Exploratory-Data-Analysis-using-Pandas-and-Matplotlib.ipynb

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  "cells": [
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      "cell_type": "markdown",
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      },
      "source": [
        "# Assignment2"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3MVoTW2qIzAt"
      },
      "source": [
        "# Instruction"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3ZOfgo4bIzAu"
      },
      "source": [
        "1. All the required dataset are attached with the file.\n",
        "    (ufo.csv dataset for Question 1,\n",
        "    u.user dataset for Question 2,\n",
        "    Movie.csv dataset for Question 3)\n",
        "2. Don’t plagiarize, Plagiarism would lead to straight zero\n",
        "3. Clearly mention your NAME and ROLL NO#.\n",
        "4. Late submissions are not allowed. Start Early."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
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      "outputs": [],
      "source": [
        "#import libraries\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from matplotlib import style"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xTQ6sB5_IzAx"
      },
      "source": [
        "## Question1"
      ]
    },
    {
      "cell_type": "code",
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        "id": "mzhc8yBmIzAy",
        "outputId": "5c42efa5-1e74-4efd-d55d-ec479f546d12"
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          "name": "stdout",
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          "text": [
            "                   City Colors Reported Shape Reported State             Time\n",
            "0                Ithaca             NaN       TRIANGLE    NY   6/1/1930 22:00\n",
            "1           Willingboro             NaN          OTHER    NJ  6/30/1930 20:00\n",
            "2               Holyoke             NaN           OVAL    CO  2/15/1931 14:00\n",
            "3               Abilene             NaN           DISK    KS   6/1/1931 13:00\n",
            "4  New York Worlds Fair             NaN          LIGHT    NY  4/18/1933 19:00\n",
            "                  City Colors Reported Shape Reported State             Time\n",
            "33856  West Des Moines             NaN          LIGHT    IA  9/11/2005 21:03\n",
            "33857           Clovis             NaN          LIGHT    NM  9/11/2005 22:30\n",
            "33858         Hesperia             NaN       TRIANGLE    CA  9/11/2005 22:30\n",
            "33859        Dade City             NaN          LIGHT    FL  9/11/2005 23:00\n",
            "33860         Henniker             NaN            NaN    NH                9\n",
            "RangeIndex(start=0, stop=33861, step=1)\n",
            "City               object\n",
            "Colors Reported    object\n",
            "Shape Reported     object\n",
            "State              object\n",
            "Time               object\n",
            "dtype: object\n",
            "(33861, 5)\n"
          ]
        }
      ],
      "source": [
        "# read ufo.csv into a DataFrame called 'ufo'\n",
        "ufo=pd.read_csv(\"ufo.csv\")\n",
        "# print the head and the tail\n",
        "print(ufo.head())\n",
        "print(ufo.tail())\n",
        "# examine the default index, data types, and shape of ufo dataframe\n",
        "print(ufo.index)\n",
        "print(ufo.dtypes)\n",
        "print(ufo.shape)"
      ]
    },
    {
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              "<div>\n",
              "<style>\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>Colors Reported</th>\n",
              "      <th>Shape Reported</th>\n",
              "      <th>State</th>\n",
              "      <th>Time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Ithaca</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TRIANGLE</td>\n",
              "      <td>NY</td>\n",
              "      <td>6/1/1930 22:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Willingboro</td>\n",
              "      <td>NaN</td>\n",
              "      <td>OTHER</td>\n",
              "      <td>NJ</td>\n",
              "      <td>6/30/1930 20:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Holyoke</td>\n",
              "      <td>NaN</td>\n",
              "      <td>OVAL</td>\n",
              "      <td>CO</td>\n",
              "      <td>2/15/1931 14:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Abilene</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DISK</td>\n",
              "      <td>KS</td>\n",
              "      <td>6/1/1931 13:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>New York Worlds Fair</td>\n",
              "      <td>NaN</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>NY</td>\n",
              "      <td>4/18/1933 19:00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
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            "text/plain": [
              "                   City Colors Reported Shape Reported State             Time\n",
              "0                Ithaca             NaN       TRIANGLE    NY   6/1/1930 22:00\n",
              "1           Willingboro             NaN          OTHER    NJ  6/30/1930 20:00\n",
              "2               Holyoke             NaN           OVAL    CO  2/15/1931 14:00\n",
              "3               Abilene             NaN           DISK    KS   6/1/1931 13:00\n",
              "4  New York Worlds Fair             NaN          LIGHT    NY  4/18/1933 19:00"
            ]
          },
          "execution_count": 139,
          "metadata": {},
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        }
      ],
      "source": [
        "# count the number of missing values in each column\n",
        "ufo.isnull().sum()\n",
        "# count total number of null vlaues in the dataframe\n",
        "ufo.isnull().sum().sum()\n",
        " # print those rows which has null values\n",
        "is_NaN = ufo.isnull()\n",
        "NullValueRows = ufo[is_NaN.any(axis=1)]\n",
        "NullValueRows.head()"
      ]
    },
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>City</th>\n",
              "      <th>Colors Reported</th>\n",
              "      <th>Shape Reported</th>\n",
              "      <th>State</th>\n",
              "      <th>Time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Ithaca</td>\n",
              "      <td>RED</td>\n",
              "      <td>TRIANGLE</td>\n",
              "      <td>NY</td>\n",
              "      <td>6/1/1930 22:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Willingboro</td>\n",
              "      <td>RED</td>\n",
              "      <td>OTHER</td>\n",
              "      <td>NJ</td>\n",
              "      <td>6/30/1930 20:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Holyoke</td>\n",
              "      <td>RED</td>\n",
              "      <td>OVAL</td>\n",
              "      <td>CO</td>\n",
              "      <td>2/15/1931 14:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Abilene</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>KS</td>\n",
              "      <td>6/1/1931 13:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>New York Worlds Fair</td>\n",
              "      <td>RED</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>NY</td>\n",
              "      <td>4/18/1933 19:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Valley City</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>ND</td>\n",
              "      <td>9/15/1934 15:30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Crater Lake</td>\n",
              "      <td>RED</td>\n",
              "      <td>CIRCLE</td>\n",
              "      <td>CA</td>\n",
              "      <td>6/15/1935 0:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Alma</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>MI</td>\n",
              "      <td>7/15/1936 0:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Eklutna</td>\n",
              "      <td>RED</td>\n",
              "      <td>CIGAR</td>\n",
              "      <td>AK</td>\n",
              "      <td>10/15/1936 17:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Hubbard</td>\n",
              "      <td>RED</td>\n",
              "      <td>CYLINDER</td>\n",
              "      <td>OR</td>\n",
              "      <td>6/15/1937 0:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Fontana</td>\n",
              "      <td>RED</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>CA</td>\n",
              "      <td>8/15/1937 21:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>RED</td>\n",
              "      <td>FIREBALL</td>\n",
              "      <td>AL</td>\n",
              "      <td>6/1/1939 20:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Belton</td>\n",
              "      <td>RED</td>\n",
              "      <td>SPHERE</td>\n",
              "      <td>SC</td>\n",
              "      <td>6/30/1939 20:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Keokuk</td>\n",
              "      <td>RED</td>\n",
              "      <td>OVAL</td>\n",
              "      <td>IA</td>\n",
              "      <td>7/7/1939 2:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Ludington</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>MI</td>\n",
              "      <td>6/1/1941 13:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Forest Home</td>\n",
              "      <td>RED</td>\n",
              "      <td>CIRCLE</td>\n",
              "      <td>CA</td>\n",
              "      <td>7/2/1941 11:30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Los Angeles</td>\n",
              "      <td>RED</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>CA</td>\n",
              "      <td>2/25/1942 0:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Hapeville</td>\n",
              "      <td>RED</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>GA</td>\n",
              "      <td>6/1/1942 22:30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Oneida</td>\n",
              "      <td>RED</td>\n",
              "      <td>RECTANGLE</td>\n",
              "      <td>TN</td>\n",
              "      <td>7/15/1942 1:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Bering Sea</td>\n",
              "      <td>RED</td>\n",
              "      <td>OTHER</td>\n",
              "      <td>AK</td>\n",
              "      <td>4/30/1943 23:00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                    City Colors Reported Shape Reported State  \\\n",
              "0                 Ithaca             RED       TRIANGLE    NY   \n",
              "1            Willingboro             RED          OTHER    NJ   \n",
              "2                Holyoke             RED           OVAL    CO   \n",
              "3                Abilene             RED           DISK    KS   \n",
              "4   New York Worlds Fair             RED          LIGHT    NY   \n",
              "5            Valley City             RED           DISK    ND   \n",
              "6            Crater Lake             RED         CIRCLE    CA   \n",
              "7                   Alma             RED           DISK    MI   \n",
              "8                Eklutna             RED          CIGAR    AK   \n",
              "9                Hubbard             RED       CYLINDER    OR   \n",
              "10               Fontana             RED          LIGHT    CA   \n",
              "11              Waterloo             RED       FIREBALL    AL   \n",
              "12                Belton             RED         SPHERE    SC   \n",
              "13                Keokuk             RED           OVAL    IA   \n",
              "14             Ludington             RED           DISK    MI   \n",
              "15           Forest Home             RED         CIRCLE    CA   \n",
              "16           Los Angeles             RED          LIGHT    CA   \n",
              "17             Hapeville             RED          LIGHT    GA   \n",
              "18                Oneida             RED      RECTANGLE    TN   \n",
              "19            Bering Sea             RED          OTHER    AK   \n",
              "\n",
              "                Time  \n",
              "0     6/1/1930 22:00  \n",
              "1    6/30/1930 20:00  \n",
              "2    2/15/1931 14:00  \n",
              "3     6/1/1931 13:00  \n",
              "4    4/18/1933 19:00  \n",
              "5    9/15/1934 15:30  \n",
              "6     6/15/1935 0:00  \n",
              "7     7/15/1936 0:00  \n",
              "8   10/15/1936 17:00  \n",
              "9     6/15/1937 0:00  \n",
              "10   8/15/1937 21:00  \n",
              "11    6/1/1939 20:00  \n",
              "12   6/30/1939 20:00  \n",
              "13     7/7/1939 2:00  \n",
              "14    6/1/1941 13:00  \n",
              "15    7/2/1941 11:30  \n",
              "16    2/25/1942 0:00  \n",
              "17    6/1/1942 22:30  \n",
              "18    7/15/1942 1:00  \n",
              "19   4/30/1943 23:00  "
            ]
          },
          "execution_count": 140,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# fill null values, \n",
        "#if any column is numerical has null value than fill this column with mean of that column\n",
        "\n",
        "#if any column is categorical than fill this column with most frequent value of that column\n",
        "def fillna(column):\n",
        "    ValOfColumn=column.value_counts().index[0]\n",
        "    column.fillna(ValOfColumn, inplace=True)\n",
        "    return column\n",
        "ufo=ufo.apply(lambda column:fillna(column))\n",
        "ufo.head(20)\n",
        "# ufo.isnull().sum()"
      ]
    },
    {
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      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "City                        Seattle\n",
            "Colors Reported                 RED\n",
            "Shape Reported                LIGHT\n",
            "State                            CA\n",
            "Time               11/16/1999 19:00\n",
            "dtype: object\n"
          ]
        },
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              "      <th>City</th>\n",
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              "      <th>Shape_Reported</th>\n",
              "      <th>State</th>\n",
              "      <th>Time</th>\n",
              "      <th>Location</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Ithaca</td>\n",
              "      <td>RED</td>\n",
              "      <td>TRIANGLE</td>\n",
              "      <td>NY</td>\n",
              "      <td>6/1/1930_22:00</td>\n",
              "      <td>Ithaca,NY</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Willingboro</td>\n",
              "      <td>RED</td>\n",
              "      <td>OTHER</td>\n",
              "      <td>NJ</td>\n",
              "      <td>6/30/1930_20:00</td>\n",
              "      <td>Willingboro,NJ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Holyoke</td>\n",
              "      <td>RED</td>\n",
              "      <td>OVAL</td>\n",
              "      <td>CO</td>\n",
              "      <td>2/15/1931_14:00</td>\n",
              "      <td>Holyoke,CO</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Abilene</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>KS</td>\n",
              "      <td>6/1/1931_13:00</td>\n",
              "      <td>Abilene,KS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>New_York_Worlds_Fair</td>\n",
              "      <td>RED</td>\n",
              "      <td>LIGHT</td>\n",
              "      <td>NY</td>\n",
              "      <td>4/18/1933_19:00</td>\n",
              "      <td>New_York_Worlds_Fair,NY</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Valley_City</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>ND</td>\n",
              "      <td>9/15/1934_15:30</td>\n",
              "      <td>Valley_City,ND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Crater_Lake</td>\n",
              "      <td>RED</td>\n",
              "      <td>CIRCLE</td>\n",
              "      <td>CA</td>\n",
              "      <td>6/15/1935_0:00</td>\n",
              "      <td>Crater_Lake,CA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Alma</td>\n",
              "      <td>RED</td>\n",
              "      <td>DISK</td>\n",
              "      <td>MI</td>\n",
              "      <td>7/15/1936_0:00</td>\n",
              "      <td>Alma,MI</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Eklutna</td>\n",
              "      <td>RED</td>\n",
              "      <td>CIGAR</td>\n",
              "      <td>AK</td>\n",
              "      <td>10/15/1936_17:00</td>\n",
              "      <td>Eklutna,AK</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Hubbard</td>\n",
              "      <td>RED</td>\n",
              "      <td>CYLINDER</td>\n",
              "      <td>OR</td>\n",
              "      <td>6/15/1937_0:00</td>\n",
              "      <td>Hubbard,OR</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                   City Colors_Reported Shape_Reported State  \\\n",
              "0                Ithaca             RED       TRIANGLE    NY   \n",
              "1           Willingboro             RED          OTHER    NJ   \n",
              "2               Holyoke             RED           OVAL    CO   \n",
              "3               Abilene             RED           DISK    KS   \n",
              "4  New_York_Worlds_Fair             RED          LIGHT    NY   \n",
              "5           Valley_City             RED           DISK    ND   \n",
              "6           Crater_Lake             RED         CIRCLE    CA   \n",
              "7                  Alma             RED           DISK    MI   \n",
              "8               Eklutna             RED          CIGAR    AK   \n",
              "9               Hubbard             RED       CYLINDER    OR   \n",
              "\n",
              "               Time                 Location  \n",
              "0    6/1/1930_22:00                Ithaca,NY  \n",
              "1   6/30/1930_20:00           Willingboro,NJ  \n",
              "2   2/15/1931_14:00               Holyoke,CO  \n",
              "3    6/1/1931_13:00               Abilene,KS  \n",
              "4   4/18/1933_19:00  New_York_Worlds_Fair,NY  \n",
              "5   9/15/1934_15:30           Valley_City,ND  \n",
              "6    6/15/1935_0:00           Crater_Lake,CA  \n",
              "7    7/15/1936_0:00                  Alma,MI  \n",
              "8  10/15/1936_17:00               Eklutna,AK  \n",
              "9    6/15/1937_0:00               Hubbard,OR  "
            ]
          },
          "execution_count": 141,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# calculate the most frequent value for each of the columns (in a single command)\n",
        "new_ufo = ufo.apply(lambda x:x.value_counts().index[0])\n",
        "print(new_ufo)\n",
        "# what are the four most frequent colors reported?\n",
        "new_ufo=pd.read_csv(\"ufo.csv\")\n",
        "new_ufo_values=ufo['Colors Reported'].value_counts()\n",
        "new_ufo_values_first_four=new_ufo_values.head(4)\n",
        "# for reports in VA, what's the most frequent city?\n",
        "new_ufo=ufo[ufo.State=='VA']\n",
        "totalValues=new_ufo.City.value_counts()\n",
        "mostFrqnt=totalValues.head(1)\n",
        "mostFrqnt\n",
        "# show only the UFO reports from Arlington, VA\n",
