0.101625 -0.187801  0.507853  0.292627  1.000000   \n",
              "name               0.965431  0.101876 -0.187762  0.504802  0.288330  0.984267   \n",
              "rating            -0.062005  0.000846  0.124684 -0.028938 -0.024621 -0.064561   \n",
              "released           0.370211  0.166275 -0.051932  0.292789  0.097809  0.422125   \n",
              "runtime            0.134315 -0.027840  0.021056  0.044193  0.031636  0.135257   \n",
              "score              0.009605  0.031371  0.012047  0.036790  0.041309  0.013615   \n",
              "star               0.257396  0.165490 -0.054245  0.296325  0.098848  0.295385   \n",
              "votes              0.955916  0.089678 -0.181534  0.497085  0.295037  0.974594   \n",
              "writer             0.674068  0.133796 -0.146713  0.491595  0.230763  0.700464   \n",
              "year              -0.102399  0.105162 -0.004329  0.030836 -0.003674 -0.022809   \n",
              "grosstotal         0.020254 -0.008602  0.009149 -0.009890 -0.017057  0.019572   \n",
              "countrygrosstotal       NaN       NaN       NaN       NaN       NaN       NaN   \n",
              "Year              -0.099138  0.074285 -0.012557  0.015255 -0.003128 -0.026757   \n",
              "\n",
              "                       name    rating  released   runtime     score      star  \\\n",
              "budget             0.965431 -0.062005  0.370211  0.134315  0.009605  0.257396   \n",
              "company            0.101876  0.000846  0.166275 -0.027840  0.031371  0.165490   \n",
              "country           -0.187762  0.124684 -0.051932  0.021056  0.012047 -0.054245   \n",
              "director           0.504802 -0.028938  0.292789  0.044193  0.036790  0.296325   \n",
              "genre              0.288330 -0.024621  0.097809  0.031636  0.041309  0.098848   \n",
              "gross              0.984267 -0.064561  0.422125  0.135257  0.013615  0.295385   \n",
              "name               1.000000 -0.065076  0.417623  0.130176  0.012255  0.292396   \n",
              "rating            -0.065076  1.000000 -0.037900  0.035531  0.041838  0.000761   \n",
              "released           0.417623 -0.037900  1.000000  0.070848  0.026386  0.211113   \n",
              "runtime            0.130176  0.035531  0.070848  1.000000  0.054928  0.002983   \n",
              "score              0.012255  0.041838  0.026386  0.054928  1.000000  0.047697   \n",
              "star               0.292396  0.000761  0.211113  0.002983  0.047697  1.000000   \n",
              "votes              0.960618 -0.060888  0.412720  0.137631  0.012781  0.283157   \n",
              "writer             0.695995 -0.056504  0.315467  0.061594  0.036467  0.293649   \n",
              "year              -0.023150 -0.013564  0.236153  0.011952  0.010438  0.055951   \n",
              "grosstotal         0.017110 -0.010236 -0.001076 -0.005537 -0.014383  0.002415   \n",
              "countrygrosstotal       NaN       NaN       NaN       NaN       NaN       NaN   \n",
              "Year              -0.027272 -0.020357  0.225125  0.009247  0.027367  0.052359   \n",
              "\n",
              "                      votes    writer      year  grosstotal  \\\n",
              "budget             0.955916  0.674068 -0.102399    0.020254   \n",
              "company            0.089678  0.133796  0.105162   -0.008602   \n",
              "country           -0.181534 -0.146713 -0.004329    0.009149   \n",
              "director           0.497085  0.491595  0.030836   -0.009890   \n",
              "genre              0.295037  0.230763 -0.003674   -0.017057   \n",
              "gross              0.974594  0.700464 -0.022809    0.019572   \n",
              "name               0.960618  0.695995 -0.023150    0.017110   \n",
              "rating            -0.060888 -0.056504 -0.013564   -0.010236   \n",
              "released           0.412720  0.315467  0.236153   -0.001076   \n",
              "runtime            0.137631  0.061594  0.011952   -0.005537   \n",
              "score              0.012781  0.036467  0.010438   -0.014383   \n",
              "star               0.283157  0.293649  0.055951    0.002415   \n",
              "votes              1.000000  0.677493 -0.025407    0.019709   \n",
              "writer             0.677493  1.000000  0.003199    0.024117   \n",
              "year              -0.025407  0.003199  1.000000   -0.002743   \n",
              "grosstotal         0.019709  0.024117 -0.002743    1.000000   \n",
              "countrygrosstotal       NaN       NaN       NaN         NaN   \n",
              "Year              -0.028810 -0.004415  0.655817    0.007408   \n",
              "\n",
              "                   countrygrosstotal      Year  \n",
              "budget                           NaN -0.099138  \n",
              "company                          NaN  0.074285  \n",
              "country                          NaN -0.012557  \n",
              "director                         NaN  0.015255  \n",
              "genre                            NaN -0.003128  \n",
              "gross                            NaN -0.026757  \n",
              "name                             NaN -0.027272  \n",
              "rating                           NaN -0.020357  \n",
              "released                         NaN  0.225125  \n",
              "runtime                          NaN  0.009247  \n",
              "score                            NaN  0.027367  \n",
              "star                             NaN  0.052359  \n",
              "votes                            NaN -0.028810  \n",
              "writer                           NaN -0.004415  \n",
              "year                             NaN  0.655817  \n",
              "grosstotal                       NaN  0.007408  \n",
              "countrygrosstotal                NaN       NaN  \n",
              "Year                             NaN  1.000000  "
            ]
          },
          "execution_count": 171,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Using factorize - this assigns a random numeric value for each unique categorical value\n",
        "# Calculate a correlation matrix for categorical data\n",
        "\n",
        "df.apply(lambda x: x.factorize()[0]).corr(method='pearson')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f9ca55d9",
      "metadata": {
        "id": "f9ca55d9",
        "outputId": "784a80c7-7954-4164-c1ad-7a98835bc0a7"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "correlation_matrix = df.apply(lambda x: x.factorize()[0]).corr(method='pearson')\n",
        "\n",
        "sns.heatmap(correlation_matrix, annot = True)\n",
        "\n",
        "plt.title(\"Correlation matrix for Movies\")\n",
        "\n",
        "plt.xlabel(\"Movie features\")\n",
        "\n",
        "plt.ylabel(\"Movie features\")\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3974020c",
      "metadata": {
        "id": "3974020c",
        "outputId": "58b59a29-569b-4030-f667-70429bf54fc1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "budget  budget      1.000000\n",
            "        company     0.070302\n",
            "        country    -0.189282\n",
            "        director    0.480919\n",
            "        genre       0.300018\n",
            "                      ...   \n",
            "year    score       0.010438\n",
            "        star        0.055951\n",
            "        votes      -0.025407\n",
            "        writer      0.003199\n",
            "        year        1.000000\n",
            "Length: 225, dtype: float64\n"
          ]
        }
      ],
      "source": [
        "# Analyze correlations between categorical variables\n",
        "correlation_mat = df.apply(lambda x: x.factorize()[0]).corr()\n",
        "\n",
        "corr_pairs = correlation_mat.unstack()\n",
        "\n",
        "print(corr_pairs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d48a7bf7",
      "metadata": {
        "id": "d48a7bf7",
        "outputId": "ec9c5607-9727-4348-eeb9-dc13fb545697"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "country   budget     -0.189282\n",
            "budget    country    -0.189282\n",
            "country   gross      -0.187801\n",
            "gross     country    -0.187801\n",
            "country   name       -0.187762\n",
            "                        ...   \n",
            "director  director    1.000000\n",
            "country   country     1.000000\n",
            "company   company     1.000000\n",
            "writer    writer      1.000000\n",
            "year      year        1.000000\n",
            "Length: 225, dtype: float64\n"
          ]
        }
      ],
      "source": [
        "sorted_pairs = corr_pairs.sort_values(kind=\"quicksort\")\n",
        "\n",
        "print(sorted_pairs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "44a35c82",
      "metadata": {
        "id": "44a35c82",
        "outputId": "5d20db48-5303-484d-cbb3-9f1b45b25281"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "director  name        0.504802\n",
            "name      director    0.504802\n",
            "gross     director    0.507853\n",
            "director  gross       0.507853\n",
            "budget    writer      0.674068\n",
            "writer    budget      0.674068\n",
            "          votes       0.677493\n",
            "votes     writer      0.677493\n",
            "name      writer      0.695995\n",
            "writer    name        0.695995\n",
            "gross     writer      0.700464\n",
            "writer    gross       0.700464\n",
            "budget    votes       0.955916\n",
            "votes     budget      0.955916\n",
            "name      votes       0.960618\n",
            "votes     name        0.960618\n",
            "budget    name        0.965431\n",
            "name      budget      0.965431\n",
            "votes     gross       0.974594\n",
            "gross     votes       0.974594\n",
            "budget    gross       0.978268\n",
            "gross     budget      0.978268\n",
            "          name        0.984267\n",
            "name      gross       0.984267\n",
            "budget    budget      1.000000\n",
            "rating    rating      1.000000\n",
            "votes     votes       1.000000\n",
            "star      star        1.000000\n",
            "score     score       1.000000\n",
            "runtime   runtime     1.000000\n",
            "released  released    1.000000\n",
            "name      name        1.000000\n",
            "gross     gross       1.000000\n",
            "genre     genre       1.000000\n",
            "director  director    1.000000\n",
            "country   country     1.000000\n",
            "company   company     1.000000\n",
            "writer    writer      1.000000\n",
            "year      year        1.000000\n",
            "dtype: float64\n"
          ]
        }
      ],
      "source": [
        "# We can now take a look at the ones that have a high correlation (> 0.5)\n",
        "\n",
        "strong_pairs = sorted_pairs[abs(sorted_pairs) > 0.5]\n",
        "\n",
        "print(strong_pairs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dca5c109",
      "metadata": {
        "id": "dca5c109",
        "outputId": "d1f6b676-ad77-400d-b5b9-adbd4cd750b1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "company\n",
              "Warner Bros.                              21322318408\n",
              "Universal Pictures                        19430051320\n",
              "Paramount Pictures                        17115702495\n",
              "Twentieth Century Fox Film Corporation    14788570587\n",
              "Walt Disney Pictures                      10455507123\n",
              "Columbia Pictures                          8824216545\n",
              "New Line Cinema                            8540112287\n",
              "Columbia Pictures Corporation              7720114061\n",
              "Touchstone Pictures                        6688156475\n",
              "DreamWorks                                 5458121021\n",
              "DreamWorks Animation                       4143974397\n",
              "Metro-Goldwyn-Mayer (MGM)                  3384812932\n",
              "Pixar Animation Studios                    3242024778\n",
              "Fox 2000 Pictures                          3113861473\n",
              "TriStar Pictures                           2967117827\n",
              "Name: gross, dtype: int64"
            ]
          },
          "execution_count": 130,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Analyze top 15 companies by gross revenue\n",
        "\n",
        "CompanyGrossSum = df.groupby('company')[[\"gross\"]].sum()\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSum.sort_values('gross', ascending = False)[:15]\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64')\n",
        "\n",
        "CompanyGrossSumSorted"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "616ffeec",
      "metadata": {
        "id": "616ffeec",
        "outputId": "9cb817b9-18d0-476d-d5e5-a171301dc5d0"
      },
      "outputs": [
        {
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Les Productions du Tr�sor</td>\n",
              "      <td>France</td>\n",
              "      <td>Nicole Garcia</td>\n",
              "      <td>Drama</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>From the Land of the Moon</td>\n",
              "      <td>R</td>\n",
              "      <td>2017-07-28</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>Marion Cotillard</td>\n",
              "      <td>2411</td>\n",
              "      <td>Milena Agus</td>\n",
              "      <td>2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2017</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1871</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Paramount Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Richard Benjamin</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>18137661.0</td>\n",