        "particularUfo=ufo[(ufo.City=='Arlington') & (ufo.State=='VA')]\n",
        "particularUfo\n",
        "# show only the UFO reports in which the City is missing\n",
        "new_ufo=pd.read_csv(\"ufo.csv\")\n",
        "particularCityUfo=new_ufo[new_ufo.City.isnull()]\n",
        "particularCityUfo\n",
        "# how many rows remain if you drop all rows with any missing values?\n",
        "new_ufo=pd.read_csv(\"ufo.csv\")\n",
        "rmn=new_ufo.dropna()\n",
        "rmn.shape[0]\n",
        "# replace any spaces in the column names with an underscore\n",
        "ufo.columns = ufo.columns.str.replace(' ', '_')\n",
        "ufo.head()\n",
        "# create a new column called 'Location' that includes both City and State\n",
        "# For example, the 'Location' for the first row would be 'Ithaca, NY'\n",
        "ufo['Location'] = ufo.City + ',' + ufo.State\n",
        "ufo.head()\n",
        "# map existing values to a different set of values\n",
        "# like in column 'is_male', convert F value to 0 and M to 1 with pandas\n",
        "# In other words, your code should not reference the specific column names\n",
        "ufo=ufo.replace(' ', '_', regex=True)\n",
        "ufo.columns = ufo.columns.str.replace(' ', '_')\n",
        "ufo.head(10)\n",
        "# convert datatype of column 'time'  to the datetime format"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JwQkCBwJIzA3"
      },
      "source": [
        "# Question 2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "iZk9ObxXIzA4"
      },
      "outputs": [],
      "source": [
        "#importing file\n",
        "users = pd.read_table('u.user', sep='|', index_col='user_id')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TBjWdJqCIzA5"
      },
      "source": [
        "Describe and show the dataframe"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yeC1SIH7IzA5",
        "outputId": "95dd372c-ffba-4233-9fc5-d58e2f7af09a"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>age</th>\n",
              "      <th>gender</th>\n",
              "      <th>occupation</th>\n",
              "      <th>zip_code</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>user_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>24</td>\n",
              "      <td>M</td>\n",
              "      <td>technician</td>\n",
              "      <td>85711</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>53</td>\n",
              "      <td>F</td>\n",
              "      <td>other</td>\n",
              "      <td>94043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>23</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>32067</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>24</td>\n",
              "      <td>M</td>\n",
              "      <td>technician</td>\n",
              "      <td>43537</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>33</td>\n",
              "      <td>F</td>\n",
              "      <td>other</td>\n",
              "      <td>15213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>42</td>\n",
              "      <td>M</td>\n",
              "      <td>executive</td>\n",
              "      <td>98101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>57</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>91344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>36</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>05201</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>29</td>\n",
              "      <td>M</td>\n",
              "      <td>student</td>\n",
              "      <td>01002</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>53</td>\n",
              "      <td>M</td>\n",
              "      <td>lawyer</td>\n",
              "      <td>90703</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         age gender     occupation zip_code\n",
              "user_id                                    \n",
              "1         24      M     technician    85711\n",
              "2         53      F          other    94043\n",
              "3         23      M         writer    32067\n",
              "4         24      M     technician    43537\n",
              "5         33      F          other    15213\n",
              "6         42      M      executive    98101\n",
              "7         57      M  administrator    91344\n",
              "8         36      M  administrator    05201\n",
              "9         29      M        student    01002\n",
              "10        53      M         lawyer    90703"
            ]
          },
          "execution_count": 143,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# describe information of all columns\n",
        "users.describe(include='all')\n",
        "# describe information of all numeric columns only\n",
        "users.describe()\n",
        "# describe information of all object columns only\n",
        "users.describe(include=['object'])\n",
        "# show first 10 rows of users dataframe\n",
        "users.head(10)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tYaFLHFIIzA6"
      },
      "source": [
        "detecting duplicate rows"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9j7eX0VYIzA6",
        "outputId": "38b10133-2779-421d-bca4-4c9257cffe13"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "user_id\n",
              "1    False\n",
              "2    False\n",
              "3    False\n",
              "4     True\n",
              "5    False\n",
              "dtype: bool"
            ]
          },
          "execution_count": 144,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# check wheather a row is identical to a previous row\n",
        "users.duplicated()\n",
        "# count all duplicate rows in the dataframe\n",
        "x=users.duplicated()\n",
        "x=x.sum()\n",
        "x\n",
        "# show only duplicate rows in the dataframe\n",
        "x=users.duplicated()\n",
        "users[x]\n",
        "# drop all duplicate rows in the dataframe\n",
        "users.drop_duplicates() \n",
        "# check a single specific column for duplicates occur or not\n",
        "users.gender.duplicated() \n",
        "# check specify more than one column for finding duplicates\n",
        "users.duplicated(['age', 'gender']).head() "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Mf4Gwq7wIzA7",
        "outputId": "6e927f3b-a7aa-47e1-c5e8-cdccbddcd6af"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>min</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>occupation</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>administrator</th>\n",
              "      <td>21.0</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>artist</th>\n",
              "      <td>19.0</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>doctor</th>\n",
              "      <td>28.0</td>\n",
              "      <td>64.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>educator</th>\n",
              "      <td>23.0</td>\n",
              "      <td>63.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>engineer</th>\n",
              "      <td>22.0</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>entertainment</th>\n",
              "      <td>15.0</td>\n",
              "      <td>50.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>executive</th>\n",
              "      <td>22.0</td>\n",
              "      <td>69.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>healthcare</th>\n",
              "      <td>22.0</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>homemaker</th>\n",
              "      <td>20.0</td>\n",
              "      <td>50.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>lawyer</th>\n",
              "      <td>21.0</td>\n",
              "      <td>53.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>librarian</th>\n",
              "      <td>23.0</td>\n",
              "      <td>69.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>marketing</th>\n",
              "      <td>24.0</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>none</th>\n",
              "      <td>11.0</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>other</th>\n",
              "      <td>13.0</td>\n",
              "      <td>64.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>programmer</th>\n",
              "      <td>20.0</td>\n",
              "      <td>63.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>retired</th>\n",
              "      <td>51.0</td>\n",
              "      <td>73.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>salesman</th>\n",
              "      <td>18.0</td>\n",
              "      <td>66.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>scientist</th>\n",
              "      <td>23.0</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>student</th>\n",
              "      <td>7.0</td>\n",
              "      <td>42.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>technician</th>\n",
              "      <td>21.0</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>writer</th>\n",
              "      <td>18.0</td>\n",
              "      <td>60.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                min   max\n",
              "occupation               \n",
              "administrator  21.0  70.0\n",
              "artist         19.0  48.0\n",
              "doctor         28.0  64.0\n",
              "educator       23.0  63.0\n",
              "engineer       22.0  70.0\n",
              "entertainment  15.0  50.0\n",
              "executive      22.0  69.0\n",
              "healthcare     22.0  62.0\n",
              "homemaker      20.0  50.0\n",
              "lawyer         21.0  53.0\n",
              "librarian      23.0  69.0\n",
              "marketing      24.0  55.0\n",
              "none           11.0  55.0\n",
              "other          13.0  64.0\n",
              "programmer     20.0  63.0\n",
              "retired        51.0  73.0\n",
              "salesman       18.0  66.0\n",
              "scientist      23.0  55.0\n",
              "student         7.0  42.0\n",
              "technician     21.0  55.0\n",
              "writer         18.0  60.0"
            ]
          },
          "execution_count": 145,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# display the 3 most frequent occupations in 'users'\n",
        "users['occupation'].value_counts().head(3)\n",
        "# change the data type of a column name age from int to float\n",
        "users.age = users.age.astype(float)\n",
        "users.head()\n",
        "# for each occupation, calculate the minimum and maximum ages\n",
        "x=users.groupby('occupation')\n",
        "x=x.age.agg(['min', 'max'])\n",
        "x"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FbfkZbUgIzA7",
        "outputId": "4cc49f25-5ba0-461d-f583-8e0578bd5b9b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x10ee00b8>"
            ]
          },
          "execution_count": 146,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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/sDJuzbmO+xE0+su8V7Y2swWtxJsrJ/RWcPdDUp2z+7V5qn8RMsXlj8A9aBQz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\nYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0xda73a58>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# for each occupation in 'users', count the number of occurrences\n",
        "NoOfOccrncesInOcuupation=users['occupation'].value_counts()\n",
        "NoOfOccrncesInOcuupation\n",
        "# plot barchar of upper out w.r.t each occupation \n",
        "%matplotlib inline\n",
        "NoOfOccrncesInOcuupation.plot.bar(rot=70,width = 0.8,color = \"b\",linewidth = 15, linestyle = \"solid\") "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MYbdZHtlIzA7",
        "outputId": "72884f55-5e03-40f3-dde1-5614bf31ba84"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(-1.101559977495894,\n",
              " 1.1000742876769898,\n",
              " -1.1014247906362087,\n",
              " 1.1000796678516509)"
            ]
          },
          "execution_count": 147,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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5eXkXzp49+x/JyckhWdAn0ZbUZW2bQq63TVJUUpJJWfRy014YWL4uLP/eHTK7\nmp643pZkdBwnGAgszy/Mzzc6EC30hOUvusZZs2bNejQtLS2kC/m+iKlIrXE1hFTPEpOYJM4yqMro\nOIKN2+1yjawJv00v25Ry/+Gb5nZHpCkQ98VKBZbpkRvN13RiE2ZycnJmzZw58y+DBg0aaXQs/may\nmCNfd60JuSQgNXJou9ExBBt3XcmRCHe7zeg4+tuzU90HD2ZaAnl5ezLwfn5h/jCjA9FCh05swkhO\nTs7k008//fHMzMyweYfUHseQTW17Dhkdhy+lR2eF/XYAPZVUvj4kWwB05tMBjiPL5gZMXU1nMvAk\nNyFV66cZRyc2YSInJ2fspEmTFg8bNmys0bH0t9WRu6Pa3Q6X0XH4Skp0SpIok14d1U1KKUZUfGZE\n7xbDHDa5mh+/PmKA0XH0wFA8yU1Y/T9p/qETmzCQk5OTN27cuMWjRo2aZHQsRjBFWBLeal97wOg4\nfMVsMptjzRmVRscRLJxNRyrinQ1hs5qsXSn3g1ebW9qjArKupjO5wNv5hfkxRgeiBTed2IS4nJyc\nEaeddtrivLy86UbHYqSKuKYhpY6KGqPj8JWUyGy9MqqbYis2htWu6P+c7D54INsSaKugumsy8Fo/\n7wquhRid2ISwnJyc7Nzc3Cfy8/NnB8km3X4jJpP5XdOGVqPj8JX06Gz9h7+bhpavizM6hv6yJsFZ\nvvS8oKir6cw5wHP5hfn69UnrFf2DE6JycnIGjRw58i/jxo07R8I9q/FSdnP6ipbNIdHbJs2eloyS\nkKkb8hdnW319esuhYKo16bVyk6v5sQU2ozsL+8oVwINGB6EFJ53YhKCcnJyBmZmZD0+cOPECk8mk\n/4872Bl7OLnB2Rz0IzcWk8USY07TdTZdsFVsDZnpx844lFJ/uMrc0hZlCqUl7XfkF+YvNDoILfjo\nF70Qk5OTk5yQkHD/lClTLjaZTGaj4wk0Jos5eolrdbnRcfhCckS23um7C0MqwmPTy39NcJcdGBa0\ndTWdeSy/MP88o4PQgotObEJITk5Oos1mu3vOnDlft9lsutfJKTTHuTKL2/YdMTqOvsqIzg6ld+c+\n53K2tWbVfR7y3YbXxTvL37kw6OtqTsUCvJhfmD/G6EC04KETmxCRk5MTB/x4zpw58+x2u+4F0QkR\noShih8WpnEG9S2aaPSMZhTI6jkAl1bsqLKiQ/htXIa6WR28ImbqaU4kD3sgvzA/bndm1ngnpX/pw\nkZOTYwOWGwHEAAAgAElEQVRuOf300y9MSUnRrcm7wRRpSXqnbX1Q97axma22KFNKyG0Z4Stp5WtD\numjeoZR68EpzU5s9pOpqTiULWJJfmB9ldCBa4NOJTZDLyckRYH5OTs7coUOHTjQ6nmByMK4+44ij\nut7oOPoi2ZYdVj1ausvtdrlGVG8J6Wmof49zlZWMsITT6OxU4J9GB6EFPp3YBL+5aWlpl48fP36W\nXtXdMyaTyfqmrG8wOo6+yLBnW4yOIRC56/cfiQrhTS/Xxzkr3rw4MlTrajpzZX5h/p1GB6EFNp3Y\nBLGcnJwxiYnqxltuPTQ5MrKk2uh4gpE7xjRoVev2UqPj6K2B9kFJSukymxMlHgndTS8rxdX66AJb\n2DQdPInf5hfmn2V0EFrg0olNkMrJyckQUbfefItrelKSe+CUqZ+kJCR8us/ouILRZntpQrOrtd3o\nOHoj0hIRGWUaoJPaE4yo/Cwkm/I5lVIPXmFubLWbwmIZ+ymYgef1buDaqehh7CCUk5MTC/xwwbfd\nkzIyyAIwmTDlj92dtW9f5f59JRcMErHqHjbdZLKaY15vXr3vavMZWUbH0htJ1uyGsvaaL1/IHS4X\nT3z4KU6XG7dSjB2czvljRh33mJZ2B/9evZHa5hbcSnFGzjCmDh1CY2sb/1i5npZ2Bxfm5zBm0EAA\nnv14HZdPGkN8VGS343K7XTzwyg+Ityfxfxf+9rj73t/4Amt3f/DlcYdr9/P761/Grdw8s/Q+Wtoa\nuWTKtxk3dBYAT73zC66efTsJ3Vjw52g6UpnoqAvJ2pPn811le0eG5RTUiVKBl/IL88/YcsOWoHxT\novmPTmyCzPQZdovVmvSzGTNs4ydPVl/ZrTsrqzYzNvbl8u3bLohWKkHvkttN9XGOzN0NBytH2DKC\n7gUx3T7UXNa+4cuvLSYTC8+YRoTVgsvt5i/LPiU3PYWspMQvj1m5ex9pcTF8Z/YUGlvb+MM7K5iY\nOYgN+w8yfXgm+YPS+WvRGsYMGsi2g0fISIjrUVID8OHWV0hLzKS1/av1zXPHX83c8VcDsKVkJR9u\neRl7ZBzLt7zCrLxLGD90Nk+8fQ/jhs5iS8lKBieP6FZSAxBTsakJCLr/x65sjHVWLrlUJzUdTAMe\nBm42OhAtsOipqODz9eyhjRfO+7r77FPVCg8Y4EidPOUNsdn2Bn0Tuv4iIvKhdYtyK3fQFayk2wcl\ndvxaRIiwet6zuNwKt/sk7XoE2pxOlFK0OV1E26yYTILZZMLhdON0uzGJ4HK7Kdq1l7Nyh/copprG\nCrbtW82M3Iu6PHbdng+ZNOJsAMwmC+3ONpxuByYx4XK7+HDLK5w77upuX3to+bqQS+irxNX68AJr\nyD0vH/hBfmH+tUYHoQUWndgEkekz7JOsVrnsO9+JGxgRIZ1ONUVGKvuUqR+nxCes0nU33SRRlpT3\nWj8Luk0yo63R9giJq+14m9ut+NPSIgqWvMfItOTjRmsAZo7Ipry+kftf/4CHln7EZeNHYxJhQmYG\nWw8e5ukVqzknbwQrd+9jUtYgbJaT/LipU6/Ce3nl48ybdhNdrdRrd7RSfGAt44fOBmDyiLPZsm8l\nj71xJ+dP+BZF2/7H1FFzsVm7N1rkbGuoz2guC6mtBZxKqYe+bq5viTH3bMgsfDyVX5ifb3QQWuDQ\niU2QmD7DngF8/xvfiB8VF2fuVn8OkwnT2LGfZw3JfH2/Ug69E3Q37IurGVjlrAu63jCJ1qy6jl+b\nTMId583mF5ecw4HqWg7VHb+qfefhCjIS4rn30nO449zZvLphG60OB1E2K9+dPZUfnjuLQYnxbD9U\nztjB6by4djOFK9dTUtlhT8lT5Cxb9n1KbFQimSmjTn7ACccOSzsNe6RnkU9URAz/d+FvueuKJxmS\nMpIt+z5lwrAz+PeKh/jr0gK+OLyt0/NZK0Nv08v/jnaX7c6xhHRPnj6KBv6TX5ivEz8N8GNiIyLZ\nIrLVX+f3JRE5U0TeMDqOU5k+wx4N3DphQmRqbm7ElJ4+Pju7NnPMmJerRILvBbu/mcymiDfU2qB7\ncUyPGnrS3+Uom5XhqcnsPHT8vp9rSw6QP3ggIkJyrJ0B9mjK64//8Xh/++eckzeCDfsPkp0ygG9O\nHcfSbbu6jOWLw9vYsm8l9z73LZ59/9fsOriRwg9+e9Jj13eYhjrR2+v/xfkT57Nu9zKGDRzDdWfd\nxVvrO+/PNqR8XUitFtpid1a+Ni9k94HypdOAB40OQgsMesSmj0TErwXY02fYTcCCmBjT4Isuijur\nt034BiQ5UidPeR2rrSQkdrb2J0esDP6s9fODRsfRExkxQ77cL6ixtY2Wdk8bF4fTxedHKkiNO748\nIzE6is+PVALQ0NpGRUMjSTHH9k2taGiitrmVEalJOFwuTIAgOFxdb6912enf5dfXvsD98//Nt+f+\nnFEZ47nhnHu+clxLWyO7D21mbPaMr9xXXldKbVMlozLG0+5sxSQmz/Wdbae8rsvZ3pZdtzNkRjaq\nxdX20AKr3eg4gsgt+YX5FxodhGY8fyc2ZhF5RkS2ichSEYkSkfEiskpENovIqyKSCCAiy0XkYRFZ\nJyLFIjJFRF4Rkc9F5NdHTygi14rIGhHZKCJPiXhqTUSkUUQe9F7rfRGZ6j3nFyLyNe8x2SJSJCKf\neT++8hfVe90NIjJcROwi8nfv9TaIyGXeYxaIyBIRWQZ84Ofv4RnAtPnzE8ZFRZn61JQrMlLZp0wp\nSoqLXx10dST9bV30FzGt7nan0XF0V4wtJtaKvR6gvrWNJ5ev4qF3P+KR9z9mZFoKozPSWLl7Hyt3\ne0qu5o4eyb6qGv747kcsXr6Ki8fmYo841qj37S07uTA/B4DxmRms3LOPR9//mNmjsnsdY9H21yna\n/vqXX28q+ZjcwZOIsH51+5/X1/ydS6feCHjqboq2L+GBV3/AmfmXn/L8UvN5eahseulSSv3pMlNd\nc5xZ743UM8/mF+aHTHKr9Y74q2upiGQDu4HJSqmNIvJfYAlwJ3CrUmqFiNwPxCmlfigiy4HVSqm7\nROR24C5gElAN7AHG4eld8ABwuVLKISJPAKuUUv8UEQVcpJR6W0ReBezAxcBooFApNV5EogG3UqpV\nREYC/1FKTRaRM4GfAL8FHgO+rpTaLyK/BbYrpf6fiCQAa4AJwFXAr4GxSim/NUfz1tXcf9ZZ9uRz\nzom9zJfnLtmbuH///vN1v5tOJNZG7LsiclavettMf/Ib2G1RmE1mzCYzb93wzHH3K6W474M/s2zP\nKqKsEfzporvJH5hDVXMt33vlZ9S1NfLT2d/lglGeotobX76b3573YwbGnnoV84elSw6UO4qH9Cbe\n3mhyRJclpS4MmCZpydsKD4ytWNNvz9+fXshxlr58uV7a3UtvbrlhyyVGB6EZx999bPYqpTZ6P18P\nDAcSlFIrvLcVAi92OH6J998twDal1CEAEfkCGALMwpPsrPVOyUQBR6dW2oF3Ojy+zZv8bAGyvbdb\ngb+IyHjABXSsbswDngbOU0odnYY4D/iaiPzE+3UkkOn9/D0/JzVW4KbUVItlzpyY8319/uyhNZmx\ncS+XF2+/yK5UnB7uPonquNYh+xqPVGfZ0nrVxfa/1zzKgOiEk9734Rer2FtdStFN/2bDwe3cs/RP\nvH79U/xv+/tcO+EyLhw1h+tfvJMLRs3mvd2fMCZtZKdJDcDAqGGq3FHcm1CDnnK73COrNofEO/Vt\n0c6ql+bZBuud33rt4vzC/Ju33LDlcaMD0Yzh72HbjhPiLuDkf+W/erz7hMe68SRhgnf0xfuRo5Qq\n8B7jUMeGn758vFLq6GMBfgQcwTP6MxnouEneIaAVz4jMUQJc0eF6mUqpo68c/i7EvRjIvuaahDlW\nq/il2j8pyZE6afISZbXtq/DH+YOdmMT0nmWTw626rivpqaWff8wVY85HRJg46DTq2xo50liJxWyh\nxdFKm8uB2WTC6Xbyt3Uv8n+nf6vLc2bYh4Tt/kGu+gNHotytQV84XIur7Y/ftkaLKSRm1Iz0YH5h\n/mijg9CM0d+/PXVAjYjM9n59HbCik+NP9AFwpYikAojIABHpyVRBPHDIm+xch2fPkaNq8SQTv/NO\nTQG8C9wq3uEhEemY9PjN9Bn2EcC8yy6Ly0hJsQz157WiolTMlCkfDYiLW6Prbk4m2py2vG1zj783\nInDNC3dw0T++y3Mbl3zl/sONlWTEHRtgSI9N4XBDJfNGz2Xp5x/zrRfu4JZp1/HPz17j8tPOJ6ob\nfVziI+MTzCoyLFe+JZR/FvRt9V1KqT9daqpr0nU1vhAF/DO/MF9PtYchI7ZUuAFY7K13+QL4dncf\nqJTaLiI/B5aKiAlw4Gmn3d0mdE8AL4vI9XimrY57EVBKHRGRS4C3ReRG4FfAI8Bm7/X2An6du/Uu\n7f7+sGE208SJUf2yg63ZjHnc+J2Ze7+o2HfgwPlDRCz67WIHu2PKUya1NjXHW+zRXR/t8fL8x0mP\nTaGyqYZvvXAHw5MymTZkfJePi4uIofCqBwCobW3giVXP8czlv+bOtx+grrWBm6ZezaRBY075+ARr\nZnWVc1fYTS2OrFyf2PVRMHfPbuwmMyYBC8KL2dnH3b+muYlbysoYZLUCcG5MLD9ITqba6eS2g2XU\nu1zclpzC3NhYAG4uK+W+tDRSLdY+P4dXR7nKdozRdTU+NAn4KfB7owPR+pffioe1nps+wy7A9RYL\nZ95xR8oFcXHmgf0dQ1Wl9Uhx8UWxSsV1+0U8HETUy4HrbGf3qjD1Tx//nWhrFAtPv+bL2xa98yDT\nMicwb/RcAM54Zj7/veZR0mKO1dH88oO/cN7ImeytLsVqtnBxzpl879Wf89zVD53yWlsrN+7b1vBu\nv2zmGSjFw46miqrz1xZ0q9vw3D27eTErm0TLyd/TrWlu4tnqap4cfPx/9b9qqok3mTk3NpaFpQco\nzMziw8YGtrW2cktySp+fQ3GUs/re22wD9BSUz7UCE7bcsGWH0YFo/Uf/FgWWscA5V16ZMNyIpAYg\nKdmRNmnyErfVul/X3XTQFqeGbG3be7g7xza3t9DY1vzl5x/tXUtOyrDjjjl35Cxe3vouSik+K9tG\nbIT9uKRmb/UBDjdUMD1zAi1H+7iI0NpJHxeADHtmbE+fW7CzV2xq6PqovrEitCpFu1KYRHAqxT9r\navjOgL7v3lCHu/3BBdZIndT4RaRJqScpiNff3DCid/cOENNn2BOAm4YNszlHj474aseyfhQVpWKm\nTF0RtWVL7v6G+imZXT8iPKyM3BUxyjXEZTOdbOOkYyqaa/jeKz8DwOV2cdnouZw17HT+teF/AFw3\n4TLOHjaNZXs+ZdbT1xBlieChi+4+7hwPfPRX7pzzXQAuy5vLd1+5hydWPcePZ9/YaYyJkYkDzMrW\n4pL2sKnTyK5Y2+3NIUWEG0sPYAa+kZDINxK+up5hQ0sL8/buJdVq4acpqYyMiODiuDh+euggL9bW\nckdKCv+preFrcXFE9TEZcSnFw5dIdWOCMW9kQl28y7XpH4fKs4AfAH8xOh6tf+ipqADg7S58K3Da\nj36UfF5SkqVfphK644svkvaVHjh/iIhZv+MBUmqjSy6LnJ5tdBydeW//S2XVrj1+nyIKhKkoZ3tj\nw3kr7+r2KNURh4M0q5Uqp5Pvlh7gZ6lpTI4+Nuva6HIhIthNJlY0NvK78iO8M+z4nc3rXC7uOFjG\nnwcN5g/lR6h3uVkwYADjo3qeS7463Fn6n2/ouhqfU6r+xrqGTT+sqZ0lntWtDUAeBXVlRoem+Z9+\nsQoMs4BJ558fkxpISQ3AsGFVWaNPe6kCaWg2OpZAUB7XOPigo7Ku6yONkxaVHTQdk/vKWrmtR72k\n0rxFwUkWC+fExLC5teW4+2PMZuzeUZgzYmJwKkWN8/hv5+KqSr6flMRb9fVMjIrmt+npPF5Z2ePY\nd0Y6a/5zpc3wGqVQk1TfvmfpgYNNP6qpnS3HtmqNRY/YhA2d2Bhs+gx7MnBtQoKp+vTTo881Op6T\nSU5uT5s06X8ui667QUwmy9umzwI6yUu3Z4XNqqhB5Wu7vRyp2e2mye368vOVTc2MjDi+9U2F08nR\nUezNLS24gQTzsZnHkvZ2DjudTI2206rc3j20oLWHvY7qcTseXGCNwGTSffh8pd3dfGNJZenyqsPD\n012u9JMcMY+C+Hn9HpfW73SNjYG8q6CuAbjiioQ5NpspYFciRUer2KlTV0Rt2Tx6f0PDpLCuu1F2\nc/rHtVsPzIocE5Dt+5OikpJMytLmFmfQN6zrjMvV3ja0dmdad4+v8i7ZBnAqxcVxccy2x/B8rWcz\n928mJLK0oYHna2uwiBAhwkMZGXTcePbRygpu966Cuig2jlvLynimuopbkzvvCt2RWykeuUiq6hN1\nXY2vDKps2f/XusrUwSbV1bTeXyiI/4CCOr8XnGvG0YmNscYCU8aNi2zPzrb2S/O/vjCbsYyfsD1z\nz57yfWWl54V13c12+8EB49uHt8WYowIueTCJSeIsg6pqXfsyjI7Fr2p2V1hxd7s+ZYjNxqvZX+13\n+c2EYy1w5icmMj/x1C1xHs44NnOUZLHw76yezxy/PsxVtnV8pJ6C8gFpczX8+GBV4w20ZnZz/mEQ\ncD+eLvRaiArbFyajTZ9hjwIWiFBx7rmxF3Z8Vxjohg+vzMob/VK5SGNAT8n4k8lqtr/uXN2t5d9G\nSI0cGvSdeLuSWr4u6FY+fB7hrH3uG7bQTjj7gVJK5Rxp2re8tCzyBlpPNu3UmZspiB/hl8C0gKAT\nG+NcDMRfeGHsyIQEc9D9oUtJaR84cdJrLqu1tOdVkyGiMc6ZubP9QHnXR/a/9OisgJ3W9AWl3O4R\nVZv63hmvHzXgdjywwGrVdTV9Y2521vxu75HKl5qrsgaY6E3LZyvwB1/HpQUOndgYYPoM+xDg4vh4\nU9XkyVHnGB1Pb0VHq9gpUz9MiIn9LCz3mRIRWWHdbnYqV8CNHKREpySJMoXs6ihnfWm53dXql81h\n/cGtFH8+n6q6AeawKez2NeVW7ikHG0o+OVQWf6m09zWpvZyC+NldH6YFI53Y9DNvz5rrgJZ58+Jn\nB3LBcHeYzVgmTNiWmZHxzj6lXL7fBjvAmaIsSUtb13d3r7J+YzaZzbHmjJAdTUss/6zzFswB5q1s\nV9mmiTZdLNxLEY2Oiif3Hqr9e1tNtt0kvnrdeoiCeD16FoJ0YtP/JgM5o0ZFMHy4bYrRwfjK8BEV\nWXmjXw7LupvSuLpBFY7agFtlkRKZHVQv/j0xvKJ7m14Ggt0Rztp/Xa3ranpDuZRjbmltycryg8mz\nTc4BPj79FLyrUgOFiPzQu0H00a/fEpGvtsc+xfGah05s+pF35+75QPl558WcY/LdO4+AkJLSNnDi\npNecFktZyI4UnIzJbLK+IWvrjY7jROnR2QG3YssXHM2V1Unt1XFGx9EdjbidD15vtSizrqvpqZi6\n9kPPlRxsfdhRn23z3+qK31EQHxBTmiJiBn4IfJmoKKUuUkrVdvKw447XPELqhTUIXADEjh0bmTBw\noHWU0cH4Q3S0ipt6+rKEmNgNB4yOpT+5YkyD1rTuCKh27Wn2tGSUuIyOw9eiKzYHXBJ5Mm6leOxc\nKmqSzd3ey0oD5XS3XbW/ev+n1YfTx5lc/t7UNRNPcuB3IvKaiKwXkW0icpP3tkYReUhENgE/AzKA\nD0XkQ+/9JSKSLCJ2EXlTRDaJyFYRuVpEbjvxeM1DJzb9ZPoM+0DgEuDgWWfFBG3BcHd46m62Dkn3\n1N0EXGGtv2yM3h/X4m5zGB3HURaTxRJjTgu50bPs8rVBUYD7TqarbMNkW0+XIoe15OrW0iX7Drrv\ndTX2ZxPQuymI748VdjcqpSbhKUe4TUSSADuwWik1Til1P3AQOEspddYJj70AOOg9bgzwjlLqz50c\nH9Z0YtMPvB2GrwYckydHDU5JsXy1S1gIGjGiIis37+XDIk0tXR8d/Ew2c+zrjtUBNWqTHJEdUt97\nZ3tT46DGfQG/zPsLm7Ou8Js6qem2dnfTwpLKsg/rygcPM7n7e2f6OOCX/XCd27wjM6uAIcBIwAW8\n3I3HbgHOFZE/iMhspVRA71dnNJ3Y9I8RwATg8Jw59rDKrFNT29InTHzVYbGUVfXH9R555BGefPJJ\nFi9ezNNPP33K48rKyrj//vvZvn07AE1NTfz973/niSeeYMeOHV8e9/zzz9PQ0P264Lq49swv2g/2\ny3PtjozobJu/zq2g30fjLFXbq00B3syyCbfzgeusJmUx6b+v3ZBV0bz//QOl1ptVs5HdmG+iID7P\nXycXkTOBucB0pdQ4YAMQCbQqpbqcLlZK7QIm4klwfi0i9/or1lCgt1TwM+9ozZVA4/Tp0cMHDLCE\n3T5LdruKmzJ1mWPL5vwDjY3j/b6/0g033EB09Knr6dxuN++//z7Dhw//8ratW7cyefJk8vLyeO65\n58jNzWXnzp0MHDiQ2NjuT/OLiOkDyxZXthqoTGJ8wWiaPSOZShSCz2PpsHNyvxl0ZG1A/81yK8Xj\n51BenRp8TTf7m6nVVbfoUGXLNbR1dzsEfzIDDwCX+un88UCNUqpZRHKBaac4rgHPTuTHTSGLSAZQ\nrZT6fyJSC3y3s+PDnfE/TqEvF8gBKmfODK/Rmo4sFqwTJm4ZMjD93RKj627WrFlDXl4edvuxUg2T\nyYTD4cDpdGIymXC73axevZqZM2f2+PwSbUn9oHVDQDQttJmttihTSsCMIPWF2+VoH1a7o9ubXhrh\nvcGug+tO10u7O6OUUmMON+5bUVZmv4a2QOrtcwkF8f5qwfEOYBGRYuD3eKajTuZp4J2TFAPnA2tE\nZCNwH/DrLo4Pazqx8SNvM76rgPo5c+y5wbh1gq+NHFmenZv7ymFoavXH+UWEf/7znzz99NOsX7/+\nK/fX19ezY8cOpkw5/u9Xfn4+O3fu5F//+hezZs1i7dq1jB07Fqu1Nx3bYW9c9cAaZ0NA9PRJtmU3\nGR2DL6ia3eVWXGaj4ziVEquz/tlrdBO+zlianFUP7T1c9Z+W6qwEU0DOGPzCHydVSrUppS5USuUp\npeYppc5USi1XSsWccNxjSqmco8XASqlspVSlUupdpdRYpdR4pdQUpdS6kx2veejExr/GAMNEqJ42\nLVr/4HmlprWmT5z0apvFcqja1+f+9re/zcKFC5k/fz5r165l377jmwK/++67zJ07lxPbYkRGRvKt\nb32Lm266ifT0dHbt2sXo0aNZsmQJ//3vfzlwoGer101mU8Tr7jUBMVKSYc8OxBeQHkspXx+wK+ya\ncTv/cJ0Ft1XX1ZyMcivXjLL6kpWHyxLPF0ey0fF04lIK4scbHYTWN/qX0E+mz7CbgW8AtWefHTMm\nLs6canRMgcRuV/FTpr4fa7dvKvXleePi4rznt5Obm0tZ2fGLlA4ePMhLL73EI488wvbt23nzzTeP\nKxYG+Oijj5g9ezZbtmwhMzOTefPmsWLFih7H0h7HkA2tuw/1/tn4xkD7oCSlAjYn6Bal3Gpk5caA\nfUF84kzKq9IsQdE0sL9FNjjKnyk51PBUe212VHA0Jf250QFofRMS7+QC1DhgsNnMvilToq41OphA\nZLFgnThp8+DPdx3Zd+jQ3EzpY7Fte3s7SikiIiJob29nz549nHHGGccdc/vtt3/5+WuvvcaoUaPI\nzc398raqqirq6+vJzs7m8OHDWCwWRASHo3ftadZG7Yke7cp0Rphshv2uRVoiIqNMA6pbVY2vW9L3\nG2dD2RG7uyUgp3nez3AeXDM9MuynmU+kXKr94oN1h37jqMuyBPhKthNcTkH8aRTUbTM6EK13dGLj\nB9Nn2C14+tZUz50bMzYmxpxkdEyBbOSoI1lx8S8f3LXzogFg73V786amJl544QXAs/JpzJgxjBgx\ngnXr1gEwefLkLs+xbNkyzj77bMBTd/P888/zySefcOaZZ/YqJlOEJf7N2rUll0fOzO7VCXwkyZbd\nUNYWvIlNQvmGgNz3ap/V2fC3b+m6mhPF17YdfLqqIm60yZ1FcCU14Fnt93MCbB8prfsk2IeoA9H0\nGfbTgf8ToeSuu1Ju0YlN9zQ1muo2bT7b6XKmh9T3S7mV64LGsfVDbKmGbdy4p2ZX6braVwf78pxN\njuiypNSF/dJ7ZOzKe+uS26vi++Na3dWC2/XjBaamyvSeT0Ht/PFOTFEmT62XGUYUjDju/oq3Kqj7\n1NODTbkVbQfbyH0sF9yw/7H9uJpdpF2eRtwkz6X3PbqPjOszsCb2rtjdZxzulvkHayoXuZv83tbB\nz1zAKArqvjA6EK3n9IiNj02fYbfiWQlVNXNm9Cid1HSfPcYdP3Xq++2bNo0rbW4a69MXYSOJSczv\nmje2fZfzDIshPWZwIp1tpRfAHC3VNcntVQG3m/fiORyuTLf0OrEbetdQLLEn/xOcclEKKRd5GizX\nb6inamkVlhgLVe9VMeCsAcRNiqPkTyXETYqjfkM9kZmRhic1A6taDvyttjI506SCPakBT1+bHwM3\nGx2I1nPBUMgVbE4HkoGGyZOjpxsdTLCxWLBNmrRpcFraeyVKuUNnONFuHri8dbNhvW2irdH2CIkL\nytQmqmJTwLWPXzbQeejTmbZ+Ga2qW11H/OnewSozuNvdKKdCTIJyKaqWVn2ZBBlB2lyNt5VUlL1X\nXzEk06T6ezsEf/p2P+0hpfmYTmx8aPoMuw1Pl+GK0aMjBiYnW7INDilojco5nD0q55VD0OyXfjdG\n2BVzOLneady+WYnWrIBLELoj60hgbXp5wOJseGa+rW+rHAVKHihh9327qV5+6q4H7jY3jVsaiZvs\nmXJKmJZA/Wf17H1wLymXplC9rJqEGQmYIvr/T7lSiuFHmvZ9UFYW8T3VYuR2CP4SBdxqdBBaz+nE\nxrcm4Gmd3TRrll2P1vTRwIEtGRMmvtpqNh/2eb8bI5gs5ugl7tUVRl0/PWpo0P2+Ox3NTUMaSwLm\nXego5n0AACAASURBVHOLcrv+MN/idtlMfWoUOOxnwxjxqxFk/zib6g+qadp58h6KDRsbiB4RjSXG\nM2VljjaTfUc2IwpGEJUVRf3GeuKmxFH29zL2/2U/zbv7pyekqcVV+8u95Udea67KShEMLuzxq5sp\niA+oxFrrWtD9oQtU3i7DlwE16emW2MGDrWOMjikUxMS4E6ae/l5MtH2LT/vdGKUl1p25ra3kiBHX\nzogZkuDL8yklfp8qtFRtrwykTS+fmcXh8gxLn4uYj9bDWOIsxE6MpeWLkw/k1a6uJX7ayS9XvqSc\nlEtSqFtVR/SoaAZ/bzDlr5X3NbROKbdyjz/UUPLxodLYK6QtoLe38JEBwI1GB6H1jE5sfCcXSAfq\nt51xz6SC2h8d2NWcUWN0UKHAYsE2ceLGwalp75co5TY6nD4RET6J2Gl1Kme/P5EYW0ysFXu9z07Y\nD/lGxpH1ATMasCLVeejjOX2vq3G3uXG1uL78vHFbIxGDIr5ynKvZRfPOZuImfnXRVdvhNhzVDmLy\nYnC3u7/8v3C3++/HytrkrPzz3sM1/2qtyY4VCditLfxgodEBaD2jV0X5zkVAszsi2lyfM2dKnS0q\n+pdqFol1nx+8TL3EOfHrMgLpnWewEYGcnEPZ8XGvlH3++cXJEPXVV4IgYYq0DHi7dl3JpZHTsvv7\n2onWzLpyR3FQdMh1uxyOYbXbAqJjd5nZ2fjUtTafTIk565zsf8xTR65civhp8cSOjaV6mWfGdcDZ\nnnZD9evriTkt5qT1M0dePkLaFZ4Bk4RpCez78z4q36wk9eu+/3Ypt3KeebC+9I9ttVmR4flHbDQF\n8bMoqPvY6EC07tF9bHxg+gz7YOBXwP7q8xbm151x3ddPPMbWXFUzp+WN+qvi3smIsbQHzLvQYNTY\naKrdvHmucjnTAm4JcHe53W7npU2TmtOtA/o1ySiu2rp/c/2bmb44V6PDXpqc+n2/Lct3Ve0sO3fL\nnw0vSm1Vbved15vqDg+2BO3PW29F17cffryiImqyyRVQPYQM8C8K6q43Ogite/RUlA80EnOlE7MA\nqmns3JNue98enZT4ftINWQt51v2bqoUl+1pSfDclEGZiYtwJU6YstUdFby3r+ujAZDKZLG/L+sb+\nvm6GfUhQjNYAJJevdxkdA8Bfp6tD4ZbUKKdqm7e/Zt/KykMDdVIDwFUUxIfVz0Aw04lNH0XOOCN+\nP9lzSxh6+sGhZ1/iTEzv9B2sskZGbE8+N/ueyCdif1T7y9JP6scc7q9YQ4nVim3SpP/P3nmHSVWd\nf/x7bps7fctsr1TpIixtEVaIFcTYexc1MYmmmZjoT40tlsQaS2wxMVGRJgKKvYIgvYOKbC/Td3q5\n957fH7PAAruwZdru3s/z8DDlzrnvzM7c8z3vecvmoty8T/ps3I1iYArXhHYmNSjaLJozWCp2nIKT\nRsSaXm5OedPLr3KizV/O0qTca5RMMl3hhiU1DdL9sreMHZA7Tx0iAlA9Nn0EVdj0nslhiFYvTO/6\np1/Y9Q1uhiHWzDHFz5n/kj/f/6zjTefptSGZTYsVal8hFnfTWD5s+NIGIJiWvYSOxw59Q4ZfTq7t\nGXxp2qfPS95Gq0EO6FJpQyMr+1+4UpNycZU0Ikrg+hp73ZfulqLhjKKmOB/NTak2QKVrqMKmF4iV\nVRxiQcN2JisX7PAxBT0ZJ2jIz16RfXPpjcpr4b85rq1uCpnTfkWdThQUBIrGn7QkwLLWPldZl+FZ\nw3Lp26R67fK1g9LexWW2bU5ZIUMACFOqPHoZG4mKzIBIsCiyB+ver2tgfqME+kM7hEQRCyJWSXtU\nYdM7RgHIABDQzJg9lrBsry6CiqDTbbbMK/+95iXtH11/rtvkHZqyYm59DaNRyZw0+QOtVrerz8Xd\neE3R0u/D9Un7WxfqS43JOldPGWzdENeaO93l1alKY2NJ/4+rISHZc/t+a9Mqr62kmKFiqu3pA9yc\nagNUjo8qbHrHGQD8AMANGzE2bqMyLFOfNbHk76ZHcm72PWld6qqqiyok7VfZqYbnoZk4cWNRTs6n\nfSruhhBCPhN2EonKSUlRzBQzs1gqpNQjciyiQZcrN2xPmbBZky01fzZb02+asHYEpZSOaPHXfN7Q\noL0aoR55mgcoF+Jec1aqjVA5Nqqw6SFiZVUBYh4bB1tSnsFmZifkQugzluQuyrq15IbovwL/cFxW\n7Yzo03ZCSgcIAUaMbCgfOmxpAxCKpNqersJoOctH4U1JaZJJCIGZK0nbOButfVvKelo1s3Lg2auF\n7FSdPxmwAcn11/0t9oUBR1kW06/bISQCNYi4D6AKm54zE4AMgGqmnJzw9gmyaDR8Y7mw/FfcK/xd\nzt/W7PYXp+3ElA4UFgaKxp+02M+w1j5T/bnO6C6wS61JSQHP05ZLyThPTyht2ZCSDtERSpVHLmFD\nUZHpl5M9VagyqdFTs6apwTyPRNKm/1YfRA0iTnNUYdMDxMoqHsApAKwAwA0Znry+UCzP7c+eXvaA\n4amsX3gebVrlntygqEUWO8RoVDInT/5Ap9Xuaky1LV2BYRlhBV2flADoAn1ZWma9SNFgoNT7Y0qq\nDb82SWlsKOP65TaDxhu1Pb+/yf1q2F2mY4h63e8dI3GveXqqjVDpHPUL3jNOQMwlGeGGjchhTOaU\nNINzm4cUvJ75x6Lrw6+0vuw4r8YriX1m6yVZ8Dw0Eys2FlhyPqvpC3E3kpEUbwjtTbgQy9ZmZzOU\nS7sUedax286QZHShOpx1mVLLx6f1v7gaKtPoafXumrW2RssMRuqXoi1FXJpqA1Q6RxU2PWMagDAA\nCBXTUt7FO6rNNH9mubLs5+RVer/jFzX7g3kpi1FIRwgBGTmyvmzosHfq+0LczSZdjSGkRKKJPAdD\nGGLiihyJPEdPKLSuT3pzxRZGDjxzjdDvJn1Da6Tpf9WNocejnjKOqJX24syFuNeszp9pivqH6SZi\nZZUIYDIAOwBwg4amXNgcgHIazR7L7LK7tP8w3ea+v+FLz7imVNvUEbJMcfPN9bjzz0eXb/nkYy9u\nnF+P+fPrcOuvGrBvX8yp4HbLuO22Bsy/oQ6rvz5U5uf//q8ZdnvXwkUKC/3FJ45f4mNZe1rXu2EE\n1rQisi7haeu54qC0EnmKIklDXLuS6v2MUKo8ejEbimj7T1wNlZTwxbXO2m+czQUnMnLap/b3UfIB\nVKXaCJWOUYVN9xkJgAUg8WPGFzJ6Q/qt9AhD7Jmjiv5pvqfghsDzjv86z6oJynzaBIsuXdKK0tKO\n55H8Ah6PP1GAl18uwZVXZuKJx+0AgM8+9WHe2Sb849kiLF4Sc0h9s8aPoUMFWCxdLx9kMslZFZPe\n14ri7rSOu3GZw6XVkeaEelQKdGUprex7JIp7f4tApaQWxHt9otJYN6j/xNXkOEL179Y0Kv8n++LS\n6FTlmFySagNUOkYVNt3nZABBABAmTE4bb01nhPS52e9nzy+7if4r+ohjfnVjKDPpjRfbY7NJWLcu\ngDlzOu7FOHq0CKMxthsxcpQGNltMj7EcQShMEY1SsEzM67NkSSsuuaT75U4EAZqKSRsKLJbPq3v8\nRhIMIYT5iNsmKwmMC8rR5WQTyqSN4E1208tvM6LWD87oJ3E1EcX/82p7/acea/FgRklJVtkA5ALc\nax4Qlan7Gqqw6QZiZZUBwHgADjAM4coGp72wOYDCa7XbLGeV3655UXe766769d7h1lTY8dyzDtx4\nUza6suP//vteTJ4ccyrMnm3AmjV+/PEPTbjs8ky8u8yDU081QhR79hUmBGTkqLrywUOW1FMaTmg8\nS08hOjb3s/DWhNW2YRmWNbKF9kSN3x0oVehQ26ak9WWyMnLwmWs1Ka1uHC/KbIHaj+vq+VtooH+I\ntD6CTImyQDplRqrtUDkaVW12j9EACABFmDCljIjavrd/zTBMY9ZJxU/iJOi9DbbTI0tD52R8USQw\nSsJF7tpv/MjIZDF8uAZbthy7zuCWzUGset+LJ54sBAAYDAweeihWINXrlfHWm2785b48/P3vNvi8\nCi66yIxRo7tfEb6oyF9sMCx27NhxOqfIFnP331Vi2Wew5U4MewMZrDEh20Y5YnnYE0hqg/EOkXzN\nNpPsT0qad5RS+uhFbCCsZfp0IT4mJLf+qckevBThUnWJmhxkyjRtoMO//6d0dsZnyvgxFMwllwCf\npdoulcNJ+M+BEJLSrY84UwXABwD8iRPj10IhRfiNRTlLs39ZMl/6V+Apx5XV9oghkMjz7dgZxjdr\n/Lji8lo8+IAVW7YE8deHjnYc/bgvjL//3Yb77suD2Xx0ksx/X3fj8isy8OmnPowdI+IPf8zBv//T\n8zp8ZrOcPWnS+xpR3JN2cTcMx4rL5W8T5lUp1JVrEjV2dzBZNyf0u9ee/56kNNQO5vqsqKGU0jHN\nvuovGhr0lyKcn2p7+jueCON5t3Vo7eXun7uGhP6Tf0nk7pmfKhPGUTAMgHPK71ipZpylGf3eY0MI\nYSmlvd67FyurMgCMAFAHnme44rJRvbcuPZA1BsO3mvMM38rzpDLnhtrLhbf1Yww1cb/wz5+fhfnz\nY3GaW7YEsfDtVvzpz4cv0ltaJNx7bwvu+FMuikuEo8aor4/CZpcwfrwWP+6LQDAREAJEwr0rUigI\nECsmrS/Yvaul2uGoKu/VYHEmbELpttZ9TeM0Q+Le0ydXn2eBjcggNOlp1u0ZbNuYFG/ZRpNkff8s\nsc9u2XB+yfFwi42eQaLlqpcmcbgiTOvnwWGuN8lZ+m+FyTnQoOOgQKAAwBQAa5NonspxSJqwIYQY\nACwDkAmAB3AXpXQZIeR2AGFK6dOEkCcAnEgpnU0ImQ3gBgCfABhHKf112zg3AhhFKf0NIeRKALcC\nEACsA3ALpVRu8xL9E8CpAH4B4Os4vIUDHhoqVEwbTASh/wXosRxXkz219K+YClPr/uazlcXSmeZv\nitgEF0xbvtwDAJg3z4T/vu6Cx6Pg6adiTgqWBZ57/tA89OqrTlx/fUwczZptwD13N+OtN9245tre\nN2ImBGTU6Nry+vqldft/nJsPCGmTArxW/EE7Qi6VBYaPqwDhGI4zsHktPqU5JUUmASAacrvzQi0J\n76RtJ3LoqWuFtNtu7ApUofL0Jm/dkyFXqVatHJwQnGHW/UnwBPcbzBzDZmGCBRp09btyLlRhk1YQ\nmuBy/IQQH6XUQAjhAOgopR5CiAWxL8IwxNTu7yilFxFCvgKgATAdwJ8BNAP4H4CtAEZQSqOEkDWI\ntY6XADwK4Py2x58DsJZS+h9CCAVwCaX07Xi9D7Gy6m4AWQDc+mt/diY/bOSUeI2dznBBt2ea/33n\nZaaVBWY+mBbbFsmgtZV17Nh+Bq8o2Z2t1JKOxa2tPlesLI/3uOuav6iuDq7t9ri+qL7ekntzr70f\nbN1XNVX73irr7TjHIkopveti4tg/lEtagHK8EL1R69M2mzCNSP0i2DmdsIU518fBEa1vsGebtvPj\nepr2v7f64bkj4mqYSq9I5lYUAfAQIWQmAAVAEYA8ABsBTCSEmBCr5rsJQAWAGQBupZT6CCGfAjib\nELIbAE8p3U4I+SWAiQDWtxXV1KKtdxNizSkXx8twsbIqB0A5gFoAYAuKh8Zr7HRH0maYvtJeZvpa\nuiAy1PlNzZXiQtNQXVPCV9epxmyWsydNfi+0ZcvkpnDohLhvAfUEm8lf0uC3u4t4S1wnuEJduVAd\nTN2Cs9S6oftR393kzXFyw/6hfWsLiso0cnaju+mBWOXgVJvTb2gO8Y4PQ6N9bzBnm/YIozIhorfX\nsxPK71g5svrhubvjYqBKr0mmsLkCQA6AiW0elmoAYtvt/QCuBbAGwDYAswAMBXDgi/IyYh6cPQD+\n1fYYAfBvSumfOjhXKB5xNe048cANtqQ8gzEY+2zgYU+hnCB8n11Vdg+diezWvY3nYhFmmzcXptqu\nRCIIECsqvs3fvbul2umYWZ5qewjDsKuYTcEbcHpchU2evtACOyhS0KNJjoaCpZ4fchN55s3GqG3F\n2do+JWrM7nDjiw6baRSjlHWpNgIAWaGoeMmPIiODFZcfnkS3xy7jumUhbGqS8eBsDX5fGXO+2vwK\nzlsQhDtE8cBsDc4dEdt9/elbATw/V0ShsX/sejUGBfuq8Dj/G+w88w/8sGyIiPc1/Fwcmq9UUkwy\nv7VmANY2ITMLQHvX81cAfg/gy7bbPwOwmbbtk1FK1wEoAXA5gDfbXvMJgAsJIbkAQAjJIoQkyp1d\nBcAFAMKJE4ck6Bx9A0LgyBhR+ErGXYXXB//pes1xdk1A5tOyDkw8YBiQ0aNryssHvVMHJLZ/U1eg\nerbgy+D2uniOKbC8oGVyUtI3inHusScyhstB5NCT12rSZjvxuESV4JU1jtqvXS2FoxjF0J2XPrUu\ngpGWji/pWVqCp88U8ftphwfkv7kjip9V8Pj2Rj2eXBvrsLF8bxQn5TN9WtRQSlEX1NhedE+pOcX7\ngKeSvGa5T/xt2Q/8sERt581N0LgqPSCZ39z/AagghGwHcDVi3pcDfIVYdPk3lNIWAKG2x9rzNoDV\nlFIXAFBKdwG4C8CHhJBtAD5qGyOuiJVVmQCKAXgBgC0bPGC2oY5HWGfJ/MhyXdlN9DX5r46bq+tC\n2Z5U25QoSkq8JWPHLfIwjCPl73GPsSnbKwdC8RzTIpT7j39U/Mlv2ZAwUSNRSv92HusNGpg+ERuW\n7wjWraxtwB8Vf7fbIdR7FKz8XsL8CUdnEgJArp7BpCIWR4ae8wxBIAqEJYBlAEmheHJdBH+Y3ic+\nssNQKKXVAW3Ls+7Kmhm+R7wzyL9yHhJvK6vmBydD2E4qv2Nl/0so6aMkfCuKUmpo+9+OWFfsjo75\nBLFMqQP3h3dw2MkAnjjidQsALOjsnHFiCIBYhDXHMWxO3qA4jt0voLwo7rCcXn6HcirNd2+vv4hZ\nyE817U5Zlk2iyMiQsydNei+4ZevUpnBoWMribhiO1S33r6u5nJ0VNw9lob6cqwuvj9dwXUJRJGmo\na0fCvicLxsgN+05I/7gaEpZ9tzY6PfMRLOnpUvPXq0J49FQR3kj3kkEuH8vj8iVBvLgxgkdOFfHc\n+giuGsdDx/eNmB6FUro/qG9ZEakIv8mdY2nmCvOQ8IitDhEATIVarC8tSPs6NoSQDADfAtjaJoCS\nzUmIBTVDOHFiMeH5vreUSRYMQ5ozTyx+BifiZV+T/bTwO4HzMj4rEhg5pTVS4omggbaiYq24e1dz\ntdM5ozxVdvhNctluT611pKY0LtV68/VF2dRBQZIYpKq0VrdoaLQoEWNvNUj2Zeekt6ihlGKoNVDz\nkt9RmEPQ43i1Fd9FkasnmFjI4vPq7rX+MosEK9vicVxBiodXh7H0Eh1ufDcIV4jid9METCtJr2lC\noVT5IWBseTc6KbKAn5djY/PzUyRmjmQmVGGTFqTXN7YDKKVuAB15cBKOWFnFIiZsnADADRs5OBV2\n9EWChgLLu4afY0Xk6sBJrk+sVxqW5uZqPGnVTbqnMAzI6DHV5XV1jrrq/XMKACHpvyNCCL7S7GaH\n0UKFI1yvt5RFTiNqmSxniLqS1uk6uyUxTS+dRA4/fi0fT69t3GGCsvvuJnv4AhIu622E0epaGe/u\nlfDe916EJMATprhySRD/Pb97OyP3fxnGnTM0eHN7FCeXsrhwFI/z3w7ggytTP03IClW+C5qal0Wn\nSG9z83KcXE4B0m+5NDPVBqjESP03Nr0pBiACiAIAW1hcnlJr+iCKoNdttJxTvlGZK5c4N9ZeJizU\nnWj4sc/VEumIkhJvidG42L5zxxmComQlPUCVEbnsVe6N1WeLU8rjMV62UO5tCCdH2FBKMcy+Ke7Z\nhW1xNZ6gkc2J99jxgCpUmdDiq3026CwxxrzRveavp4r466kxl8Xn1RL+tibSbVHzvUNGvUfBKeUc\ntjaHIXKxit7BFIbLywqVdwUympdJ0+SF/Nm5rWxWYRqKmfZMLb9jJV/98NyUJxkMdFRhc2xOOHhL\nFDkmIyutXdtpDcOyddmTSx/FZBg9NS1nSUuic82riziG9o3N/E7IyJAsFZNWBrdumdocDg9Let+e\nRqOnqCXg8uTxmb0WVgXacrYhvDkeZh0Xyd9sNUm+uDe9XDhKbvhhRHpuQQm+qP0xq52ZTaLlXU3h\n7g0vbIhlOf2sQkCzT0HFi354whQMAZ5cG8GuXxhg0sTsuPPTMB6cHdtlv2wsj3PfCuLh1RHcd0py\nd94lBdKOQGbLEulkZQk/N8/HmYr60CylQ6wG2zepNmSgk/DKw30ZsbLqTgAWAK3CpMpy3bmXXJNq\nm/oTXMjjneJb5bjctDw/gw+kxy55D1EUKLt2Da5zOacntIJuR7A+peE67rRex6oEogH/8vpn9F09\nvjeVh8UfV9VU1i6P62e1XS857vulkE2Y9EpTpjKVZjV56h8Lu8tERq20dyRRGdGtgeyWJfIMvCOc\nlRdgjGnTyqQH3FH98NxHUm3EQKfvaOEkI1ZWaQEMBlAPANzQE9RsqDgjiSbjavFi42r5vOgQ59qa\nK8SFphN0DX2yqjHDgBkz5sey2lp7bU31nEKAT9pvSzYwRWvdu+uniiN75anQ8Tq9hpjcYepJeOn+\nQbb1xniO5yJy+O/X8rp0EzU6T6T5WZtNW8HI5WBUTXOAiIzI5kBOyyK5ilkunJkX4nXF6Mty5hAz\nAajCJsWowqZzDqwmKQCwBWp8TcJgeX5f9oyy++jJyGz9oemndJHyE/P6or64uC0t9ZSajIvsO3ee\nqVGUzLhO3sdim74uY1xkUETHih0XMukimXxZa3Nke0KFTTTU2loQbI5bLI9MKX38p4w7YGLTpsQA\nlWj4/EZ38z2Sp4xVBQ0AICwjvMGf37JQOYV9Tzg9P8KLJf1EzLRnevkdK5nqh+cqqTZkIKMKm84Z\nhjZRQ7RajsnMTEhaqko7CIErY1jBa/gT3gg43TMCy1svNn9QYODCvZqsk01GpmSpmLQisHVLZXM4\nPCQpcTcMzxqWB76tuYSd2avtnQLtIKY5sj1eZnWIxr7DBXS5c/JxWTxCbtg7Kn3iarKc4YaXXLaM\n4d1oh9BfCUoIrg8U2t5WZnOrND/JlwRNt4sP9jHMiLXgSU6wmkqHqMKmc04C4AEAftS4QsKw6R2P\n38+I6LIyPtFdk/Fp9NLwSMdXNVfoFmWWa219pjS+RgNdxaQ14s6dzTVuV3LibjymSOkP3kb7UKGw\nx1lnhYaSjM2t8bTqaEqsG+JWoXWnTnIsPFcoTgv5EFECNzQ5Hb9WAj0utNcfCEgIrA0U2xfQU/mP\nhVl5ssD3dzFzJDOhCpuUogqbDhArq3SIdfOuAwC2uCzp2S4qMSiv0eyynFp2J51Nc927Gs4nC9kZ\n5h194u/BMGDGjv2xrKbGUVtTfVYRIUcWtI8vhBDyGb+dDqb5lCE92/8wCAYjD70nCn9CRKQshULl\nrd/FpemlG3Lkb9fy2nSIqym2BWtf8djzChlakmpbUoE/SvyrA6X2BThN85kwM08RuIEmZtozE8BT\nqTZiIKMKm44pQ2wbKhZfk5vfJybSfg1hiDVzTNELGIPXfC2On4Tf8Z9v/qRIZNO/qnFZWWupybTI\ntnPHmSKliY27IVou5yPXppoztBU99hJl8qWt1ujuhAgb4txrZQl6PenJlOLxeYzLb05tXA0JyZ7f\nNzn8VyNUOtC8NN4o8X0VGOR4C2eIXwnTcqmGS3pGYJoyI9UGDHQG2E+xyxyMrwEAJjNLFTZpRMiQ\nl70y++bSG5XXwn9zXFfdFDKnpIFjd8jMlHImTV7BCsKPLYk+V43Jle+QWnv8meRrByesBkR+y8a4\nXHPeGSbX7xnLp0zUUErpiBZ/zecNDdqrEUpZ37Bk0xphPO+2Dqu5zPMr21jpdcMtmgfKvtTMyKOE\nS4vdwDQhp/yOlSNTbcRARvXYdMw4tMXXgOMYYjDFvZCYSu9RBJ1us+Xs8s3KWUqRa0vdJdxCzUTj\n92n7t9JooJs0ebW4c0dLjds9LWGrW4ZlNCvoeus1OLXLNWnaU6gvMW3rSg/zbsofRZHlYa7tvf77\n7NFKzgUXCCkL5mcDkuv+Zrs0j0TKBsLS0BVmWj8LDXe/ibP06zWTLNCgz8S6pZCZAHan2oiBiips\njkCsrGIAlAJoAQBuyAkWwqqBw2kNwzINWRNLHsdEGLx11jOjS8Nnm78s4hmadtMOw4AZO+6Hspoa\ne21N9ZkJi7uJGknJJvf3jRPEYd1urmgWzRksFf0yCR1bGHUz40dprWnRKJEeN3sEgFYokceu4UUw\nyc+hpgpVpjR7a58Jukp1DEm771Y8cYRZ1yfBEzxvMHMNW4STsqGJXxbbAGFiKk9OCLkWQAWl9Jfd\neM17AC5v68/Y2TH3AfiSUvpxJ8+fC+A7Sumubtp7CoAIpXRNd17XGaqwORoLABaADABc2SB1G6oP\n4TOW5C7CrVgaus43yfeB/XLj8rxswRe3LJx4UVbmLjUaF1t37TxTR2lGQho2btD9qB8llUki0/0m\nnRl8qdMhfdcjj09nZFk39qqHjkwpnjybuLyZyY+r0XijtietNu5kRuq3hfasIc75UWiU5w3mbNNO\nYUwWRPTJYplpwthUG9BdKKVzunDM3cc55FwAKwAcJWwIIRyltLP286cA8AHosrA51nj9etXRQw4T\nMmx+oSps+iCyaDSstVxYfiv3Mn+X83e1u/wljlTbdCRZWdHciknLGUHYn5C4G0bgzCsj39b35LX5\n2kFxLTBGKcXQXja9XD5Urt85LrlxNVSm0dPq3TVrbY2Wkxmp3030zSHe8W/3SdVneO92T8Z/su4U\n7yjfKYxJWof3fszo8jtWJkwBE0LeIYRsJITsJITc1PbYdYSQ7wgh3wKY3u7Y1wghzxNC1hJCfiSE\nnEIIeZUQspsQ8lq746oJIRZCSHnbcy+1jf8hIUTbbqwL224/TAjZRQjZRgj5GyGkEsA5AB4jb/8N\nHAAAIABJREFUhGwhhAwhhHxOCHmSELIBwG2EkHmEkHWEkM2EkI8JIXmEkHIAPwPwm7bXzWiz4dO2\nsT8hhJS2O/8LhJB1AB7t7PNRPTZHc1ihLybLogqbvgzLc/uzK0sfRCUyWvc1zVMWKaeZvy1kSTwS\njnuPKEI3afLXbXE3U+Med+M0hUprfC3OMiGvW5NVob7UuNMbPzskv9WWEfX0uOP2XlFyvXFhcuNq\njK2RphfsNsM4Ru5XhfYagoJtVXic/w12XuY+flg2RMS9y7oKjIhl11YnaPzrKaXONsGxnhCyEsBf\nENsCawXwGQ6vpZMJYBpiwuNdxITP/LbXjqeUbjli/GEALqOU3kgIeRvABQD+e+BJQkg2gPMAjKCU\nUkJIBqXUTQh5F8AKSumituMAQKCUVrTdzwQwte018wH8gVL6O0LICwB8lNK/tR23HMC/KaX/JoRc\nD+BpxLxBQGyOrqSUyp19OKrH5miGATiYUcKYM9KmTHs6QmUZjpsuhevPtx71nOLzwvXn2+CYfzHs\n112A4PvLYo+7nXDeeh3s11+I0NefHTzefdevIdutCbPVbR5S8HrmH4tuCL/seclxfo1HEiMJO1k3\niMXdfF9WUrq8ltJopz/WnkAYwnzEbY0qtHsOmEwxM4uhfDBedhhsW3qcpeWBEn3sGl6TrLgaKimh\nS2qdtWuczQXjGDlpbTESBaUUtQHR+k/3lJoq70Oe6eS1nPvF35bv44epcTOJZUwCx76VELIVwFoA\nJQCuAvA5pdRGKY0AWHDE8ctprOP1dgAtlNLtlFIFwE7EarYdyf52YmdjB8e0AggBeIUQcj6AwDFs\nbW9LMYAPCCHbAdwOYHQnr5kG4I22268DOLndcwuPJWoAVdgchlhZRRBrfOkDALagyEgEjS61VqU3\ngSVvgCvtuD9ocNnb4MoHI/vlt5H1xEvwvvA4aDSK0KeroJ13IbKfex2Bxf8DAITXfAFu6AiwlsQn\nNUW1mebPLVeU3UL+hfscv6zZF8jvNFgumZSXu0vHjF3sYJhWX1wH1rF5X4S31XbnJYQQmLkSZ7xM\nGGzd0KNMGoVSPHUWHJ4sNim/wxxnqP7dmkZ6l+zr0wXmFErp/oC25Rn39Jrp/kd9M5lXc/8q3lZW\nw5erGU3JIyHCpi3Q9lQA0yilB9o37DnOy8Jt/yvtbh+439HOTftj5COPaYttmQxgEYCzAaw6xrnb\nL2qeAfAPSulYADcDEI9j9/HG6xBV2ByOATEXYgQAuCHD1W2oYyDbWhBZ+zW0c87r+AAC0IAflFLQ\nYBCM0QywLMByoOEQaDQKwrCgsoTA4jegv/SapNpPOUHYa5lVdrfuGfNtrfc3fNF6YlNSDeiArKxo\n7sSK5STecTffG6w5rZL/WKuqo8jXDuos0K9bSGGPpyDY2KO4jRWD5Ybt44XE/w4jiv/n1fb6T1ut\nxYMZJe2CzbuCQin9wa9vfsJdVTPN//fALOaVvL+Lvyhr5EoSEpyuclwSFUBsBuCilAYIISMATAWg\nBVBFCMkmhPAALkrQuQEAhBADADOl9D0Av0GsPxYAeBGbQzvDDKCh7Xb7C/6Rr1sD4NK221cA+Ko7\n9qnC5nDy0a46B1tYogqbY+B99jEYbr4N6KSkvfbcSyHV7of9otPhuOEiGH95OwjDQPzJWQiv/hyu\n238G3RXXI7jsbYinzQURUzSfEIbYM0YVvZhxd8H1geedrzvn1AZlPi6Tek8QRaqvmPS1xWxeVxOv\nMRmO1S5X1tm785oCfVlcsqIE+05XT173vUZy/+8ioVfp4V2h3Bao/biunr+FBtKmkWZXUShV9voN\nTY+5Z9dODjwVPJV9Kf8p8eayFq4wrhltKj0iUVtRqwBwhJDdAB5GbDuqCcC9AL4BsBqJr6FjBLCC\nELINwNcAftv2+FsAbm8LDh7SwevuBbCQELIRQPvr0XIA5x0IHgbwKwDXtY1/FYDbumMciW27qQCA\nWFk1A8D1AGoAwHDL7y/iikpGpdaq9CT8zZcIr/sapl//GZEtG+B/+z/IfOjpw44JffERoju2wnDL\n7yA31sF1+8+R/dICMPpDC0jF60HrfX+A+b7H4Xv2b1B8HuguugrC6BOPPGVSYaLB4JjWz1uuNCzJ\nLtI4UxZnUb0/s7a29oy41buZ2jq4eYymayUMFKrQxfufiChE0nT0vC9qqLfk3nRcMVC66emmoZ69\n3arO64US/d2NbNhtYRPmbWBCcuufmuzBSxHuUwsYWaHy3oC55R1pqrSQm5fj4rL7pIdpABACoKt+\neK46ySYZNSvqcIYh9mUEADAZmX3qgpdMIju2ILzmC9jWfQ1EIlACfrQ+dCfMf37w4DHBVe9Cf9l1\nIISAKyoFm18EubYazMhDCxn/6y9Cf8V8hD5ZBX7seIgzT4P7nt9BePS5VLytgyi8VrvNclb5H5Qz\nlALXtrqLubc1k417k17VuHyQq9RoWmzdvWuOnlJTr1fhazTfaYYrJbLAcMcVSgxhiIkrcrjlmh57\nTWQpHC73fNetAHyFUjxzOuxuC5uQVgWUUjq2xV/7z4Cz2ET6RuE5SYG0K5DR8o5UqSziz871cBmF\n6tU77RERC+ztVnybSu9RfxqHMxRtgcMQBJbo9P2ubkW8MN54K4w3xjKhDnhs2osaAGBz8xHZ9C2E\ncRMgOx2Q66rBFh7K2JXqayDbrBDGV0Da9x0gmGJxOeEQ0gaGYZqyxpc8hfHQeRtsZ0SXhs4xf1Ek\nMErStnGzs6O5Eyve9W3dcrI1Gi3vlbhiRC5zlXt99TnitPKuHJ8rDoq4/T3fESOu76wcutfx+v0y\nuWFLhZiQ1G7OLzkeabHhdBItS4+E/86RFEjb/VnNS+TpdCk/N8/HmYrUK3afYzhUYZN01J9JG2Jl\nlQAgD0A9ALAFxSZC+lHxiiQReHchAEB3zkXQX3UjPI/cA8cNF4FSCsNNt4ExH9KKvleeheGGXwAA\nxNlnwv1/v4H/zX/BcN3PU2L78QgYi3KW4pd4N3ytf4L3Y9uVxqW5FsGXlGwdrZYaJk3+Srtju7XW\n45ncq4ydFpOvuNFvby3kLcf1VhToynTf9aLFaF7Lxm4dv0+QWv9zafzjaqhC5ZObvHVPhFyl2jRu\nhxCVEdkasFgXyzOwTDgzL8Abi8Gn2iqVXjAMQIftB1QShxpj04ZYWVUC4B60CRthysmDdOdcdHVq\nrVJJa2RJLnNvaLhMeFs/1lCTtCJn+3/MqqmrO6OEEK7HEzTxK403sKcdV0DIiiwvrn6cUqIctQg6\nXoyNosjy9K9vl7RKuMMYnSPxQ5F+O58NunLYuMY0aT3RlmdsNs0URsqI57jxIiIjvDGQa10kV5GV\nwhn5IUanLjj7D09WPzz3N6k2YqCh/oAOkYd2WWJMliUtL4IqaQTLsTXZU0sfxlSYPPub50pLpLMy\n1hQluqrxoMHOMpNpUcvu3XOMlJp65DGieqZwtWtH3XTtmGNuE7EMyxrZwmaPUt/teDPFU2vVKuEu\nxckolOKZU2F15bBx89ZQiUbmNbmbHoh6ytg06+8UkhDaECiwLVRmse8Lp+ZFeLFE9cz0S4al2oCB\niCpsDlGIWLEiAACTkdknggpV0gOPaVD+m/gdFobme6b53nNdZlqZb+aDXfJU9IRsSzQvFncz0xqN\nlvYo7manoTHrxMiQsIHVHtPOHLE87Al0v+VUpnVTlys7f1AqN26aLMZN1Jjd4cYXHTbTKEZJm3YI\nQQnBbwNFtgXKT/gPNbPyJEHTrdgjlT7J8FQbMBBJ273mFFCI9hlRRpPqsVHpNpJoNn1luazsF8yr\n5F7HrTU/BAp6VMOlK8Tibr7INprW9yg4keFZ/XJpXfPxjivUlfdIoA21bepSUb4fBan1tUvjVIQv\nqgSvqnHUfe1qKRzFKCkvTBeQEPjEU1J7U+v1zWOi/9ZcIzxW+p54ZoFENOq1d2AwqPyOlaoDIcmo\nH/gh8tFO2BC9QfXYqPQYygnC95aqsnvoTGS1ftd4LhZhlmljIRNn7wHLgh0/fk/pjz/aaurrzigh\nhO3WhOkzSaV7vXXWE4SSTr0+ufo8C2xEBqFdrqUT9VvtmVG35XjH+aFIj17FM5TrpMpjN8i3B+te\nabVbSpnuZWHFG3+U+L8OlNkX4DTxM2FGLhW4tGrPUP/89WAELcAwIAyLgmuePOx5Silcn7yI4L4N\nILwG2XN+DU3+UMiBVtiWPAgl7EPGjKugGz4NAGBdfD+yTr8FnFHtpdkBHAALgOMuIFTihypsDpED\n4GDPIMYelCk8rTDp9ETg1M9JpWcQAmfGCYWv4k78L2B3zQys8Fxo/qDQwEXiGlExeLDjYNwNqLHL\ncTeEEPIFv4sZQgspR9gOVRfHcJyBzWvxKc1drkejt231IXZBPybPzYLVmdu7uBoSln23Njo98xEs\nSZUP2hsh3i+Dg51v4QzxK6EyDxomrSv/5l32EFhdx2u30I8bEHU2ovCmFxFp3Avnh8+h4OrH4d/1\nBQwnnQXd8GmwLrwXuuHTEPhhHYS8waqoOTaqsEky6oQNQKysEgHoANgOPlbNlJMaLwt4QZVoUKFS\ngDJymPKQFJGl0HMMNWh4atKKMOv0RCOooX8qxySss2R+pLs28+PopaHRji8brtQvyioRHXFrSmix\nRPIqKpb5tmyZaZOipTldfR2j5SwfujfWzBEnl3U6tqY86At2/do8yLrhuNtAHxZJjeun9jyuhlKK\nYdZAzYt+R2EOQcJbLxxJa4TxfB4c4nqTnKVby0/OgYbp853AASDw/ToYxswGIQSaohFQwn5IPicI\ny4FGw6CyBMIwoIoM74ZlyLng7lSbnO50+beoEh9UYRMjA7EOpgAARmMSCWEOut0Jw2tZ8LGy5RJi\nJfx8AFoUxBqN+kEVKazQqJ8ycojykBQNo0DHM9Sg4ahJjIkfrSZhwaQqfQfKi+IOy+nldyin0jz3\njvoLmYV8pWlXt6rzdoZWSw2TJ38hbt82stbrrejyFki9sbXAFnB7c/iMDifnQl25UB1c26WxpLDX\nWxSoP6a3ppqXPK9e1vO4GiYou+9pskfOJ+GkFtpzhln3Z8Fh7jeZOYYNQoUFGvS9btmEoGXBXSCE\ngWH8WTCOP/Owp2WfA6zp0J+PM2ZD9jqgH1UF+7uPwbd1FTKqroV300roR88Gw/ekQfOA4rieS5X4\nogqbGGbg0OWR02V3e+VFGE7DgosJF6ntnx+ATQEQABAAVaQIpZJfIXKI8jRKNYyi6DgCg4anRlED\nk05HDKnqBKmSdBiGtGSOK34W4/Cqr8l+anhZ4Fzzp0UiK/eqLxTLght/0u7SfftsNQ31p3cp7oZh\nGWEFNtiuw6kdfvfz9IUWakeXEox4xy4njtHhNwBFfuQqDgrf/bgaqlBlQouv9tmgs8RISFz6Zx0P\ne5h1fRIa0foGmWvcKozPhog+nViQf8Uj4IwWyH43WhbcBT67GGLJ8fs1Mho9ci+6FwAgh3zwrF2E\nnPPvhOP9p6GEfDBNPg+aopEJtr5PogqbJKMKGwAISoOg0DEgpBwMCTHgE7I/ThhOIOAEBoj5hwJt\n/+wUQBBAEFSRo5RGY+KHo1GqIQrV8aB6gYNJ1FCzTgedRkd6H2upkkYEDQWW5YafYWXkqsBJ7k+s\nVxqW5uZqPL2qajxkiL3MZFrUvHfPXBOlhuOOJRtJ0Xr3noZJ4oij2hkILC9wNCssE+dxvY7FLeuF\nYz3/fBVaHHlct7eOBF/U/pjVzswm0fJEp3C3hDjnR6HR3jeYs027hNGZ0KDftFfhjLF5ltVnQDd8\nGsKN3x0mbFhDNmTPocbLktcB9ogYmtbVb8JceTH8u76Apng0dCdMh23pg8i75P7kvIm+hboVlWRU\nYQOA+CQCAicIwgC0jKKJy7ZAj2xhWJ6AzWCAWFWdYNs/BxBL2gqBUkWmStRPiRRUWBqhGqJQLdcm\nfjQCNel1MIo6wqRZVTKV46IIet1GyznlG5W5colrU+2l/ELdeMO+Hq/4cnIi+Xr9O95tW0+xR6PF\nxx1ns67WNDo6KKpjNUfFjGVwRZJDObawkaVIeFDrnk5/P58URBvXVWq7JWqoTKVZTZ76v0fcZUIC\n25w0hXj7B6Gx/jfYs03f8SOyIKJL6ep9CSUSAqgCRqODEgkhtH8zzNMvO+wY7bAp8G5cAd3ImYg0\n7gWj0YEzHPooos4GyF4HxNJxiFj3g3BCrMeb1OWyRQMN1WOTZFRhA4AAWaCoBUUTAPDmAgJgRIrN\n6hRCGJawGhOgMbEUB/QO4AKACIAIKFUUqkR9FHJQ4ZQIFYhMtSyoXmCpURSIWaulRq2BsB1nwqik\nGIZl67ImlT6GSTB4alvmSEuic81fF3EM7fbfS6ejxkmTP9Nu2zaqzuedeMxUaEZgjSsD62ouYmce\nFUicrytjHL7txz6Z63sbB9phm4VaTvK+fEX3Fg361kjzc3abbgIjJ8RLUx/U2FaFxwXeYM/J+JEf\nYoHYvychOeCGbckDsTuKAv2oKmgHT4R383sAAONJc6AdXIHgvg1ofPFGEC6W7t0e95evI2PmVQAA\n/cgq2JY8AM/aRTDPuCKp76UP0a+/U+mI2isKgG7YlF8hVvraCQDmystO1xQMm5ZaqxIPpZRSJeqn\nkIIKq4SpQGQqspQaeI4aRQEmrRYmnZ5w3auNopIYuJDHO8W3ynG5aXl+Bh/oUcTmvh9yahoaTjtm\n3A2lVJnpGh4+QVd6WLyXL+KXV9Q/wx5wmnTUK8qy899142zfHiWeglSRf38d47MVcF2qD0UlJXx+\nY2vzPZKnjI2joKGUojaotb4fGR/8H3tOZh1f3veCf1X6Gh9XPzz3tFQbMZBQPTYxshBzdQAAGEGb\n8oqlyYAQQggrGADBwAIHnD2ABwCiAKKgtBVUiQYopABllbDCE4mKDKheYGDUCNSkFdVaP8lBEk3G\n1eLFxtXyedHBznU1V2gWGkfo67u1XTJkqK3MZF7cvHfPnE7jbgghzOfCzuhQWqxl2zXCNgh6VmRy\nXGFq7zDehCqyMtS5rcN4gn/ORLOtgDsqdqcjspyhhldc9syhcWqHoFBKq4M664rIxNBb3LzsRq4k\nF2oij0ryUD02SUadjGJkIZbDBAAgnKBe9toghICwgg4QYpNgtO2fF0Cz1HbjqFo/0UO1fkSemrVa\nmHV6IvBqrZ94wPL8j9knl92Pk5HZ+kPTPGURPc38bZerGufkhPP1+nc8W7ecYpekjuNuWINgWtm8\nxn9OxsmHBdJnC+X+xvBBYXOYu1fy1rfo5NBRTS8/z5Oa1pwsHl/URJTA/Ean8zYaKO5toT2FUrov\nYGhZHq0Iv8X/NMfK5uepYkYlRajCJskMeGGjGzaFAWBCu6rDYJikpJH2Jzqv9SMfvHOo1o8SojxV\na/3EAZd5aMF/cAfeCjjdJwdWtF5iXlVg4MLHzEoCAJ2OmiZP+Uzasnl0UyAwocMO3I3Zfq095A5Y\n+IyDnp18bTnTGN5w4O5hSqqjppf1nOT755XCcZt0FtsCta94HHmFTMfxOV1BoVT5PmBsWRadEl3A\nnWNxcDn5UH/JKqlHFTZJZsALGwB6xFaeh1afhFE/lwTQ1Vo/CpVihQ45GqUahlIdR6hBw1GjKCJD\npyM6UV17H0FEl5Xxqe7qjM+il4RHOL6uvlK3MKtcaztm/AjLgptYsbNg106r0247LYscoec5nmPe\n8a4JzufnHBQ2hYbCjE1tSwBFoYd54IbaNh62RRWiivzwFZwkC50vFEhI9vyhyeG/EqHSnnhpZIXK\newIZLe9IU6VF3Nk5Li67QBUzKmmGWH7HSkP1w3N9qTZkoKBO4IABscTqgxDVY5MyCMMJLLiYx6EX\ntX6IQdurGjB9FcprNLstPym/k86iOe7dDecpb2uqsnYcc8U4arQtq65mSbC6Zg4D6A/3mGVpsje5\n9jZN0J5QAAB6XqvTkEx3mLoyFEU5eGw0YHNkRVyHFTt5cTqarYUdx9VQSulIa6D2JZ+jKIPpXvVe\nSYG0K5DRskSarizh5+Z6uIxC9UqmkuZYEHNdqyQB9XKADnbeVY9NWtONWj8+hUghGqv1I1MdR6he\nYGFsK3Ro6Me1fghDbJmji17EX/AfX7OryrWIvzD/K52Okzr0i5SUhbQm8zvRPbtmOyJSwWEC5Vvt\nj9oxymBZYHgWALL4ck9TxJVB6SGPjc66zQfg4Ou+yIk2f12l7VDUsAHJ9WCzXZpLImVd9dJEFUS3\nB7JalkgzsJSfk+vnjEXq1UulD5EDoDrVRgwU1EtDB58BIazqsenjtNX6MTPQmNG+1o8TAMIAwp3V\n+qEHPD8wabXUqNX39Vo/IUN+5geGX+Kj0DXR0Y0fBq7KWcUUaZ1HebTMGQo/YdLHGbu3nVjX6h93\nMGWbE4WMZa7V1RdpTykHgHzdIDRFNgOUHpQlg6zrDwYZN7CS759XaY7yElGFKlOavbXPBF2lOoYc\nV9JEZUS2BCzWxfJMLBPOygty+mL1iqXSR1HbnycR9TKBDnbkGdVjMxAghGEIqzECMLIUB/ROLIy8\n4UChQzeNiZ92tX60LKieZ/tarR9FNPLbyy7g/yD/lOa3bLFdIi7FZPOew9KzeR7suIlbS6q/t1bX\nNs4qIyQm6lzmaMn37trIMF2pUKgvytzsBhhCIwC0UsTvKw7UWQAgRBXlkcu5qKRhDiuZoPFGrU9Y\nbfwMRirHMZxkYRnhTYE860K5ilkpnJ4X5nXFUHPpVPo+ag/AJJK2EzghREcpDSThVEd/BklqrqeS\n/nRa66cV6LzWDySq5SjV8yw1aHiYtVqYdAbCc+nxvWI50pxfkfMUKqBtbbSdGXkn9NOsz4p4Rjko\nzsqHNZUbTe807dpzpgVEzzMMw36AzdFhKIVB0BkZxRBhSSQCAJx9pwOxWDW8Mo02NRcfiquhMo2e\n0dTa8EiktYzrJB89JCG0PlBgXUhnce/zp+VFeU2JKmZU+hnp8dsfIKSdsCGEVAJ4GbELZSkh5EQA\nN1NKb0nQKVkckbZK1BgblW7Qaa0fDxBL/YrV+lGUaJDGav2EKA8pHWr9BM2FOUtxC5aFrvFNbP3Y\nfqX5nVxLW/PN7LxAwQTdMt+WTTMVhRRrxCyD+LFzS8OpuvFFBqZQ8pHqMAAUWr/VAsBqi9T8xaxD\n9WqMrZGmF+w2w7gO2iEEJQTXBYpsC5SfcB9pZuVLgqY0iW9bRSXZqMImiaTjBP4EgDMAvAsAlNKt\nhJCZCTxfBx4bNStKJf4wDK/F8Wv9hBQaPSR+NAyFnifUoOGpSSvCrNUTUXPcOjXdRRH1hvXiTw3r\n5blSacuGpku4t7PHZ9cIeqNsmDz1M7p925hGf/Ckwh+M1qyJIW+kQCyVWkI1kOVIZLB7b04TK/uf\nu0qwAACVlNBljW7rnbLvsBTuQJQE1gRLbAvoqcInwin5isCpYkZloJCOc22/JS0/bEpp3RFNfOUE\nnu4oj40aY6OSKgjDiSy4WKZe+1o/VqXthj+xtX5YjqvNn1rwGKYio/l73zncytafZH5dNGHSjsJt\nm5r9bu8ZusWh1d4LzJO5Le6vELHvClIqc49cykaiIqPPcYTqX3HbsgYxtBQAPBESWB0sty3A6eIX\nwvRcKnBHNddUURkAqIvlJJKOE3hd23YUJYTwAG4DsDuB5+sgK4pJ+0BQlYFLD2r9RKiGgAqKDlpW\nB7OOQZaJoSbjMT0/7vxhhv/g14a3PFcHpzjfC10y6n1zrnOp9TvlDEtDq8PBQseabRv5f01RGhvz\n+cxbqm0NP6fB4uYIkRYGBtvfYc9SVgvTcqFhVDGjMtBRhU0SSUdh8zMATwEoAtAA4EMAv0jg+Ti0\n89gQXpOOn4mKSrfotNZPK4BmAPCAKk5K5GCYMJIXnBKCQAE2miEZdJCzsyPUpNNTk06MmLK0X5mu\n1H4dukAZIn/LnDNoSXDTD/aIns01BfmPXT+OlZU39jmj3/pKzeczZwQ26U7WQaeWkVdRaYc6rySR\ntPuwKaV2AFck8ZSHbUURTlCVtcqAgDAcAWMUKSDiQLo7ADYAsFYJgAdQXJRIoTArBYmMiFIvmDQv\niNeFLXSf4UTjLntLydBI4MchufPYE7QMw4UJw4XYkDsAKnNQZB6UchSEKoSTFIaLUsLIR+78qqj0\nK6jCgDAKK+rt7R6VUmbPACTthA0h5OkOHm4FsIFSuiwBpxTQrqUC4YS0+0xUVFIGwxIq6EU9CckT\nA5ukyeFd3NBgNb70QGIClYxtiLmghpQpnId1yDDlKqzQaXsEdX9XZYDR3msZ94B/lc5Jx0lcBDAC\nwMK2+xcA2A/gRELILErpr+N8vsOFDat6bFQGOFTCsMjOyDT529Aksoc/UeNgiw0RgRrAPhQ0h75x\n8NyEpunUaWopnNM0wj9p8GIsL5qbUV00imX31rWSxpCPkbRmhtMYjn8yFZUBQSITYFSOIB2FzTgA\n0ymlMgAQQp4H8BWAkwFsT8D5BLTr7E3YNCmilobUP389GEELMAwIw6LgmicPe9638zN41i0GKAUj\naJF1xi0QcgdDDrTCtuRBKGEfMmZcBd3waQAA6+L7kXX6LeCMarXxVGKK2qUJkQ3ByWRHtEKoYcdo\nXTqdVhHQbpX5TliU/pppYcbsl9gbNmn5r06cwpmk94VyKTe6v3mSfCG/yukyr2X/NfhXOnmsKVbL\nptZuZ/Y7fayXGFlep/6RVQYy6lZUEklHYZOJWHG+1rb7egBZlFKZEBJOwPl4tPPYUCmifgGPQd5l\nD4HVmTt8jjPnI+/yh8GKBgT3bYBj1T9QcPXj8O/6AoaTzoJu+DRYF94L3fBpCPywDkLeYFXUJBlC\nZToyuts5Td7km8LuZsYKzeY8Q9jEEBg7On63xMu/0uTIzSewwinLJfqzHYRfdsL5kdbgD7LIAzXB\nZmmmdpzwjVMsFoKbPM+ddJP+sepr3T+UnGYmpRaLUmqxKAAiVleY7G4MsW6F5QSznjBGoPFIAAAg\nAElEQVR9u/+Wiko3UT02SSQdhc2jALYQQj5HLMpwJoCHCCF6AB8n4HwatBM2SiQYTcA5BgRi8ciD\nt4WiEZC9sdg5wnKg0TCoLIEwDKgiw7thGXIuuDtVpg4YMiV7YLK00VWJbdGJ/H5xmNiapdHSbByn\nKZ9fhnI7Mn1flemNEBj2vP+F5MtrOXaruYyaCioFZ/MLYfCAN1rDjdWdqv3G/Z2NMhNztm3SOO6u\neClzS+unvn/QX9NodqEJAEhupga5mRoZgOQPRsnuRg/bEqAcDGbCCWoDBZX+jipskkjaCRtK6SuE\nkPcBXIVY/ZoPAdRTSv0Abk/AKTkcJmwCkQSco39ACFoW3AVCGBjGnwXj+DM7PdS39UNoB1cAAPSj\nqmB/9zH4tq5CRtW18G5aCf3o2WD4ntWQU+kYQmU6OrrTMU3Z5J/K7CFjNc3mXEPEDOCoTt7H4oWI\n1vtiUSYfNXAmqii47uVAeI5N0MgUqB52qaylMpctBAWAQKY2vV8KKRfyUzMXRNeEeYzJXr9R21Qx\nYU32y+xt/PMtl9SszT63EBx3ULwQvZZHxZBsGYAkyQrZb21majxhLsxlMpzYafCxikofRhU2SSTt\nhA0hZD5iRfmKAWwBMBXANwBmJ+iUPNrF2ECWFEoVRS3SdzT5VzwCzmiB7HejZcFd4LOLIZaMOeq4\nUM02+LZ9iPwrHwUAMBo9ci+6FwAgh3zwrF2EnPPvhOP9p6GEfDBNPg+aopFHjaNybLJke2BKdIOr\nElujE/lqcYjoydZoqQXoWQ2ZdTLXekd2dsCeqSkAACIpuPWFUOhkryACwNeFVa1GY6nZ0bo+rGeI\nBgAYQlAXbHGMMJblZLqNQV9OQCOFhxR8s45vnTzpS+VXuW+WzQ186nnUc7vNmzWo8MhzEo5lMKwg\nXxlWgAgA2uh0sj84PKyH6hlOl0M67pupotLXUIVNEkk7YYOYqJkEYC2ldBYhZASAhxJ4viiOzERV\nlChYRpPAc/ZJOGNsvmT1GdANn4Zw43dHCZuIdT8cq55G7kV/Aas9evHduvpNmCsvhn/XF9AUj4bu\nhOmwLX0QeZfcn5T30FdhaFQZE9nlnKZs8k9l9zBjxWaTRYx22xvTEVaFhH6ry2jZmmcoBUPMAMAH\nFeUPL4TDJ4YELQA4WIMcHvJTLQcgHNwd1Wtw8PdR7f9ON8JYhosMUwzPhz5yiiKXRZRS85q1P4lO\nmPBpdLCxxfSC7vemN2xn1K00XZ0NjdipzaQwK0spzMpSAFC338981+Jg7RGOJbpcwrDpeL1SUekK\niYgPVemE414oCCE+SqmBEFII4GlK6YWEkGsBVFBKfxkvQwgh9wH4EkCIUhoihIAQoqGU7iGEnBCv\n83RAEEcIG6rIUcJyqrBphxIJAVQBo9FBiYQQ2r8Z5umXHXaM5LHCtvQhZM/9HfisoqPGiDobIHsd\nEEvHIWLdD8IJAAGopO7+HUm2ZA1MlTY4K7FNmiDUaIeIniyhF96YjohSSv/KGmsXF2fkKvyhtgda\njxz5v39G6FCprWEngNVDLwwa2tK3ReI4zI0SCtcAAFjCkMroCcomcR8AgCcF/NYtcwKjx66SLRmS\neLnlg5KfBL+JPtz8q2Zr/oT849lHMvR6OnmwXgIQDUei5PuWerbBr3CymEPYQ7apqPQBnKk2YCDR\n5RUQpbQRwIVdPZ7EfMiEUqp04ViWUnp32+1fEEIyALwD4CNCiAtATVfP2wNCOLKPhyKrAcRHIAfc\nsC15IHZHUaAfVQXt4Inwbn4PAGA8aQ5aV78FJeiB86PnAOColHD3l68jY+ZVAAD9yCrYljwAz9pF\nMM9IZqHp9IOlEWVsdIdjmrI5MJXZy4wRW8zZhqgJcfDGdMYyKjQ/mJfNB/X8YX2czDYpeO8rEltE\n+YPCfpdpuNdQMMkIAKGQLaLlFX376sEh2aEPy2FZw2rYCXy5Za1nr1MwcVkAwNBM3e7t8wKjT1zh\nyDJFs/O0Hv4J7YP57zZMDL5t/DmhpswuBVoRjcBjTEmxPAaQFIWSapuV2e8OcEE2g+G1GXH5UFRU\nEocj1QYMJAil9NgHHPLYlANYQSkd0+axOQ+AGbGeTv+llP6l7ZgPAKwDMBHAHAB3ILa1pAWwiFJ6\nT9u41QAWADgNsUyoM9vGX0QIuRvAPMQyN74HMI9SGmnLlFoHYBaADAA3UEq/6s0HoBs25UwAFwOo\nPfBY9pzf/IzVGvN6M66KSmfkSM3+qdIGVyXZLk/ga8RBoidbYJKzLbxHYT2/MWd56i3a4iOfy62T\nAn/5r8xngz0Y6CuBUd6fdFdUr8/TAIDd/r7VwO7OPfK1J2X9NDjcPEIL/D975x0eR3W2/ftM2d60\nq97lJss2tnHHxoCNCYlNTE0I5UtocSihxgRCCQRewCkQQscmQOANSUhopgRewHRs494tW7Z639VK\n23ennO+PlYuklbQrbZM1v+vyBZqdOXN2tZq55znP89xAk+AQ3tFtYXmWPRoJpfAHy6e815ljDRz9\nu3ILKmlV85W+6qIzjYQZevso2trZyRxs7+Q6ZS3D6bOJkpijkH5k16xa1p7qSYwWhnMxnQNgCsK+\nwpsIIe8DsAMYD+BnlNINAEAIuZtS2kEIYQF8SgiZSind2T2Gg1I6o3u/40tsnqKUPtC9/VUAZwN4\n98icKaVzCCFLAdwHYMkw3gMQjtj0uBBSSVDWQxXiAieHpKnizo5TpG2+eVwlM1ndZrEaRCPC/ZmS\nRpcM4U6NpfHrXGMhWNIn+amkUvDc+wbVmgjbQ2GsLzmnUa/PKTryM5WqhUg+xR2BNjvME4sAIJ+3\n8TY31+6y0KwjrxNo1ZW7z7WJE99vKsj25AOAkQ+xDxU/b9zk/szxlHyzSrTkRuylMxgkx2KhORaL\nAIC6/T7mQIuDbQ0SluhyCMMqpeQKqYZCWYpKKsMRNh9TSh0AQAh5E+HOwG8DqD0iarr5MSFkRfe5\n8gBMAnBE2Pyrn7EXEUJ+jXAo3gpgD44Jmze7/7sFQOkw5n+EPstOVBT8cRhXYRSSIzZ55ombO8PR\nmDptqcZt5RlkDX5kYpApxdOMvv7FwowMUc2WRtqnYmvQc+eHRKftVQnYocrw+IsX5x+5SMiyTLWs\nzxrJ9ckRrO2Rk3aeeqH1xdDHXZxKfbSbI4GKO7R/eW5I+KC+rKDzqFiabTxge0G+UX7KfnnNpoxl\nhYTlhnxdIkatjs4s04kAhJAokqrWJrbBLbKC2sZwqqSKSQWFbrpqVi1TqqKSyHCETe81rCM/e49s\nIISUAVgJYDal1EkIeRlhLyj03ve4YzQAnkE4ObmeEHJ/r2OORFOkYc7/CAJ6vRcqBhVhozAovByU\npgk7HafQrf657AF2sqbdkqERDQh3zk45n8t8+91ZNuoyqYr622f2lwH3LV+zBj7C8s2miis7eZY/\n+l68vn12nmUiijSP2GwTZVHkmLAoURGenRUo8W1XtfRoU03AMvVVy4oE8ePaCSVtR/N7eEZmbrW9\nUlrl/6TrD8LtPq+5OG8o77nHuVQch0kF+dIkQJRlkHpHO3O4w8d6GYNi8aCQRJT8miQzHGFwFiHE\ninBV0XkAroqwjwlh8dJFCMkB8AMAnw8y7hERYyeEGBBOWP7PMOY5GJGETSCB51MYoeQJDe550ubO\n+WS3PIOv05VoPFZOhz75JqmmQSa+mw1W+4FsXTEGSDc5832/6+c7OBMTYZ/91mlNfMbYHnk4Qf8O\nH9/fFYNQttXX1lJgyD9a7TRLNTlvh6+mieo0PfrXEMKgtfbsEiH0ec3k8fWlx782TttkXq291fyK\n45y6j0yXZoNXx6WLI2EYoCQrSy7JggxAsLtc5GCbk+2Q1Cyryx5tfauoLKH5b7eCM9qQfdF9PV7r\n2vgGvHs/D/8gSxAcDSi88e8AlRXPt6GhCJskMxxh8x2ANxBupPe/lNLN3cnDR6GU7iCEbAOwH0A9\ngG8GG5RS2kkIWQNgN4AWAJuGMcdoCKC3sBGUiM1oRyX7xenCTsd8ui0wpzsaY9ZIRiCyp1I6EJCp\ndJ/K3PDfPFMe5ZjigfY9/19+9yWHeRMi6J4QOKmm/BK9qtd2lrYOWKXV6K0RCgw9e/AtFqdlfizv\nkximb3ZwR/MZpdvF9TXTJlaV9tZWP7W+V3x26Cvfwx2/qrdbJ/cbcRoymSYTzTSZRACCNxBgDrS2\nsy1+wlJt1mho9eDevBa8rQg05OvzmnnuhTDPvRAA4KvaCNemd8BqjXBtXqt4vg0NRdgkmUGFDaXU\n0P3fGoSThUEpfRnAyxH2PbrPcduu6Gfc0v72o5TeA+CeCMeccdz/2xGfHJs+0Rk5FFCEzSijQKg7\nGo05WVWvK9Z4rZwOI6Yy7lVoGh/Ps+pDOq5ksH2veNHnWdqq6legrR97Qb1KbSw9flso1OnXcHIm\nIimhbpp8VRnA/B7bylSFKq1zuydo00ZcnnO3n1K6RdDUzZiyu4hheg6eo+rS/UX1W90HzlOaXtNe\na6AaQ0LsFoheo6EnlxSJAARRksmhtma2rivEhlRWhlOnrZAdKqLLDv/hTTCdcjHcm94ecF/v3i+h\nrzgNgOL5NgwUYZNklE6e4aW0HlDBryxFncCoZb84XdjuWEC3BeawB9kKjT0j3aMx/bGVcs6VGVZ/\ne4amb0fEXhBRpjc+H/Cf6lL1mwPUrsnqEgpOLey9LuPxbrHrCBkwchKgrXpRlmSOYXscfr7mTO0r\nwU9FlVob8Xrj7zy5eOM2dcuc6VuyWLZvzdVSy/r8heJW4Q/262sP2RYUJ7Kcm3Asg/K8PKk8L9wD\nv8HhYA45PKwbepbXx605YipxfroaljOuihitOR5ZCCBQvQXWs64FoHi+DQNF2CQZRdiEhU2PC6Uc\n9CkRmxOIIqHGdYq0peuUcDRGX6TxWdkRFI2JRLtMAit1ltatOYYiMCRjsP25oCz9+plgaHpANeBy\n0paKq70qhjX33i6HDlL0XpvqBSEyqXc3BsrMxT26AhtYLTvBm+uoUXf1u14heiflfrOJd82btUGj\n4vqeycgF+Qdtfy7Z4P6o7Vn2FlbU25Kz9lFos8mFNpsMINTp9TCVrQ7WHuJZRp9DIiyvpTu+qu/A\n6C1Q545DoG7ngPv6q76DuqACrDas9xXPtyGjCJskowib8FJUjydMydvpTtFcFIaJWvYJM4RtjgV0\ne3AOd5CrUDsyjBrJhHAi+4hHpJT+gTXW/avAki2rmEGXnQBA65FCdz8bkieIA9sQ7Mqa06AyF/Vp\n3CfLMtSsxxapzLs3Td5asczcN71niW6W7VnPe07eoO1XhJHQeNO3G1WBubO+CmrVNGKeyzzj3uwZ\n8nXyE/af1mzN+EEhYZPnH0UsegOdO8YgAhD8wRBzsLWZafLJnKzJJuzICFsEG/fCf3AjGg5tBpVC\noEE/7O/+CZk/XNlnX+++L6GfdHrEcRTPt5hQhE2SUYQNEEK4dJwBIAOA0NHgTOmMFKKmRDjcdYq4\npesUZg+drmrQF2p9VlaHQX2IRiLvU1XLA9k23mfgoxI0AGB0SIH7XxCYInngG2+AqISm8T8yR+pm\n5/NX2XmWiWoZxi00BdDPkt5Z8gz5M7qXDrSUxEolmo3f8aGTZ3wWMuvliDEiFSMxK20vlVb6Pu78\no3h7wG8uTPrvm2jVKjq1uFCaCoiSREl1ewtT2xXkApyF4TR9Il7pQsbpVyDj9CsAAIG6nXB991ZE\nUSMHvQjW70bmOX1fUzzfYkYRNklm1Asb38GNVDd+rhfhzyIEADToDcliyKs09EovNLJHmBXa5piP\n7cHZXBVXoXFkGDSyGWFrjxOWgzLjusVsc9VFsEEYiKwG0Xf/qxKfBW7Q7rvrx13cyKt0pZFeC/i2\new1cdOabbqnBLMkSZRm2j3gZp8q3rXftrw2a6YDCjKX5qu1bvxecfNLHQqZF6nfu5boGy2p6M162\nn1v3qfknOeBVKalmIixLMC43Vx6XixAA2ux0MlV2F9dFtQynyxoJFg/He74BgO/AemhKTwaj6quH\nFc+3mFGETZIZ1CtqNKAbP/chADzC9hAAANv3b7ya1WfEdCNRiC9lQlXnPGmLaz7ZQ6erGw0Far+V\nIQOU5ZxguCmE36jNjV/kmgrBkpgeQooPCp7f/lvWmMjgSzXNuoKOPbPvtDD99HLpaPtzq46nUeck\nLc652pGly4yYA+OSvIF/qL+mLMdF4c7dFRg/6QOSmykOKliaghneR3wrnR3WiWn1N0tdPh9zoNXO\ntgXZbouHUf8wOQqZWrNq2a5UT2I0ofyRhXECKMJxwkYOeDsUYZM8dJI7NEvc6phPt4dmc4e4iZoO\nq14jWxA2Ox11PEO09WvyrBZRE9kGYSDKt4fcd30AnbaX71N/bK+4MqTuR9QIojuo5eSsgcq8e9Pq\nq3f3J2xMrF5T4rHWNlhcUSynmTUH954blMvfcefniANWrOWrnfon1Xfr1zoXNr6uXWGmGl1adH8m\nJp2OziorFgEIQUEkVa2NbINHYkV1JsMNnMitcMJQneoJjDYUYROmAWHzzqNIfpdTcc9LDJTKGCcc\nCkdjmD2Ypm405OsCGQzBsNvoj3S+ljn7bzIzpU5z/zYIAzHz66Dr1i8Zg4qQqDrpbs1dWK825vV7\nLo9na7uWkJgEfov/sGoKTu739bPUM4vX+D+yc1pVFMtbOvWhygtYQt9uy8sNDdrlebnlq4LTxc2h\nVfZf1tba5ia0NDxWiJrnMLmwQJoMiLJMSa29jal2+jgfa2b4/pOqFUY0rTWrlnlSPYnRhiJswjQB\nPUtMJa9TcWONE3rJFZwtbO2Yj+2h2dwhfoLGadVrR280JhJNlPhu0Vvt+7J1RRjizXjRf/3uFds4\nIxvl8T5GE2wfd551IAEvBivlwcq8e+MU62yU0n6ThFnCkFODE6X1mkNRvlU1V3XgwkxZeru+oMA/\nqOAzc37VI7Y/lnzjntL2PHsLJ+kzrLG9g8RDGIagLDtbLssO5+W0d3UyB9q7uE5JzbD6nHQSZArD\n4lCqJzAaUYRNmA50V0QdQXK1K5VRQ4BSGROEA85T5K3uU8heTFM3GXKVaEy/BGQqP6gy1b2bZx7U\nBmEgzn3d7760ijPGcj/8dsJlLTynGXBJSM26Irp5D4SMkNoZ6LRbtRn9RmSmqMtyNnmq6iXjwE3/\njsExh6ouKBLFd2tLSqJZxgIWGHdnz5Kvlf5sv7J2Z8ZZhYSNbmkuFZAss4VmmS0CAOoN+Elli51r\nDRAW2mzCcDFKS4U0oirVExiNKMImTB8RIziblIhNFBilzkA4GrNDmMUf4ss1TptWSzMAKKH1QfgH\n1TQ9mmfVBnVc6XDG+elLPs85LSpjLGnV9YYSO8mZPqCQ8vkOdahYZkjRjmZvvXcgYQMA55A51jel\njSGWZaO6cRPCoK723BIh9GHNuPHtpdEco2ZE9k7bmpK9vo+cj0q3hwKm/LRvzEj0Gi1mlIYtHgRR\nIlWtzWyDO8SGVDaGU6dF7pBC1CgRmxSgCJswHeiVHSm57V4qiSHCKk9LR6ESLRcqO+bLW71zmX2Y\npmoy5uqCGYQgf/CDFY6wQ2adv8qw+VutmmF9bkSU6Q2rA77Tuvq3SIiETIHdFVfKasIMKIV8vu1u\nA4shCZvWwGF2MqYOuE8WZ9bnuA01dou/NJaxm5u/XyqIn9dMnFhXGm2EapKuLmMNvREvOC6s+8L8\noxxw/IgwuiQ8x6KiIE+qCDfbQp3dzlR3eFg3MbK8TnGeTH8UYZMCFGEDwHdwo183fq4f4ZJv4ch2\nOeR3slpj2j/hJQqT6AzMEbd0zMeO0Gz+sHq8ptOq0VIbAOWCOgQ6KIIrtRktm6K0QRgINihLtz8b\nDM3wx95raXPhWXVqfdagy15Eqlf1dW6Kjo5QrY1SOmgOzTL1nOK/Bj9xcmo+ps/D3n5G6W5hQ93k\nKQeKGCY6dcMQYIX1jeKlgc89j7hXtndmTBh5VY/FmZlycWamDEDocLvIgTYn6xBVLKvLIf1Utimk\nlJQLG0LICwAeo5TuJYTcRSl9ONVzSjSKsDlGMwArjhc2AU/HqBE2VKIVwv6O+fIWz1xmH5mqbjHm\n6JVoTDwQKaWPsYb61/IyMqUobRAGQuORhLufC0nlwsAWCZFwcwZ/55il2YP94YuSX9DyUnYsZd7H\nI5GAtivo6rBozANGfHjCMTP8Zf6d6oaYhV5n57ziHdu1DVOn7chjWRK1BCvUOAxPa35jeLNjUeMb\n+qstUGtHZiNOq9FE5xlN3RYPQeZASxvT7Acna7MJy42IiNQooDKVJyeEsJTSa47bdBeAmIRN9xhS\nfGeWWBRhc4wmAAUAXEc2yAG3EydozqtFdPjniFuc87EjNIuv1ozTdCnRmATwIVW1/i7LxnqM/JAT\ng48nWouE/lhf/v/aOVY16Fw87q1tGkIGdQwfiBZvg3swYQMAczTl+Ts8NY3EwMV8Po9nWuG2rerm\n6Sd/Z+M4EtOy8QUZnxUsFjYGH3HcVFtvnVUykguRiFatptNKiqRpgChKMqluC1s8BPkMhtOcED5p\nI5CWmlXL4l6EQgi5HUCQUvoEIeTPAKZRShcTQhYDuBrAuQCeB7AEwA2EkP8BsBLARQC0hJDtAPZQ\nSi8jhFwO4CaEq4I3ArieUioRQjzHjwHg63i/j0SiCJtj1AM49fgNkrfzhEggJlSik4S9jvnyFu9c\nZj+Zqm4xZRtCFgAxP/ErRMchmXHfarJ2VmfphtSPJhKZjaLv/lckPjsKi4RIVJvGt7GZk6MSWEJw\nv6gZZnZZi/8wOxGTo9r3B3SG4QN5u8QMwTHb75+Yt2Wzpv3kGV8aVCoS03fawvvUv7euKvnSNa11\nDX+zStaZR3zSO+FYBuPzcuXxeeFS8qaODrbK4WJdVN9t8ZDqKY4W9iVo3K8A/ArAEwBmAVATQngA\nCwF8CeBSABsppb8CcHQ5mFJ6JyHkl5TS6d3bKwBcDGABpVQghDwD4DIArwDQHz/GSEMRNsdwAOjh\nLyG57SOy5Nsq2X1zhM3OBdgpzOSrNWM1LqtaSzOB6Px+FIaOl1LxbpW54dM8cwHYaEuZB6ewSvDe\n97qsNkdhkRAJiRK6v+JnrDrKm5qacWbEWubdG4dQE3XicSGfZTa7VDVui1g6lHOFQqVZWzarnCfP\n+ETSaEjMlUOnmXbkzJFWSI/ar6nZYz2zmDAnTr4Kybda5XyrVQZAO71e5kCrg7WHFIuHxLM3QeNu\nATCTEGICEASwFWGBsxDh6IsE4I0oxjkTwEwAm7rFjxZAW/dr0Y6Rlihf6mN0oJewETtb0j5iw1BB\nnhza2zGfbvXOZfYzJ6lbTFl6wQxAadeeZFYTbcNzeVaTMAQbhIEo3x5y/+YD6HRRWiRE4ruSpXVq\nbUZU+T1+f12nimOG3TxRhE/nCrqdJrUxqijIctW8gr8Jn3s4nhtSSbMo5mds3bLMNW36B516fezN\nHzWsyN5te650p/cjx+N0pRQ05g7a6XikQSx6PZ0zRh+2eAgJ5GBrA9volTlJk0XY2HO2FAYkIRGb\n7uhKNYArAHwLYCeARQDGdZ8zEGVODAHwN0rpbyK8Fu0YaYkibI7hRK9HVMHZ1EVlWSJDCI8nCqvU\n7psnbHLOx05hpqpWO1bjsqqUaExK2UA5xx1Wm9BhUce9yubkb4LuX33BGFTDWD/o5M1eT8lZudF+\nib3erV0GNj5doVu8DW6TuiIqYaNl1PxEb25LlcU+5F4tkmQzbdt6rm/qtLV2k4kO6W9iqr7atpr+\nkq6x/6j2a8sFeeD4E7LlA1GreEwpKpSmdFs81LS3MdWdPs7PWhheq3QFHz6JitgA4eWolQCuArAL\nwGMAtnR3/B7oOIEQwlNKBQCfAniHEPJnSmkbIcQKwEgprU3gvJOCImyO4QIgAmDR3TICVKZywNXC\n6izDSqIcKiwNyVNCexzz6VbfXKaSmaJpNWdqBBOUaExa0EyJ71Zdhn1Ptr4IUZYcx8LpHwVc125h\no7ZI6I+NE6/o4Fk+6mUxItXxQy3z7k2z/zCZgIqo9z9DM62o0vdhC6vjc4d6TkpNuh3bL2AnT3m7\n1WqVhlTVyBFKrrO9XnJOcJ37Yc+v212WsSm5BiQLwjAEY3Ky5TE54byc1s5O5mB7J9cpaxlOn61Y\nPAyJROXYAGFhczeA9ZRSLyEk0L1tMFYD2EkI2dqdPHwPgP8jYW85AeFE4REvbAildPC9Rgm68XMf\nBKAB4D2yzXLq5UtVOWNmJ+P8mWKrd564yTmf7BJn8rXaMo3LpmIU8ZluhCiV/4cz1b+TZ86ReWZI\n1UmD8cP/+N2XH4jNIiESByxTmhumXxd1aZ8kBcVg51NgGBKX7x0PvfuCsl8O6Mzdm0NCU8c6w96M\n4d9Mg2L5xLfasrOFYbcs+FfHkvq1xittUGlG3UMFdft9zIEWB9saJN15OYo/8OC01axaNjpahaQh\nyk2zJ80AJuE4YSN0tjQmQtiwNCRPFXbZ58vb/HPZSmaKutVsNYgmhLPRFdKU/1B18+9zbJqAnht2\nP5r+uPxvPs/yptgsEiIhgJUPV1wWU3GTx7O9Tc2QuPUuEuA1ekLeLoNKb472mLF8vvVb1/7aoJkO\n8zNWc5X7L8oVhOjMMwfiYusnRWcJGwIPO26ua7bNiEvp/kiBGLU6OrNMJwIQQqJIqlqb2Aa3yApq\nG8PF3iBylLA+1RMYzSjCpif1AGYcv0For25C+fxhD5wjNnnmiVs6TwlHY3SlGreV1+KES048UdlN\n2c7bzFZvs02buCUJWabXrw74znDGZpHQHxvKzq1TqU2lsRwTCuwV1HHOKGnxNnaNU02IWtgAwLnc\n3Jx/iF/7WY4bZkJr7OaZ/WHlPZo/WR8qXtc5s+Ul9S+1stYU03s6ESAqjsOkgnxpEiDKMki9o505\n3OFjvYxBsXjowbepnsBoRhE2PalDr1arobbD9lg9ozg5JE0Tdjrm0y3+uexBdnQGCT8AACAASURB\nVLK6zZxhEI0ATngDO0mmmLXGiwIjg/cu7Rm1d/oprlrrx6EOGRoOePFcLaZks2j3yjj/X350Bij+\nZ7Ea500MR7rP/acPzy7TIN+Yuspbp4zQr7WWpg25xiIwJGEJlWxQllY+FwjO9MXnCdihtrkCRacX\nxJoqo2I6zEPtNtwfLf5qMi5jQkzHmFi9psRjrW2wDE+MAEMzzxyIxeYtufOkFeKf7L+o2W89/YQq\nDY8FwjBASVaWXJIFGYBgd7nIwTYn2yGpWVaXPcotHhRhk0IUYdOTJvS+qlNKJb+rmTNY+73A5gmN\n7nnS5q5TsEucoarTlWo8Nk43OqMxf9kYQkUmA1ew72sPfxXE9BwWb12sw367hBs+CODTn+rxj90C\nrp3F44IKHkv/7sN5E3m8Wyng5FwmZaJGphSPs4a6VwosNkkV3/Lt3qi7LRImCqq45W9sqrjSrWK4\nmDrOBgJNLjUXf/HWHjo8pMjGWeqZxWv8H9k5rSouFX9DMc/sDx0rcL+1PVW6zfNfxxNYKYeM2Vnx\nmOOIJtNkopmmsMWDNxBgDrS2sy1+sHTUWTyEAGxO9SRGM4qw6YkdQAC9zDAlt73xiLDh5aA0Xdhu\nny9vC8zlDrCTNHaLRSMaAcSUIHki0uCS8f5BEXcvVOOx9aE+r++1y7hzQTjwNTGTRU2njFaPDJ4h\n8AlAUARYBhBlisc3hvDuJanJ0/xY5tvuy7YRt3Fw64HhYnBKwftWCygZokVCJPbYZjaqLGUxL5l5\nvVucegZxb78foi6TL+Rz61S6mP5GWMKQU4MTpfWaQ4OaaUaLvf2M0l3CxropUyqjNs8ciJMNh2xr\n5Bvos/af1Ky3nFtAuKF1hT7RIHqNhp5cUiQCEERJJofamtm6rhAbUlkZTn2iXyu31axaFkj1JEYz\nirA5Dt/BjVQ3fm4VgFKEG/YBAMoc39bdZv1XwQxVna5Y47VyOijZ7hG45cMA/rBEA3cocqXdtBwG\nb+4TsbCEw3eNEmo7KRpcFJeexOPSN/1YvSWE3y/R4JlNIfy/qTx0fHIrTGso47nFaHUeytQWIQnV\nrbZm