              "      <td>Milk Money</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1994-08-31</td>\n",
              "      <td>110</td>\n",
              "      <td>5.5</td>\n",
              "      <td>Melanie Griffith</td>\n",
              "      <td>9880</td>\n",
              "      <td>John Mattson</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>Les Mayfield</td>\n",
              "      <td>Family</td>\n",
              "      <td>17193886.0</td>\n",
              "      <td>Miracle on 34th Street</td>\n",
              "      <td>PG</td>\n",
              "      <td>1994-11-18</td>\n",
              "      <td>114</td>\n",
              "      <td>6.4</td>\n",
              "      <td>Richard Attenborough</td>\n",
              "      <td>24126</td>\n",
              "      <td>Valentine Davies</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1854</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Morgan Creek Productions</td>\n",
              "      <td>USA</td>\n",
              "      <td>Dennis Hopper</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>1596700.0</td>\n",
              "      <td>Chasers</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-04-22</td>\n",
              "      <td>102</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Tom Berenger</td>\n",
              "      <td>4804</td>\n",
              "      <td>Joe Batteer</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1855</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Renn Productions</td>\n",
              "      <td>France</td>\n",
              "      <td>Patrice Ch�reau</td>\n",
              "      <td>Biography</td>\n",
              "      <td>2017346.0</td>\n",
              "      <td>Queen Margot</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-12-09</td>\n",
              "      <td>159</td>\n",
              "      <td>7.5</td>\n",
              "      <td>Isabelle Adjani</td>\n",
              "      <td>14377</td>\n",
              "      <td>Alexandre Dumas</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6398</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>Action</td>\n",
              "      <td>459005868.0</td>\n",
              "      <td>Avengers: Age of Ultron</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2015-05-01</td>\n",
              "      <td>141</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>537832</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6194</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>New Line Cinema</td>\n",
              "      <td>New Zealand</td>\n",
              "      <td>Peter Jackson</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>255119788.0</td>\n",
              "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2014-12-17</td>\n",
              "      <td>144</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Ian McKellen</td>\n",
              "      <td>396797</td>\n",
              "      <td>Fran Walsh</td>\n",
              "      <td>2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4637</th>\n",
              "      <td>258000000.0</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>Action</td>\n",
              "      <td>336530303.0</td>\n",
              "      <td>Spider-Man 3</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-04</td>\n",
              "      <td>139</td>\n",
              "      <td>6.2</td>\n",
              "      <td>Tobey Maguire</td>\n",
              "      <td>416842</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5293</th>\n",
              "      <td>260000000.0</td>\n",
              "      <td>Walt Disney Animation Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Nathan Greno</td>\n",
              "      <td>Animation</td>\n",
              "      <td>200821936.0</td>\n",
              "      <td>Tangled</td>\n",
              "      <td>PG</td>\n",
              "      <td>2010-11-24</td>\n",
              "      <td>100</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Mandy Moore</td>\n",
              "      <td>325621</td>\n",
              "      <td>Dan Fogelman</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4631</th>\n",
              "      <td>300000000.0</td>\n",
              "      <td>Walt Disney Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Gore Verbinski</td>\n",
              "      <td>Action</td>\n",
              "      <td>309420425.0</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-25</td>\n",
              "      <td>169</td>\n",
              "      <td>7.1</td>\n",
              "      <td>Johnny Depp</td>\n",
              "      <td>514191</td>\n",
              "      <td>Ted Elliott</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 18 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget                                 company      country  \\\n",
              "6819          0.0               Les Productions du Tr�sor       France   \n",
              "1871          0.0                      Paramount Pictures          USA   \n",
              "1852          0.0  Twentieth Century Fox Film Corporation          USA   \n",
              "1854          0.0                Morgan Creek Productions          USA   \n",
              "1855          0.0                        Renn Productions       France   \n",
              "...           ...                                     ...          ...   \n",
              "6398  250000000.0                          Marvel Studios          USA   \n",
              "6194  250000000.0                         New Line Cinema  New Zealand   \n",
              "4637  258000000.0                       Columbia Pictures          USA   \n",
              "5293  260000000.0           Walt Disney Animation Studios          USA   \n",
              "4631  300000000.0                    Walt Disney Pictures          USA   \n",
              "\n",
              "              director      genre        gross  \\\n",
              "6819     Nicole Garcia      Drama      37757.0   \n",
              "1871  Richard Benjamin     Comedy   18137661.0   \n",
              "1852      Les Mayfield     Family   17193886.0   \n",
              "1854     Dennis Hopper     Comedy    1596700.0   \n",
              "1855   Patrice Ch�reau  Biography    2017346.0   \n",
              "...                ...        ...          ...   \n",
              "6398       Joss Whedon     Action  459005868.0   \n",
              "6194     Peter Jackson  Adventure  255119788.0   \n",
              "4637         Sam Raimi     Action  336530303.0   \n",
              "5293      Nathan Greno  Animation  200821936.0   \n",
              "4631    Gore Verbinski     Action  309420425.0   \n",
              "\n",
              "                                           name rating    released  runtime  \\\n",
              "6819                  From the Land of the Moon      R  2017-07-28      120   \n",
              "1871                                 Milk Money  PG-13  1994-08-31      110   \n",
              "1852                     Miracle on 34th Street     PG  1994-11-18      114   \n",
              "1854                                    Chasers      R  1994-04-22      102   \n",
              "1855                               Queen Margot      R  1994-12-09      159   \n",
              "...                                         ...    ...         ...      ...   \n",
              "6398                    Avengers: Age of Ultron  PG-13  2015-05-01      141   \n",
              "6194  The Hobbit: The Battle of the Five Armies  PG-13  2014-12-17      144   \n",
              "4637                               Spider-Man 3  PG-13  2007-05-04      139   \n",
              "5293                                    Tangled     PG  2010-11-24      100   \n",
              "4631   Pirates of the Caribbean: At World's End  PG-13  2007-05-25      169   \n",
              "\n",
              "      score                  star   votes            writer  year  grosstotal  \\\n",
              "6819    6.7      Marion Cotillard    2411       Milena Agus  2016         NaN   \n",
              "1871    5.5      Melanie Griffith    9880      John Mattson  1994         NaN   \n",
              "1852    6.4  Richard Attenborough   24126  Valentine Davies  1994         NaN   \n",
              "1854    5.0          Tom Berenger    4804       Joe Batteer  1994         NaN   \n",
              "1855    7.5       Isabelle Adjani   14377   Alexandre Dumas  1994         NaN   \n",
              "...     ...                   ...     ...               ...   ...         ...   \n",
              "6398    7.4     Robert Downey Jr.  537832       Joss Whedon  2015         NaN   \n",
              "6194    7.4          Ian McKellen  396797        Fran Walsh  2014         NaN   \n",
              "4637    6.2         Tobey Maguire  416842         Sam Raimi  2007         NaN   \n",
              "5293    7.8           Mandy Moore  325621      Dan Fogelman  2010         NaN   \n",
              "4631    7.1           Johnny Depp  514191       Ted Elliott  2007         NaN   \n",
              "\n",
              "      countrygrosstotal  Year  \n",
              "6819                NaN  2017  \n",
              "1871                NaN  1994  \n",
              "1852                NaN  1994  \n",
              "1854                NaN  1994  \n",
              "1855                NaN  1994  \n",
              "...                 ...   ...  \n",
              "6398                NaN  2015  \n",
              "6194                NaN  2014  \n",
              "4637                NaN  2007  \n",
              "5293                NaN  2010  \n",
              "4631                NaN  2007  \n",
              "\n",
              "[6820 rows x 18 columns]"
            ]
          },
          "execution_count": 139,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Group and analyze gross revenue by company and year\n",
        "df['Year'] = df['released'].astype(str).str[:4]\n",
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8a9ebf6c",
      "metadata": {
        "id": "8a9ebf6c",
        "outputId": "2da14eba-d250-4765-e69f-a9fb5fd7fe72"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>gross</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>company</th>\n",
              "      <th>year</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>\"DIA\" Productions GmbH &amp; Co. KG</th>\n",
              "      <th>2003</th>\n",
              "      <td>26183197.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1+2 Seisaku Iinkai</th>\n",
              "      <th>2000</th>\n",
              "      <td>1136776.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101st Street Films</th>\n",
              "      <th>1998</th>\n",
              "      <td>306715.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10th Hole Productions</th>\n",
              "      <th>2010</th>\n",
              "      <td>103280.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120 Films</th>\n",
              "      <th>2002</th>\n",
              "      <td>753501.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zucker Brothers Productions</th>\n",
              "      <th>1998</th>\n",
              "      <td>6940185.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>double A Films</th>\n",
              "      <th>2000</th>\n",
              "      <td>1568749.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>erbp</th>\n",
              "      <th>2013</th>\n",
              "      <td>444098.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>i5 Films</th>\n",
              "      <th>2001</th>\n",
              "      <td>8821782.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>micro_scope</th>\n",
              "      <th>2010</th>\n",
              "      <td>6857096.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4056 rows × 1 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                           gross\n",
              "company                         year            \n",
              "\"DIA\" Productions GmbH & Co. KG 2003  26183197.0\n",
              "1+2 Seisaku Iinkai              2000   1136776.0\n",
              "101st Street Films              1998    306715.0\n",
              "10th Hole Productions           2010    103280.0\n",
              "120 Films                       2002    753501.0\n",
              "...                                          ...\n",
              "Zucker Brothers Productions     1998   6940185.0\n",
              "double A Films                  2000   1568749.0\n",
              "erbp                            2013    444098.0\n",
              "i5 Films                        2001   8821782.0\n",
              "micro_scope                     2010   6857096.0\n",
              "\n",
              "[4056 rows x 1 columns]"
            ]
          },
          "execution_count": 140,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "\n",
        "df.groupby(['company', 'year'])[[\"gross\"]].sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8af21f6b",
      "metadata": {
        "id": "8af21f6b",
        "outputId": "e8ac0e2f-5a23-4e21-d76f-e1083b6d383c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "company                                 year\n",
              "Paramount Pictures                      2011    1486604229\n",
              "Universal Pictures                      2015    1411831667\n",
              "Warner Bros.                            2008    1327598616\n",
              "                                        2010    1255477478\n",
              "                                        2011    1217527619\n",
              "                                        2005    1175793638\n",
              "Twentieth Century Fox Film Corporation  2009    1173191407\n",
              "Warner Bros.                            2006    1154792759\n",
              "                                        2009    1146640373\n",
              "Walt Disney Pictures                    2010    1134883375\n",