0X//yyKXM0SLhEgECS/Wl19sHEqaDBVrOCSoY0uLr6lzjGpczDe0KeqynE3uqjrJROImMrs6\n5xZv365pnDZtR24s5pn9wTEyudH2Wuk5gU9dqzy3t3ssZYpx7HEQjmVQnpcnleeF+2g0OBzMIYeb\ndRMDy+tOxP5byjJUihnNa6D9sRe9KpPktgNNF5n3lYzRerM4Jl4dPk4s3jsgIFtPMDO//4/nzlPV\n6AxSTH/Ogye/C+HkPAYsA5g1BO9fqsPmFQbMyGPx7gERF03i8fO1flz0ug/r68WEzt0vU+lXvKl2\neXG++lCWLimipvCQ4H3kJYmPp6gBgPVjL2pQqfQxR10kKSRpuWDCllNafNVD7iuxnJljkySpbwhw\nGHg90wq2bZ3TJoo0buOWaVpNz5tX5i/teKEeoYAvXuOecBTabPLpE0qFc8ZnBmab3UFLsFYU3U1U\nlkdsp9teKMImxSgRm77U996w06lxO4NMZ4ZaVrpx9sM3dRLWVor44KAbARFwBSkuf9OP/73gWFGL\nSU3w0rnhnymlKPuLB2MyemrrB78M4u6Favxjl4BTi1lcNInHBa/78NHlifmqvgRtw5P5GSZBm7jy\n7d6M3xFy3/U+dPphWCREokWb6xTzTykaytOK17urXcUwQ26KNxjtoeohLz/YOLM+122oabf4S+M4\npWGZZw7EZRn/Lfpe6Bv/I45b6lpt00ZVaXjMWA1GOtdgFAEI/mCIOdjazDT5ZE7WZBM2fsuzSeab\nVE9gtKNEbPrSCICwkHgTvMU56Jg1Fg1nbW+jSufNAXhkiQYNtxlRc4sR/7xIi8VlXA9RAwCdAYqQ\nFH5wf2GrgNNKOJjUxz7Wgw4JDS4ZZ5Ry8AkUDAEIAfwC4s53Muc4IyOn+bGyrEJBG1uS7XCY/m3Q\nfd/7RK8n8bfp2FZxVYBhhiaWgoHdEdK940eAOjP8QsA7+J6RWaqeUywGhbib0obNM5cEAgHqiee4\nWSqX9jHrA8U/6/x9M+N3d8Vz7BMVolWr6NTiQun7E4sDZxepA2PZlhDnqZXFwEj6/GprVi1rTvUk\nRjuKsOlL1xg0ZUwlhy+cQBqmjCHNqjzirHV6QptSPbGRyHObQ3huczjav69dwpRnvCh/yoP/Von4\ny/d7PpDdvS6IhxaHiycuOYnHs5sFzF7jxc1z45f40SYT/+Vaa+3VZXlWh0UddUfeeHDa/wVcd3zO\nGFTh9uVxZUf2/Aa1qWDI74fH0P2ZoqXV1zxkYcITjpnpL/PHcz5H6DbPlL1edMZ77O+Zv8t7jl+h\nG2f/spbKcsLbvFNJgmPFT+C866Y+rwW++QyOa34Mx88vhuPaSxHatQ0AIHd2oOOmK2G/6iIEvv7s\n6P6d99wCyd7WZ5xkQFiWYFxurnxmeUlo2Vizf6rOGdT5aiXB20bTu12+sgyVBiiWChFYNkF1AwE9\niSFoObJtZh6Tdd8ZmutTOS+FoSNQSh/mjHVv5lkSZoMwEMve9Lt/un/4FgmR8DHq0FenPBTiee2Q\nxEkg2OaB738TLmyKNbNrT8lbPKwlvzXiR43EwCWkSSIhLt/UaWt9QzXPHIzNnnL7U+Q2CIbMhCXM\nev/9KsTKvZB9XmQ8/ESP12S/D0SjBSEEwqED6HrgDmT+7S343nwNxGiGZuFiOH9zI6x/fgHBb7+A\ncGAfDFdcm6ipDhnq8vmYA612ti3Idls8pFNKxY01q5Y9lepJjHaUiE0EWEK3MwQ9+i5sbZbbgyJN\nyBOjQmJ5m6qbF+TkO/9TbC1Jhai59BWf+2eVfEJEDQBsGPeT5qGKGgDwerZ0DL7X8LEHDw+7zHcp\nnWmQZTkh2eTd5pnGjg62NRHjzzJUZr6gvc422/5ODZXEuL8Hqb0VoQ1fQ7v0/IivM1rd0bJ5GvDj\naJI8y4EGA6CCAMKwoJII3xuvQf+Tn8V7inGBmHQ6OqusWFw6sSCwOA+BQtoowF0ni6F0SNhWIjZp\ngCJsIlMLoEcoiwJo9tA+icUK6cs+mXX9wJTVeO+YnDy/nrcmfQKyTK99zuc9r1GVsL4djfqiDpo3\na1g+SFQ8nJTrgFe2W4NicFgPBwV8ptnsUjXGa0590an37L7Q1tbGNyVidI6RyS22V0ofCN7q1XfV\nxTUXw/30H2H4xc3AAA1/A1+tg/1n56Pzrptguv0+AIDmzB8g+M3ncN5+LXSXXQX/O69Dc9YyEE3c\n8qkTBlHzHCYXFkhnTywO/qBEG5jAt4V4T40s+OOejxUFXgA7UnBehV4owiYyzQg36OsR4jzokKtT\nMx2FWOiSIVyrstT8uDRf35BIb6cBYAVZvv3JoH+xM3EmgTIFdlZcKQyndb0ki7KW8yelay4hBK2+\nlmFHh5ar5uWLIdEdjzlFJmye2dioTdiDzDhtk3m16da8sx0v1UEYntgDgOD6L8FYrOAnTBpwP83C\nxcj821uwPPAYvC89AwBgDEZkPPIkbM+9Bn58BYLrv4T69CVw/ekBdN6/EqE9I+NeTRiGoCw7W15c\nXho6Z1yGf4ahM2jw10qipyVJeTkba1YtO1FK1kc0irCJwNpKQQJQCfTswrquWjyQmhkpRINMKZ4g\nurrTCwuC3xSYShGH5mtDQe2ThHufCIZm+/iEtk7eWrCoXm3IGVazSK93j51lmKS1u2/21Qx7CUbL\nqPkKX17cE317EjbPrK011SbyLD+1vlf8mHwdzerYPSwRFdq9HcFvv0D7JUvR9eCdCG3bhK6H7+53\nf9W0mZCaGyF39QxseF9dDf1l1yDw6YfgT5oO8x0Pwvu354cztZRBsswWumBcibCsPDewMDMQyBLq\nRdndQGUxrj2RjuOTBI2rECOKsOmfnehlWrmnXe7oDFB7iuajMACfy3z7wsy8tjWlmcWSmk2Z2aje\nKQUffFKQJ4US24PDw+oCHWN+OGw35aB/V1LzEtoDh+MSwTpdM7VI8gktg+85dI6YZ1YdzKpJ5Hly\nVF26xzPuK7rM+acmEvC4hjKG8ec3Iev1j5D1jw9gvncVVCfPhvmuh3rsIzbW4UjgQjiwDzQUAjEd\na80lNtRCam+DavosIBgACAMQgAZHvjsA0Wu0mFFaJP5gYmFgSQEbKEazQNy1shiMZ5n/+3EcS2EY\npFM2ebpRg155NgBQaZcq5xZyJ2Ib8BFJncx4bzVmOA5k6YqT0TF4IKwtov/+l0Q2F9E7wQ+VDRMu\nb+U49bCbCnJoS6oI9MittpAkBFUsP+wo0RJpqmod3UtJorKyu4mneeZALLWsz18obhX+YL++9pBt\nQXE83pdv7b8BALrlP0Lwy0/h/7/3QDgORK2G+be/7+HB5fnr0zBcfQMAQLP4++i891Z4//ESDFde\nN9xppBWE51hUFORJFQhbPNTZ7cxhh4f1MEaW1w31YaGhZtWynXGcpsIwUMq9+2F5Oa8G8DTC+TZH\n100Xl7FFt8xTX5WyiSkAAAIylX6rMtd/mGfKpxyTcCExGPnVovf+f0hqC0l86WmNYUz7oZm3ZQ73\nxhcKdfgkz0u6BOuCPiywXdpYaCqKS+7Tq8F1tUEzTUrXaLMlfuaZg7HBPantWfYWVtTbhh2VU4iB\nDreLHGhzsg5RxbK6nBjy11bXrFr2i4TOTSFqlKWoflhbKQQB7AKQcfz2z2ukhoBI06GscNTyCjSN\nC/ILPP8tspSmg6gZtyvkeegfsiYZokaihO6bdAWJx9O8x7PZkWxRAwDNvpq49ZI+l5ubI4liUtow\nhM0zpzVJEk14gug8497sFzTXZpxsf6+GSlJizdIUjmE1mui8sSXisvK8wOnZQjBXrBeou55K4mCd\nuZVlqDRCETYDswFAjwRQmYIedspKEnEK2Eo552JLdvMfy7ILQlrOnOr5AMC0DUH3fe9ClwiLhEhs\nLjq7Tq2zxWUpVBYOxWOYmGkLxifPBgBMrF5T4rG1x2u8wUiEeWZ/8IzMrLS9VHpf4DaPtqshoflE\nCn0hWrWaTispkr4/sSjwvUI+MIZpCbHuWlkM9M6DCgL4NBVzVIiMImwG5gAA0v3vKFubJUXYJJF2\nmQR+qsmo/Vlpnrk9Q5NUG4SBWPBJwH3HOsagHka5dSx0cUZfV9n342JUKcsy1bDelOSKeaSWTEGK\nX2XKWeoZRaI/lLSk/rB55mldoVByGnaW6xosq403555pf6UOQmjkZ/KOQAjHMhiflysvmVgSWjbW\n5J+sdglWspmyZC8FPqtZtWzIPmgK8UcRNgOwtlJwItysr0eDtQ+rxCpJTnw4erQjUkofYgx1S4oK\n6LY8YwmY+HssDZUfvO133/gda+SSuJazceLP7Fwckm4BwOfb386xTGo6sBGQdl9b3IQISxhyaqhC\nTma+YKLMM/uDIcBVtneKH5Wul63OfQ3JOKdC/5DCTJM0O39WcEn+pOCZeWtTPR+FnqTNjSKN+RaA\n5fgNriCEBhdVmvUlkHepqmVBdn7HP0usxbIqRTfgfrjkf32eK/fxxiTkkB6lylzRwmVWFMdrvIB/\nR0rzxJp9NXFdypmiLs3m3LQunmMORiLNM/sjV+3UPWm5p/Bi5+ONJOBLiqhSGBAKjlGETZqhCJvB\n2Rtp4642qTLZExkNHJAZ1zJjVsNdY3JzfQY+vSpCZJn+YrXPe369Kqkl0iIY+WDF5XFNkmZpS0Kb\nBw5GW/Bw3MXqcmaOTZKkhOe+HI8k2Uzbtp6rcrlIUvtbLbd8VfA0u0JV4thQm+Zu1yc637Usmp5A\niw+FoaAIm8FpBNAFoMeF+ONDoiJs4oibQrhBZa69sLRAV5epLUz1fHrDCLL8q6cC/jMdibNI6I+N\nJefUqzWWuHldhYQuv4aTk2Kj0B9usSlTlONb7WPjzPpctyEhHk8DkWjzzP4wc37Vw9Y/ltzgvr+d\n9TqTYmSq0Ie3Uj0Bhb4owmYQ1lYKFMB6AD1uLNWd1G33yXE1sRutPEO09aflFwS+LDCXgCVp1zRS\n5ZPFe58IhuZ6VUmPcnSoLB5fyZlxTZj2erY4Et3UbjAooazd1x73KMdS9ZxiMSikwAAxseaZA7HA\nuDt7jeZa80n2D2upJCm5f8nlzVRPQKEvirCJjh2I8Fntt8tK1GYYfEU5+0JrbuuzpVlFooZNmAP2\ncNB3SsEHnwpKkxNskdAfmyZe1cky8e1kLIUOpsXSRbOvNu4VPjzhmJn+sqRUK/Ul8eaZ/Z6ZEdk7\nbWtK7gmsdGlcTUmNHI1i9rQsmn4w1ZNQ6IsibKLjMAARvSwovq5Tyr6HQoNMfD/W2equL8uzdZpV\nwzJxTCQZraL/kecEUibFpxIpVvZbpzXx1rFxXZaTZRlq1h23Za3h0BaIf54NAMzWlOfDI6Yo7yE5\n5pn9MUlXl7HGcGPO6Y7XaiGEBmsqpzA83kj1BBQiowibKFhbKQgAtqHXctS39VKzK0iVte0oCchU\nvosz1i4tKWD35eiLkeLlkIHIqxG9j7wo8bk08b5PkQiBk2rKL4l7Po/PX2XnWSbpeUKR6JQabJKc\nmKWTpXSmUZbllHTsTZZ5Zn8wBFhhfaPk9+IvBYvzgFIanhgogFdSPQmFyCjCJno2AeizHLG9RdqR\ngrmMOF6jmsZT8wpc7xZllFCOSUkEJFrG7Al5HnpN1liReIuE/tgw5vwGldoY9+7KAd/2NCoRljmH\n35GQaqJ8PtNkcalSelNvbv5+6b59RTWpKloq1DgMT1t+U3hhx5MNJKiUhseZr1oWTU9N626FQVGE\nTfQcWXbqEWV4Z7+4Q6m27J/tMte5xJzd9MiY7IKgjrP0t58cknHod4dQdW8VDt51EK1v9U0T8Ozz\nYO91e1F1bxWq7q1C2zttAADRJeLwQ4dx8O6DcG051u289i+1EJyx2RKdtDHo/t070BmSZJEQiXZN\nlitUuDAuJpG9YeSmtOoJ1OyrS1gn3R+q5hWIIcGdqPGjwd5+RumuXeV1spy6i8QFGZ8XPkV+wRc6\nNtUp16q48VKqJ6DQP2lXgZKurK0U3MvL+YMAcoBjDbkOdshdTW5aXWAiZambXfrhoAjers1o2ZRj\nKAJD+hU0RyA8QekdpWA1LKhIcfjhwzCeZIRuXM9CJP0EPUpu7Wnm3LWxC9ZFVphmmlDzWA1MM01w\nbXNBU6wBn8FHPef5nwZcv9yY3G7CkdhScZVbxbCmeI8riO6glpeyemnzlNIaOKwCZiVkbC2j5it8\n+a0HVe0pTUwPm2dqGqdN25HLsiQlgtnC+9S/t64q/tI1rfUF/iaVpLNkDH6UQj+4Afw71ZNQ6B8l\nYhMb3wDoc8NZ3yBtT8Fc0hKRUvp7Rl93ZmGhtCkGGwRCCFhN+JpPJQoq0ejvv2w44kNFCsIQUInC\n8X8OZC2NvlXL2e/43TdtZE2pFjW7suY0qMzFCYnWeDzb7ISkjy0FAHQK9ZkyleVEjX+6Zmqh5BVS\nbiAZrXlmW5uIX93WhKuurMfVV9XjzTe6+uzjdku477ct+Pk1Dbjh+kZUV4eH7OyUcPPNjbjm6np8\n8/Ux66J7722B3R5ONzrNtCNnteoXpkn2j2uonLjP/QTn9ZZF0xVvqDQmrS5yI4DtCCeN9fjc3ton\n7AtJiXf7TXc+kFWtp2blO/63xFYsqZiYe75QmaLq3irsv2k/DJMN0I3tO4SvyoeD9xxEzaM1CDSG\nVzEs8yxwbXWh+o/VyPphFjrWdcAy3wJGHd3X+8d/97uv3ptci4RIBAgvNo3/UcJcy8Xg/pQk0w4E\nJSLf4e9IaNfeJdJUPh2680ZjnsmywLXX2vDiS0V48qkCvPOOC7W93Cdee60TY8epseaFQtxxZxae\neTr88X22zoMfnmPCU08X4I03w4Jo/bdejBunQmbmseC8hhXZu23Plf7Gd3un2t3Sloj3eoKjLEOl\nOYqwiYG1lYIL4eqoHq7I7hCEgw55T2pmlXqqZMb9Q0Nm/R1jc3O8Rn7IjtGEIRj34DiUP1YO/2E/\nAg090y+0pVpMeHQCxv/PeNiW2FD3RNgaiNWxKL2tFOPuHwdtiRau7S6YZpvQ+GIj6p6qg68qsi0S\nlWX8fI3Pc1EdnxY9dNaPu7iRV+kSNhc140qLMu/eNHvrE+pbNVaVb9O6mKT6SPXHYOaZNhuH8RPC\nufU6HYPiEv5otOUItbUhnDw9XMdQXKxCS4sIZ4cIliMIBCkEgYJlAEmiePPNLlx8ceSV4JP0NdbV\n+l9mnWr/Vy1EYdQ/mEVJZcui6d+kehIKA6MIm9j5AhGqoz4+LG5LwVxSiodCvJk315xfWqCpydIV\nxWtcVs9CX6GHZ1fPaz+rZY8uVxmnGUFFCtHd86LftrYNWedkoWtDF3QTdCj8eSHa3u77UMoIsvyr\npwO+s+zJ9X3qj2ZdvlPKnxu3z7A3Pt/hDhXHpIWA601r4HD0iVBDZDk3L0cSxZQafx4hWvPMlhYB\nVVVBTKzoebkZO0aNr7qXmvbvD6C1VUS7XcLixQZ8+60Xd/y6GZdcmoG177iwZIkRGk3/l3mOUHKd\n7fWSVeIvg6bOQ4rn0eAo0ZoRgCJsYmc/AB+AHiXL66qleqeftqdmSsnneaJtOC2/wLeu0FwKlgz7\nxiS6REjecEsTOSTDs8cDVV7PFjJCp4AjKwq+wz6AAqzhWC5msCUIoUOAocIAOSQfzdGRQz1TCXi/\nLN7zRDA4z5N8i4T+2F5xVZAhTML+Hn2+bSmtDhoIp1CbKVM5oUtFJlanKfXYkmpUORCDmWf6/TJ+\nd38rrr8+E3p9z6/FTy6xwOuR8YsVDXj7LRfGjVeDYQCDgcHDD+fhmWcLMX68CuvX+3Da6Xo8+mg7\nfnd/K/bu6b8ArUhtNz5r/nXBcsez9QgF0kIApiESlN41IwKSBkvPI47l5fxFAM5G2CDzKNfP5ud8\nfxz/g9TMKjl8K3OOOzNtgtOszo3nuIH6ABrWNIDKFKCAeY4Z2edmo2NduP+hdbEVjk8c6FjXAcIS\nEJ4g75I86MYf0yZ1T9ch58IcqHPVEF0iap+oheyTkX1+Nsyzw6krOpcUuve5EB2bom7CkdiWu7De\nOfEnCYvWAICj9S8tepUU199ZPDkrd4Xdqs0Y8jJmNEhUpmvwkYPTqhJ6ntjwBSdPebvTapWOduAW\nRYq7727B7FlaXPSjgQsKKaW4/LJ6rF5T2EMAPfuMA6fM16GxUQDPESw8TY/772/F738/uO1Yh2AI\nPOy+ua3ZNqN4GG/sROT9lkXTz0n1JBQGRyn3HhobASztvfH1PeLOJWO4JRwz/AhGutFMie9WfUb7\nnuzEdAzWFGkw7oFxfbZbFx9LC7EtscG2xNbvGMU3HLsOcyYOY+8Z2+N1S6sYuP8lkcmn6SNqfIwm\n2DbuPGsivzCi5Be0vJhWZd69afbWeRItbFjCkFODFfJ6TVUaNb0Om2eWT3yrKTtbyKeU4k9/akdJ\nMd+vqPF4JKjVDHie4IMP3DhpqqaHqGloENBuFzF9uhaHD4WgMhEQAoSC0T3EWnmP5k/Wh4rXdc5s\neUn9S62sNSUsoX2E8WKqJ6AQHSlfiiKEnEEIeS+G/acTQpYe9/NyQsidiZldvzR0/+vxB2/30UCl\n/cRKIg5RKt/LGmvPLipg9+QYStLojhATubWid9WLEpefIouE/lg/4dIWntMk1OLA49nWxpDU9E+J\nlhZ/4vNsAGCKujSbc9O0SCQ+xjHzzN27g/jkYw+2bQvgFysa8IsVDdi40Yd333Xh3XfDzSfragVc\nc3UDrvhZPTZ958MNN/QU+y++2IGrrgo/ECxabMC7a1244fpGnH9BbK2RFpu35D7Pr9BPtK9TSsOB\ndgDvpnoSCtGR0qUoQggH4FQAKymlUYX4CCFXAJhFKf1lIuc2GMvL+QUArgbQ4yJ5WglbsHK++prU\nzCq+/Juqm/6Qa9MGdNyIbuY1Zq/guedtqk1lN+FI1BtK7AdmrrQRwiRULLa3/rXWqOoqGXzP1MFC\n7b+w9GZtMnSzQ+zy/ke7kWNZNm0idwBAqYyS0ndrS0pcafe72u4Z6/gLVsohY3b0zaFOLB5tWTR9\nZaonoRAdQ4rYEEJKCSH7CSEvE0IOEEL+TghZQgj5hhBykBAyp/vfekLINkLIt4SQ8u5jryCErCWE\nrAPwaa9xZ3fvP5YQoieEvEgI+a5727mEEBWABwBcTAjZTgi5uHu8p7qPf5kQ8kT3+Q4TQi7q3s4Q\nQp7pnvPHhJAPjrw2DLYhguP3l7VSo8Mnp7wh2HDYTdnO75mzGx8Yk5M/0kXNlE1B9/1v05RaJERC\npsDuiivlRIsaAFAxzkE7P6caCUFtV9CVFENZG2fW57qNafc3mmrzzIGYbjhkW6O/PnOe/Y0aKoqx\n+ZSMfCQAT6Z6EgrRM5ylqHEAHgUwsfvfpeiOvgC4C+HqoYWU0pMB/BbAw8cdOwPARZTS049sIITM\nB/AcgHMppYcA3A1gHaV0DoBFAP4IgO8e61+U0umU0n9FmFde9zzOAbCqe9sFAEoBTALw/wCcMoz3\nDQBYWyn4EC79zu792rf10ubhjp8KnDJC16gttZeU5hubrZqEdL9NJvPWBVy/+ZgxaBJYbTRUthSe\nVafWZ/X57sQbv7+uU80xIyJHotlbn7TKraXq2UViUHAm63yxkGrzzP7gCCU32l4rfUi4yW/srG5K\n9XySyBsti6bXpnoSCtEznAt+NaV0F6VUBrAHwKfd3T13ISwizAD+TQjZDeDPACYfd+zHlNLjn84q\nAKwG8ENKj65/fw/AnYSQ7QA+R7h3TDRZ+m9TSmVK6V6EfZ2AsND5d/f2FgCfxf52I/IVwmKrB3/f\nJezwCZEbcKUjMqV4lNHXLSoqEDbmm0rApHc+RjSc9a7ffcsG1sSnYU6Qm9P7nWUx+D0MA693a9+e\n/GlKi/9w0r53POGYmf6yfjsAp5p0MM/sjzJNq+k588r8cxyrR0tp+KOpc0XX+wAAIABJREFUnoBC\nbAxH2ASP+3/5uJ9lhJdnHgTwGaV0CoAfomdTu94+G80AAgBOPm4bAXBhd2RmOqW0mFK6L8Z5Jfqm\nVg+gBkCPUL9PgLi+Xlqf4HPHhY9lvm1BVl77yyW2YknFJjSJNVlc9Jrf/fPdqbdI6I8N5T9t5zhV\nUly2iVQ3Yir0OoSapHZGnq0pz4dHTNumdGHzzGlNkkSlVM8lEpdYPyp6nF5Hcjp2pFkydlz5pmXR\n9O9SPQmF2EhkiN6MY31erhhk304AywA8Qgg5o3vbRwBuJN1P3ISQI6LHDSDWDqrfALiwO9cmB8AZ\ng+wfFWsrBQrgQ/SqjgKAl7eHNgfF/j1hUs1hmfGcZ8isv21MbrbHqDohEgKpLOPqF3zeH9emh0VC\nJKpN49uYzMlJ6Q8iSUFRywkJX+6KFyL8OlfQldTloaV0plGW5bTz0DpCt3lm+2DmmakiS+XSPpbx\nQPHPOn/fzPjdIyY6GANKtGYEkkhh8weEhco2RNEvh1LainBezNOEkLkIR3x4ADsJIXu6fwbCy0iT\njiQPRzmXNxAuz94L4H8BbAUQrz/CHQhHiXqUEXcFEfquUdoYp3PEDb9Mpdt4U815pfnqQ1m6IqRp\nVCNWiCjLtz4T8J3drkrbqJNECd1f8VM2WatjHs+ONoYhI6pXVbO3wZXM8+XzmSaLW92QzHPGit8/\nMXcw88xU8z3zd3nP8St04+1f1FA5sV2kk8ghAO+kehIKsTNqOg8TQgyUUg8hxAbgOwALuvNths3y\ncv5cAMsRXpo6SqaOaJ47R3OLiiVpUVb6IrSNT+VmGAUtF1tDizSHD8jiHc8EhalBPinLO0NlffGy\nWv+YpUkr5W1ve6nWyDvTrnR4IHJVU+pPL1iW0C7MvfHLQeFv3GcBTpW+kT4A4Lgm58kzPuE1GpIW\n/mb9sdlTbn+K3AbBkJlGHZ6HxLUti6Y/n+pJKMRO2lWLJJD3uhORvwLwYLxETTefI5xb1COfwe6j\nga3N0qY4nmdIbJS5jjMyclr+XJZVcKKJGp1LCv3uiaCU7qKmkzd7PSVnJdXSQEU6Rtzv2hGqSXp7\nAS2j5if58tN+GSVa88xUM8tQmfmC9jrbbPs7NVQS03aZbxCaALyc6kkoDI1RI2wopWd0JyFPopS+\nHM+x11YKXQA+xrEqrKO8skPYIMo0JX/cbTLxX6a11l5TlpfhsMTX2ykdsLSLgYeeETAujXyf+mPj\nxCs6WDZ58wwEmlxqjoy4HkQCPAZ30JN0kXGaZmqh5BXSrrdNbwYzz0wXOEYmt9heKX0geKtX31XX\nnOr5DIHHWhZNDw6+m0I6MmqETRL4BOEqrB4lqw0u6t3ZKm9J5kQESunvWEPtWcUFZGeuoQTpWh40\nDHLqRd8jL0hsQZpZJETigGVKM2+bkNTlFa93a1o/1Q9Ei7cxJdGTJdJUvrt9RVpDqUm3Y/sFxo4O\ntjXVcxmMcdom82rTrXlnO16sgxBM2xyhXnQAUJagRjCKsIkTayuFDoSXpPpERl7dEfpWkpNTsvkm\nVTcvyMl3/qfYWiLzjGbwI0YepfsFz8Ovymob2LQvZRbAyIcrLkv674GK1SO2F1GLvzol5x2ryrdp\nXUz94HumA2HzzLY2fkQ0yvup9f3ix+TraFbH7pHw+T7Zsmh6XPuQEUIshJDrh3jsy7F2yieEvEAI\nmTTA66nwWEwairCJLx8hHLHp8bkeclLX3nZ5RyJPvFdmu75vymq8b0xOnl/PJ7UfSDKZvDnofuBN\nqjNGaZEgUYoLaqpxXUPf6+l3Pi/mHDyA82uqcX5NNZ6xh6P7HaKIy+tqsbz6MD5xH2uGe0NjA9pi\n7Ca/oey8OpXalNQlIUkWZC0XHLEl/I5QdcosIJZz83IkUYy56Zwsy3j++efx2muvRXy9pqYGzz33\nHJ555hm8/PLLAACv14sXX3wRzzzzDPbv339033/+859wu6NpwnzMPDPW+aaCHFWX7vGM+4ouc/6p\niQQ8Sa1+iwEvgCcSMK4FwJCEzVCglF7T3aS2v9fXUkpX9ff6SEcRNnFkbaXQhnDPnD65Nn/fJXwt\nJ6AErUtG6FqVpfbi0nxDo0074m0QBmLOFwH3Xf8Xm0XCq04nxqr6T22ZqdXirdIyvFVahuu7izje\nd7vwY7MF/yopxavOcIPszzxuVKjVyOaiDxI51DZXoOj0pP9OvJ6dbSzDpP0SXX8E4TJ5Q76k2Ssc\nj4nVaUo9tvZYj9u4cSMy+ykCCgQCeP/993HJJZfg+uuvx49+9CMAwO7duzFr1iz8/Oc/x4YNGwAA\nlZWVyM3NhdEYbYEWxxyquqCottY0Ylr+L7Wsz3+WXaEdY/+6lqZfWe6fWxZNT4Rn2SoAY7vblPyR\nEHI7IWQTIWQnIeR3R3YihPy0e9sOQsirxx1/WgQPxDMIIZ8TQv7T7YP49+P6vn1OCJnV/f/fJ4Rs\n7R7z0+5tx3ss/pAQsrHbk/GT7l5vIITc3+3X+Hn3eW9KwOeSEBRhE3/+C0CNXl2P97bLzoMOeXe8\nTiJTiseJrv70woLQNwWmErAj3wZhIJa853fd9g1rjMUioUUQ8IXXgwvNsVkl8SAIUIoQpWAIgUgp\nXnE6cbXVFtM4myqudLNMDEooTgQDewLJPme8afE2pczHaYl6RrHoD0UtblwuFw4ePIgZM2ZEfH3X\nrl2oqKiAuft7qNeHWy0xDANBECCKIhiGgSzL2LhxIxYsWBDTfNPZPLM/jFyQf9D255Kb3ffaOa/D\nker5dNOGcP+1RHAngEOU0ukIF5qMBzAHwHQAMwkhpxFCJgO4B8BiSuk0ADcfd3wkD0Qg3K3/FoR9\nEMcA6PHlIYRkAViDcBf/aQB+FGFuXwOY1+3r+E8Avz7utYkAzu6e632EkLRf/gcUYRN31lYKTQA2\nIULU5p+7ha/i8YCyjvJtCzPz2v5amlkkqdm07mkRDy74p8+9YhdvijUHelVbG1ZmZWMg/+xtfj/O\nq67GioZ6HAyGiyCWmUxY53Hjmvp6rLDa8I9OJ5abTNDG4KW51zajSWUpS0kEjUf7iCvz7k2L/3DK\nzs0ShiwMVUQdTPjwww+xZMkS9Ke5HQ4H/H4/Xn75ZaxevRo7doRXpU866SRUVlbi1VdfxamnnopN\nmzZh6tSp4Pmh3TvS1TxzIOYa92W9oLk242T7ezVUklJdGv5Ay6LpyYgUfq/73zaEm8VORFjoLEbY\n09AOAL38FCN5IALAd5TShu6k9+0I+zQezzwAX1JKqyOMeYRCAB8RQnYBuB09fR3fp5QGu+fUhgj3\ntXREETaJ4T2EvbF6XOm2NMvth51R+V1FpE5mvBfobfU3l+Vmu0yqEdMqf6hQWcaVf/V5flKtirlx\n2uceD6wci8ma/vN2J6k1+HTsOLxdVobLLBm4sTHcgNbIsniusAj/Li3FJI0Gn3s8+J7RhN+2NOOW\nxkZs9w9c3BEkvFhX/pOUCM5gsM2j4cmIz7GyB6tTKs4mq0uzOTcd1APpwIED0Ov1yM/P73cfWZbR\n3NyMSy+9FJdffjm+/PJLOBwOaDQaXHrppVixYgXy8vJw4MABTJo0CWvXrsXrr7+O+vrYU2fS2Tyz\nP3hGZlbaXiq9L3CbR9dVn6qS+wNIXiUUAfDIcT6I4yilfx3kmP48EI/fLiGKLv8ReBLAU5TSkwD8\nAj19HeMxftJRhE0CWFsp1CJstdAngfOl7aFPJTm2ktKATKVfc6aac0ry+YPZ+hPGBmEgiCjLNz8b\n8P2gTTUkgbDV78NnHg+WHKrCr5qasNHnw6+behaQGFgW+u4ozOkGA0RK4ezVT+w5hx2/sNnwgcuF\nGVodHs7Lw9P2gVuIrB9zYYNKpU/Jjdnj2ZKI/ICkE0CnxS8EepvlJpXlzBybJEkD9jKpq6tDZWUl\nHn/8cfznP/9BdXU13nzzzR77mEwmjB07FiqVCjqdDsXFxWhp6Xn//vLLL7Fw4ULs2rULxcXFOO+8\n8/DFF18Mad7pbp7ZH+W6Bssa0y25ZzpeqYMQSvZy6l0ti6YnMmJ0vMfhRwCuIiTcQZoQUkAIyQaw\nDsCPurvjg5C4PKBsQDg/p2yAMY/3dfxZHM6ZchRhkzjeBdDHt2hnq+zY2SpvjnaQv0HbuCC/wPPf\nIksp5UZuQmgs8AFZvOvJQPBUl0o31DFuy8rGZ2PH4ZOx4/Bofj7m6nT4Q6+n6nZRxJGw/U6/HzIA\nC3ssVakmFEKLKGKOTo8AlcEg/KgUGECXtmpzOsWC+UntWXM8VDx8wvxNt3ibUirSbJxZn+s2DhhB\nWLJkCW677TbccsstuOiii1BWVoYLLrigxz7l5eWor6+HLMsQBAGNjY3Iyjr2zONwOOByuVBaWgpB\nEEAIASEEghBbBd7xpLt55kBcZX2n+FHpetnq3JcsD6/1LYumv5HIE1BKHQC+IYTsBnAWgNcArO9e\n/vkPACOldA+AhwB8QQjZAeCxOJy3HcAKAG92j/mvCLvdD+DfhJAtANK68WO0jBqvqGSzvJwnAO5A\neP2yx5clR0+0Ty3V3KTmSL/rJJtlruPXVmuwPUOTl+CpphVajxS659kQHS/Gr0vvdz4vXurowLOF\nRfhnZzgn9SeWDPzd6cQ/O53gCIGaENyRnY2Ttce01K1Njbg5MwulKhUc4v9v777j26rO/4F/nqvp\n7dhZjp3YIXtPCISRRRkJq0BLC4UC5VtKKf3y+5ZvBy2FUlpKB99S2kIZJVBWCJuEBJJgMpwdO4lj\nJ4oTz3jI8tTVvuP8/rgycWx5JbKkK5/36+VXbOle3ccj0qNznnMeGQ/U1kJUFTwwfDiuSAk9ILNh\n/sP1ltTsqPzOVFVmnta/BoyCEPM7MffHOOvCqouyVkS115XEZPVlYXO70WLqc8l+ZWUldu7ciVtv\nvRX792vvXRYuXAgAKCgowMGDB0FEmD9/Pi688MKvzlu7di2WL1+OzMxMuN1uvP322/D7/Vi6dCmm\nT+9xK5J+MZsrHfPmb0s2mymmW4705OO2S2vfSfh+GrMmDubU7qUNy+buGMTH5yKMJzaD6LoppmnQ\nkpvKrvc9cIH5oq9NMF7R9XaHSr6fJKbbi0Ylj4VAcfPuuz9Sm2Xfb16UBT3sJhzKoZEXnWqe/p2c\naF3fKR6ym+Utuiju648Eymy5Lu+eqNcLHfAfry9Kq9HtGwy9NM/sSbucEHjK+aP6yoxF42gAqyL7\n6aOGZXNvCPNjclE2pF44o+AYgBKEqCR/sTCw1+k/XaEuMcaeMCRXXT42mxVlpeQOtaRmZI3s+cML\n+miREIpPsEgNk26K2sZyABDwHtH9Mu/OvKw5wyf7B7xZXrgtsEzOgkuu7fvI2KSX5pk9STN6zb/P\n+FPu/eJjDoO7NWzTk4wxGdobTy7ODKkXz0j72CYxaHOaVnT5WftkKB8dkzYBwMfM3HDJyDEta8Zl\n5KpmQZdDxuci97jk+v1/FPNwHbRI6MnOid+qNZkSovqO2AB7t5ouvWt0N8REMfRKtiBFVdVoL0c+\na3ppntmbi1OOjHzR+oO02U0bKpminHNhNBG93LBsri0csXGxhSc2g+xjm1QNrYdUt6HstaXysVvU\ntKJfnjd6tCfZNLDd3+LEtEK/6/F3WWIqGXSxjDCU2qScZpa1cFw0YwgEWjxWIwu99a2O1XsrYmJl\nzxjT8NR0pyVSxayDQk/NM3tiEWTDzzJfyvuV7yGn1Vl31t8HY8wF4NEwhsbFEJ7YRMbHwX/PmGaR\nAcvxXU4vU4dmndPCbT7xVxuFpIQBtEiINSoDDk+7W6Yofw8u14Hm8JcfRF+jryJm6kKuMy/KkQNS\nVFo9hE9H80yzbqfWAGB6YvWwF5MfGLWk+c0qSIFel+SHQkR/aVg2V7cJHtc73b6g6MnHNqkVwIcI\njtowAE2CMPOY2XRtfaMc8FV5C6MaYBQs/9QrPrRjYC0SYlHRmKXVluRRUS/YVaUT0Q5hULhVe0ZA\nifieJiFZBYtxumdMe7TjOHcW47GjN2XppXlmTwQCvp/xXu5T8o+k9NbjA0nUqjB4rRO4GMATm8jZ\nAsDpIppUZjJeU2ky5rYZDDs8grC1+YuWTWpAjXqRZKTcsMYr3nvQmDLQFgmxxmVI9DVPuC7q0z+q\nqjKrwR31OAYDEZHdbY+VXkK4zDo7R3FL0dodN2yI9Nc8syc51ubkf6T/IvumlmdPkd/j6scp9zcs\nmztknm+HIp7YRMjHNsnXLAgflplNM5oMhpMuQVgvEzUAgCIqPtcR1+ZoxxgJ3/23x3VruSlF5wM1\nAIDdk2+zG42Ws95EMFw8nmNNRkP8Fp3Xeypjqmj3CmWOOdibR9f02DyzNzcO+zLn73SvKad5X3Uv\n25i817Bs7vpIxsVFHk9sIqjYatnabjCsDQhCU9e2CK3bWoukdknXQ8O9IVllD/zT415lP7sWCbGm\nKnm8g0bOiWrBcAef91Bcv/t0+Mujnjx2Nt6clZHgFOLm/6oem2f2JN3ksTyV8YdxP3D+1m7wtJ3R\nIZ4x5gTw4yiFxkUQT2wiyFnkVAG8ASARgKHr/S2bWz5iCoupd6fhYPSrys+f9fsubTfHxXJkhREr\nnX4XetosTFUV/OHde/Hchoe73Xe4sgC/X3sPnnz3+3jqvftwsr4YACB62/D0R/+N373zPRyqOL0J\n6r82PoI2d+8rdA2sIW5HawDApTQMlxQ5ploDXGe8cJQiy3GTUOqxeWZvLks9NOoF872pM5o+r2SK\nogIAEf2qYdncur7O5fSPJzYR5ixyVkKrt+m2/NtX42t2H3efXee7GGV1KdJjf/NL83ymuHnx3T/2\nimpLYma3Bqcd8o+8j1HDQg/mTMmej1/c/CJ+cfML+M7Sh/Dmtr8AAA6c+AKXTLsG//v1fyC/WGui\nWFy5EznDJyI9qefyGUlu91mNao+xxAUCNXrsfe6/oqgKrnrle7jz3dB7ru2qLsKVr9yNFS/dgZvf\nfAAA0Oxpw42v348VL38XG49v/+rYu9/7BRrEni+Zaki0jncN1+2eMKHotXlmT6wG2fBw5r/yfuH9\naVuG2vgBgH9EOyYuMnhiEx0fAwgA6PZi37ypuUAW5frIhxR+Kc2K73f/kNhk2dRjTyy9aTemeNrH\nXz26p/tbXQ6UVO3B4qkrQ95vMSWgY6DHL/mgtdUEDIIRAdkPWZUgkABFVZBf/D6+NueWXuNxiYWO\nQdhmPuY0eKr6HLF5ef+7mJgZurVUu0/ELz9/Gv++6Ulsuec1PH/94wCAj0o34zvzrse6O/6Fl/ev\nBQBsOlGAmaMmYXRK7/XYKyzzxsregGOg30ss03PzzJ7MTKxMfZbu+03Dsrm6r4vi+ocnNlHgLHI6\nAbyFEKM2UMFa8ls+Yqq+ixNH1MqeP7wgG8aq+myR0JM9U+9oMhp6btD53s5/4IYLv4/eco1DFTvw\n2zV34vmNv8RtSx4CACycuBzFVTvx7Lqf4sp5t2J7yUe4YPLlMPeREyqB43ExddAXu+9kr3U29c5G\nfFG+C9+esyrk/R+WbsZVky9Ddqq2Mn94ktbT0mgwwiv54FckGAQBsirj5f1rcd+iW/uMyUACXSZN\nQzzUpnTm9U4dfWD/Ze2BAPNGO5ZwIMIfVyw/eSjacXCRwxOb6CkAUIoQfaS85V6756Rne/dT9GFs\nmeT6/auKeYSOWySEciJtqt2QOa3HguHiql1ISRiGcSMm9/o4c8ZfgkduWY3vX/E41u9fDQBIsCTj\nvqt/j5/d9BzGjpiE4qpdmHfeEry59S946fPHUN5Q0u1xVFWFxSAOiR2rRaV+uKzKUk/3P7blWTy8\n9L4eW6xVtNSg3SfiG2/+GCtX34N3j2wEANww/XJ8XrYDt675H/zowtvxWuGHuHHGlUjo5yDjdHPe\nCJPI4qaQuEMgkDfiwP7LfT4f68/y6ZilMtgAPB7tOLjI4olNlAQLiVcDMKHLjsQA0Px583bFrTRG\nOq5zNeVgQHxiLUtI03GLhFBkCGrZtNt73U+wvKEExVU78es3bsUrm5/A8bqDeHXL73s8fuKY2Why\n1sPlPXPPtw0H/oMr59+G/Se+wHmjZ+L2ZT/Dpwde63a+13ei2WQQ4qIgu0/EBIenKWRNy+YTO5GZ\nNAyzR0/p8XSZKShuOI5Xb34Kr3/zz3hm56sob6lBqiUZr37jj/j0uy9i5ujJ2HxiJ1ZNWYKfbvgj\n7v3gERyoPdJnaNcaFmUqijLg3W9jnd6bZzIGVSB8b8Xyk3H3u+F6xxObKHIWORsAvA0gu+t9TGJK\ny9aWj5iOxrkX7PA7H/mUkhJI6LbiS+/25F5TY7GmZ/R2zPWL7sET31mDx297E3dd/itMHjMX311x\n5sooR3vtV1MXNY7jkJUAkqypX93f2H4Kbe4mTB4zFwHZB4EEEAiS3P252es+pOt30wPV4K4M+QK1\nv7YYm8oKcNFz38T9H/8GBVWF+PEnvz3jmKyUEVgy/gIkmhOQkZiORTlzUNp45m7NzxS8igcW346P\nSrfg/JxZ+L9VD+PpHa/0GVemITUxS0yJi7q4rnTePPOPK5afLIh2EFzk8cQm+vIBnADQbWWL57in\nzlvh3RX5kAZu6Qav+NA2IcVMPcwF6FiLOd3lyV3RvR6qn7aXfoLtpZ8AAA5WbMPv1n4PT777fazZ\n8TfcffkjZ9TjfLL337j2grsBaHU320s/xh8/+CGWzrqx2+MKam2PtT7xyO6vCDk/9PMl92Lf/e9h\n133v4B/XPYqLc+fjb9c+csYxV0y8BPtqD0NWZXglH4rqj55RaFzRUoMG0YGLxs2DtyOhJIIvREIZ\nytWW88fJfqm17yP1R4/NMxWFHSLCr6MdBxcdpKMBgbiVOi81G8BvAdQDOKOOgMxkzL4z+15DoiFm\nt8y/bq1XvK3MGBe7CYeycfb/O2XOmJgT7Tg6k2TRLzlfMAlxmEj2TJBvzv0fMgiGHkcEd1UX4V97\n38bqm5/Cf4o+AgDcPu96AMDze97CO8WfgkjAt2evwj3nf/Or8+778FH89LJ7MD5jLJrcrbjn/Ych\n+t34yaV3Y+WUpf2K7oD/eH1RWs1ZJ8Cxzy9PmfqhfeTIQLcR5liiqswvCDR3xfKTx6IdCxcdPLGJ\nEanzUlcC+Aa0Bm1nSJiQMHrEqhH3kEAxN8Vz+yse17UN8bGbcCjHMmbX1c2+d0y04+iqrW3bKSvb\nH1PJViQsHXmXfVTSyKg3He3JS/JntUg2xvQL/7lgTFYnTPywNjvbOzbasfREVdkDX7u8/O/RjoOL\nnrgq8NS5TQAuBDAcwBnz2d6T3gZXqWtzysyUK6MSWQgkq+yHL/o8S9riN6kJwKhUTrk1MRbXq0t+\nm2oNY2DbbOXYU6Et7slKS8UtF8yGqdPASGFVLfKPnQQDYDEacNOCWRiTngqXz4/VOw/AG5Bw9awp\nmJmtbfHzyo79uHHBTKQlhHcLowZ3lXdU0siwPmY4rWQLUtapRbIgCHH53NrRPFOWP6nKzXWG3jQo\niiSJbbnqSp7UDHVDaBg7tjmLnBKAlwEkIUTC2bK5ZXegOXCi24lRYPCrys/+7vctaYuPFgk92X3e\n12vMlpT0aMcRikVoHxaux2r3+LD9RCUevPwS/O9VS6AyhoPVZ+48n5GUgPuWXYSHrrwMl0+fhLX7\ntVYQRdV1uGjCOPz35Zdg2/EKAEBJnR1j0lPDntQAgN1fHtObPY4xDU9Nd1pORTuOwRSrzTMVhbWa\nTHRbtOPgoo8nNjHEWeSsAvARgJBTDI51jg/VgOqObFRnsrgU6dFn/dJ8b/y0SAjFYR3hDORcGpNT\nPR5vRavZKKSE8zFVlUFSFCiqCklRkNolKckbnoFEs7YtUW7mMLR7tb3bDIIASVYhqyoEIiiqiu3H\nK7Bs6oRwhveVNqkmU2VqTG9eeZ15UY4ckMRoxzHY6uuvyjtaOq4qVsoZiHDXiuUndVPgzA0entjE\nnvUAygF0G2+XW2V3W0Hb+9FaAt7RImGqFD8tEnpyYNrdoiDE5l48Hndhe99H9V9aohVLp5yHJ9Z/\ngcc/2QKryYgpo3tuP7W3vBpTR2t/nvPGjcGRuga8sHUPVkybiJ0nqrAgNxtm4+CUgzFSTM3elphe\nemwVLMYZnuyw/o5iVVPTktxYaJ4pSezFr11e/lE0Y+BiB09sYkxwSuoFaBv3dRsVEQ+J5Z4Tkd+V\neHid7HnyBdkwLs5aJIRyZMQFtea0cTFbAErKqbAu8/YEJByps+Phlcvw62tXICArOFAVejblRGMT\n9lbUYNXsqQCABLMJ91x6AR782iXIHpaG0vpGzM7Jwtp9h/HqzgOobAr/CugGd3XMb/V/qXVWjuKW\nGqIdRyREu3lmIMCOmEz0o2hcm4tNPLGJQcGN+16B1kuq2xrqpg1NX0qtUmWk4sk5IbmfXK2YR8ZZ\ni4RQfGSSayd9I7XvI6NDVrxSgkkOa/Vsmb0JmUkJSLZaYBAEzMoZHTIhqWtzYu2+Ytx1yUIkWbrn\nt5tLy7Bi2kQUVdchb0QGvnXBHHxecjycoQIAGnzluvg7vEKZY2ZM3z3f+itazTNlmbnNZrpuxfKT\ncdO0kzt3PLGJXbsA7ECoehsVzLHO8V4k6m2mHAqIT7zDrPHWIqEnuybecspkTgxr/Uo4uVwHHQKF\nd9l/eqIVVc1tCMgKGGMoszdhVOqZi91a3V68uvMAvr1oDkakdF8I5xDdaPP4MHFkJiRFgQBoOyYr\n4X9db5Wqh6tMjY3Cjl6MN2dlJDiFuOsj1ZNIN89kjEFR2B0rlp+siMT1OP3giU2MchY5GYA3ADQD\n6LaVv9QsuVq3t743mF3A5xX4nY+sp6TEOGyREEp94phWZcyiHptcxgLJV9pjI8izlZs5DLNzsvB/\nm7bjz59tAwNw4XnjsPNEFXae0LZV2lRaBo8/gPcLS/D059vx1007zniMDcU2XD1L69U0d9wY7DxZ\nhWc278Clk/PCHS4YSeZWb1tM19l0uN544WhFlj3RjiNSItk80+3wz0ZjAAAgAElEQVRW/77y6or3\nB/s6nP7wDfpiXOq81DwAvwZgB9Btf/eM5RkXpMxOuTrc173sM5/zvgOGFEO8biccwoYFv2qwpGSN\njnYcvWl3/LndYhTSoh1HtM1MuapqxvA5MbePSiif+w5UV6e3xXTCHG4GQ7NzztxP1aQkDMp2CW63\nui8pSbhwxfKTQ2KqjxsYPmIT45xFzkoA/4HWKLNbktHyRcteX43vQDivec27XvH+A4bUoZTUFI2+\npCbWkxqvr6aNJzWaBm+5bqZGL7fMGyd7JUe044ikwWye6ferzUYjruZJDdcTntjow1ZoNTchV+o0\nftT4qdQmdWvFcDZue9XjuqPMFLd9n0LxCNZA48Sv99q5OxZ4XOFd5q1nrXJVZrS2PRgogQRcJk2F\nTsINm8FonqkoTPJ62TUrr65oDtdjcvGHJzY64CxyqgBeA9ACreXCGZjM1MYPG99RfErbWV9EVdl9\nz3vc19fFb4uEnuyadGu9yWiN/V2UlSpdrAaKBAV+a5u/vSXacfTXdHPeCJPIqqMdR+QlWkqO3JTZ\n2GiuPddHYoyhqUm+96YbK3eHIzIufvHERiecRU43gGcAmKG1XTiD3CZ7mj9vfpspA19uaZBU9afP\n+rzLWuO7RUIoNcm5TRg9L+brHxTFr1iNUs+75g1BDe5Tg16gGk7XGhYNVxSlW51c/LMYjx29Kauu\nNvGcVojZ7fIzt367+pVwRcXFL57YdEFEeUR0lIheJKISIvqciBKIaC4R7Saiw0T0ARENCx7/JRE9\nRUR7ieg4EV0avN1ARH8ion3Bc+4919icRc5aAM9C25W427t3b7nX3ra77YOBDHlbPIr062f8gYUe\nc+K5xqc3KgOOTLtLJRJift7N5TrUaBCIj9h00uA9qavVepmG1MQsMWVIbNrXFZFROHHi62OrqlLP\nasq8sVHectut1Q+GOy4uPvHEJrRJAP7BGJsBoA3ATdCmgn7GGJsNoBjAo52ONzLGLgDwYKfbvweg\nnTF2PoDzAfwXEY0/18CcRc5iAG8DGIsQxcTOfc5jnuOe/P48VnKr4n/iWUmdNgRaJIRyIOfyakvS\niNhtFd1JwF/KNyDrolmqivm6qK6utpw/VvZL4d+OWQfOtnlmS4t8orZWWjVIYXFxiCc2oVUwxg4G\nPz8AYAKAdMbY1uBtrwK4rNPx73c6Ni/4+RUA7iCigwD2AMiEljCFw2cAtkNLbrpp2tC0zW/3l/T2\nABn1svfJ5yUhVzWGdXt+vRCNSd7W8at0M7VjouaY3Q05WhR4E9t9Tl0lCSYyCuf7zvNFO45oGkjz\nTJdLaamoCCx/6Cd1EZ3CI6IHiWjAo9hEdNbTo0R0JxGNOdvzudN4YhNa5/9ECtDnXgwdxysAOpah\nEoAHGGNzgx/jGWOfhyO4TsXEFQBCLlG2v2f/sKeVUtknZfcfXlFMo2AcslMbuyff7jAazbroUO7z\n1TmtRm3qkztTg/uUM9oxDNQCy+QsiHLoZlxDRH+aZwYCqr+iIrDyp/9bH43dmx8EEOnp+TsB8MQm\nDHhi0z/tAFo76mcA3A5tCXZvPgNwH5FWF0FEk4kobMW5ziKnH8A/APgQIvFiASbb37O/rbiVxs63\nTywOiE+sUa3pQ6RFQigVKZMahREzY75guIPbXaSrUYlIavCV6/I5bCUWpqqqKkc7jmjqrXmmojCl\nvDxw94P/XbdnsOMgoiQiWk9Eh4joCBE9Ci3ByCei/OAxrk7H30xEq4OfjyeiXURUTERPdHnc/+1U\nY/mb4G091XDeDGAhgDeI6CAR6eJNV6zS5ZNClHwXwJ+I6DCAuQAe7+P4lwCUAigkoiMA/oXTozlh\n4SxytkBbKZUCoFudjCIqPvuH9tdVn9oOAHN2+cVHP0FS0hBpkRCKwogdm36HrvYeZHLFkE1C+9IU\nqNTlSNYYU2bqMKdlSI/aAKGbZ6oqY8eO+X95/w9r34xQGFcBqGOMzWGMzQTwVwB1AJYxxpb1ce4z\nAJ5jjM0CUN9xIxFdAa304AJorxcLiKijfKFbDSdj7F0A+wHcFhzhj/kO9rGMJzZdMMYqg3/cHV//\nmTH2GGPsIGPsQsbYbMbYDYyx1uD9Sxlj+4OfNzHG8oKfq4yxhxljsxhjMxljyxhjYd9gzVnkrADw\nArRO4N1eACWHJDrWNb65eIOn7ef5QrKFhCH9O987bmW1JSEjM9px9JeiSmqC0aebWqBIk+FOFv0u\nXW5ceK15UY4ckHQ3lRZuXZtnHj3qf+7HD9Q+FcEQigF8Lbi69dIBPk9fDOCt4Of/6XT7FcGPIgCF\nAKbidI1l1xrOvLMNnAttSL/IxZG9AN4DMA5dfqeCysyZB30L/F+2V6lA2Bso6kmbKdXjyvtaTLdN\n6MrtPuIwCII52nHEsgb3KV0mNlbBYpzhyR7yiQ2gNc/cv2+FfPiw/O5bb7U9EMlrM8aOA5gPLcF5\ngoh+HeqwTp93HR0PVSdEAJ7sVGM5kTH2cvC+rjWcfEQ2zHhiEweCncA/AbAZQC6Cy8CNCkvMbsKV\naW64Kt3+j9a2tb2lMDZk5/X3TL2z2WAw6WoVmN9bzIek+1DvrdDPvGIXl1pn5Shuqb7vI+NffYPv\n4DvvNH1n1053RHtABVcieRhjrwP4E7QkR4Q2xd/BTkTTiEgA8PVOtxcA+Fbw89s63f4ZgLuJKDl4\njWwi6mtria7X5M4ST2ziRDC5eRPAPgBjTRJLy27CFale2K0SthPAdnjclR8729eqjA255nHH02c0\nmDKnhFweH8tMcPAnuj40Byp03Rj0CmWOhQ3B/5OdNTVVFBYVvX/Nrp3uaOzMPAvA3uDWHI8CeALa\n9P7GjuJhAD8HsA7ATnSqpQHw3wDuJ6JidOrlF1wB+yaAXcH73kXfSctqAM/z4uFzR0OtMVu8S52X\najEq7Gc5Dnwz2Ycyi4xDXY+5LjV11pXJKV8nPVXQngMJgrrlwt+1m62puio09fub3Mzz2pBrc3E2\nrsl+wJlkTtTtXj9v+L+o8qax3GjHEQ0tLdWlhUXvX7ZjextvbMmFBR+xiTPOIqd/mIi/p3qx2SIj\nZFfdj53O4q1u96eRji1a9uTdUKO3pAYAXK79/Im+nxrctWffADYGXGe8cLQsy55oxxFpzc01tYeL\n11/JkxounHhiE4dOVogtJgWPQdt/J+S87jvtbfu3u10b4n3ErtmSKXrHLdHlpldMPsn/f/ZTg7ci\n2iGckxRDouU81/CmaMcRSS0tzTW7dhdc82W+fcgve+fCiz9xxql8UWwD8GdoFfjDQx3zVlvb3s0u\n10dqHGc3+6be5TQI+tthWVVlZjV6Q/7euO4cgQrdTkN1uNwyb5zslRzRjiMSmpubq3fv3rNy/75j\nB/s+muMGhic2cSxfFB0A/hj8MuRUzAfO9oOfis53FdZ990+9K82cX2ceNj677yNjj9t9tNEoCEOy\nOenZ8LO2dK/kPes+PbFAIAFLpGksjt9nAAAaGhpObt269dq9e/ceiXYsXHziiU2cyxfFemhLGK0A\nQr6r/VQUS99vb387npaCB8ioVE+5RbeFtz7vYb7Me4Aa3HW6bz0xzZw70iSy6mjHMVhqamqOffnl\nl988fPjw4WjHwsUvntgMAfmiWAUtuUlCDw09892uE2+1tb4usdNbm+vZrvNuPmU2J+t2GbARdt0m\nZdFS762Mi6GO6wyLhiuKEo1lz4OqvLz88I4dO+46duxYYbRj4eIbT2yGiHxRPAHgDwDMAEK2FNjp\n8VS91tryakBVdT1a0Ggd1SZlL86JdhxnKxBo8ViNjLdRGKAmf3lc7PmTYUhNzBJTGqIdR7gwxnDs\n2LF9e/bsecBms+2Odjxc/OOJzRCSL4oVAH4PbQvwkIWpB7zeupdaWlb7VFW39QoHpt/tEQSDbht9\nutwHmofIFkNh5WUtw3yyPy6WTK+0nD9W9ku6n1pjjLHi4uKCoqKi+20227Zox8MNDTyxGWLyRfEU\ngN9BWy0Vcin4Eb+v8Z/NTa94VFV3PXgOj7zolCU1R5fLuzuogRPRDkG37O76lmjHEA5GMgrn+87z\nRTuOc6GqqnLgwIEtJSUlP7DZbPuiHQ83dPDEZgjKF0U7gCcBOKF1Be/mRCDQ8rcmx79FRdHNxlk+\nwSLVT7opZA2RXqiqCqvBrZvu47Gm3lMZN6v7FlgmZ0GUdbnHi6Io0p49ezaUlZX90Gaz8dVPXETx\nxGaIyhfFJmg1N3Z06nHSWbUkOZ9ucrzSpighdzCONTsnfqvOZEpIjnYc58LjPeYwGoTEaMehVw5/\nua5//12twsJUVVV1tVpRlmXfzp07P6isrPyRzWYri3Y83NDDE5shLLiJ358AVAEI2SDSLsvupxrt\nr9RJUkzPj9Qm5TSzrIW6a3LZlc9z2B3tGPTMrTZm+uWArqdwOssyZaYOc1p0M2oTCATc27ZtW3Pq\n1KkHbTZbVbTj4YYmntgMcfmiKAJ4GoANQMgmfO2q6n+y0f5mqc+3J6LBDcDhaXfLRILu/54FVs9H\na84BEaHRY9fN9Gl/XGtelCMHJGe04+iL2+1uzs/Pf9Vut//EZrPV930Gxw0O3b8QcOcuXxQ9AJ4B\nUAQgD0C3JTkKwP7e3LRxq8u1XmVMjXCIvTqQtaTakjxqVLTjOFeS3O5LMKp8mfc5avBUStGOIZys\ngsU4w5Md04lNU1NT1WefffZ8S0vLwzabLa4SS05/eGLDAQDyRdEP4DkAu6AlNyH/Nta0t+1/p73t\njQBjMTHc7zYk+JsnXB8XPZVcYmET8XXe58weZ3U2AHCpdVaO4pZichSkvLz80KZNm/7p9/uftNls\nultJycUfnthwX8kXRQnASwA+h5bcmEMdt83tLn+uueklUVGivrR21+TvNBiNlriYvlECx2NqJEyv\n3EpDpqRIcbdz7xXKHAuLodFSVVXlwsLCrXv27HkZwDM2m43Xh3ExgSc23BnyRVEB8CaA1QDGAAj5\n7tfm9zc/2dj4Qq0kRW3VQ1XyeAeNnDMuWtcPN4tB5Mu8w4FAjZ7GuJsOGW/Oykh0CjXRjgMAAoGA\nuHXr1s9sNttrAJ632Wxxl0hy+sUTG66bfFFk+aL4BbQVUynoYZfiNlXxP9lof+ug17s90h2JFUas\ndPqdiJepG7enrNlkEHh/qDCp91TGRc+zrq4zXjhaluWo7q7c3t5evXHjxg0NDQ3PAnjFZrPFVU0T\np388seF6lC+KJQAeB+CFNnrTjQqwF1qav/hEdL4jR7CB5v6xV1RbEofHTaGt131QjHYM8aTRVx4X\n05NdpRgSLRNcw5uidf3q6uqiDRs2fO52u5+w2Wyf2Wy2uGg8ysUXnthwvcoXxVoAvwVQjl6KijeK\n4tF/NTe/5IpA3Y3TmOxpH3+V7ldBdSaotQnRjiGeiEr9cFmV43IkYYVl3jjZKzkieU1FUQKFhYVb\nCgoKNjPGHrPZbMWRvD7HDQRPbLg+5YuiE9peN1ugJTeWUMeV+H2O3zXaXygP+A8PZjy7p3632Wgw\nWwfzGpEky+6A1aTEzehTTCAmODyOqI1sDCaBBCyRprFITf/6fL7mL7744lObzbYRwG9tNlttRC7M\ncWeJJzZcv+SLYgDA69BWTY0GELInU7uq+v/scHywwel8T2Is7AWFJ9Om2A2Z03S/w3BnLldho0DE\n/y+GWb27Km4LWqeZc0eaRFY92NdxOByl69ev/7ypqWkNtJVPfMqUi3n8yZTrt2BR8TYAT0D72wnZ\nQBMAPhGdR552ND7XKMth21ZdhqAen3aHMU7qhb8i+Y/FzBLeeNLoL4/r6b3rDIuGK4oyKMmbLMve\ngwcPbty8efPOQCDwfwDW8CJhTi94YsMNWL4ongTwKIBq9FJ3UyVJ7Y/bG17d63FvCcduxXtyV1Vb\nrOlxtyTaIrTruiN5rGqXa4crqqKrBpIDkWFITcwSUxrC/bhtbW0nNm7c+MHRo0eLAfzGZrPt40XC\nnJ7wxIY7K/mi2AptOfjn0HpMhdzvRgXY6tbWHS+3tLwkKspZ7y3SYk53ecZdHnJllp55vBWtZqOQ\nGu044hKphiZvU1zW2XRYaTl/rOyTWsPxWIqiSDabbcOGDRt2iqK4G8DjNptNNw04Oa4DT2y4s5Yv\nioF8UXwTwJ+hFRSPQYg+UwBQ5PPWP95o/9dxv+/A2Vxr39S72gwGY8idkPXM4y6K6R5Aelfvro6J\n1h+DxUhG4QL/hHP+Hl0u16ktW7a8WVhY2AjgHQD/sNlsrnOPkOMijyc23DnLF8ViAI8AKAEwHj2s\nmnKrqvTXpqZ1H7a3v+1X1X5vMmYbNrvelDExJzzRxhZSauIuWYsljb7ykH+L8WS+ZVIWRPmsRlZU\nVVUrKyvz161bt7m5ubkR2qqn9Tabjdd9cbrFExsdIqJ0Ivphp6+XEtG6aMaUL4ptAJ4F8G8AI9DD\nbsUA8LlLtP3J0fhcvSSd7OtxAzAqFVNvjcsiUFnxSgkmeWS044hnbXLNcJWpcf8ivQoLU1VVHVA9\nkdfrdWzfvv3NXbt21TDGvgDwqM1m6/P/JMfFOp7Y6FM6gB/2eVQ/EZExHI+TL4pqvih+Ca2wuBla\n7Y0h1LF1sux6otH++laXa31vy8J3n3dDjdmSEpfFtS7XQYdAFPLnw4UHI8XU7GmO6zobAMgyZaYO\nE6392l+GMYa6urpdn3zyybq6urpWAH+y2Wz/sdls3kEOs9+IaCER/e0czn+4y9c7B3I8p28U6R4/\n3MAR0f8AuDv45UsALgRwPQAbgE0A1gN4DEATgJkADgD4DmOMEdECaJvrJQfvv5MxVk9EXwI4COAS\nAG8xxv4SzpiXpaSYAVwH4FpoSU6PtSRjjMbk24dlXJ1rNk/vfLvDMsJ5aNEjiYJgCEviFWsc9n9X\npZjbcqMdR7yblnx55ewRC/KiHcdg86l+ebUx32M0m3osRvf7/W0HDx7cWF5eLgHYCeBNm80Wd3Ve\nRORijIVc0BCO47nYFpcvGPEkmJjcBWARtMLcPQC+A2AmY2xu8JilAOYBmAGgDkABgIuJaA+06aHr\nGWMOIroFwO9wOkkyM8YWDkbcwQ393l2WklIC4F4AOQBqAXTLpOtk2fWUo3HtiuTkSVelpK5MEoR0\nADgw/W7RLBjidsWQWWhJ54Omg8/uq7AAC6IdxqCzChbjTE+O85jZ3u3/jKqqSm1tbcGePXvKJEmS\nALwCIOLLuIkoCVpxcg600dyOdi3PAEgC4AewAtov7CHG2DXBc56F9qbNBOAxxthHRHQntDdPiQAm\nAPiAMfZTIvoDgAQiOgighDF2W0fiQkRZANYASIX2+ncfgFVdj4/ID4MbNDyxiX2XQPsP6wYAInof\nwKUhjtvLGDsVPOYgtP1l2qA9GWwKbmpnAFDf6Zw1gxe2Jl8Ujy5LSXkEWjJ2UfD6IYe8t7hcZVsk\n466b0tJmjxgzXzWnjYurHYY78/pq2i1GIS3acQwFrVJ1pspUJpAQXzs7hnCJdWZOqftUvZBk+mrz\nzPb29pP79u3b7HA4EgEcBbDaZrOd9dYL5+gqAHWMsVUAQERpAIoA3MIY20dEqej+/PBLAF8wxu4m\nonQAe4loc/C+udDe1PkB2IjoWcbYz4noRx1v/Lq4FcBnjLHfkTYNnMgY297L8ZwO8cQmfnSuU1Gg\n/W4J2juQi3o4xz3oUQHIF0VxWUrK8wAOAfgugAxoI0tnvFtUBFO6y5yW+y8pae04L5kXu5tWpicN\nz4tEjJHmcRW2JRnAE5sIYCSZW72tjszEzCHRj+tryhzLZlaiSpLkOnbs2GclJSUOaCsVXwGwNcor\nnooB/IWIngKwDtqbr3rG2D4AYIw5AaDL7uJXALiOiB4Kfm0FMC74+RbGWHvwnFJodX01vVx/H4B/\nE5EJwIeMsYNh+a64mMLHwWPfdgA3EFFicEj269CmmlL6ca4NwAgiuggAiMhERDMGL9SeBdsx7ATw\nCwCF0EaUvhoyZwB8loxFisFSDsHQXt1U5nh7+19f3X/ii3f9ki/uagCgVPE3FRFU76np9/YCejfO\nODLNc7L1i08++eTFkpISLwA7gF/bbLb8aC/jZowdBzAfWoLzBIAb+3EaAbiJMTY3+DGOMXY0eF+o\nN3S9XX8bgMugTYuvJqI7Bvo9cLGPJzYxjjFWCGA1gL3Q6mteYowdAFBAREeI6E+9nBsAcDOAp4jo\nELRi4cWDH3XP8kWxBcDz0HYtZtDeeRllY+JEyZSUoArmos7H7z/xRclb257+e4W9dIfKVCUKIYed\novgVq1Hiy7wjyO4rHxKJZFlb9bGf7PjzPz/e91lFIBBIA/AGgCdtNltdtGMDACIaA8DDGHsd2nPA\nIgBZRHR+8P6UEKs0PwPwAAWHcYhoXj8uJQVHZbpePxeAnTH2IrSFGPN7O57TJ74qiouaZSkpCQBW\nMtC1YnL2AsmYvI8ZTD12LB6TMT5j8dSVVwxPzZoSwTDDrt25r96ibO+xgSgXfgLMvpvzHrQQxVkH\n1aAmb6v9P8fWbVxXubUV2lTvHmiNK6NVSxMSEV0JLaFRAUjQincJWnFwArT6mssBLMTp4uEEAH+F\n9qZMAFARvP1OAAsZYz8KPvY6AH9mjH0ZnOq6DkBhl+Lh7wL43+C1XQDuYIxVdD0+Mj8NbrDwxIaL\nuiWpw3LbU/MeUowJqQAa0Uftz8SsWdkLJixfPix5xHmRiTC8HI2rq1JMLXyZd4RdMfr7zcMShsVV\nE1Wf7He/Ubqu+Z0Tn+2XSXUCcEAb4T3KG1dyQxVPbLiYMCtvsQDgfAC3Qdtzpw5ArzupTstZmDvv\nvMtWpCZm6Gr1VJvjL61WIw2LdhxDzazUlVXTM2fFRUIZkCXfwYaju986tG53o69lciu5hvtJfgrA\nZpvNFoh2fBwXTTyx4WLKrLzFSQCuBrASWmGgva9zZucunjg77+LlyQlpMT+94/M3OOF5M2735oll\nI01TTy3LuV7XPcf8csBbVF+6e83hT/e0+ZzJ0Arwd6pg720p2xn3OyxzXH/wxIaLSbPyFmdD23Ni\nBoB2AK29n0GYf96SaTNzFy1LtKTE7LLe5ub1VUmCLS5GDfTGwKyem8b/OFGPZTZ+OeAprCvZtab4\n073tPtEEYCSACgBvbCorKItyeBwXU3hiw8WsWXmLCVpi801o+1O0QEtyekQk0PmTVsyannP+Uqs5\nMeame5rsf69NNgeyox3HUHVV1n2tadbUmPu76IlP9nsO1B7Z+U7xhn1Ov4sByIJW9PomgH2bygri\nYqUgx4UTT2y4mBesv5kD4BYAo6H1nhJ7O8cgGIVFk6+YOyV73hKLKSEmpn4UVVJ9rc9IBkGwRDuW\noWpO2jVVUzNmxPyImU/yu/fVFhesKf50vzvgAbS/exXapnabNpUVDJl9eThuoHhiw+nGrLzFBmg9\nZG4BkAltBUivK6gMgklYMHHpzMlj5l2UbE0dHYEwe+QUixrMcn5UYxjqRptm1CzJuSZmi829ks+1\n99ThgneKN+z3SF4BWkIjA/gUQP6msoJeRyw5juOJDadDs/IWm6Bt7PUNaMWTjeih/1Rn08deMH7m\nuEUXDUseOSkadRaOxteqUkxNMT9aEM+MSHTfNP6BpGjH0ZUn4HXuOXW4YO2RDYVeydeR0Eg4ndDE\n3+7bHDdIeGLD6dasvMUWABdD25Y9EdoKKn+vJwHIyZw4fP6EJReNSh832yAYIrYjbVvj081WE+Jq\nHxU9Wjnmh20plpT0aMcBAA2io2JndeG+T23bjilMMQMYBSAAbcpp66aygl6nXDmO644nNpzuzcpb\nnABgCYAbAJihjeD4+jovJWFYwsKJy+bljph6vtWcOKgvdH5/k5t5Xou5kYKhaF7a9dWTM6aO6/vI\nwSEpcuB4c+Whjce37TtiP97RoHIUtKS8I6FxRSs+jtM7nthwcWNW3uJkaAnO1QCSoK2i6vMdL5FA\nc/IunjQle94F6UkjJgzGNFVLy8bqRCqN2ospd1qWeXb1ZdlXR/x30e4THYV1pfs/PrrlUJvP6YfW\npXoktITmIwDbN5UV9FozxnFc33hiw8Wd4BTVAmi9X0ZDWx7bDK3pZq/GZIzPmJ27eH5WRt6scK6m\narL/81Sy2afrzeHihQnJ4o3j70+JxLVkVZZOttQc2Vqxt3BXddGp4M3J0IrfvTid0PBVThwXJjyx\n4eJWcJn4dACrAEyDVoxpRx+tGjSEaTkLcieNmTN7ZFrOdKPBZD3bOFRVZp7Wv/qNgnDWj8GF1zXZ\nP3ImmZMGbRuAZk9rXWFdaeF625fF7T4xAK3R4whojR4dANYD2LuprKDPoneO4waGJzZc3Atu9DcW\nwFIAl0HrENyMPpaKdzAZLIZZuRdNHj96+qzM5FGTBcFgGMj1RVdxo0naNHKAYXODaEH6jdUTh00K\n63SU6He3nGiuOrq9cn9xUX1pRysQC7SExgCgEMAmAMc3lRWo4bw2x3Gn8cSGG1Jm5S1OAXABtFGc\nYdCSm35NUwFAsjXNOjvv4um5I6bMTk3MyO1PPY6j8Y2qFJOdL/OOIdmWudWXjLnynBObdp/oON5U\nWbqzuvDowfqjHckMQfvbSoE23fQ5gIJNZQWOc70ex3F944kNNyQFN/ubBuBKaG0bAK0fVb+X145I\nHZM6M/eiWTmZE2YnWVN7HJFpbXzakWBCzPavGooslNZ+Q94P0s7m3BZPW72tqeLojsr9paWOk82d\nHxZaMbAA4Di0hObIprKCPrcg4DgufHhiww15s/IWZwKYC2A5tF48KrRRnH7XP4zJGJ8xKWvO5NHD\ncielJmbkGQSDAACBQKtHcf07gfTYeTHOXZvzY1eiKSG5r+MYY2jytNYcdZw8uq1i39GTLdVtne4m\naIXASdBG/zYD2L2prKBhcKLmOK4vPLHhuKBgLc4YaCuqlkPb1ViGVuwp9fdxjOS6dkr2grYJWedn\nGNXy5FTjsYmDEjB3Ts4fdnPNeekTQrZXUJmqNrqaq0sbT0t/L2YAAAvMSURBVJZ+WbHnWE17feeR\nPAFABrRNIQHgCIAtAEo3lRX0+++E47jBwRMbjgshOFV1HrTWDRdD23PEC20kp8eOyowpiUyxXwvm\nWwtt5AfjMtJH5WamTxiRknReqtWSKwhCxHY75no21rqganHW5bkAwBhjrT6nvaatvuKo40TFruqD\nVU6/K9DpcANOJzMKgBIABQCO8XYHHBdbeGLDcX2YlbfYDGAqtARnAbQXOTe0mpwzkhymeqYypSUH\nCGwO9Vgmg8E4YUTG2JxhaRPSkxLGJZtNWTzRiTzGGAQlvXxG6opmW1N5xa7qg5VNntauU49GaNNM\nFmi/54MAdkNLZvhGehwXo3hiw3EDMCtvcRKAmQAuCv5LOF2T41OV1qVQnS2Acrg/j2cgEsZmpI3K\nSkvNzkhOzEm1WrKtJuNwXpITXqrKVNEnO30BdqTVJVc3tEk1voAaqu2GCcDw4L8SgP0A9gKwbSor\n6LNNB8dx0ccTG447S8EdjicAmA3gQsZYKlPsF4B59wLsFIJTUQOVaDZZcjPTs0emJGcPS0rISbFa\nsk0GA+8z1U+yovo8gUCjyx+wt3m8dofotp9qcQvJxsw5FkPCJyFOSQaQBm0kzg9gD4B9AMo2lRUE\nQhzPcVwM44kNx4VBR+GxKtsvAXPnAZgcvIsBaIPW1uGsjUhJSs8ZlpadlmAdnmwxZyaaTZlWsynT\nKAiWc4tcv1TGVJ8kNbn8AbvT629sdnnsDU7R3uzyhKh5ISHDPOqbFkPCB0SCAUA6tKkmAKiHtnle\nCYCTvACY4/SNJzYcNwhmZI+2AsiD1tJhIbSeVSz44YK2X06PRcj9lZpgSRyZkpw5LDEhMzXBkpnU\nkfQYjRnxULujqkwOKIrol+V2vyQ7vZLU3ubxORpFV2N9m9gkq2p/foZJANJSTJnzkowp1QIZTgIo\nAlAKoIIX/3JcfOGJDQcAICIDY+ysX2iJyMgY60cPpsiItXhmZI9Oh9bWYTy0ZGcCtGXDBK2WwwnA\ng37ugNwfmcmJqcOTkzKSzKZkq9mUZDUaEy1GQ5LZaEg0GQxJJoMh0WQQkgyCkBCNmh5VVeWAoooB\nWXb6gkmLJyA5Xf6A0+n1tbd6vE6n1z/Q5pBGaFNLydB+tgRtROawkcw1mdYsm4GMLZvKCvgTH8fF\nKZ7YDAFElAdgI4ADAOZDG3K/A9o71jUAvgbgjwCOAXge2pLWkwDuZoy1EtH5AF6GVjOyCcDVjLGZ\nRHQngBuhvYgYoLUp+AjadvImAL9ijH3U6fq7ASyGVr/wCoDfQNup9TbG2F4iegzaC/95AMYB+H8A\nLgRwNYBaANcyxiQiWgDg6eB1mwDcyRirJ6Ivoa1cuQTAW4yxv4TvpxheM7JHG6CN4mRDm7aaBm1z\nQAbtxdgDbVRn0HetFYgoxWpJTLFakpIs5sQEkzHRaBBMBhIMBoGMgiAYDERGgyAYiSAQiEAgAgj4\nautBUlRVkhU1IKtqQFLUgKQoAUlRAgFZ+/DLcsAvywGfpH2o5/bkQ9D+TpOgNZZUcDpJrARQDKAc\nQE1JbcM5TQPGKiJaDWAdY+zdaMfCcbFE90PVXL9NAfA9xlgBEf0bwA+DtzczxuYDABEdBvAAY2wr\nET0O4FEAD0JLQv6LMbaLiP7Q5XHnA5jNGGshIiOArzPGnEQ0HMBuIvo4eNxEAN8AcDe0xOZWaAnI\ndQAeBnBD8LgJAJZBG9XYBeAmxthPiegDAKuIaD2AZwFczxhzENEtAH4XfFwAMDPGFobjBzaYSmob\nFGjJWi20VTeYkT06AVqikwPt+58MYBROj+IIAHzQkh4v+tWlvG8qY6zd63O3e32xuoTZAi2BSYSW\nvCD4bx20ZPwkgAZondvbSmob+Ls1jhvCeGIzdNQwxgqCn78O4MfBz9cAABGlAUhnjG0N3v4qgLVE\nlA4ghTG2K3j7mwCu6fS4mxhjLcHPCcDviegyaKM72dBemAGggjFWHLxWCYAtjDFGRMXQalE6bAiO\nyhRDGwXaGLy947gp0JZZbwoOFRigTTV0WNP/H0lsKalt8AI4Efz4Evgq2cmAtp/KcGgjWWOh7ZBs\nwekRHgYt6fECCEAbudDDC7wA7fuwBv81B29XO90vQht9OQEtEbQDcJTUNsRdkS8RJQF4B1pyawDw\nW2h/89dCG5naCeBe1mW0q5dRzB8D+AG0JLiUMfatAYyM/jrUdYMjo3ugvQFJh/aGafvg/EQ4buB4\nYjN0dH2R6/j6XN+ldz7/NgAjACwIPjFWQnvBAs6cUlE7fa3izL9DPwAwxlQikjo9gXccRwBKGGMX\n9SMe3QsmOx0jO1+ZkT2aoI1iZAY/RgLIhZZMpkF7gROg/dw6j/gI0F7kJJxOgKTgcWqX4/uLoL0I\n9+eD4cykRQbQAqAaQCO0kZc2aDVH7QCcJbUNA62z0bOrANQxxlYBX73h2MQYezz49X+gvbH4atk6\nEZnQ8yjmzwGMZ4z5g29SOvQ6MgrgQwB/7+W6RsbYBUS0EtrI7uWD8LPguLPCE5uhYxwRXRQcebkV\nwA4A8zruZIy1E1ErEV0afPd1O4CtjLE2IhKJaBFjbA+Ab/VyjTQAjcGkZhm0F9pwswEY0fG9BJ/U\nJzPGSgbhWjErON3iCn5Udb0/mPgk4HQdSlKnz9Oh1UGlBz9SoI2UmIIfQvBhOic4oZKdjuJcBi0h\n7RgxcgX/9XT6t+PDiU5JCwAPnzo6QzGAvxDRU9DqZ7YT0U1E9FNov78MaDVynffj6W0U8zCAN4jo\nQ2jJSoe+RkYBYFkv130/+O8BnDniynFRxxObocMG4P5gfU0pgOcAPNDlmO8CeJ6IEqEN/d8VvP17\nAF4kIhXAVmgvSqG8AeCT4JPlfmj1D2HFGAsQ0c0A/hZ8N2sE8FdoT7pcUDBZ6EgmmgZy7ozs0QK0\nFzsjTq/c6lzb0vHRMeoj8+QkPBhjx4loPoCVAJ4goi0A7gewkDFWE5xGsnY5rbdRzFUALoM2pfRL\nIpoVvL3XkVEisgL4Zy/X7RhxVcBfR7gYw/8ghw6ZMfadLrfldf6CMXYQ2lx7VyWMsdkAQEQ/h5a0\ngDG2GsDqTuc3QWs1EMrMTsfd2enzyo77GGOPdYknudPnj3X6/CC0J2t0OX5pD9fmBqCktqFjSiru\nalhiHRGNAdDCGHudiNoA3BO8q4mIkgHcDKDrKqiQo5gAjgIYyxjLJ6Id0EZbk9E/HUlMb9fluJjE\nExuuP1YR0S+g/b1UAbgzuuFwXNyaBeBPwdFRCcB90FYMHoFWf7Sv6wm9jGIeB/B68DYC8Lfg1HKf\nQQSPe7G363JcrOL72HAcx3EcFzeEvg/hOI7jOI7TB57YcBzHcRwXN3hiw3Ecx3Fc3OCJDcdxHMdx\ncYMnNhzHcRzHxQ2e2HAcx3EcFzd4YsNxHMdxXNzgiQ3HcRzHcXGDJzYcF2eI6MFgv6+Orz/t0tl5\noI+3lIjWhSc6juO4wcUTG47TIdL09P/3QWgdmQEAjLGVjLG2AZzPcRynW/yJjeN0gojyiMhGRK9B\n6+FzOxHtIqJCIlpLRMlE9GMAYwDkE1F+8LxKIhoe4vyxRHRF18cInnMVER0jokIAN0bpW+Y4jhsw\n3iuK43SCiPIAlANYDOAEgPcBXM0YcxPRzwBYGGOPE1ElgIXBbuvo+BpaZ+dyAIsZY7uJaHioxwDw\nRwBlAJYHr7MGQCJj7JpIfa8cx3Fni3f35jh9qQomJdcAmA6gINit2QxgV3/PD35+YQ+PMRVABWOs\nDACI6HUA3w/rd8FxHDdIeGLDcfriDv5LADYxxr59luf3+BhENPcc4uM4josqXmPDcfq0G8DFRDQR\nAIgoiYgmB+8TAaScw2McA5BHRBOCxw00eeI4josanthwnA4xxhwA7gTwFhEdxukpJAB4AcDGjuLh\ngT4GY8wHbeppfbB4uHFQvgmO47hBwIuHOY7jOI6LG3zEhuM4juO4uMETG47jOI7j4gZPbDiO4ziO\nixs8seE4juM4Lm7wxIbjOI7juLjBExuO4ziO4+IGT2w4juM4josb/x/Owlhn1gcuMgAAAABJRU5E\nrkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x10f00cc0>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# for each occupation, calculate the mean age\n",
        "OccMean=users.groupby('occupation').age.mean()\n",
        "OccMean\n",
        "# plot pie chart of the upper output\n",
        "plot = OccMean.plot.pie(figsize=(8,8),autopct='%1.1f%%',shadow = True)\n",
        "plot.axis('equal')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_S_CHB02IzA8",
        "outputId": "772a4637-33ea-4427-bc9e-a91ad34db629"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x13084f60>"
            ]
          },
          "execution_count": 148,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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A720/IulNwGS8zXYh8MXWOCWtBTylNqP1KEmHANj+QpfrHc7Ioq1uM+DKboNJ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\nAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x13000a58>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# for each combination of occupation and gender, calculate the mean age\n",
        "OccGendrMean=users.groupby(['occupation', 'gender'])\n",
        "OccGendrMean=OccGendrMean.age.mean()\n",
        "OccGendrMean\n",
        "# plot barchar of upper out w.r.t each occupation and gender \n",
        "%matplotlib inline\n",
        "OccGendrMean.plot.barh(figsize=(8,8))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-WVbBTr0IzA9",
        "outputId": "dc842a51-7d53-4008-d25d-b79aadb67443"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>age</th>\n",
              "      <th>gender</th>\n",
              "      <th>occupation</th>\n",
              "      <th>zip_code</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>user_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>21.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>90210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>22.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>60202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>282</th>\n",
              "      <td>22.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>20057</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>317</th>\n",
              "      <td>22.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>13210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>439</th>\n",
              "      <td>23.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>20817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>509</th>\n",
              "      <td>23.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>10011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>394</th>\n",
              "      <td>25.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>96819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>665</th>\n",
              "      <td>25.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>55412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>726</th>\n",