              "Columbia Pictures                       2011    1072753462\n",
              "Universal Pictures                      2013    1066421491\n",
              "Warner Bros.                            2014    1062468828\n",
              "Universal Pictures                      2007    1057955786\n",
              "Columbia Pictures                       2012    1020616938\n",
              "Name: gross, dtype: int64"
            ]
          },
          "execution_count": 153,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "CompanyGrossSum = df.groupby(['company', 'year'])[[\"gross\"]].sum()\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSum.sort_values(['gross','company','year'], ascending = False)[:15]\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64')\n",
        "\n",
        "CompanyGrossSumSorted"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "0bba8f45",
      "metadata": {
        "id": "0bba8f45",
        "outputId": "ff02693c-e6c7-41f5-c029-d7e1b9cc7b28"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "company\n",
              "Warner Bros.                              21322318408\n",
              "Universal Pictures                        19430051320\n",
              "Paramount Pictures                        17115702495\n",
              "Twentieth Century Fox Film Corporation    14788570587\n",
              "Walt Disney Pictures                      10455507123\n",
              "Columbia Pictures                          8824216545\n",
              "New Line Cinema                            8540112287\n",
              "Columbia Pictures Corporation              7720114061\n",
              "Touchstone Pictures                        6688156475\n",
              "DreamWorks                                 5458121021\n",
              "DreamWorks Animation                       4143974397\n",
              "Metro-Goldwyn-Mayer (MGM)                  3384812932\n",
              "Pixar Animation Studios                    3242024778\n",
              "Fox 2000 Pictures                          3113861473\n",
              "TriStar Pictures                           2967117827\n",
              "Name: gross, dtype: int64"
            ]
          },
          "execution_count": 179,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Group and analyze gross revenue by company\n",
        "CompanyGrossSum = df.groupby(['company'])[[\"gross\"]].sum()\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSum.sort_values(['gross','company'], ascending = False)[:15]\n",
        "\n",
        "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64')\n",
        "\n",
        "CompanyGrossSumSorted"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8da50ac6",
      "metadata": {
        "id": "8da50ac6",
        "outputId": "33afb300-0952-4ab6-c9af-335aa96777d4"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Create a scatter plot to visualize the relationship between 'budget' and 'gross'\n",
        "plt.scatter(x=df['budget'], y=df['gross'], alpha=0.5)\n",
        "plt.title('Budget vs Gross Earnings')\n",
        "plt.xlabel('Gross Earnings')\n",
        "plt.ylabel('Budget for Film')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7e2da48a",
      "metadata": {
        "id": "7e2da48a",
        "outputId": "9fb887a1-9d77-4a24-9cd6-eb243cd11ebb"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1393</td>\n",
              "      <td>16</td>\n",
              "      <td>1918</td>\n",
              "      <td>6</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>1971</td>\n",
              "      <td>8</td>\n",
              "      <td>2398</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>1558</td>\n",
              "      <td>2411</td>\n",
              "      <td>2831</td>\n",
              "      <td>2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1871</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1680</td>\n",
              "      <td>54</td>\n",
              "      <td>2145</td>\n",
              "      <td>4</td>\n",
              "      <td>18137661.0</td>\n",
              "      <td>3332</td>\n",
              "      <td>7</td>\n",
              "      <td>667</td>\n",
              "      <td>110</td>\n",
              "      <td>5.5</td>\n",
              "      <td>1633</td>\n",
              "      <td>9880</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>0.0</td>\n",
              "      <td>2062</td>\n",
              "      <td>54</td>\n",
              "      <td>1564</td>\n",
              "      <td>7</td>\n",
              "      <td>17193886.0</td>\n",
              "      <td>3346</td>\n",
              "      <td>6</td>\n",
              "      <td>687</td>\n",
              "      <td>114</td>\n",
              "      <td>6.4</td>\n",
              "      <td>1968</td>\n",
              "      <td>24126</td>\n",
              "      <td>4034</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1854</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1544</td>\n",
              "      <td>54</td>\n",
              "      <td>645</td>\n",
              "      <td>4</td>\n",
              "      <td>1596700.0</td>\n",
              "      <td>1031</td>\n",
              "      <td>8</td>\n",
              "      <td>636</td>\n",
              "      <td>102</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2342</td>\n",
              "      <td>4804</td>\n",
              "      <td>1885</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1855</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1811</td>\n",
              "      <td>16</td>\n",
              "      <td>1968</td>\n",
              "      <td>3</td>\n",
              "      <td>2017346.0</td>\n",
              "      <td>4026</td>\n",
              "      <td>8</td>\n",
              "      <td>691</td>\n",
              "      <td>159</td>\n",
              "      <td>7.5</td>\n",
              "      <td>925</td>\n",
              "      <td>14377</td>\n",
              "      <td>123</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6398</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>1491</td>\n",
              "      <td>54</td>\n",
              "      <td>1412</td>\n",
              "      <td>0</td>\n",
              "      <td>459005868.0</td>\n",
              "      <td>502</td>\n",
              "      <td>7</td>\n",
              "      <td>2239</td>\n",
              "      <td>141</td>\n",
              "      <td>7.4</td>\n",
              "      <td>2001</td>\n",
              "      <td>537832</td>\n",
              "      <td>2145</td>\n",
              "      <td>2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6194</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>1582</td>\n",
              "      <td>34</td>\n",
              "      <td>2045</td>\n",
              "      <td>1</td>\n",
              "      <td>255119788.0</td>\n",
              "      <td>5420</td>\n",
              "      <td>7</td>\n",
              "      <td>2207</td>\n",
              "      <td>144</td>\n",
              "      <td>7.4</td>\n",
              "      <td>911</td>\n",
              "      <td>396797</td>\n",
              "      <td>1231</td>\n",
              "      <td>2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4637</th>\n",
              "      <td>258000000.0</td>\n",
              "      <td>664</td>\n",
              "      <td>54</td>\n",
              "      <td>2317</td>\n",
              "      <td>0</td>\n",
              "      <td>336530303.0</td>\n",
              "      <td>4632</td>\n",
              "      <td>7</td>\n",
              "      <td>1615</td>\n",
              "      <td>139</td>\n",
              "      <td>6.2</td>\n",
              "      <td>2334</td>\n",
              "      <td>416842</td>\n",
              "      <td>3541</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5293</th>\n",
              "      <td>260000000.0</td>\n",
              "      <td>2119</td>\n",
              "      <td>54</td>\n",
              "      <td>1882</td>\n",
              "      <td>2</td>\n",
              "      <td>200821936.0</td>\n",
              "      <td>4877</td>\n",
              "      <td>6</td>\n",
              "      <td>1876</td>\n",
              "      <td>100</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1536</td>\n",
              "      <td>325621</td>\n",
              "      <td>749</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4631</th>\n",
              "      <td>300000000.0</td>\n",
              "      <td>2122</td>\n",
              "      <td>54</td>\n",
              "      <td>914</td>\n",
              "      <td>0</td>\n",
              "      <td>309420425.0</td>\n",
              "      <td>3890</td>\n",
              "      <td>7</td>\n",
              "      <td>1619</td>\n",
              "      <td>169</td>\n",
              "      <td>7.1</td>\n",
              "      <td>1181</td>\n",
              "      <td>514191</td>\n",
              "      <td>3844</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 18 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget  company  country  director  genre        gross  name  \\\n",
              "6819          0.0     1393       16      1918      6      37757.0  1971   \n",
              "1871          0.0     1680       54      2145      4   18137661.0  3332   \n",
              "1852          0.0     2062       54      1564      7   17193886.0  3346   \n",
              "1854          0.0     1544       54       645      4    1596700.0  1031   \n",
              "1855          0.0     1811       16      1968      3    2017346.0  4026   \n",
              "...           ...      ...      ...       ...    ...          ...   ...   \n",
              "6398  250000000.0     1491       54      1412      0  459005868.0   502   \n",
              "6194  250000000.0     1582       34      2045      1  255119788.0  5420   \n",
              "4637  258000000.0      664       54      2317      0  336530303.0  4632   \n",
              "5293  260000000.0     2119       54      1882      2  200821936.0  4877   \n",
              "4631  300000000.0     2122       54       914      0  309420425.0  3890   \n",
              "\n",
              "      rating  released  runtime  score  star   votes  writer  year  \\\n",
              "6819       8      2398      120    6.7  1558    2411    2831  2016   \n",
              "1871       7       667      110    5.5  1633    9880    1993  1994   \n",
              "1852       6       687      114    6.4  1968   24126    4034  1994   \n",
              "1854       8       636      102    5.0  2342    4804    1885  1994   \n",
              "1855       8       691      159    7.5   925   14377     123  1994   \n",
              "...      ...       ...      ...    ...   ...     ...     ...   ...   \n",
              "6398       7      2239      141    7.4  2001  537832    2145  2015   \n",
              "6194       7      2207      144    7.4   911  396797    1231  2014   \n",
              "4637       7      1615      139    6.2  2334  416842    3541  2007   \n",
              "5293       6      1876      100    7.8  1536  325621     749  2010   \n",
              "4631       7      1619      169    7.1  1181  514191    3844  2007   \n",
              "\n",
              "      grosstotal  countrygrosstotal  Year  \n",
              "6819         NaN                NaN    31  \n",
              "1871         NaN                NaN     8  \n",
              "1852         NaN                NaN     8  \n",
              "1854         NaN                NaN     8  \n",
              "1855         NaN                NaN     8  \n",
              "...          ...                ...   ...  \n",
              "6398         NaN                NaN    29  \n",
              "6194         NaN                NaN    28  \n",
              "4637         NaN                NaN    21  \n",
              "5293         NaN                NaN    24  \n",
              "4631         NaN                NaN    21  \n",
              "\n",
              "[6820 rows x 18 columns]"
            ]
          },
          "execution_count": 199,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f608db58",
      "metadata": {
        "id": "f608db58",
        "outputId": "0d3ac685-b2c4-49cd-d7b9-59ede86c96bf"
      },
      "outputs": [
        {
          "data": {
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              "<div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
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              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1393</td>\n",
              "      <td>16</td>\n",
              "      <td>1918</td>\n",
              "      <td>6</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>1971</td>\n",
              "      <td>8</td>\n",
              "      <td>2398</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>1558</td>\n",
              "      <td>2411</td>\n",
              "      <td>2831</td>\n",
              "      <td>2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1871</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1680</td>\n",
              "      <td>54</td>\n",
              "      <td>2145</td>\n",
              "      <td>4</td>\n",
              "      <td>18137661.0</td>\n",
              "      <td>3332</td>\n",
              "      <td>7</td>\n",
              "      <td>667</td>\n",
              "      <td>110</td>\n",
              "      <td>5.5</td>\n",
              "      <td>1633</td>\n",
              "      <td>9880</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>0.0</td>\n",
              "      <td>2062</td>\n",
              "      <td>54</td>\n",
              "      <td>1564</td>\n",
              "      <td>7</td>\n",
              "      <td>17193886.0</td>\n",
              "      <td>3346</td>\n",
              "      <td>6</td>\n",
              "      <td>687</td>\n",
              "      <td>114</td>\n",
              "      <td>6.4</td>\n",
              "      <td>1968</td>\n",
              "      <td>24126</td>\n",
              "      <td>4034</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1854</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1544</td>\n",
              "      <td>54</td>\n",
              "      <td>645</td>\n",
              "      <td>4</td>\n",
              "      <td>1596700.0</td>\n",
              "      <td>1031</td>\n",
              "      <td>8</td>\n",
              "      <td>636</td>\n",
              "      <td>102</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2342</td>\n",
              "      <td>4804</td>\n",
              "      <td>1885</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1855</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1811</td>\n",
              "      <td>16</td>\n",
              "      <td>1968</td>\n",
              "      <td>3</td>\n",
              "      <td>2017346.0</td>\n",
              "      <td>4026</td>\n",
              "      <td>8</td>\n",
              "      <td>691</td>\n",
              "      <td>159</td>\n",
              "      <td>7.5</td>\n",
              "      <td>925</td>\n",
              "      <td>14377</td>\n",
              "      <td>123</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6398</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>1491</td>\n",
              "      <td>54</td>\n",
              "      <td>1412</td>\n",
              "      <td>0</td>\n",
              "      <td>459005868.0</td>\n",
              "      <td>502</td>\n",
              "      <td>7</td>\n",
              "      <td>2239</td>\n",
              "      <td>141</td>\n",
              "      <td>7.4</td>\n",
              "      <td>2001</td>\n",
              "      <td>537832</td>\n",
              "      <td>2145</td>\n",
              "      <td>2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6194</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>1582</td>\n",
              "      <td>34</td>\n",
              "      <td>2045</td>\n",
              "      <td>1</td>\n",
              "      <td>255119788.0</td>\n",
              "      <td>5420</td>\n",
              "      <td>7</td>\n",
              "      <td>2207</td>\n",
              "      <td>144</td>\n",
              "      <td>7.4</td>\n",
              "      <td>911</td>\n",
              "      <td>396797</td>\n",
              "      <td>1231</td>\n",
              "      <td>2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4637</th>\n",
              "      <td>258000000.0</td>\n",
              "      <td>664</td>\n",
              "      <td>54</td>\n",
              "      <td>2317</td>\n",
              "      <td>0</td>\n",
              "      <td>336530303.0</td>\n",
              "      <td>4632</td>\n",
              "      <td>7</td>\n",
              "      <td>1615</td>\n",
              "      <td>139</td>\n",
              "      <td>6.2</td>\n",
              "      <td>2334</td>\n",
              "      <td>416842</td>\n",
              "      <td>3541</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5293</th>\n",
              "      <td>260000000.0</td>\n",
              "      <td>2119</td>\n",
              "      <td>54</td>\n",
              "      <td>1882</td>\n",
              "      <td>2</td>\n",
              "      <td>200821936.0</td>\n",
              "      <td>4877</td>\n",
              "      <td>6</td>\n",
              "      <td>1876</td>\n",
              "      <td>100</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1536</td>\n",
              "      <td>325621</td>\n",
              "      <td>749</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4631</th>\n",
              "      <td>300000000.0</td>\n",
              "      <td>2122</td>\n",
              "      <td>54</td>\n",
              "      <td>914</td>\n",
              "      <td>0</td>\n",
              "      <td>309420425.0</td>\n",
              "      <td>3890</td>\n",
              "      <td>7</td>\n",
              "      <td>1619</td>\n",
              "      <td>169</td>\n",
              "      <td>7.1</td>\n",
              "      <td>1181</td>\n",
              "      <td>514191</td>\n",
              "      <td>3844</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 18 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget  company  country  director  genre        gross  name  \\\n",
              "6819          0.0     1393       16      1918      6      37757.0  1971   \n",
              "1871          0.0     1680       54      2145      4   18137661.0  3332   \n",
              "1852          0.0     2062       54      1564      7   17193886.0  3346   \n",
              "1854          0.0     1544       54       645      4    1596700.0  1031   \n",
              "1855          0.0     1811       16      1968      3    2017346.0  4026   \n",
              "...           ...      ...      ...       ...    ...          ...   ...   \n",
              "6398  250000000.0     1491       54      1412      0  459005868.0   502   \n",
              "6194  250000000.0     1582       34      2045      1  255119788.0  5420   \n",
              "4637  258000000.0      664       54      2317      0  336530303.0  4632   \n",
              "5293  260000000.0     2119       54      1882      2  200821936.0  4877   \n",
              "4631  300000000.0     2122       54       914      0  309420425.0  3890   \n",
              "\n",
              "      rating  released  runtime  score  star   votes  writer  year  \\\n",
              "6819       8      2398      120    6.7  1558    2411    2831  2016   \n",
              "1871       7       667      110    5.5  1633    9880    1993  1994   \n",
              "1852       6       687      114    6.4  1968   24126    4034  1994   \n",
              "1854       8       636      102    5.0  2342    4804    1885  1994   \n",
              "1855       8       691      159    7.5   925   14377     123  1994   \n",
              "...      ...       ...      ...    ...   ...     ...     ...   ...   \n",
              "6398       7      2239      141    7.4  2001  537832    2145  2015   \n",
              "6194       7      2207      144    7.4   911  396797    1231  2014   \n",
              "4637       7      1615      139    6.2  2334  416842    3541  2007   \n",
              "5293       6      1876      100    7.8  1536  325621     749  2010   \n",
              "4631       7      1619      169    7.1  1181  514191    3844  2007   \n",
              "\n",
              "      grosstotal  countrygrosstotal  Year  \n",
              "6819         NaN                NaN    31  \n",
              "1871         NaN                NaN     8  \n",
              "1852         NaN                NaN     8  \n",
              "1854         NaN                NaN     8  \n",
              "1855         NaN                NaN     8  \n",
              "...          ...                ...   ...  \n",
              "6398         NaN                NaN    29  \n",
              "6194         NaN                NaN    28  \n",
              "4637         NaN                NaN    21  \n",
              "5293         NaN                NaN    24  \n",
              "4631         NaN                NaN    21  \n",
              "\n",
              "[6820 rows x 18 columns]"
            ]
          },
          "execution_count": 200,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Convert categorical columns to numerical values for correlation analysis\n",
        "df_numerized = df\n",
        "\n",
        "\n",
        "for col_name in df_numerized.columns:\n",
        "    if(df_numerized[col_name].dtype == 'object'):\n",
        "        df_numerized[col_name]= df_numerized[col_name].astype('category')\n",
        "        df_numerized[col_name] = df_numerized[col_name].cat.codes\n",
        "\n",
        "df_numerized"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1d00d09c",
      "metadata": {
        "id": "1d00d09c",
        "outputId": "a8c816e4-8cba-42f3-9d91-c23569c5dc3e"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>budget</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.187205</td>\n",
              "      <td>0.137635</td>\n",
              "      <td>0.011602</td>\n",
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              "      <td>-0.015611</td>\n",
              "      <td>0.291009</td>\n",
              "      <td>-0.068548</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.274820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>company</th>\n",
              "      <td>0.187205</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.107950</td>\n",
              "      <td>0.004320</td>\n",
              "      <td>-0.068330</td>\n",
              "      <td>0.187220</td>\n",
              "      <td>0.018098</td>\n",
              "      <td>-0.062250</td>\n",
              "      <td>0.027898</td>\n",
              "      <td>0.033058</td>\n",
              "      <td>-0.010426</td>\n",
              "      <td>-0.003160</td>\n",
              "      <td>0.138662</td>\n",
              "      <td>-0.004032</td>\n",
              "      <td>0.036272</td>\n",
              "      <td>-0.107676</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.028012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>country</th>\n",
              "      <td>0.137635</td>\n",
              "      <td>0.107950</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.003699</td>\n",
              "      <td>-0.042793</td>\n",
              "      <td>0.149988</td>\n",
              "      <td>0.025020</td>\n",
              "      <td>0.057979</td>\n",
              "      <td>-0.062609</td>\n",
              "      <td>-0.081796</td>\n",
              "      <td>-0.174414</td>\n",
              "      <td>-0.014569</td>\n",
              "      <td>0.078657</td>\n",
              "      <td>0.024982</td>\n",
              "      <td>-0.045204</td>\n",
              "      <td>-0.226889</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.062707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>director</th>\n",
              "      <td>0.011602</td>\n",
              "      <td>0.004320</td>\n",
              "      <td>0.003699</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.027669</td>\n",
              "      <td>-0.011429</td>\n",
              "      <td>0.001906</td>\n",
              "      <td>0.021926</td>\n",
              "      <td>0.001440</td>\n",
              "      <td>0.026779</td>\n",
              "      <td>0.017130</td>\n",
              "      <td>0.039813</td>\n",
              "      <td>0.000639</td>\n",
              "      <td>0.298997</td>\n",
              "      <td>-0.000087</td>\n",
              "      <td>-0.164934</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.001823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>genre</th>\n",
              "      <td>-0.346794</td>\n",
              "      <td>-0.068330</td>\n",
              "      <td>-0.042793</td>\n",
              "      <td>-0.027669</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.242676</td>\n",
              "      <td>0.018062</td>\n",
              "      <td>0.100960</td>\n",
              "      <td>-0.039179</td>\n",
              "      <td>-0.041357</td>\n",
              "      <td>0.056234</td>\n",
              "      <td>0.008140</td>\n",
              "      <td>-0.150519</td>\n",
              "      <td>-0.000608</td>\n",
              "      <td>-0.046259</td>\n",
              "      <td>-0.095361</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.039014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gross</th>\n",
              "      <td>0.712196</td>\n",
              "      <td>0.187220</td>\n",
              "      <td>0.149988</td>\n",
              "      <td>-0.011429</td>\n",
              "      <td>-0.242676</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.022768</td>\n",
              "      <td>-0.135538</td>\n",
              "      <td>0.178564</td>\n",
              "      <td>0.224579</td>\n",
              "      <td>0.165693</td>\n",
              "      <td>0.008381</td>\n",
              "      <td>0.662457</td>\n",
              "      <td>-0.009455</td>\n",
              "      <td>0.191548</td>\n",
              "      <td>-0.100710</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.176879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <td>0.028712</td>\n",
              "      <td>0.018098</td>\n",
              "      <td>0.025020</td>\n",
              "      <td>0.001906</td>\n",
              "      <td>0.018062</td>\n",
              "      <td>0.022768</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.001289</td>\n",
              "      <td>0.024120</td>\n",
              "      <td>0.013942</td>\n",
              "      <td>0.023342</td>\n",
              "      <td>-0.001910</td>\n",
              "      <td>0.023665</td>\n",
              "      <td>0.009821</td>\n",
              "      <td>0.024624</td>\n",
              "      <td>-0.081830</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.023411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rating</th>\n",
              "      <td>-0.119660</td>\n",
              "      <td>-0.062250</td>\n",
              "      <td>0.057979</td>\n",
              "      <td>0.021926</td>\n",
              "      <td>0.100960</td>\n",
              "      <td>-0.135538</td>\n",
              "      <td>0.001289</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.016696</td>\n",
              "      <td>0.079542</td>\n",
              "      <td>0.019271</td>\n",
              "      <td>0.007891</td>\n",
              "      <td>0.011678</td>\n",
              "      <td>0.010741</td>\n",
              "      <td>0.016221</td>\n",
              "      <td>-0.211311</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.017438</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>released</th>\n",
              "      <td>0.276635</td>\n",
              "      <td>0.027898</td>\n",
              "      <td>-0.062609</td>\n",
              "      <td>0.001440</td>\n",
              "      <td>-0.039179</td>\n",
              "      <td>0.178564</td>\n",
              "      <td>0.024120</td>\n",
              "      <td>0.016696</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.091102</td>\n",
              "      <td>0.119577</td>\n",
              "      <td>-0.025506</td>\n",
              "      <td>0.221736</td>\n",
              "      <td>-0.004634</td>\n",
              "      <td>0.996187</td>\n",
              "      <td>0.007605</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.999389</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>runtime</th>\n",
              "      <td>0.268226</td>\n",
              "      <td>0.033058</td>\n",
              "      <td>-0.081796</td>\n",
              "      <td>0.026779</td>\n",
              "      <td>-0.041357</td>\n",
              "      <td>0.224579</td>\n",
              "      <td>0.013942</td>\n",
              "      <td>0.079542</td>\n",
              "      <td>0.091102</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.395343</td>\n",
              "      <td>0.016019</td>\n",
              "      <td>0.317399</td>\n",
              "      <td>0.000759</td>\n",
              "      <td>0.087639</td>\n",
              "      <td>-0.030870</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.088342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>score</th>\n",
              "      <td>0.042145</td>\n",
              "      <td>-0.010426</td>\n",
              "      <td>-0.174414</td>\n",
              "      <td>0.017130</td>\n",
              "      <td>0.056234</td>\n",
              "      <td>0.165693</td>\n",
              "      <td>0.023342</td>\n",
              "      <td>0.019271</td>\n",
              "      <td>0.119577</td>\n",
              "      <td>0.395343</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.009483</td>\n",
              "      <td>0.393607</td>\n",
              "      <td>0.012223</td>\n",
              "      <td>0.105276</td>\n",
              "      <td>-0.024837</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.117679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>star</th>\n",
              "      <td>-0.015062</td>\n",
              "      <td>-0.003160</td>\n",
              "      <td>-0.014569</td>\n",
              "      <td>0.039813</td>\n",
              "      <td>0.008140</td>\n",
              "      <td>0.008381</td>\n",
              "      <td>-0.001910</td>\n",
              "      <td>0.007891</td>\n",
              "      <td>-0.025506</td>\n",
              "      <td>0.016019</td>\n",
              "      <td>0.009483</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.011920</td>\n",
              "      <td>0.035378</td>\n",
              "      <td>-0.026682</td>\n",
              "      <td>-0.090653</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.026052</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>votes</th>\n",
              "      <td>0.503924</td>\n",
              "      <td>0.138662</td>\n",
              "      <td>0.078657</td>\n",
              "      <td>0.000639</td>\n",
              "      <td>-0.150519</td>\n",
              "      <td>0.662457</td>\n",
              "      <td>0.023665</td>\n",
              "      <td>0.011678</td>\n",
              "      <td>0.221736</td>\n",
              "      <td>0.317399</td>\n",
              "      <td>0.393607</td>\n",
              "      <td>-0.011920</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.001154</td>\n",
              "      <td>0.229304</td>\n",
              "      <td>-0.102906</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.220797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>writer</th>\n",
              "      <td>-0.015611</td>\n",
              "      <td>-0.004032</td>\n",
              "      <td>0.024982</td>\n",
              "      <td>0.298997</td>\n",
              "      <td>-0.000608</td>\n",
              "      <td>-0.009455</td>\n",
              "      <td>0.009821</td>\n",
              "      <td>0.010741</td>\n",
              "      <td>-0.004634</td>\n",
              "      <td>0.000759</td>\n",
              "      <td>0.012223</td>\n",
              "      <td>0.035378</td>\n",
              "      <td>0.001154</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.005664</td>\n",
              "      <td>0.098230</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.004546</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>year</th>\n",
              "      <td>0.291009</td>\n",
              "      <td>0.036272</td>\n",
              "      <td>-0.045204</td>\n",
              "      <td>-0.000087</td>\n",
              "      <td>-0.046259</td>\n",
              "      <td>0.191548</td>\n",
              "      <td>0.024624</td>\n",
              "      <td>0.016221</td>\n",
              "      <td>0.996187</td>\n",
              "      <td>0.087639</td>\n",
              "      <td>0.105276</td>\n",
              "      <td>-0.026682</td>\n",
              "      <td>0.229304</td>\n",
              "      <td>-0.005664</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.015165</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.996229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>grosstotal</th>\n",
              "      <td>-0.068548</td>\n",
              "      <td>-0.107676</td>\n",
              "      <td>-0.226889</td>\n",
              "      <td>-0.164934</td>\n",
              "      <td>-0.095361</td>\n",
              "      <td>-0.100710</td>\n",
              "      <td>-0.081830</td>\n",
              "      <td>-0.211311</td>\n",
              "      <td>0.007605</td>\n",
              "      <td>-0.030870</td>\n",
              "      <td>-0.024837</td>\n",
              "      <td>-0.090653</td>\n",
              "      <td>-0.102906</td>\n",
              "      <td>0.098230</td>\n",
              "      <td>0.015165</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.014490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <td>0.274820</td>\n",
              "      <td>0.028012</td>\n",
              "      <td>-0.062707</td>\n",
              "      <td>0.001823</td>\n",
              "      <td>-0.039014</td>\n",
              "      <td>0.176879</td>\n",
              "      <td>0.023411</td>\n",
              "      <td>0.017438</td>\n",
              "      <td>0.999389</td>\n",
              "      <td>0.088342</td>\n",
              "      <td>0.117679</td>\n",
              "      <td>-0.026052</td>\n",
              "      <td>0.220797</td>\n",
              "      <td>-0.004546</td>\n",
              "      <td>0.996229</td>\n",
              "      <td>0.014490</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     budget   company   country  director     genre     gross  \\\n",
              "budget             1.000000  0.187205  0.137635  0.011602 -0.346794  0.712196   \n",
              "company            0.187205  1.000000  0.107950  0.004320 -0.068330  0.187220   \n",
              "country            0.137635  0.107950  1.000000  0.003699 -0.042793  0.149988   \n",
              "director           0.011602  0.004320  0.003699  1.000000 -0.027669 -0.011429   \n",
              "genre             -0.346794 -0.068330 -0.042793 -0.027669  1.000000 -0.242676   \n",
              "gross              0.712196  0.187220  0.149988 -0.011429 -0.242676  1.000000   \n",
              "name               0.028712  0.018098  0.025020  0.001906  0.018062  0.022768   \n",
              "rating            -0.119660 -0.062250  0.057979  0.021926  0.100960 -0.135538   \n",
              "released           0.276635  0.027898 -0.062609  0.001440 -0.039179  0.178564   \n",
              "runtime            0.268226  0.033058 -0.081796  0.026779 -0.041357  0.224579   \n",
              "score              0.042145 -0.010426 -0.174414  0.017130  0.056234  0.165693   \n",
              "star              -0.015062 -0.003160 -0.014569  0.039813  0.008140  0.008381   \n",
              "votes              0.503924  0.138662  0.078657  0.000639 -0.150519  0.662457   \n",
              "writer            -0.015611 -0.004032  0.024982  0.298997 -0.000608 -0.009455   \n",
              "year               0.291009  0.036272 -0.045204 -0.000087 -0.046259  0.191548   \n",
              "grosstotal        -0.068548 -0.107676 -0.226889 -0.164934 -0.095361 -0.100710   \n",
              "countrygrosstotal       NaN       NaN       NaN       NaN       NaN       NaN   \n",
              "Year               0.274820  0.028012 -0.062707  0.001823 -0.039014  0.176879   \n",
              "\n",
              "                       name    rating  released   runtime     score      star  \\\n",
              "budget             0.028712 -0.119660  0.276635  0.268226  0.042145 -0.015062   \n",
              "company            0.018098 -0.062250  0.027898  0.033058 -0.010426 -0.003160   \n",
              "country            0.025020  0.057979 -0.062609 -0.081796 -0.174414 -0.014569   \n",
              "director           0.001906  0.021926  0.001440  0.026779  0.017130  0.039813   \n",
              "genre              0.018062  0.100960 -0.039179 -0.041357  0.056234  0.008140   \n",
              "gross              0.022768 -0.135538  0.178564  0.224579  0.165693  0.008381   \n",
              "name               1.000000  0.001289  0.024120  0.013942  0.023342 -0.001910   \n",
              "rating             0.001289  1.000000  0.016696  0.079542  0.019271  0.007891   \n",
              "released           0.024120  0.016696  1.000000  0.091102  0.119577 -0.025506   \n",
              "runtime            0.013942  0.079542  0.091102  1.000000  0.395343  0.016019   \n",
              "score              0.023342  0.019271  0.119577  0.395343  1.000000  0.009483   \n",
              "star              -0.001910  0.007891 -0.025506  0.016019  0.009483  1.000000   \n",
              "votes              0.023665  0.011678  0.221736  0.317399  0.393607 -0.011920   \n",
              "writer             0.009821  0.010741 -0.004634  0.000759  0.012223  0.035378   \n",
              "year               0.024624  0.016221  0.996187  0.087639  0.105276 -0.026682   \n",
              "grosstotal        -0.081830 -0.211311  0.007605 -0.030870 -0.024837 -0.090653   \n",
              "countrygrosstotal       NaN       NaN       NaN       NaN       NaN       NaN   \n",
              "Year               0.023411  0.017438  0.999389  0.088342  0.117679 -0.026052   \n",
              "\n",
              "                      votes    writer      year  grosstotal  \\\n",
              "budget             0.503924 -0.015611  0.291009   -0.068548   \n",
              "company            0.138662 -0.004032  0.036272   -0.107676   \n",
              "country            0.078657  0.024982 -0.045204   -0.226889   \n",
              "director           0.000639  0.298997 -0.000087   -0.164934   \n",
              "genre             -0.150519 -0.000608 -0.046259   -0.095361   \n",
              "gross              0.662457 -0.009455  0.191548   -0.100710   \n",
              "name               0.023665  0.009821  0.024624   -0.081830   \n",
              "rating             0.011678  0.010741  0.016221   -0.211311   \n",
              "released           0.221736 -0.004634  0.996187    0.007605   \n",
              "runtime            0.317399  0.000759  0.087639   -0.030870   \n",
              "score              0.393607  0.012223  0.105276   -0.024837   \n",
              "star              -0.011920  0.035378 -0.026682   -0.090653   \n",
              "votes              1.000000  0.001154  0.229304   -0.102906   \n",
              "writer             0.001154  1.000000 -0.005664    0.098230   \n",
              "year               0.229304 -0.005664  1.000000    0.015165   \n",
              "grosstotal        -0.102906  0.098230  0.015165    1.000000   \n",
              "countrygrosstotal       NaN       NaN       NaN         NaN   \n",
              "Year               0.220797 -0.004546  0.996229    0.014490   \n",
              "\n",
              "                   countrygrosstotal      Year  \n",
              "budget                           NaN  0.274820  \n",
              "company                          NaN  0.028012  \n",
              "country                          NaN -0.062707  \n",
              "director                         NaN  0.001823  \n",
              "genre                            NaN -0.039014  \n",
              "gross                            NaN  0.176879  \n",
              "name                             NaN  0.023411  \n",
              "rating                           NaN  0.017438  \n",
              "released                         NaN  0.999389  \n",
              "runtime                          NaN  0.088342  \n",
              "score                            NaN  0.117679  \n",
              "star                             NaN -0.026052  \n",
              "votes                            NaN  0.220797  \n",
              "writer                           NaN -0.004546  \n",
              "year                             NaN  0.996229  \n",
              "grosstotal                       NaN  0.014490  \n",
              "countrygrosstotal                NaN       NaN  \n",
              "Year                             NaN  1.000000  "
            ]
          },
          "execution_count": 204,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_numerized.corr(method='pearson')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "af19ff4d",
      "metadata": {
        "id": "af19ff4d",
        "outputId": "128e5063-cef9-4b53-ed7f-01c3f05d2eb6"
      },
      "outputs": [
        {
          "data": {
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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "correlation_matrix = df_numerized.corr(method='pearson')\n",
        "\n",
        "sns.heatmap(correlation_matrix, annot = True)\n",
        "\n",