              "      <td>25.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>80538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>26.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>61801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>26.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>46005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>27.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>97214</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>525</th>\n",
              "      <td>27.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>19711</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>261</th>\n",
              "      <td>28.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>85202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>500</th>\n",
              "      <td>28.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>94305</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>748</th>\n",
              "      <td>28.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>94720</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>750</th>\n",
              "      <td>28.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>32303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>768</th>\n",
              "      <td>29.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>12866</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>922</th>\n",
              "      <td>29.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>21114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>30.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>17870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>30.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>52302</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>30.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>95938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>436</th>\n",
              "      <td>30.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>17345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>447</th>\n",
              "      <td>30.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>55113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>31.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>10707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>578</th>\n",
              "      <td>31.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>M7A1A</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>762</th>\n",
              "      <td>32.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>95050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>940</th>\n",
              "      <td>32.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>02215</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>33.0</td>\n",
              "      <td>M</td>\n",
              "      <td>administrator</td>\n",
              "      <td>95161</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>400</th>\n",
              "      <td>33.0</td>\n",
              "      <td>F</td>\n",
              "      <td>administrator</td>\n",
              "      <td>78213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>668</th>\n",
              "      <td>29.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>10016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>30.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>17604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>557</th>\n",
              "      <td>30.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>11217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>32.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>55369</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>32.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>22206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>796</th>\n",
              "      <td>32.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>33755</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>833</th>\n",
              "      <td>34.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>90019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>36.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>90064</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>385</th>\n",
              "      <td>36.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>10003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>911</th>\n",
              "      <td>37.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>53210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>504</th>\n",
              "      <td>40.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>92115</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>798</th>\n",
              "      <td>40.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>64131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>842</th>\n",
              "      <td>40.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>93055</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>390</th>\n",
              "      <td>42.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>85016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>745</th>\n",
              "      <td>42.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>55113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>491</th>\n",
              "      <td>43.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>53711</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>44.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>53214</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>389</th>\n",
              "      <td>44.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>83702</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>736</th>\n",
              "      <td>48.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>94618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>48.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>80209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>49.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>55105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>518</th>\n",
              "      <td>49.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>99709</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>853</th>\n",
              "      <td>49.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>40515</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>503</th>\n",
              "      <td>50.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>27514</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>772</th>\n",
              "      <td>50.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>27105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>548</th>\n",
              "      <td>51.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>95468</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370</th>\n",
              "      <td>52.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>08534</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>392</th>\n",
              "      <td>52.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>59801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>558</th>\n",
              "      <td>56.0</td>\n",
              "      <td>F</td>\n",
              "      <td>writer</td>\n",
              "      <td>63132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>464</th>\n",
              "      <td>60.0</td>\n",
              "      <td>M</td>\n",
              "      <td>writer</td>\n",
              "      <td>94583</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>943 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          age gender     occupation zip_code\n",
              "user_id                                     \n",
              "118      21.0      M  administrator    90210\n",
              "180      22.0      F  administrator    60202\n",
              "282      22.0      M  administrator    20057\n",
              "317      22.0      M  administrator    13210\n",
              "439      23.0      F  administrator    20817\n",
              "509      23.0      M  administrator    10011\n",
              "394      25.0      M  administrator    96819\n",
              "665      25.0      M  administrator    55412\n",
              "726      25.0      F  administrator    80538\n",
              "78       26.0      M  administrator    61801\n",
              "86       26.0      M  administrator    46005\n",
              "62       27.0      F  administrator    97214\n",
              "525      27.0      F  administrator    19711\n",
              "261      28.0      M  administrator    85202\n",
              "500      28.0      M  administrator    94305\n",
              "748      28.0      M  administrator    94720\n",
              "750      28.0      M  administrator    32303\n",
              "768      29.0      M  administrator    12866\n",
              "922      29.0      F  administrator    21114\n",
              "42       30.0      M  administrator    17870\n",
              "174      30.0      F  administrator    52302\n",
              "190      30.0      M  administrator    95938\n",
              "436      30.0      F  administrator    17345\n",
              "447      30.0      M  administrator    55113\n",
              "95       31.0      M  administrator    10707\n",
              "578      31.0      M  administrator    M7A1A\n",
              "762      32.0      M  administrator    95050\n",
              "940      32.0      M  administrator    02215\n",
              "191      33.0      M  administrator    95161\n",
              "400      33.0      F  administrator    78213\n",
              "...       ...    ...            ...      ...\n",
              "668      29.0      F         writer    10016\n",
              "199      30.0      M         writer    17604\n",
              "557      30.0      F         writer    11217\n",
              "28       32.0      M         writer    55369\n",
              "122      32.0      F         writer    22206\n",
              "796      32.0      F         writer    33755\n",
              "833      34.0      M         writer    90019\n",
              "264      36.0      F         writer    90064\n",
              "385      36.0      M         writer    10003\n",
              "911      37.0      F         writer    53210\n",
              "504      40.0      F         writer    92115\n",
              "798      40.0      F         writer    64131\n",
              "842      40.0      M         writer    93055\n",
              "390      42.0      F         writer    85016\n",
              "745      42.0      M         writer    55113\n",
              "491      43.0      F         writer    53711\n",
              "236      44.0      F         writer    53214\n",
              "389      44.0      F         writer    83702\n",
              "736      48.0      F         writer    94618\n",
              "829      48.0      M         writer    80209\n",
              "196      49.0      M         writer    55105\n",
              "518      49.0      F         writer    99709\n",
              "853      49.0      M         writer    40515\n",
              "503      50.0      F         writer    27514\n",
              "772      50.0      M         writer    27105\n",
              "548      51.0      M         writer    95468\n",
              "370      52.0      M         writer    08534\n",
              "392      52.0      M         writer    59801\n",
              "558      56.0      F         writer    63132\n",
              "464      60.0      M         writer    94583\n",
              "\n",
              "[943 rows x 4 columns]"
            ]
          },
          "execution_count": 149,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# sort 'users' by 'occupation' and then by 'age' (in a single command)\n",
        "users.sort_values(['occupation', 'age'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8Gn_qhA1IzA9"
      },
      "source": [
        "# Question 3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kVETLsohIzA9",
        "outputId": "c0a4bac3-6f3e-4c2d-c273-c847872dbbbc"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
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              "    .dataframe thead th {\n",
              "        text-align: left;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rank</th>\n",
              "      <th>Title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Description</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Year</th>\n",
              "      <th>Runtime_Minutes</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Votes</th>\n",
              "      <th>Revenue_Millions</th>\n",
              "      <th>Metascore</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>900</th>\n",
              "      <td>901</td>\n",
              "      <td>Sleeping with Other People</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>A good-natured womanizer and a serial cheater ...</td>\n",
              "      <td>Leslye Headland</td>\n",
              "      <td>Jason Sudeikis, Alison Brie, Jordan Carlos,Mar...</td>\n",
              "      <td>2015</td>\n",
              "      <td>101</td>\n",
              "      <td>6.5</td>\n",
              "      <td>27730</td>\n",
              "      <td>0.81</td>\n",
              "      <td>64.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>901</th>\n",
              "      <td>902</td>\n",
              "      <td>Snakes on a Plane</td>\n",
              "      <td>Action,Adventure,Crime</td>\n",
              "      <td>An FBI agent takes on a plane full of deadly a...</td>\n",
              "      <td>David R. Ellis</td>\n",
              "      <td>Samuel L. Jackson, Julianna Margulies, Nathan ...</td>\n",
              "      <td>2006</td>\n",
              "      <td>105</td>\n",
              "      <td>5.6</td>\n",
              "      <td>118905</td>\n",
              "      <td>34.01</td>\n",
              "      <td>58.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>902</th>\n",
              "      <td>903</td>\n",
              "      <td>What If</td>\n",
              "      <td>Comedy,Romance</td>\n",
              "      <td>Wallace, who is burned out from a string of fa...</td>\n",
              "      <td>Michael Dowse</td>\n",
              "      <td>Daniel Radcliffe, Zoe Kazan, Megan Park, Adam ...</td>\n",
              "      <td>2013</td>\n",
              "      <td>98</td>\n",
              "      <td>6.8</td>\n",
              "      <td>55243</td>\n",
              "      <td>3.45</td>\n",
              "      <td>59.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>903</th>\n",
              "      <td>904</td>\n",
              "      <td>How to Train Your Dragon 2</td>\n",
              "      <td>Animation,Action,Adventure</td>\n",
              "      <td>When Hiccup and Toothless discover an ice cave...</td>\n",
              "      <td>Dean DeBlois</td>\n",
              "      <td>Jay Baruchel, Cate Blanchett, Gerard Butler, C...</td>\n",
              "      <td>2014</td>\n",
              "      <td>102</td>\n",
              "      <td>7.9</td>\n",
              "      <td>237565</td>\n",
              "      <td>177.00</td>\n",
              "      <td>76.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>904</th>\n",
              "      <td>905</td>\n",
              "      <td>RoboCop</td>\n",
              "      <td>Action,Crime,Sci-Fi</td>\n",
              "      <td>In 2028 Detroit, when Alex Murphy - a loving h...</td>\n",
              "      <td>José Padilha</td>\n",
              "      <td>Joel Kinnaman, Gary Oldman, Michael Keaton, Ab...</td>\n",
              "      <td>2014</td>\n",
              "      <td>117</td>\n",
              "      <td>6.2</td>\n",
              "      <td>190833</td>\n",
              "      <td>58.61</td>\n",
              "      <td>52.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>905</th>\n",
              "      <td>906</td>\n",
              "      <td>In Dubious Battle</td>\n",
              "      <td>Drama</td>\n",
              "      <td>An activist gets caught up in the labor moveme...</td>\n",
              "      <td>James Franco</td>\n",
              "      <td>Nat Wolff, James Franco, Vincent D'Onofrio, Se...</td>\n",
              "      <td>2016</td>\n",
              "      <td>110</td>\n",
              "      <td>6.2</td>\n",
              "      <td>1455</td>\n",
              "      <td>NaN</td>\n",
              "      <td>43.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>906</th>\n",
              "      <td>907</td>\n",
              "      <td>Hello, My Name Is Doris</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>A self-help seminar inspires a sixty-something...</td>\n",
              "      <td>Michael Showalter</td>\n",
              "      <td>Sally Field, Max Greenfield, Tyne Daly, Wendi ...</td>\n",
              "      <td>2015</td>\n",
              "      <td>95</td>\n",
              "      <td>6.7</td>\n",
              "      <td>12361</td>\n",
              "      <td>14.44</td>\n",
              "      <td>63.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>907</th>\n",
              "      <td>908</td>\n",
              "      <td>Ocean's Thirteen</td>\n",
              "      <td>Crime,Thriller</td>\n",
              "      <td>Danny Ocean rounds up the boys for a third hei...</td>\n",
              "      <td>Steven Soderbergh</td>\n",
              "      <td>George Clooney, Brad Pitt, Matt Damon,Michael ...</td>\n",
              "      <td>2007</td>\n",
              "      <td>122</td>\n",
              "      <td>6.9</td>\n",
              "      <td>269581</td>\n",
              "      <td>117.14</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>908</th>\n",
              "      <td>909</td>\n",
              "      <td>Slither</td>\n",
              "      <td>Comedy,Horror,Sci-Fi</td>\n",
              "      <td>A small town is taken over by an alien plague,...</td>\n",
              "      <td>James Gunn</td>\n",
              "      <td>Nathan Fillion, Elizabeth Banks, Michael Rooke...</td>\n",
              "      <td>2006</td>\n",
              "      <td>95</td>\n",
              "      <td>6.5</td>\n",
              "      <td>64351</td>\n",
              "      <td>7.77</td>\n",
              "      <td>69.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>909</th>\n",
              "      <td>910</td>\n",
              "      <td>Contagion</td>\n",
              "      <td>Drama,Thriller</td>\n",
              "      <td>Healthcare professionals, government officials...</td>\n",
              "      <td>Steven Soderbergh</td>\n",
              "      <td>Matt Damon, Kate Winslet, Jude Law, Gwyneth Pa...</td>\n",
              "      <td>2011</td>\n",
              "      <td>106</td>\n",
              "      <td>6.6</td>\n",
              "      <td>187004</td>\n",
              "      <td>75.64</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>910</th>\n",
              "      <td>911</td>\n",
              "      <td>Il racconto dei racconti - Tale of Tales</td>\n",
              "      <td>Drama,Fantasy,Horror</td>\n",
              "      <td>From the bitter quest of the Queen of Longtrel...</td>\n",
              "      <td>Matteo Garrone</td>\n",
              "      <td>Salma Hayek, Vincent Cassel, Toby Jones, John ...</td>\n",
              "      <td>2015</td>\n",
              "      <td>133</td>\n",
              "      <td>6.4</td>\n",
              "      <td>17565</td>\n",
              "      <td>0.08</td>\n",