        "plt.title(\"Correlation matrix for Movies\")\n",
        "\n",
        "plt.xlabel(\"Movie features\")\n",
        "\n",
        "plt.ylabel(\"Movie features\")\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5b64f294",
      "metadata": {
        "id": "5b64f294"
      },
      "outputs": [],
      "source": [
        "for col_name in df.columns:\n",
        "    if(df[col_name].dtype == 'object'):\n",
        "        df[col_name]= df[col_name].astype('category')\n",
        "        df[col_name] = df[col_name].cat.codes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "edc7292f",
      "metadata": {
        "id": "edc7292f",
        "outputId": "b942c734-5cfa-4256-cb58-7fea26b6b4ec"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>company</th>\n",
              "      <th>country</th>\n",
              "      <th>director</th>\n",
              "      <th>genre</th>\n",
              "      <th>gross</th>\n",
              "      <th>name</th>\n",
              "      <th>rating</th>\n",
              "      <th>released</th>\n",
              "      <th>runtime</th>\n",
              "      <th>score</th>\n",
              "      <th>star</th>\n",
              "      <th>votes</th>\n",
              "      <th>writer</th>\n",
              "      <th>year</th>\n",
              "      <th>grosstotal</th>\n",
              "      <th>countrygrosstotal</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6819</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Les Productions du Tr�sor</td>\n",
              "      <td>France</td>\n",
              "      <td>Nicole Garcia</td>\n",
              "      <td>Drama</td>\n",
              "      <td>37757.0</td>\n",
              "      <td>From the Land of the Moon</td>\n",
              "      <td>R</td>\n",
              "      <td>2017-07-28</td>\n",
              "      <td>120</td>\n",
              "      <td>6.7</td>\n",
              "      <td>Marion Cotillard</td>\n",
              "      <td>2411</td>\n",
              "      <td>Milena Agus</td>\n",
              "      <td>2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2017</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1871</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Paramount Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Richard Benjamin</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>18137661.0</td>\n",
              "      <td>Milk Money</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>1994-08-31</td>\n",
              "      <td>110</td>\n",
              "      <td>5.5</td>\n",
              "      <td>Melanie Griffith</td>\n",
              "      <td>9880</td>\n",
              "      <td>John Mattson</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Twentieth Century Fox Film Corporation</td>\n",
              "      <td>USA</td>\n",
              "      <td>Les Mayfield</td>\n",
              "      <td>Family</td>\n",
              "      <td>17193886.0</td>\n",
              "      <td>Miracle on 34th Street</td>\n",
              "      <td>PG</td>\n",
              "      <td>1994-11-18</td>\n",
              "      <td>114</td>\n",
              "      <td>6.4</td>\n",
              "      <td>Richard Attenborough</td>\n",
              "      <td>24126</td>\n",
              "      <td>Valentine Davies</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1854</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Morgan Creek Productions</td>\n",
              "      <td>USA</td>\n",
              "      <td>Dennis Hopper</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>1596700.0</td>\n",
              "      <td>Chasers</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-04-22</td>\n",
              "      <td>102</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Tom Berenger</td>\n",
              "      <td>4804</td>\n",
              "      <td>Joe Batteer</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1855</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Renn Productions</td>\n",
              "      <td>France</td>\n",
              "      <td>Patrice Ch�reau</td>\n",
              "      <td>Biography</td>\n",
              "      <td>2017346.0</td>\n",
              "      <td>Queen Margot</td>\n",
              "      <td>R</td>\n",
              "      <td>1994-12-09</td>\n",
              "      <td>159</td>\n",
              "      <td>7.5</td>\n",
              "      <td>Isabelle Adjani</td>\n",
              "      <td>14377</td>\n",
              "      <td>Alexandre Dumas</td>\n",
              "      <td>1994</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6398</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>Marvel Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>Action</td>\n",
              "      <td>459005868.0</td>\n",
              "      <td>Avengers: Age of Ultron</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2015-05-01</td>\n",
              "      <td>141</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Robert Downey Jr.</td>\n",
              "      <td>537832</td>\n",
              "      <td>Joss Whedon</td>\n",
              "      <td>2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6194</th>\n",
              "      <td>250000000.0</td>\n",
              "      <td>New Line Cinema</td>\n",
              "      <td>New Zealand</td>\n",
              "      <td>Peter Jackson</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>255119788.0</td>\n",
              "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2014-12-17</td>\n",
              "      <td>144</td>\n",
              "      <td>7.4</td>\n",
              "      <td>Ian McKellen</td>\n",
              "      <td>396797</td>\n",
              "      <td>Fran Walsh</td>\n",
              "      <td>2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4637</th>\n",
              "      <td>258000000.0</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>Action</td>\n",
              "      <td>336530303.0</td>\n",
              "      <td>Spider-Man 3</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-04</td>\n",
              "      <td>139</td>\n",
              "      <td>6.2</td>\n",
              "      <td>Tobey Maguire</td>\n",
              "      <td>416842</td>\n",
              "      <td>Sam Raimi</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5293</th>\n",
              "      <td>260000000.0</td>\n",
              "      <td>Walt Disney Animation Studios</td>\n",
              "      <td>USA</td>\n",
              "      <td>Nathan Greno</td>\n",
              "      <td>Animation</td>\n",
              "      <td>200821936.0</td>\n",
              "      <td>Tangled</td>\n",
              "      <td>PG</td>\n",
              "      <td>2010-11-24</td>\n",
              "      <td>100</td>\n",
              "      <td>7.8</td>\n",
              "      <td>Mandy Moore</td>\n",
              "      <td>325621</td>\n",
              "      <td>Dan Fogelman</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4631</th>\n",
              "      <td>300000000.0</td>\n",
              "      <td>Walt Disney Pictures</td>\n",
              "      <td>USA</td>\n",
              "      <td>Gore Verbinski</td>\n",
              "      <td>Action</td>\n",
              "      <td>309420425.0</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>2007-05-25</td>\n",
              "      <td>169</td>\n",
              "      <td>7.1</td>\n",
              "      <td>Johnny Depp</td>\n",
              "      <td>514191</td>\n",
              "      <td>Ted Elliott</td>\n",
              "      <td>2007</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6820 rows × 18 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           budget                                 company      country  \\\n",
              "6819          0.0               Les Productions du Tr�sor       France   \n",
              "1871          0.0                      Paramount Pictures          USA   \n",
              "1852          0.0  Twentieth Century Fox Film Corporation          USA   \n",
              "1854          0.0                Morgan Creek Productions          USA   \n",
              "1855          0.0                        Renn Productions       France   \n",
              "...           ...                                     ...          ...   \n",
              "6398  250000000.0                          Marvel Studios          USA   \n",
              "6194  250000000.0                         New Line Cinema  New Zealand   \n",
              "4637  258000000.0                       Columbia Pictures          USA   \n",
              "5293  260000000.0           Walt Disney Animation Studios          USA   \n",
              "4631  300000000.0                    Walt Disney Pictures          USA   \n",
              "\n",
              "              director      genre        gross  \\\n",
              "6819     Nicole Garcia      Drama      37757.0   \n",
              "1871  Richard Benjamin     Comedy   18137661.0   \n",
              "1852      Les Mayfield     Family   17193886.0   \n",
              "1854     Dennis Hopper     Comedy    1596700.0   \n",
              "1855   Patrice Ch�reau  Biography    2017346.0   \n",
              "...                ...        ...          ...   \n",
              "6398       Joss Whedon     Action  459005868.0   \n",
              "6194     Peter Jackson  Adventure  255119788.0   \n",
              "4637         Sam Raimi     Action  336530303.0   \n",
              "5293      Nathan Greno  Animation  200821936.0   \n",
              "4631    Gore Verbinski     Action  309420425.0   \n",
              "\n",
              "                                           name rating    released  runtime  \\\n",
              "6819                  From the Land of the Moon      R  2017-07-28      120   \n",
              "1871                                 Milk Money  PG-13  1994-08-31      110   \n",
              "1852                     Miracle on 34th Street     PG  1994-11-18      114   \n",
              "1854                                    Chasers      R  1994-04-22      102   \n",
              "1855                               Queen Margot      R  1994-12-09      159   \n",
              "...                                         ...    ...         ...      ...   \n",
              "6398                    Avengers: Age of Ultron  PG-13  2015-05-01      141   \n",
              "6194  The Hobbit: The Battle of the Five Armies  PG-13  2014-12-17      144   \n",
              "4637                               Spider-Man 3  PG-13  2007-05-04      139   \n",
              "5293                                    Tangled     PG  2010-11-24      100   \n",
              "4631   Pirates of the Caribbean: At World's End  PG-13  2007-05-25      169   \n",
              "\n",
              "      score                  star   votes            writer  year  grosstotal  \\\n",
              "6819    6.7      Marion Cotillard    2411       Milena Agus  2016         NaN   \n",
              "1871    5.5      Melanie Griffith    9880      John Mattson  1994         NaN   \n",
              "1852    6.4  Richard Attenborough   24126  Valentine Davies  1994         NaN   \n",
              "1854    5.0          Tom Berenger    4804       Joe Batteer  1994         NaN   \n",
              "1855    7.5       Isabelle Adjani   14377   Alexandre Dumas  1994         NaN   \n",
              "...     ...                   ...     ...               ...   ...         ...   \n",
              "6398    7.4     Robert Downey Jr.  537832       Joss Whedon  2015         NaN   \n",
              "6194    7.4          Ian McKellen  396797        Fran Walsh  2014         NaN   \n",
              "4637    6.2         Tobey Maguire  416842         Sam Raimi  2007         NaN   \n",
              "5293    7.8           Mandy Moore  325621      Dan Fogelman  2010         NaN   \n",
              "4631    7.1           Johnny Depp  514191       Ted Elliott  2007         NaN   \n",
              "\n",
              "      countrygrosstotal  Year  \n",
              "6819                NaN  2017  \n",
              "1871                NaN  1994  \n",
              "1852                NaN  1994  \n",
              "1854                NaN  1994  \n",
              "1855                NaN  1994  \n",
              "...                 ...   ...  \n",
              "6398                NaN  2015  \n",
              "6194                NaN  2014  \n",
              "4637                NaN  2007  \n",
              "5293                NaN  2010  \n",
              "4631                NaN  2007  \n",
              "\n",
              "[6820 rows x 18 columns]"
            ]
          },
          "execution_count": 194,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "df[cat_columns] = df[cat_columns].apply(lambda x: x.cat.codes)\n",
        "\n",
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "aa713132",
      "metadata": {
        "id": "aa713132",
        "outputId": "94e4a9b4-23a7-4c80-f5a6-21860bbe0160"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 95.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 88.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 81.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 40.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 88.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 96.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 85.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "C:\\Users\\alexf\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 59.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='rating', ylabel='gross'>"
            ]
          },
          "execution_count": 178,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Create swarm and strip plots to visualize the relationship between 'rating' and 'gross'\n",
        "sns.swarmplot(x=\"rating\", y=\"gross\", data=df)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a3393341",
      "metadata": {
        "id": "a3393341",
        "outputId": "7a0c2e3e-ca7c-414c-9f97-7f26bee6ffab"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='rating', ylabel='gross'>"
            ]
          },
          "execution_count": 177,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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0z5lZMFLW2t/P0ETknHzhdlLDx8a2HX89jj9SxkQiIiIiOfQoG2N+Z4y5LvPndwDfBL5hjPnHYoWT+aF+3UtxAo3pDcdPw4aX4/jD5Q0lIiIi814uPcoXA3/M/PmvgRuAQeAu4MOFjSXzSbBlA+1PvJVE3x4CDcvxhdsBSI2cZPjgbbjRk4QXX0fd8qeVOamIiIjMJ7kUyj7AM8asAxxr7Q4AY0xbUZLJvOL46wi1XzK27Xkp+h5+P+5IFwCJ048AqFgWERGRksllerg/AP8N/AfwPYBM0dxdhFwyzyUHDowVyaNiJ+4qUxoRERGZj3IplF8B9AKPAO/L7NsEfLKgiUQAf7gdHP+Efb7IojKlERERkfnI8Tyv3Bmm43V2atG/+Wz44HfT8yt7KXyRZbRc/l78kcXljiUiIiI1pKOjA8DJdmzWhbIxJgi8C3gZ0EF66eqvAh+y1sYLknQiFcqCGztNKnaaQNManEk9zCIiIiJzNVOhnMvNfP8GXAO8BjgErALeDTQDb55bRJkrJzaIb6SPVEsHOFlf66rkC7ePzYIhIiIiUkq5FMovAC6z1vZktncZYx4CtqJCuazqdv+a+q3fwXGTJJuXMXD9m3DrNRmJiIiIyFzkcjPfdN2UtdN9WYWcaD/1W2/DcZMABPq7iDz24zKnEhEREal+ufQofxv4kTHm/cBh0kMv3gXYYgST2fENn8ZxUxP2+QdPlSmNiIiISO3IpUf574FfAZ8CHgT+C/gN8I4i5JJZSrWeR6ph4YR9sRWXlymNiIiISO2YVY+yMcYPfBZ4tbX2PcWNJDnx+ei/4U3Ub/sR/jOH8YIRHNeFVAL8wXKnExEREalas+pRttamgD8B3OLGkXy4jYtJLFxPoL+LYM9+GrZ8i8Y/fr7csURERESqWi5DLz4OvN8YEypWGMlf3b7fTdgOHX0YJzpQpjQiIiIi1S+Xm/neACwF3mKMOQV4pGe88Ky15xUjnMyeF4xM3OHzgz+Xl1dERERExsulknpp0VLInA1fdAvNd/43TioBwMgFN08tnkVERERk1nJZwvoD0xyKAUeBn1lrTxQqGFrCOmfOSC/BEztJtXSQaquuTn4vOcLI4R+RHDxIaMHlhDueilNDKwyKiIhIZZppCetcxiifT3oquBuB9Zn/vwO4HHgtsN8Y84w5JZU58SKtxFdfW3VFMkD/to8xfOCbxE/9kcGdn2bk0HfKHUlERETmuVwKZR/wImvtk6y1f2GtfRJggJS19lrgb4F/KUZIqW1uYoBEz4MT9sW6fjfN2SIiIiKlkUuh/HTgh5P2/Ri4OfPnrwHrChFK5hfHF8LxTxxP7YRaypRGREREJC2XQnkf6SEW470msx9gITBUiFAyvzj+MPXrXsroj6Pjj9Cw7iXlDSUiIiLzXi6zXrwK+K4x5h3AMWA5kAKelzm+EXh3YePJTALd+6jb8xs8X4Do+TeRals54bgTGwDHhxdqKFPC2YusvJnQoqtIDR4h0LoRX6DyM4uIiEhtm/WsFwDGmCBwLdABdAH3WGsTRcqmWS9m4O89RssvP4TjJgHwAmHOPPOf8SKt4KZouP8rhA/9EXCIrr+R4SteWNa8IiIiIpVoplkvclqRIlMU31mATDJHoSMPjBXJAE4yRujoFmIbbiB0+AHqDt6TOeIR2fNrEh2XkFh6YXnCioiIiFShXMYoSwVxI1Nvdhvd5++f2hPv7+8qeiYRERGRWqJCuUrFVj+exIK1Y9vxZReT6LgUgMSySyac6zk+4ksvKmk+yS4W7+bIka9x8OBnGRrad+4GIiIiUjY5jVEuMY1RPhfPI9CzH88XINW+asKh0KF7iez+NZ7jZ+TCm8eKaCmfVGqErY+8gUSiBwDHCXLRhf9KQ8OaMicTERGZvwo2RlkqjOOQXHh26monOpCe4cLnI77qccRXPa6M4WSy3t4Hx4pkAM9L0N39GxXKIiIiFUqFcpUKHbibyPbbAYeR9TcQOfRHAmcOkYq0MnTNK3TjXgXy+6dOeefXNHgiIiIVS2OUq1Cw8xEa7/sSgcGTBAZP0LjlWwTOHALAP9JL471fBDdV5pQyWUvLZTQ3Xza2HQ4vYcnip5cxkYiIiMykpD3Kxhg/8ABwzFp7Symfu5bU7frFhIE0kwfV+KJ9OEM9BAaO40ZaSbWdV8p4Mg3H8bFp43vpH3iUVGqE1pbL8flC5Y4lIiIi0yj10Iu/A3YAzSV+3priRtpmPO4Brb/6CL54ekXx6NonMXT1y0qQLD+JM9uJnbwLX3gBdSueXtOr8jmOQ0uzbqwUERGpBiUbemGMWQE8C/hcqZ6zVg1f9nxmmqvEgbEiGaBu/534KnQe5Xj3g/Q99G6iR3/K8L6v0f/wB8odSURERAQo7RjlTwB/D7glfM6a5AUj2ecwmYEvNnTuk8ogeuwXMK7sT/bvIdmv+YVFRESk/Eoy9MIYcwtw0lr7oDHmhhnOezXwagBrLQsXLixFvKrkrdwMR7ac3dG2Anoz806v3AyHH5pwrGXj1Tg+fwkTzk68oY1498R97Ys6CDXptRcREZHyKsmCI8aYjwAvA5JAHekxyt+11r50hmZacGQGTmyQ+kd/QODMIRKLNzF80S04qTjg4IUbCB5/jNCh+3AjrUTPvwmvrjKHhScHD9H34Lvwkuke7/CyG2m68A1lTiUiIiLzxUwLjpR8Zb5Mj/LbZjHrhQrlecJNDBDveQh/eBHBNs3/LCIiIqWjlfmkovmCTdQtvb7cMUREREQmKHmPcg7UoywiIiIiRTVTj7JW5qtRvqFuAid2QipR7ijzXioVY2hoH64bK3cUERERyYGGXlSx0OH7qX/0BziJEaLrnszIxc8GxyHy2E+IbPshDh5uXQt9N74Ft3lZuePOS319W9iz9z9IpYYIBJrYsP7vaW6+uNyxREREZBbUo1ylfIPdNP7x8/gHT+KLDVC//Se0/eBt1O36FZHHfoSTmZvYF+2j/rGflDnt/HXg4K2kUukZPZLJAQ4e0no7IiIi1UI9ylUq0L0Xx5u4dosvNkD9FjtlkI1v5EzpgskYz/OIxU5M2Dd5W0RERCqXepSrVHLBGrws486zjUSPrbq2+IFkCsdxaG9//IR9k7dFRESkcs2rHuXQ4ePUP7wTJxYntn4lw5dvAifXxaArg9u0hKGrXkr91m/jS0SznpNqWsLwhc8kvlrFWbmsXfM6QqGFDA7uoqnpApZ3vLDckURERGSW5s30cM5wlLbv3YHjnr3ewWsvIbbhvII9R1l4HvVbb6Nuzx04bmrCodiKKxi87jVlCnZuqWgPg7v+l8TprTi+IIGWjTSs/0sCjVX+moiIiEjV0PRwQPDUmQlFMkDwRE+Z0hSQ4zC8+QWcefa/4QbrJxxKdFxaplCzM7jjUyS6HwA3gZccJtHzMH0Pvw8vFS93NBEREZH5M/QiuaAFz3FwxvWgJxe24usfIrJ9P048QWz9ShIdi8qYMn9euIn+699E/bYf4Iv2E1v9eGJrnlDuWDNKnHl0yj4v3kuyfw/BtovKkEhERETkrHlTKLuN9Qw9/lLqH9qZLorXrSC6ZjltP/w9vmh6IYjQoS76n3YtyaULypw2P6kFqxm4/u/KHWP2HD94qUn7fPgiS8qTR0RERGSceVMoA8TWrSC2bgW4HvgcQoePjxXJkB6cEj5wrGoL5WripWLgTh1iUb/uZfjrFpYhkYiIiMhE82aM8gS+9HhtNxKecsitryt1mnnJ8YcJtF44YZ+vbgmRFc8oUyIRERGRieZnoZyRXNRGdO2Ks9stjUQ3ripjogJIRPGfOYJvsJu6PXcQOvIAuMlyp8qq8cI3gi80tu1GTzB84FtlTCQiIiJy1rwZeuEbGsE3HCW5oHWsRxlg6LrLiF60FieWILmobcKxahM6+jAN934RXzKKx9l5TuJLNjFww1vKGS07Nz5l+EX89CM0lCmOiIiIyHjzolCObN1N5NE9OB6kmurpf9q1uA2RseOp1qYypisQN0XDg1/Hl0wvPjK+3A+d2Emgez/JhWvLk20a/rpFOIFGvOTg2L5A05oyJhIRERE5q+aHXviGRsaKZAD/wDCRR/eWN1QROMkYvmj/9CdMnl2iAjj+ME0X/R2+cDsAwbZLaFj30jKnEhEREUmr+R5l33B0rEge2zc0Up4wxZJK4IXqiS/ZROjEzimHE+1rSC5cX4Zg5xZaeCVt192Kl4rhC0TO3UBERESkRGq+UE4uaCHVWI9/cHhsX2x1RxkTFY5vqIfGez5HsGcfyeZlDF3+QtzGJfh7j5BsXYkXbsSNtBJbfS04lTv22nF8ODMUycn+fcR7HsLfsJLQomtwnJr/IkREREQqgON53rnPKg+vs7OzIA/kG0wPt/ANR4mv7kjPpVwDmu78b0Kdj4xtp5qW0HvzByq6KM5V7MTdDGz7KJD+OQ13PI2mC15b3lAiIiJSMzo6OmDi7V1jar5HGc6uylcLnJFewofuwwuECfQcmHDMP3ACJzZI+MBdhI4/RrJlOSMX3YIXbixT2vwlh47iRrsZOfQ9RotkgFjXr2lY/1J8wRq4AVNEREQq2rwolGuFb6ibll98CF98CAA3MHHBlGTrSup2/4r6HT8FIHhyF4G+Y/Tf+NaSZ82V5yaJnbwLd/gEyZFO4sd/nz7g+MsbTEREROYtFcpVJLz/rrEiGcCXTC+/7Tk+kgvWMXjNy2n+/X9NaBM8uQsnNoAXruwe2IFtHyN+6o9TD0yaraOu42nqTRYREZGSUKFcTaYZe+x4Lp4/gNu0hFTDAvyDJ8eOuaEGvAqfTSI1ciJ7kZwRaL2Q0IIr0jfzLbyqhMlERERkPtP0AVUktuY63GnGGwdP7MAZ6WP4sufj1jUD4PmDDF3+QvBX+uehmW8+jKx4JvWrn0d40dU4NXSjooiIiFQ2FcpVxG1YQO8z3sfQZS9g8lwlDhDsfIRU23mcueUjDF94C/GlF+EfPIWTqOx5o/2RxYSXPvnsDsdPaPHjCS1+Ak2XvoPwkieUL5yIiIjMW5Xe1SiTeHXNRDc9jbq9v8E/1D3h2OgS1XV7f0v99h+ndx7bQqB7LwM3vLnUUXPSeOEbCS1+AqnhLsKLrsZfXxtzXYuIiEj1Uo9yleq/9pVjs154QHTdk3BblgMQPnjPhHNDJ3bgjPSWOOHseJ7H8KHv0Xf/O4h1/ZbQwitVJIuIiEhFUI9yFYo89mMi22/HcZPEF25gZOPTIDMuOXTkAXyDE3uaPX8QL1BXjqjnFD16O8N7v5reGNhHsn8PbU/4NInTW0gO7CfYdgnB1gvKG1JERETmJRXKVcbfe5T6bT8c2w517yHUvQeARPsaAqcPTLg1zgNGNtwIwcoslOOn7p+w7cZ6GNzxKWLHf5fZ800aN72GuuV/UvpwIiIiMq9p6EWV8fdPv6x3cFKRDOmb/Or23Ylv+ExRc+VryjALJ0DsxN0Tdg0f+kEJExVGX/8jHDn6dU6f/iMVvEy8iIiIzECFcpVJLN6E5w/m1MaXGCF09KEiJZqb+jUvINC0Lr3hC9Ow4S+nzhftxhnc9XlGDv8YLxUtfcgcHT9xOzt3vpfOztvYs/dfOXzky+WOJCIiInnQ0Isq49U103/da2m694s4sQHgXLMQp7mh+uIGy5Mv3EbrNf9Oavg4TqgZX6AeN97LyMHvjJ3jxnqIHv0JAPHu+2i54gPlijsrx4//cML2iRM/ZeWKl+Dz5fYBR0RERMpLhXIVCpw5gi9TJANjcypPHJvs4GSOJNrXEF9Z2Sva+euXjv25Yd1LCLZeRHJgH7FT95Hq3zN2LHFmG8mhowQaVpQj5qw4jn/Sto/ZfZwRERGRSqJCuQqFuh6ZsJ2tBIuuv57E8ssAh8SSTeBU1yib0ILNhBZsJtm/l9SEIw6OP1ymVLPT0fHn7N//X4x+hFm27Dn4fPqnJiIiUm3027vKONF+Aj0HZjzHcwLEVj2e1MI1JUpVeNFjv2Tk8A/x3AQ4QfASANR1PBV/3aIyp5vZooU3Uh9ZTX//IzQ0rKO5+eJyRxIREZE8qFCuMsHufTieO+M5jpcksvNnDD7xtSVKVViJM9sZ3PnpcXscImteRKjtYoJtF5YtVy4aGtbQ0FC9H1REREREs15UnWTbSrxZjHcNnD5A492fpW7nLyCVKEGywomfeWTSHg/HH6qaIllERERqgwrlKuM2LGT40udO2e9NGoPsH+klfOR+GrbeRuP9XylVvDnzUlF8WYZWBJrWliGNiIiIzGcaelFlnNgggdMHJ8xqAeCGGnFSMXzJ2JQ2ocP3w1Uvg0ColFFzNnL0Zwzv/QpeKooTbseL9wEQaNlEoHFVmdOJiIjIfKMe5SrT8NA3CR99aEKRDOCP9WctkgG8YAR8/qzHKoUbO83Q7s+PLSjixU6D54KXItn7GL0PvBMvFS9zyvycPPkLtj329+zc9QEGBneVO46IiIjMkgrlKhM8tTun8z2c9FCNCi+UU8Nd4KUm7R3XYz5ynPjpLSXNVAinT9/DgYOfZmhoD319D7Nz5/tJJgfLHUtERERmQYVylUm2r571uYn21fTe8iFi655cvEAFEmhejxNsnvEcx19XojSFc+bMfRO2XXeE/v5Hy5RGREREcqFCGfD39OHv6S13jFkZuuLFJBZtmPb4aB+sW9dMbOXV+Eb6ShNsjhx/mJbN7ya44HKcUOuU44Hm8wm2Vd98xHWR5Vn2Ve6qgiIiInLW/L6Zz3Vp+s0DhDpPAZBY0k7/TdeAv3KHKXiBcHrsLumi2AE8X4DY6muJrn4CgZ6DOF6CyI6f07j12wBE1zyRoWteXr7QsxRoXkfL5ncz8NgniR3/3YRjdef9aWYp6OqydMmz6O/fRn//VhwnQEfHn1MfWVnuWCIiIjIL87pQDh0+PlYkAwRPnKbxrq0MXXMRXl1lLpNct/tXBLv3AWeXru576jvxjZyh5bcfw3GTYwX0WJsDf2DkgmfgNi0uddy8BNsvnVgo+4KEWi8qX6A58PsjXLDpfcRip/D7IwQCjeWOJCIiIrM0rwtl33B0yr7woS4Cp87Qd8uT8MKVN52af/DUlH2+4R7qH/0BjpsEyLociZMYKXKywgkvvQE32k2089f4gk3Ur/sLfOHWcseak3C4spfdFhERkanmdaEcP28p9Vt246QmzrbgH44SPtBJdNPq8gSbQXz5ZsKH7h3bdkP1JBdvxBcfmrZNsn01qbbzShGvIBzHoX7NC6hf84JyRxEREZF5rPoGfRaQ21hP39MfT2JBy5Rj3rlXiS6L+MorGbz65SQWrie2/HL6b3gLXjBCdM11Wc9PLFxP//VvAqdCL+gcUsNdDO37BsMHv4sbr44bE0VERKQ2zOseZYDUghYGbrqGlp/8Af9QenhCqiFCfPXU2QoqRWztE4mtfeKEfSMXPxvcJPU7fz5hvxcI44XqSxmvYBL9++h78B/BTQAQPfYL2q79RMVOE+d5KTo7v0tv30PUR85jxYoXEwy2ljuWiIiI5GneF8oAXjhE3y1PInSwE3CIr16GFwqWO1ZuHIeRi59N3cF78EX7x3bHOy4rY6j8ufF++h56z1iRDOBGTxI/9QDhpU+coWX5HDn6f3R1fReAwcGdDI8c5qILP1LmVCIiIpIvFcoZXihI7PxV5Y6Rv1QScOi//k3UP/p9fMNniJ13NbH115c7WV6iXXdAKssNiP7Ku8Fy1Jkzf5ywPTi4k3j8DKFQW5kSiYiIyFyoUK52nkf91u9Qt/c3gMPIxqcyePXL8epmXuWuEnluipGD3yF28i68zFzREzm4sdMlzzVb4fBSotHOse2Av1HTwYmIiFQxFcrVKBkjcOYIqeZlBLr3ENn1i7FD9dtvp3777STbVzNw3Wtw69vLGDQ3Q/u/QfTQd2c4w2No12cJtV+Gv35ZyXLN1nkrX86ukcPE4934fHWsWv1qfL4qG8IjIiIiY1QoV5nwnt/QsOXb6YVFfAESizdlPS9w+iD1D1sGr3tNiRPmL9b1m6k7fSFw4+N2eCQH9lVkoVxfv4rNl32G4ZHDhMNLCPir8yZKERERSZs3hbITi1P/wA6Cp86QWNTG8FUXVOSCIjMJnNpLw0PfGFtQxHGTBI9vm/b80NGHqNv1S6Ibn1aagHPk+MN4k3dOKJIBfARasn84qASO46ehfk25Y4iIiEgBzJtCufHuRwgdPQGAf2AIXzzBwI1XlTlVbsKH/jhl1b2ZZkd2gPqttxFfcTluw8IiJstfcmA/qZGTOP4IvrrFuCPHzx50/OBNXAwmuOAK/HWVeS0iIiJSW+ZNoRzsPDnjdjVww005t3E8D3//8YoslAd3f5HokR9NPeAECbZfRmTlzQxs+yhecjhzwEf9mueXNKOIiIjMX/NmZb5Ua9OM29UguuFGUg2LxrZTDQtxA5EZ23j+MImF64sdLWepaDfRIz/OftBLEFn5TEILLqflig8SXno9oUXX0rz5XQRbNpY2aBEkk4MMDu7GnTKsRERERCrJvOlRHrz2Epp+9xD+oRFSDREGr72k3JFy5oUaSCzegO9gD54/RHTjU4kvv5zQkQdwYkPU77h9SpvouidCsPJWsvOSQzB1RPIYJ9AAQKBpNU0X/V2JUhXf0WOWzk6L56UIBJrZeP4/0dh4frljiYiISBbzp0d5QSu9z72RM897Cr3PvZHUgtZyR8pZeP8fqDtwN47n4ktGaXjom5CMEl92MaHOrVPKTs8JEK3QBUcCjavSM1pk4W9ajy/cjueliPc8TOzUvXip6u99PXHido4d+wZeZtx1MtnP4SNfLnMqERERmc686VEGwHFwG2YeqlDJAmcOTd13+jAND38TX3xobJ/r+HHwcLwkLXd8lP4nv4FU23mljDorDetfwdDuW8ftcQCP1MBeztz9GnyRZbjDRwHwRZbRevW/4AtW35CZUZ1d35uyLxqtvrHyIiIi88W86VGuBYmFGyZsezik6tsmFMkAjpfCyaxs54v2Ub/1tpJlzEVk5TNoueKD1K18FnWrnoczfry1lxorkgHckS76t36E5MCBMiQtlKlzlCxof0IZcoiIiMhsqFCuIs6kwRUOHsHuPVOGXEwux/yD3UXNNRfBtgtpPP+VNKx5AV4qNuO5yb6d9N7/jqotlpcte86E7aamS1i58mXlCSMiIiLnNL+GXlQ539DUgrfh0R9MKJRH/zy+WE4subCYsQrC8YcJL3kSseO/nflEL0m06zc0NlXfoh5LlzyT+sgq+ge20diwgdbWK8odSURERGagQrmKjJ8abjxnmj+P8vzBouQptMYL/pZE/27c4c6zO50AeMkJ53luosTJCqe5+SKamy8qdwwRERGZBQ29qCbBcF7NnMRIgYMUh+ML0HLFBwgtehxOqJXQ4icQbN885by6ZU8pfTgRERGZd9SjXEUSizfhMfOy1ZN5OMTWVM8NY/5wO82XvmNsOzmwn77e7Xip9Op84Y6nEmzZMF1zERERkYJRoVxFPJ8/pyIZ0qv3JRdX5oIWnueROLMNN36G0IIr8QUbppwTaFpL23WfJt7zMP7Ikqpamc91Exw+/CVOn7mHcHgxq877f1pcREREpIqoUK4mgTDJpmUEBrrGdp2rh9ltXFj0WPka2PYfxE/eA4ATbKLlyg8TaFg+djzRvxcvOUKw7ULCi67FjfXgeS6OUx0jhjo7v8OJk+nVEhOJM+za/SEu3/w5fL7qGDMuIiIy383vQjmZon7rboLHu0m2tzC8eSNeJL9xwKXSf+NbaP7NR/EPHAfAc/w4mZXeJnMDdYxc/GeljDdryYEDY0UygJcYIHrkR9Sv/0sSvTuIHvkxidNbAHBCrXipBKSG8EWW0XzpPxBoXFmm5OfmeS4jI0fo698yYX8y2c/WR17PsqV/ytKlt5QnnIiIiMxa7RfKrktk625CR07gNtUzdMUFuC2NADQ8sJ26PYcBCJzuxzc4zMDTri1n2nPyIi3g+MZ6kScXyR4OQ5v/HLdpKclF6/GClbkSoZeceoNhauQkZ+56NV5y4gIqXrx37M/uSBdDe75Iy+XvKXbEvMRiJ9m56wNEo8fIdq9sPH6SQ4c/Tyi0kPb2yv5ZExERme+q4zvsOYg8upf6bfsI9A0SOnqS5jvuAzc923Do6IkJ54aO90Aime1hKoebxN/fOe1hB49Q1zYSHZdUbJEMEGjdiL9x1dkdjg83OTilSM4mNXysiMnm5ujRb2SKZACX6QbG9PU9XLJMIiIikp+aL5SDx05N2PYPjhA6cJTQ4eOkGusnHEvV10HAX8p4uUvMvHodAE6ut/yVnuP4abnin6lf9xLqVjyLlis/DO7sPqQ4weYip8tfNHZ80h6PtWv/bsp5kfpVU/aJiIhIZan5oRep1kaCPb1j257j0HT3I+k/+3x4joPjebihIEPXXlLZRWYiSuN9X5rx5j0PwBfAN3gSt3FxiYLlxxdspH7188e265bdwNCeL52zXbZhG5Wivf3xDA7uHNuuq1vOwgVPJh7vobPz27huggXt17F40dPKmFJERERmo+YL5eHNGwn0DhDo6cML+HGSZ8f0Oq479uehx11MYnllF5aRHT8l3Ll12uOjM2CEOh8h0L2PM7d8BIJ1Jcs3V5Hzno0TaCTa+SuSfTunPS/Q0FHCVLlZuuRPATh58leAS3v7E3DdBMs7ns/SJbfgeUkCganT4ImIiEjlqfmhF159Hf1PuZr4isV4M/QWh46cmPZYpQicPjDj8fFX54sPEep6tLiBiqCu4ym0XvVhmi9/L/imzkDiq1tC/fqXlyHZ7DiOQyjYTjR6hGj0GJ2d32b3no8A4PeHVSSLiIhUkZL0KBtjVgJfAZaSvsPpVmvtJ0vx3AAN924jdPTkjOekGiv3xrdRyUXnEzoxfU/rZKED95BsXYHbvKyIqQrPcxPEjv8B3InjscPLnkLjBa/FcSp7HPmJkz+fsN3fv5VotIu6uup6HUREROa7UvUoJ4G3WmsvAK4FXmeMubBEz02wq3tqoNam9HheINneTPSCtaWKk7eRTU8nuu76sdznEj6+jdZffBD/6UNFzVUIbnKE5OBhUrHTnL7zlcS6fj3lHH/90oovkgH8/snDXXz4svSOi4iISGUrSY+ytbYL6Mr8ecAYswNYDmwvxfOn2lvwnegZ2062NNL3p0/GNxzFicVJtVXuLAoT+IMMX/AMwvt+D7Msl51Ugrp9v2OovTKHK7iJQfq3fohk367MHh/pLx0m8tUtpq7jqSXNlq+OZc+nv38brhsFYMmSmwmF2sucSkRERHJV8pv5jDGrgcuBe0v1nIPXXkzTnQ8TON1PqrmBwes2A+DW10F99dzsBlD/yPdxZt2nnOGr3Hs2h/d/Y1yRDNmKZJwA9etegi/UWqpYc9LUtInNl32a3r6HqQsvo6lpU7kjiYiISB5KWkEZYxqB7wBvstb2Zzn+auDVANZaFi5cWJgnXrgQ1q7Gi8UJhEO0AV4yCQeOpedNXtWB46uO+xq9wa7cGoQbqLvmeUTaCvR3WWCDD898gyIAXpLB7f/J4lVXE2paUfxQBbGQZcvWT9kbjXZz/PjvAI9Fix5PQ8Py0kcTERGRWXE8L8feyTwZY4LAj4GfW2s/NosmXmfn9CvQzYUTjdPys7vwDwwDkFjUSv/THg/+yi+WW25/D4GBiYtauP4wjpvA8Sb2xkbPu5rhzSa97HWFGtrzZUYO/2BW5zZuei11y6t3/uGTJ3/BgYOf4eywGR/nb/gH2tquLmcsERGRea2jowOmWUq3JJWhMcYBPg/smGWRXDBOLE7k4Z00/u5BQvvTSwuH9x0ZK5IBgqd6CR2r/OnhAFJtK6fs86ViU4pkgGTreaWINCeRNS/E33rRrM71N60ubpgict04hw9/iYljy12Odd5WpkQiIiJyLqUaenEd8DLgUWPMlsy+f7TW3l7sJ266436C3b0AhA8fZzCZxIlPXSrZScxu+eRy8/yhWZ/b+Mh38Lb9gIEn/A2J5ZcVMVX+hvd9nVTvYzOf5ASoX2sINm8oTagiSKVGSLlTVxR03VksSS4iIiJlUapZL/7ANF3axeTrHxorkkdFHtlD/9MeR2TngbFV+txImPjKpaWOl5fQDCvzZeO4Seof+R59FVgou4khosd+lvWYr24RvlArocWPJ7LyWTi+YInTzU0qNcLhI1+hv/8R6uvXsuq8V9DcfBn9/RNfv6VLnlmmhCIiInIulTsdQgF44SCeA864b7v9IzFCXT303Xwd4X1H8Px+YhvOwwtVfiHmxIZwYoM5t/MN95z7pLJwIcuQEZwATZe8rap7kA8d/gKnTv0KgGi0k3i8m43nv4vOzu/Q1/cQ/kATy5Y+l7a2K8qcVERERKZT44VyiPiqDsIHJ94UGDh5muim1cRXLCGy/QCB+x5j5ILVJJdW5swQo3wjvfl1yzuVeZPixGnh0py6JdSvfh6+UDvJoWP4Qm2kBg/guXGCbZfgVPBUd+P19j40YXtwML2i4nnnvRyozDmtRUREZKLqqDrmYOjKCwgd6sIZP7uH5+HrG6T5V/fhuOkezWDnSfpueRKplqYyJT23VNMSPHIfw5LLuOZSGj74HSYvnOJFTzC089MMje1xxs5xAvW0Pu6T+OsWlDBlfiKRlSQSp8e2Q6GF+P2Vv0y6iIiInFWZXY0F5EXCxFYtm7AvfPg4dTsPjhXJAI7rEdp9pNTxcuPmd8OhG67Q4n9W13O2kPaSwwxs/2Tx8hTQ6lWvoq4uPUdyMNjG2jVvwKnQnn0RERHJruZ7lBvv2jJl6AVAsOvUlH2RXQdILl9EomNRKaLlzBfrz2vohX+kt9BRCqJu5bMY3P6fObVJ9u4sUprCikRWcOkl/0U83kMw2Mrp03exZ+9HidQtZ+myZxPw15c7ooiIiJxDTXdx+foGCR/IvmhJYNw8yqMcD+oe21fsWHlzGxaSqmudsG9Wy8VU6KqDdctuILT0+twaeUlS0Uq9OXEix3EIhxdy8tQv2Lf/E5w+/QeOdX6LPbs/Uu5oIiIiMguVWUEViJNKZd0/U3HplGilwrw4PlItHRN3zaZZdAAnPnTuE8ug8fxX4gRyGxqSGqrwITKTdJ+6Y8J2/8A2YrHuMqURERGR2arpQjnV3kJiUduU/dMVlx4wsnF1MSPNjZvEN5RHgeXzUYZprGcl2bcTLzkw+wa+EIGW84sXqAgCwYlLiDtOkGSyr0xpREREZLZqulAG6L/pGlINs5ttwAEI+IuaZy7qdv6SwODJnNulWpbjhSpzTKwbO33ukzKccDtNF78VX6Ayr2U6K5a/CL+/YWzb81Jse+xtbHvsHSQS/WVMJiIiIjOp+UKZYIChKy+c9ekNd22l/sEdkMw+bKOcgqemzjs8G77Byv2aP7TwapxZ3tjmxU4ztOdLeKnqWva5sXEDmzffypo1ryf9cSw928rQ0G66ur5X1mwiIiIyvdovlIHEqqUMXH8lnnPu4Qf+WJzI9v00PLC9BMlyk2xblV9Dr/KK/lG+cBstV36Q8LKnEFr8RBovesuM57sjXcR7HprxnEoU8NcTDi9i8gj5aDT7zaYiIiJSfvOiUAaIn7eUVOPEnsuZbtsLHeoqbqA8jFxwM7Hll89upotxfMkY/jOVewOcL7IYcEj27yTWdQf4Zl4gxfFV/nLjk7luksHBvTjOxOxtbdeUKZGIiIicy7wplAFGLt84ocicqX/ZDVfganbBOgaf+Fr6bnhzzsWyf2jqvNGVYmj354l1/Ro32k3i9BZw49OeG2jeQLD98tKFK5BDhz/P0aNfxfMSAAQCLaxa9dcsWnRTmZOJiIjIdGp+wRGAuu37qXt0D7747Fa284Chay8ubqg8hffdSeTRH+Q0h4UHJBZvKlakOYv3bJnVeZFVz6N+7QtxfJV7w+V0urt/O2HbdUdYuuSZ5QkjIiIis1LzhXJo31EaHtyRU5vYmg6SSxcWKVH+At37aHzgqzm3c+vaKnbWCwDPTczqPDfWU5XDLgCCwRZisejZ7UBr+cKIiIjIrNT80IvQ0RM5t0ksq7wiGSB4Ivflmz3Hz8CT/rYIaebO81yGDtwGycFZne8LLyhyosJIJofwJt1Aed7KV4yNT3acAOed94oyJBMREZFc1HyPcqqlMec2kW37ia9bWYQ0c5NsXZ5zG8dLETr2MCPtec6YUURDu79I9OhPZneyL0SgeUNxA81RPH6Gvfv+g4GB7QSD7axd87e0tl4JQHv7tVzedCtDQ/sIBFrw+Wr+n56IiEjVq/ke5eiFa0ksnLo630x80cqcp9c/1JNXu8jOn0NqdsMbSsXzUkSP/Wz2Ddw4A9s+RnLwcPFCzdGRo19lYCA9rWAicZp9+z5Bf/9jpFIjAASDrZw5cx+PbX87j257M49t/weSqeFyRhYREZEZ1Hyh7IWCjGyeecnjyTNIxNZ0FC/QHAR6DuTX0E3hGz5T2DBz5pDzstpegt773kaiN7cx56UyPDTx9UmmBtmx8108vOVV9PZtYWBgJydP/WLs+ODgLk6eyOHDgoiIiJRUzRfKAP7egRmPjy/XPMCJJ8B1i5opH4lF+Q09cIDgicoqLh3HR6BlY+4NvSTDB28rfKACaGzKPrNIKjXMoUOfIxafOkXfwGDlLWwjIiIiafOiUHZdd9bzDjtA3YFOwnsq7yv+2LonEV1zXc5zKAO4DZV3I1zThW8AJ/dZLLzkSBHSzI3rJujv2zrt8VjsJK0tm6csONLX9yjJWd7MKCIiIqVV84Vy3fb9ND60M9cv+Qmc7i9KnjlxfCTbV+d8LQCJBWsLHmeu/JHFtD/xc4QWX4e/aS04s5sfuW7F04ucLHf9/Y8SjU2/mmNT4yb8/noaGyf2ontenMGhvcWOJyIiInmo6ULZGYlR/9COvArLZGvus2WUQvjgPXm180UrsPAHfKEmmi95K00X/C2OPzLzuQ3n0bz5PdQtvb5E6WbP7595nur+gUfZtftDtDRfOmG/4wRoqF9dxGQiIiKSr5oulH3DUZx8xikA/pHKm/kicHI3gZ79ebV1UtMvC11u0c7f0Hvf2/DOMQTBHTpMvOchPHd2KyyWUlPTJurqVsx4Tl/fwzQ2bWRB+5MAH8FgG2vXvpFgsLUkGUVERCQ3NT2Zq1tfl745L4+2npNPq+Jq/OPn87sWINV2XqHjFISXHGFw12dmfX70yI9x/BEa1r24iKnyc+EFH2bbY28lnuWmvTGey/r1b2Gt+wYcJ4BTgT9nIiIiklbTPcqeP7/L8/w+Yhsqr7D0xWaevWM6DuBU3PRwabFTf4RZLmE9Kt79QJHSzE0w2MRll/4PG89/F0uXPBu/v2HC8UhkJc3NlwDg8wVVJIuIiFS4mi6UA70DefXARtetwG2cecxpOXj+UH7tAC9UgdfjucSO/z6Phqlzn1MmPl+A1tYrWbr0Fny+8Nj+urrlXHjBh3FmecOiiIiIlF9NF8q+kWhe7WLrK2/5aoBE++q82iVbVkAgfO4TSyx24k4Sp6efUm1aeX5gKKUTJ24nkTg9th2NHmN4pPKmHBQREZHp1XShnFjUntecw6nWpoJnKYSRi56VV7vkkjwW9iiBZN+evNoFWy4ocJLCS2VZmjrbPhEREalcNV0oe/V1eIHcvupONdaDvzK/Hk8t2sDI+htzble3+w5wK2+4gpfKo8ffCRBaeFXhwxTYokU34Thn75X1+xuIx3twcxyPLSIiIuVT04UygOPm1qfsGxwmtDO/KdhKIblgdc5tHDwCPQcKH2aO3MRQ7o28JEN7v1z4MAXW2Hg+F17wEVpb00V9KjXEwYOfYeeufy5zMhEREZmt2i6UXRfHdXNq4gCN9+8guP9ocTLNkZPHwiEe4EZaC55lrhx/fuOmU0NHCpykOBob15NMTpypZGDgUbY+8kbi8dPTtBIREZFKUduFss+HG8x9qmgHaPzjtsLnmatknPodv8irqdu4sMBh5s7x5VcohxZcWeAkxdHfv43Bwd1T9kejR9h/4L/LkEhERERyUdOFsv90H77ExFXcZjsQw6nAMb3BU3vwxafOpTyra6rA63GTufeO+xvX0HjB3xYhTeGdOPlTpnt1+voepqvrB6UNJCIiIjmp6ZX5Al3dU/bNdl7lZEtjYcMUQKq+Pev+2V1TBS5ukceNbanBg1TktQCJRD9Hjn6deKybJUtuPueNe13Hf8CyZX9WonQiIiKSq5oulFPtLfm3XbyggEkKI3j8sbzaOUCgZz/JResLG2jO8luQe2jPF2m68PUFTzMXrptk6yOvHZsCrq//Ic71hc34WTFERESk8tT00IvksoXkdivfWcHDXQXNUgjBnn15t/UPnChgkkLJZ5Zr8lukpMhOnvx5lnmSZ/7p6+h4fvECiYiIyJzVfJdW9OJ11G/LvcCcPLa5EqRalsORB3Nu5/kCxJddVIREcxNoXk+i56Gc2/kbVxc+zBy5bmxW57W2XkNz04U0NV1IY+OGIqcSERGRuajpHmUA38DMq6FN26eZX2dnUSUWrssrlhsI41Xg9HCRlc8in+EX9WtfVPgwc7Ro0VOAmReq8fubWbvmtSxb9mcqkkVERKpAzRfKge4zMx6frkxLtTQUPswcRXbfkdeoXn98CP/pg4WOM2ep4S5y/UTihBcTaFpbnEBzMDxyGBg/s8jUL2tSqUFOdf+mZJlERERkbmq+UPYlcp8WzQMGL7+g8GHmyIkP5t02eGpvAZMURqzrtzm3cfwhKrG7v7v7d5P2JKmrO2/SPpcjR75Gz+l76Oz8Ln39j5QqnoiIiOShtgtl18UXz30KMgdouvfRwueZo9iaJ+bdNrmg8nphnUB9zm3c4aMMH7BFSDM3weDUGVZisWw3ULrs3ftvHDn6VXbufC/HjlXetYiIiEhabRfKPl/efY/OyOxuziqlZPuqvK7HA7xAqNBx5iw9Rjl3seN3FjjJ3C1dcguh0JIJ+zwv28/QxMEznV3fw/MqbzEYERERqfFCOXDsRP5LUwRmvjGrHEJHH8rrehwgeGxLgdPMXf/Oz+TVzl9XeXNch0LtbNz47nOc5SMYyH9ubxERESmt2i6Uu/vybuuFgwVMUhhupC3vtqm2VQVMMneelyLZfX9ebevXvbTAaQojUteB3z/9TaDNzZfi89VN2Ld06Z/iOJX3oUxERERqvFBOLM2/5zG6bkUBkxRGrGNznkMvHBIdlxQ8z1y40dNzaF2ZS1g7jsO6tW+a9nh//xZi8eOZLR+rV/0NK1f8RUmyiYiISO5qulBOtbfkPUY5vmZ5QbMUgi8Vy7NE9MDLd43C4kgOHsq7bfToTwuYpLDa2q7i/A3/xLn/abkkkwOliCQiIiJ5qulCmWAAnPxKy/DOg4XNUgC+wZN5Ff4O4BvqLnScOfE35P9BxI33Fi5IEbS1XcVll/4PjY0X4HPqpj0vGGovYSoRERHJVc0vYZ0KBwlE4zm3q9t7lJGrLixCovzV7flNXj3KHg5upLKKskD9MnwNq3CHcu9Zdvy5TytXKr29D3Ly1C8J+BtZu+Z1eF6KbY+9Fc+bvCS6Q3vbtWXJKCIiIrNT84WyP48iGcDzVd44WN9IvjcnOuCvvJe6+ZK30/vH1+fcLjm4vwhp5q6v/xF27f4QowuinD5zL66byFIkw4IFTyIQqLzVH0VEROSsmh564cQTed/2NXJ+Zc0SAfmvzOfg4jtzuMBp5i528u78GlboLBE9PXcyftXAVGpwmrmUIRisrB5+ERERmaqmC2XP78/7Zr7EeUsLmqUQ3Ehr3m1DRx8uXJACiR75cV7tIqueX+AkhREKzn6WlVOnfsnwcP43NIqIiEjx1XSh7D/Tn3ePsm8kWtAshZH/y5VasKaAOQrDS+W3+mGwufKuBWDJkmdSF142tu04Ifz+5qznplJD7D/w36WKJiIiInmo6ULZDee/bHPg5Fzm+S2OQN/RvNumWipvujvyHKM7sOsLBQ5SGMFgM/5A09i258Vx3REaGs7Pev7QUGWOtRYREZG0mi6UvbpQ3kMvQvvyL0qLxUnleWMicxu2USyB+mXnPimL1MDeAicpnJGRiWPBPS9BLHYy67nNzZW1CIyIiIhMVNOFcuDUmbyHXgRG8hsWUEyek9/LlZ5HufJ6yP1N6/Jq5ziVN4PHqMbGjVP2Tc3r0Np6NevWvrE0oURERCQvNV0ouw3TL/ZQjVLN+d9g6D9TeTeOJbrvy6udL7KowEkKZ/26N+M4E4f8JBITF3vx+xtY3vECQlpwREREpKLVdqHc3Jj30ItKlKpry7utf+RMAZMUhpvIb7o7f3P2Mb+VYCR6DM+beYhMKjXIY9v/keGRIyVKJSIiIvmo6UK51oS69+TdNtWwsIBJysuLVV7RP+r48dlOeZfMzLssIiIilaq2C2Un/9X13MpbmA83kP9QEjcYKWCSAslzrHGyf3eBgxTS7L/DCAZaiphDRERE5qqmC2Xf4HD+bStwzIbbOIexuRV4PeQ59MLLs10pLF3yp7M6r75+LYsWPaXIaURERGQuartQ7h/Ke9aLSuTv78qrnQe4TZV4A1wyv2aBxsLGKKBUamgWZ/kJBBpJJPqKnkdERETyV9OFcqq5oSI7UvPl+YN5tavU6eHyFWjdVO4I0zrWedsszkrR3/8I+/Z9vOh5REREJH81XSjj1lKZDKlgfd5t6/b+roBJyss/h7HaxTbdanuh0CKY9P3G4NBuXDdRglQiIiKSj5oulIPHTtTU0ItQ37G82/qGewqYZO6SQ/lfi+erzELZ81yyDydx2LTx3QSDrRP2BoOt+Hz5fUsgIiIixVfThXLoYH5jeiuVh5t321Sossb1+oL554kf/23hghSQ4/jw+abOLhIOd7Bz1wdJJCZOa5dIDJJMzmZMs0jujsSGOJWIljuGiEhVq+lCOdnaXO4IheWE825aebN4zKGv3515QY9yaqhfM2VfLHaMePxklrOTHDr8xeKHknllxE3ynkMP8Zb99/G6vfdwa9euckcSEalaNV0ox9ctL3eEgnL9/rzbphrzX9WvGDwvlX/jQOV+AIrUr87p/J6e2hk7LpXhV2c62TGcnlHFA37Z28nO4d6yZsqX63m4XsV9yheReaSmC2W3rammZr3wzaEnNdXcUcAkc+cL5b/YRrDtkgImKZxEopeBgR05tfG8JL29DxcpkcxHJ7IMtzhZhUMwftR9mlfu3Mcrduzl/06cwlPBLCJlUNOFsjOH99VKfEt281zJDsDz5z9soxjcOSxDHV54ZQGTFIbnuWzf8W5GRg7k3HZoeG8REsl8dW3TogkDmyI+P5c1tJctTz52D4/wtRPdDLsuMc/jB91nuG+gchcaEpHaVdOFcmD/0bxHwlbibBm+VP49yuHOyuq19JL5/9JLJQYKmKQwhob2EY0ezattc1Nl9pBLdbq4oY23Lr+YyxrauLZpEe8973JaAqFyx8rJvpGpPeDZ9omIFFv+XZRVwN/TX+4IBZb/rBfE8l/Ouyj8+c8Jnex5CM57ZgHDzF0qlf/fb2PjxgImKY2Um2Dr6R9zYmQXy+ov5NL2Z+Fz8h9DL4X1uOZFPK65ElfjnFlnLM7haIyV4amF/QX1+b9niIjkq7YL5eEKKw7naC693E60spZLTvbtzrttor/yhipEIivzbptKDRMINBQwTfH97vj/sqP31wDsH7iX/sRJnrz0VWVOJWeSMT7btZvtw71siDTz10vPZ3Fo6pSFlegn3Wf46olTeEDQcXjWglbu6x8k6Xk8c0EblzdV178REakNNV0ok6VXYr7yRytrfJ+vYQ43F6Yq61oAQqF2/P4GUqlc50X24/NV7s/pYKKHA/33cmDwfgYSp2gKLmRj843s6L1jwnm7en+jQrlMhlIJdo30szLcwOeP7+bBwfTiQluGTvPfnTv4wOorypzw3OKuiz3VPXZvSMLz2Do4zIZIBMeBixrUmywi5VHThXKyUT0Qo1KR/GeZKAZnLl/TByprqrtRdXUdDA3tyalNff2ailydL5oa5JdHP8bhoYlj23vjxzgytHXK+fUV+prkwvM8HKcS706Y3vbhXj5y5BGibgoH8E/Kv2Okj5TnTdlfaQZSKaLuxFuoj8biHI2l78u4v3+Q1y1fypbBIer9Pm5ub2NRqPL+3YhI7SlZoWyMeQbwScAPfM5a+y/Ffk6nu7fYT1E13HBlrcwX67zj3CdNJxUrXJACSST6ci6SAYaH9zIwsJOmpk1FSJW/B07ZKUXyTBbUrWI42Ut9oLV4oebop2ce5fa+rTT56gg4DqeiQ5xmAHBwcXGBRYEmntZ0ETe1XEBrsHI/aMfcFJ88tp0HBs/2wnpActIUahHHxy/PHONxzYtoC1TWzDej7unt5xPHjs94Ttzz+MTRrrFrvbtvgE+sX0Odv6bvRxeRClCSdxljjB/4FHAzcCHwYmPMhcV+3nBP/lOQ1ZpAX2e5I0zgb5lDYehW3tCLkZEjebcdGMxt7uVSODWyP6fz9/XfzVf2/A3uXBaSKaJX7/sCn+v+HZ2JXnbFjvNYtIuT9JPEI5kpkgFOJQf4vzN/5JUHv8ibD369rJmnczg6wEt3/Z77xxXJ0xnxXD5/Yg+v2XM39/RnWx2yvFzPO2eRPGr8tZ5JptgyqOXfRWqZrz9B00+6aPvCQZp+0oWvP1GeHCV6nmuAvdba/dbaOPBN4M+K/aRzmCOi5jgVNuFduL22pkRraFiXd9vGhvMLmKQw4u5Izm1SXpyv7n5NEdLMzbdO3UuPm/uNvYcTZ/hDf/43nRaD63m89cADubcDPnu88pay/u2Z3rzbNlVJb/KJmMv798Z46dYo798b40Ssen8z9Ud9/PDRRj57dys/fLSR/mh1vAbTiQ/5OHRXIzt/1MqhuxqJD1X39Uzm6/PR+N1GWv6nlcbvNuLrq67ra7izm+DxGI4HweMxGu7sLkuOUv2tLQfGd7kdzewrKn+yet+QCs3zVdbUXdHTW8odoaD8/gjpUUW5aW29mubmiwofaI7OxPKbE3owVZ43spnc1nt/3m2/3XNfAZPM3c7h/GevGUglC5ikMHYO5z+MqqNKbtb+zJEEO4c8UsDOIY/PHClPr1gh/HZPPV39QVzPoas/yG/3VPdNll1b6hnpCYLnMNITpGtLdV/PZPW/rifQGcRxHQKdQep/XV3XFzgRm3G7ZDlK9DzZujOnfGtojHk18GoAay0LFy6c05N6QR8k8iuWHZjz8xfaXFYLDKy9qqKuZzC+lLlM3ldJ1zLq4ovexLbHPppTm3Vrn1OR1xIK1DOSzG+Bm0q7Hv8e37jBFblZ2tBeUdezoSECh/NbPKg1EK6oawG4YCTO7/pyn+9+ZSTC+qVLq+Lmyz2PTPzQuWfYq7jXYbZODKQmbQer9loAdp2eeD3R09V9PZMlj0+8vsDx6ro+d0U3HDk71NJZ0ViW/KUqlI8C4yeaXQFMGTRrrb0VuDWz6XV3z7F3yjyd9q//NK9BBymgd67PX2CRldcQOXJfztfjAacveh5U0vWE1pH+OJJ7+d9wweuZ889GETQ0PJELL1jA0WPfor9/6swQk7W0bMbv31iR1/L4RS/njq7/zLnd4vD5FXc9b192Mx/u+klebV/Tfn1FXU8QaPIFGHBz7x1+x4qLKupaAK4M+mkP+DmdTP9CDzkOf9OxhO9393AkNrXnNeA4rIuEedWyxfT09JQ6bl421DvsHPImbFfa6zBbS5oa6eoPjttO0N1dvfcC1bU3pnuUx7ar+3oma1zaSKDz7PUllyboraLr813bQkMiQeBEjOSSMEPXtuAW6d9OR8f0U9Y6njeXfsrZMcYEgN3ATcAx4H7gL6y1j83QzOvsLMANaGf6afvxnTkVl0mg/2XPmvtzF4H/8AM033PrWIk53f9HuZF2+v/kn/Dqmkof9hzcZJQzD74fb3C6sZMB0q/G6GYLzVd+gFBj/ot7lEoiOcCBA5+hv38bfn8dixY+jbq6ZfT1P4TjBFmw4Dpamit7nPaJkT3ccey/6Y134nKuwszHJS038+TllTmX8pb+g/zziR/P+vx6gvzLKsPyUGVOe3dr505+33ecON6Uj5p+oN0XZMRzwXHYFGnhb5ZtpDVYmbNeDKdS3Nc/iN9xuKa5kbAvPSLwrt5+vnuqB/C4oqGBZy5aQFuw+mY0PRFz+cyRBHuGPDY0OLxmZZAl4eoaKzqqP+rjt3vqOTEQYElTkhs2DNNcV71DHONDvvTwi9MBIu1Jlm0eJtRQvdczma/PR/2v6/EfD5BammT4pmHcltq5vkLKFMpZS8WSFMoAxphnAp8g/T7+BWvth87RpDCFsoiIiIjINCqiUM6DCmURERERKaqZCuXq/P5HRERERKTIVCiLiIiIiGShQllEREREJAsVyiIiIiIiWahQFhERERHJQoWyiIiIiEgWKpRFRERERLJQoSwiIiIikoUKZRERERGRLFQoi4iIiIhkoUJZRERERCQLFcoiIiIiIlmoUBYRERERyUKFsoiIiIhIFiqURURERESycDzPK3eG6VRsMBERERGpKU62nZXco+wU+z9jzIOleJ5S/VdL11NL11Jr11NL11Jr11NL11Jr11NL11Jr11NL11Jr11Pia8mqkgtlEREREZGyUaEsIiIiIpLFfC+Uby13gAKrpeuppWuB2rqeWroWqK3rqaVrgdq6nlq6Fqit66mla4Haup6yX0sl38wnIiIiIlI2871HWUREREQkq0C5A5SDMSYFPEr6+g8AL7PW9pY11DiT8u0A/tJaO2yMWQJ8HLgWOAPEgX+z1n4vy2O8AHgfcAFwjbX2gcz+azj7VYYDvC9b+1IpxLVWqnJegzFmNfBja+3F4/a9DxgELgaeBqy11saMMQuBB6y1qzPtdgC7gBDwAPBKa20i8xgB4DjwWWvtO40x/wS8IPMUl5B+LQG+ALQDfw2cGhftBmAz8ANgP1APnCD99/LjzHN4wMestW/NbL8NaLTWvi+z/WrgLZnH6wfeYq39gzHme8AaoBFYRPrfNsDfWmvvHvf38CXgeqCP9L+Bt1hrfz3u+JuBjwBLSP9cjh5bCqTGXc81wMi4awb4ZqbtUWAYiGXaHQT+ZLr3GWPMc4Dd1trt2Y4XizHm2cCF1tp/McYsAn5M+nV/I/BO4C9m+95ojHkFcJW19vVZjp3rNX058Pecvfv8C9ba/8jyOF8AbgFOTvrZ/hawMbPZCvRaazfPJnexjXuPc0j//Lx+/M9juRhjFjD9z/Y7rLU/H3fum4DzrbV/O27fatL/xj5orX13Zt9CoAv43/E/B8aYrcB2a+2Li3ZBM5jpNTDG/Iz0e/QfrLW3jGvzJc6+TwC8wlq7pYSx5/waZfZnvb5xx/8L+CtrbWPhr2DC8xTi523876bfk35vd40xG0j/rr0A6CX9e+G91trfFyL7vCyUgZHRN1FjzJeB1wEfKmuiicbn+zrwGmPMx4HvA1+21v5F5tgq4NnTPMY24HnA/2bZf5W1NmmMWQZsNcb8yFqbLPxlzEohrrXiGGMcKvsaUsD/Az6d5dg+a+1mY4wf+CVggK9njv0J6TcqY4z5R2vth8j82zHGDI4vTjKF+ccnFzzGGIA7R9+0jTGbge8bY0YyBWsMeJ4x5iPW2u5JbW8B/gZ4orW22xhzRabtNdba52bOuQF4W7ZfCuO83Vp7mzHmRtIfHDeMO/Zi4H7gudbaL5Eu7Mc+aIy/nkzmzePajp63ELjFWvtrY8w7gD8j/eHg+mnyPId0kVrSQtla+0Pgh5nNm4Cd1tq/zGzfWcCnmuk1vRl4E+kPEp3GmDrgZdM8zpeA/wa+Mn6ntfaF4x7vo5wtbirB+Pe4p5P+IDXdz0HJWGt7yPKzbYz5G+BFwM/Hnf4i4O1ZHmY/6Q8u785svwB4bPwJxpgLSH97/WRjTIO1dqiAlzFbM70G/076A/vfZGn3dmvtbSVJmEWBXqNpr88YcxXpD5ZFV6BrGf3dFADuAJ5jjLkd+Anp9/wfZh7/YuAq0sX0nM3XQnm8e4BLyx1iBneSzvcUIG6t/czoAWvtIeC/sjWy1u6AsaJk/P7hcZt1VNbCLnlda4Wq9Gv4BPBmY8xnpzvBWpsyxtwHLB+3+8XAJ4HXku6luGeuQay1W4wxHwBeT7rHIUm6eH0z8E+TTn8H6V9e3Zm2D437sPtucncP467PGLOOdI/024F/JF2Y5SoJnAT+gvT1pEh/4Hi5MeYZmcdeRLo35a+AFaQ/QF1vjHkX8Hxr7b5xmV4AvDfzOH3W2idnem+fC4RJ96L/n7X2/ZnzX0q6RzgE3Eu61yWVee4PA36g21p702gvMPA54N+AiDFmC/B40r03V2U+kEz3mH9Fuue5C9hNuiCe7u9kutf0naR/yXUCWGujQNafS2vt7zM9S1llPqAa0v/+KlEz6W+XKtltwAeNMeHMN06rgQ7gD1nOHQF2GGOuynxr+ULAZs4f9RfAV0n39j0b+EYxw8/ChNcg82H2hvLFycusX6Ppri/TEfLvpF+f5xY37oxy+XkDINPRdzewHngJcM9okZw5vo10p2BBzOsxypkflJs426NSUTKfmm4m/ZXRRcBDBXrcxxljHss87mvK2Js8PlNRrrWMKv0aDpN+I5qu545Mz97jgJ9ltiOk/738mPQvu9l8jfpmY8yWzH+/meG8h4BN47Y/BbzEGNMy6byLgAcn7Xsgsz8fzyDd8z/qxaSv7U5gozFm8TnaR8Zd3xZjzGjP5jHg5nH5PWAr6d73r1hrLyXdS/+fma+Af0j6A8Dm8UVyxnuAp1trL2PiNxLXkP4lsRl4gTHmqkzv3QuB6zI9aCnSf4+LSBefz888zgvGPQ6Zr5TfA3wrk2Fk9NgMj7kMeD9wHemhPBee4+9qutf0Yqa+pvl6EnDCWrunQI9XCKM/IztJfyD553IHmkmm5+8+0v82IN279y1r7XSdKt8EXmSMWUH6Z6Nz0vEXAt9i9u8ZxZDva/AhY8wjxpiPG2PCRcyXkzxeo2xeD/zQWttV6Hy5yOdajDH1pH8XlaRemK+F8mivSQ/pcZS/LG+cKUbzPUC6oPn85BOMMZ8yxmw1xtyf64Nba++11l4EXA28M1MQlUtRr7VSlOEapnuTGb//w6R7Nye/D6wb9+/jsLX2kcz+W4DfZL6V+A7w3MyHzZl8PFN4bbbW3jjDeRNWRbLW9pP+ev2N53j80ba5fjPy78aY/cDXSP89jHoR8E1rrQt8l0kFZRYj465vs7X2W5n9KdJfB47P75Ae4vF/me2vAk+cRda7gC8ZY/6adG/wqF9aa3syRe13M491E3AlcH/mNbwJWEu69//31toDANba07N43lHTPebjgN9aa09Za+Oki6Fp5fia5mv0g04lGf0Z2US6GPhKpue7kn2D9L8FMv+f6e/0Z6Q/KL2YST8DxpirgVOZb9N+DVxhjGkrfNxzyuc1eCfpD+9Xk64T3lHkjLnK5TWawBjTQfq9rVK+4ZzttYz+broL+Im19qeTTzDGfM8Ys80Y891ChZuvQy9GMuNcWkj3jr0O+M8yZxov27jHx4Dnj25ba19nMjdhZY5/Ebgc6LTWPnM2T2Kt3WGMGSLdo/NAgbLnKudrrRLlvoYeYPIvpHbO3uCGtXZv5k3HTDpvdBzYMuC3xphnZ77WejFwnTHmYOa8BcCNwK8KkPdy0l/1j/cJ0j0FXxy3bzvpou2OcfuuIPexvW8nXVy+EfgycKUx5lLShewvM0OWQqTHYH4qx8ce9Q3SNzV+kXSRfAnpAnq8cxb41trXGGMeBzwL2GLSY7qztfUyz/Nla+07xx8w6Zv28h1mNd1jPiePx/wEU1/Tx5j6mmKMWQn8KLP5mfHDmLLJfCv1vMxjVSRr7T2Z94FFpIfnVKrvAx8z6XsAIpkhTo/j7D0v7wEeAbDWxk16meG3ku7d+9Nxj/NiYNO494xm0u+Lnyv6FUxjtq/BuJ7WWOb369tKkS8H3+ccr9H44QiTXE562MLezHtdvTFmr7V2fbFDT+P7zO7nbd/keoH0+8eTRzestc/NjL2ecjNwvuZrjzIA1to+0r8o32aMCZY7zzncAdQZY147bl/96B+stX+V+cQ8Y5FsjFmT+YUyenPZRtJ35FeSGa+1SpT1Gqy1g0CXMeYmAGNMO+melMnjvj7ENL8AMr8o/oH0tw7NpHssz7PWrrbWrib9AXPOX6VmCtR3M6kgzfR6WuCV43b/G/CvJn0H9eiNgK8A/ifX5830Gn8S8Jn0DT4vJj0LzOrMfx3A8sy/k3z0j8v/VOAI6SEdoz0nL+Hs6zEANGV7EGPMusy3QO8BuoGVmUNPM8a0Z4bEPId0L8uvgT8fHTKSOb6K9Fjs640xa0b353Ad0z3mvcANxpgFmffPc/W+T/eafgT4N2PM0szjh40xb7TWHhnXUz9jkZzxVNI3Ix7N4dpKyhizifS3Aj3lzjKTzPvHb0l/0PtGZt+9416PyQXYR0nPXDB2XcYYH+mfiUvHvWf8GeUbfjGaa1avQaajYHTc+3Mo4JjXQsjjNRrf9ifW2qXjXpfhMhbJc7oW0t/QXZfpDBhV0N+187VHeYy19mGTnrrmRaS/Cq1I1lov04PzcWPM35O+EWiIab4OMsY8l/TXKouAnxhjtlhrn0662PkHY0wCcEnflNOd7THKJddrrUQVcg0vBz5l0rMAALzfWrvPjLvB01r7mDHmIdK9stl8n/Q0g38H3GGtHX+z1g9IFzjhSfvHe7NJ3wg26jmZ/z/JGPMw6Te0k8Ab7bgp2sb5KOmxdKN5f2iMWQ7cbdJTjg0AL813nF3mdfog6anJ1pIeJz/e90i/N/zrNA8xOnRo1M/G/fnrpHuQV5CeUu9ZpO8w/4Ix5u2cvZkP0uM8P2uMeSPw55PGKf+7SU9/5JAuWreSHpf8B9LvWetJ38w3+u3Su4BfZAqVBPA6a+0fTXpave9m9p8k/XX5OVlrt8/wmO8jXYR3ke4pPtdQHJj6mt5u0lMp/ipTlHikf2FOYYz5BukpBhcaY46SngJqdLhWTl8/l9D4nxGH9BSYk79ZqETfIP2ty4vOdaK19jEmzXZBupfvmLX22Lh9vwcuNMYsK/HY2GlfA2PMnaSHWDRmfqZeadNTlX3dpMf2O8AW4DUlzDtb53yNZri+SjPrn7fxrLUjJj0b0seMMZ8gPd3oAPDBQgXTynwiIlXGzDBnsYiIFM68HnohIiIiIjId9SiLiIiIiGShHmURERERkSxUKIuIiIiIZKFCWUREREQkCxXKIiI1whjzGWPMu8udQ0SkVuhmPhGRKpSZIu5V1trZLIMtIiJ5UI+yiEgFGl1BU0REykc9yiIiFcIYcxD4NOnlrTcC/0x69b7FpJfA/idr7feMMRcADwNBYARIWmtbjTFfAo5aa99ljLkB+BrwcdIrQqaAf7TWfjHzXAuALwHXA7uAnwM3qIdaROQs9SiLiFSWF3N2uetdwJOAFuD9wNcyy//uIL2k7j3W2kZrbes0j7U003Y58ErSS5q3ZY59ivSy6kuBv8z8JyIi4+irPRGRyvKf1tojmT9/e9z+bxlj3glcA/xglo+VAD5grU0CtxtjBoGNxpj7gecDF1trh4HtxpgvAzcU5ApERGqECmURkcoyWiRjjHk58BZgdWZXI7Awh8fqyRTJo4Yzj7GI9Pv/kXHHxv9ZRETQ0AsRkUrjARhjVgGfBV4PLMgMr9gGOOPPy9MpIAmsGLdv5RweT0SkJqlQFhGpTA2ki+FTAMaYvwIuHnf8BLDCGBPK9YGttSngu8D7jDH1xphNwMvnHllEpLaoUBYRqUDW2u3AR4F7SBfFlwB3jTvlDuAx4LgxpjuPp3g96Rv9jgNfBb4BxOaSWUSk1mh6OBERwRjzr8BSa61mvxARydDNfCIi81BmuEUIeBS4mvT0ca8qaygRkQqjQllEZH5qIj3cogM4SXqYx2ynnRMRmRc09EJEREREJAvdzCciIiIikoUKZRERERGRLFQoi4iIiIhkoUJZRERERCQLFcoiIiIiIlmoUBYRERERyeL/Ay21yuv+ekRiAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.stripplot(x=\"rating\", y=\"gross\", data=df)"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.8"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}