              "      <td>72.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>911</th>\n",
              "      <td>912</td>\n",
              "      <td>I Am the Pretty Thing That Lives in the House</td>\n",
              "      <td>Thriller</td>\n",
              "      <td>A young nurse takes care of elderly author who...</td>\n",
              "      <td>Oz Perkins</td>\n",
              "      <td>Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob...</td>\n",
              "      <td>2016</td>\n",
              "      <td>87</td>\n",
              "      <td>4.7</td>\n",
              "      <td>4204</td>\n",
              "      <td>NaN</td>\n",
              "      <td>68.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>912</th>\n",
              "      <td>913</td>\n",
              "      <td>Bridge to Terabithia</td>\n",
              "      <td>Adventure,Drama,Family</td>\n",
              "      <td>A preteen's life turns upside down when he bef...</td>\n",
              "      <td>Gabor Csupo</td>\n",
              "      <td>Josh Hutcherson, AnnaSophia Robb, Zooey Descha...</td>\n",
              "      <td>2007</td>\n",
              "      <td>96</td>\n",
              "      <td>7.2</td>\n",
              "      <td>117297</td>\n",
              "      <td>82.23</td>\n",
              "      <td>74.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>913</th>\n",
              "      <td>914</td>\n",
              "      <td>Coherence</td>\n",
              "      <td>Mystery,Sci-Fi,Thriller</td>\n",
              "      <td>Strange things begin to happen when a group of...</td>\n",
              "      <td>James Ward Byrkit</td>\n",
              "      <td>Emily Baldoni, Maury Sterling, Nicholas Brendo...</td>\n",
              "      <td>2013</td>\n",
              "      <td>89</td>\n",
              "      <td>7.2</td>\n",
              "      <td>66265</td>\n",
              "      <td>0.07</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>914</th>\n",
              "      <td>915</td>\n",
              "      <td>Notorious</td>\n",
              "      <td>Biography,Crime,Drama</td>\n",
              "      <td>The life and death story of Notorious B.I.G. (...</td>\n",
              "      <td>George Tillman Jr.</td>\n",
              "      <td>Jamal Woolard, Anthony Mackie, Derek Luke,Momo...</td>\n",
              "      <td>2009</td>\n",
              "      <td>122</td>\n",
              "      <td>6.7</td>\n",
              "      <td>33007</td>\n",
              "      <td>36.84</td>\n",
              "      <td>60.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>915</th>\n",
              "      <td>916</td>\n",
              "      <td>Goksung</td>\n",
              "      <td>Drama,Fantasy,Horror</td>\n",
              "      <td>A stranger arrives in a little village and soo...</td>\n",
              "      <td>Hong-jin Na</td>\n",
              "      <td>Jun Kunimura, Jung-min Hwang, Do-won Kwak, Woo...</td>\n",
              "      <td>2016</td>\n",
              "      <td>156</td>\n",
              "      <td>7.5</td>\n",
              "      <td>17962</td>\n",
              "      <td>0.79</td>\n",
              "      <td>81.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>916</th>\n",
              "      <td>917</td>\n",
              "      <td>The Expendables 2</td>\n",
              "      <td>Action,Adventure,Thriller</td>\n",
              "      <td>Mr. Church reunites the Expendables for what s...</td>\n",
              "      <td>Simon West</td>\n",
              "      <td>Sylvester Stallone, Liam Hemsworth, Randy Cout...</td>\n",
              "      <td>2012</td>\n",
              "      <td>103</td>\n",
              "      <td>6.6</td>\n",
              "      <td>257395</td>\n",
              "      <td>85.02</td>\n",
              "      <td>51.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>917</th>\n",
              "      <td>918</td>\n",
              "      <td>The Girl Next Door</td>\n",
              "      <td>Crime,Drama,Horror</td>\n",
              "      <td>Based on the Jack Ketchum novel of the same na...</td>\n",
              "      <td>Gregory Wilson</td>\n",
              "      <td>William Atherton, Blythe Auffarth, Blanche Bak...</td>\n",
              "      <td>2007</td>\n",
              "      <td>91</td>\n",
              "      <td>6.7</td>\n",
              "      <td>19351</td>\n",
              "      <td>NaN</td>\n",
              "      <td>29.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>918</th>\n",
              "      <td>919</td>\n",
              "      <td>Perfume: The Story of a Murderer</td>\n",
              "      <td>Crime,Drama,Fantasy</td>\n",
              "      <td>Jean-Baptiste Grenouille, born with a superior...</td>\n",
              "      <td>Tom Tykwer</td>\n",
              "      <td>Ben Whishaw, Dustin Hoffman, Alan Rickman,Fran...</td>\n",
              "      <td>2006</td>\n",
              "      <td>147</td>\n",
              "      <td>7.5</td>\n",
              "      <td>199387</td>\n",
              "      <td>2.21</td>\n",
              "      <td>56.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>919</th>\n",
              "      <td>920</td>\n",
              "      <td>The Golden Compass</td>\n",
              "      <td>Adventure,Family,Fantasy</td>\n",
              "      <td>In a parallel universe, young Lyra Belacqua jo...</td>\n",
              "      <td>Chris Weitz</td>\n",
              "      <td>Nicole Kidman, Daniel Craig, Dakota Blue Richa...</td>\n",
              "      <td>2007</td>\n",
              "      <td>113</td>\n",
              "      <td>6.1</td>\n",
              "      <td>155078</td>\n",
              "      <td>70.08</td>\n",
              "      <td>51.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>920</th>\n",
              "      <td>921</td>\n",
              "      <td>Centurion</td>\n",
              "      <td>Action,Adventure,Drama</td>\n",
              "      <td>A splinter group of Roman soldiers fight for t...</td>\n",
              "      <td>Neil Marshall</td>\n",
              "      <td>Michael Fassbender, Dominic West, Olga Kurylen...</td>\n",
              "      <td>2010</td>\n",
              "      <td>97</td>\n",
              "      <td>6.4</td>\n",
              "      <td>67801</td>\n",
              "      <td>0.12</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>921</th>\n",
              "      <td>922</td>\n",
              "      <td>Scouts Guide to the Zombie Apocalypse</td>\n",
              "      <td>Action,Comedy,Horror</td>\n",
              "      <td>Three scouts, on the eve of their last camp-ou...</td>\n",
              "      <td>Christopher Landon</td>\n",
              "      <td>Tye Sheridan, Logan Miller, Joey Morgan,Sarah ...</td>\n",
              "      <td>2015</td>\n",
              "      <td>93</td>\n",
              "      <td>6.3</td>\n",
              "      <td>31651</td>\n",
              "      <td>3.64</td>\n",
              "      <td>32.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>922</th>\n",
              "      <td>923</td>\n",
              "      <td>17 Again</td>\n",
              "      <td>Comedy,Drama,Family</td>\n",
              "      <td>Mike O'Donnell is ungrateful for how his life ...</td>\n",
              "      <td>Burr Steers</td>\n",
              "      <td>Zac Efron, Matthew Perry, Leslie Mann, Thomas ...</td>\n",
              "      <td>2009</td>\n",
              "      <td>102</td>\n",
              "      <td>6.4</td>\n",
              "      <td>152808</td>\n",
              "      <td>64.15</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>923</th>\n",
              "      <td>924</td>\n",
              "      <td>No Escape</td>\n",
              "      <td>Action,Thriller</td>\n",
              "      <td>In their new overseas home, an American family...</td>\n",
              "      <td>John Erick Dowdle</td>\n",
              "      <td>Lake Bell, Pierce Brosnan, Owen Wilson,Chatcha...</td>\n",
              "      <td>2015</td>\n",
              "      <td>103</td>\n",
              "      <td>6.8</td>\n",
              "      <td>57921</td>\n",
              "      <td>27.29</td>\n",
              "      <td>38.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>924</th>\n",
              "      <td>925</td>\n",
              "      <td>Superman Returns</td>\n",
              "      <td>Action,Adventure,Sci-Fi</td>\n",
              "      <td>Superman reappears after a long absence, but i...</td>\n",
              "      <td>Bryan Singer</td>\n",
              "      <td>Brandon Routh, Kevin Spacey, Kate Bosworth, Ja...</td>\n",
              "      <td>2006</td>\n",
              "      <td>154</td>\n",
              "      <td>6.1</td>\n",
              "      <td>246797</td>\n",
              "      <td>200.07</td>\n",
              "      <td>72.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>925</th>\n",
              "      <td>926</td>\n",
              "      <td>The Twilight Saga: Breaking Dawn - Part 1</td>\n",
              "      <td>Adventure,Drama,Fantasy</td>\n",
              "      <td>The Quileutes close in on expecting parents Ed...</td>\n",
              "      <td>Bill Condon</td>\n",
              "      <td>Kristen Stewart, Robert Pattinson, Taylor Laut...</td>\n",
              "      <td>2011</td>\n",
              "      <td>117</td>\n",
              "      <td>4.9</td>\n",
              "      <td>190244</td>\n",
              "      <td>281.28</td>\n",
              "      <td>45.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>926</th>\n",
              "      <td>927</td>\n",
              "      <td>Precious</td>\n",
              "      <td>Drama</td>\n",
              "      <td>In New York City's Harlem circa 1987, an overw...</td>\n",
              "      <td>Lee Daniels</td>\n",
              "      <td>Gabourey Sidibe, Mo'Nique, Paula Patton, Maria...</td>\n",
              "      <td>2009</td>\n",
              "      <td>110</td>\n",
              "      <td>7.3</td>\n",
              "      <td>91623</td>\n",
              "      <td>47.54</td>\n",
              "      <td>79.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>927</th>\n",
              "      <td>928</td>\n",
              "      <td>The Sea of Trees</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A suicidal American befriends a Japanese man l...</td>\n",
              "      <td>Gus Van Sant</td>\n",
              "      <td>Matthew McConaughey, Naomi Watts, Ken Watanabe...</td>\n",
              "      <td>2015</td>\n",
              "      <td>110</td>\n",
              "      <td>5.9</td>\n",
              "      <td>7475</td>\n",
              "      <td>0.02</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>928</th>\n",
              "      <td>929</td>\n",
              "      <td>Good Kids</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Four high school students look to redefine the...</td>\n",
              "      <td>Chris McCoy</td>\n",
              "      <td>Zoey Deutch, Nicholas Braun, Mateo Arias, Isra...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>6.1</td>\n",
              "      <td>3843</td>\n",
              "      <td>NaN</td>\n",
              "      <td>86.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>929</th>\n",
              "      <td>930</td>\n",
              "      <td>The Master</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A Naval veteran arrives home from war unsettle...</td>\n",
              "      <td>Paul Thomas Anderson</td>\n",
              "      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...</td>\n",
              "      <td>2012</td>\n",
              "      <td>144</td>\n",
              "      <td>7.1</td>\n",
              "      <td>112902</td>\n",
              "      <td>16.38</td>\n",
              "      <td>NaN</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>970</th>\n",
              "      <td>971</td>\n",
              "      <td>Texas Chainsaw 3D</td>\n",
              "      <td>Horror,Thriller</td>\n",
              "      <td>A young woman travels to Texas to collect an i...</td>\n",
              "      <td>John Luessenhop</td>\n",
              "      <td>Alexandra Daddario, Tania Raymonde, Scott East...</td>\n",
              "      <td>2013</td>\n",
              "      <td>92</td>\n",
              "      <td>4.8</td>\n",
              "      <td>37060</td>\n",
              "      <td>34.33</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>971</th>\n",
              "      <td>972</td>\n",
              "      <td>Disturbia</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>A teen living under house arrest becomes convi...</td>\n",
              "      <td>D.J. Caruso</td>\n",
              "      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, S...</td>\n",
              "      <td>2007</td>\n",
              "      <td>105</td>\n",
              "      <td>6.9</td>\n",
              "      <td>193491</td>\n",
              "      <td>80.05</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>972</th>\n",
              "      <td>973</td>\n",
              "      <td>Rock of Ages</td>\n",
              "      <td>Comedy,Drama,Musical</td>\n",
              "      <td>A small town girl and a city boy meet on the S...</td>\n",
              "      <td>Adam Shankman</td>\n",
              "      <td>Julianne Hough, Diego Boneta, Tom Cruise, Alec...</td>\n",
              "      <td>2012</td>\n",
              "      <td>123</td>\n",
              "      <td>5.9</td>\n",
              "      <td>64513</td>\n",
              "      <td>38.51</td>\n",
              "      <td>47.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>973</th>\n",
              "      <td>974</td>\n",
              "      <td>Scream 4</td>\n",
              "      <td>Horror,Mystery</td>\n",
              "      <td>Ten years have passed, and Sidney Prescott, wh...</td>\n",
              "      <td>Wes Craven</td>\n",
              "      <td>Neve Campbell, Courteney Cox, David Arquette, ...</td>\n",
              "      <td>2011</td>\n",
              "      <td>111</td>\n",
              "      <td>6.2</td>\n",
              "      <td>108544</td>\n",
              "      <td>38.18</td>\n",
              "      <td>52.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>974</th>\n",
              "      <td>975</td>\n",
              "      <td>Queen of Katwe</td>\n",
              "      <td>Biography,Drama,Sport</td>\n",
              "      <td>A Ugandan girl sees her world rapidly change a...</td>\n",
              "      <td>Mira Nair</td>\n",
              "      <td>Madina Nalwanga, David Oyelowo, Lupita Nyong'o...</td>\n",
              "      <td>2016</td>\n",
              "      <td>124</td>\n",
              "      <td>7.4</td>\n",
              "      <td>6753</td>\n",
              "      <td>8.81</td>\n",
              "      <td>73.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>975</th>\n",
              "      <td>976</td>\n",
              "      <td>My Big Fat Greek Wedding 2</td>\n",
              "      <td>Comedy,Family,Romance</td>\n",
              "      <td>A Portokalos family secret brings the beloved ...</td>\n",
              "      <td>Kirk Jones</td>\n",
              "      <td>Nia Vardalos, John Corbett, Michael Constantin...</td>\n",
              "      <td>2016</td>\n",
              "      <td>94</td>\n",
              "      <td>6.0</td>\n",
              "      <td>20966</td>\n",
              "      <td>59.57</td>\n",
              "      <td>37.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>976</th>\n",
              "      <td>977</td>\n",
              "      <td>Dark Places</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>Libby Day was only eight years old when her fa...</td>\n",
              "      <td>Gilles Paquet-Brenner</td>\n",
              "      <td>Charlize Theron, Nicholas Hoult, Christina Hen...</td>\n",
              "      <td>2015</td>\n",
              "      <td>113</td>\n",
              "      <td>6.2</td>\n",
              "      <td>31634</td>\n",
              "      <td>NaN</td>\n",
              "      <td>39.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>977</th>\n",
              "      <td>978</td>\n",
              "      <td>Amateur Night</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Guy Carter is an award-winning graduate studen...</td>\n",
              "      <td>Lisa Addario</td>\n",
              "      <td>Jason Biggs, Janet Montgomery,Ashley Tisdale, ...</td>\n",
              "      <td>2016</td>\n",
              "      <td>92</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2229</td>\n",
              "      <td>NaN</td>\n",
              "      <td>38.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>978</th>\n",
              "      <td>979</td>\n",
              "      <td>It's Only the End of the World</td>\n",
              "      <td>Drama</td>\n",
              "      <td>Louis (Gaspard Ulliel), a terminally ill write...</td>\n",
              "      <td>Xavier Dolan</td>\n",
              "      <td>Nathalie Baye, Vincent Cassel, Marion Cotillar...</td>\n",
              "      <td>2016</td>\n",
              "      <td>97</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10658</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>979</th>\n",
              "      <td>980</td>\n",
              "      <td>The Skin I Live In</td>\n",
              "      <td>Drama,Thriller</td>\n",
              "      <td>A brilliant plastic surgeon, haunted by past t...</td>\n",
              "      <td>Pedro Almodóvar</td>\n",
              "      <td>Antonio Banderas, Elena Anaya, Jan Cornet,Mari...</td>\n",
              "      <td>2011</td>\n",
              "      <td>120</td>\n",
              "      <td>7.6</td>\n",
              "      <td>108772</td>\n",
              "      <td>3.19</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>980</th>\n",
              "      <td>981</td>\n",
              "      <td>Miracles from Heaven</td>\n",
              "      <td>Biography,Drama,Family</td>\n",
              "      <td>A young girl suffering from a rare digestive d...</td>\n",
              "      <td>Patricia Riggen</td>\n",
              "      <td>Jennifer Garner, Kylie Rogers, Martin Henderso...</td>\n",
              "      <td>2016</td>\n",
              "      <td>109</td>\n",
              "      <td>7.0</td>\n",
              "      <td>12048</td>\n",
              "      <td>61.69</td>\n",
              "      <td>44.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>981</th>\n",
              "      <td>982</td>\n",
              "      <td>Annie</td>\n",
              "      <td>Comedy,Drama,Family</td>\n",
              "      <td>A foster kid, who lives with her mean foster m...</td>\n",
              "      <td>Will Gluck</td>\n",
              "      <td>Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, R...</td>\n",
              "      <td>2014</td>\n",
              "      <td>118</td>\n",
              "      <td>5.3</td>\n",
              "      <td>27312</td>\n",
              "      <td>85.91</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>982</th>\n",
              "      <td>983</td>\n",
              "      <td>Across the Universe</td>\n",
              "      <td>Drama,Fantasy,Musical</td>\n",
              "      <td>The music of the Beatles and the Vietnam War f...</td>\n",
              "      <td>Julie Taymor</td>\n",
              "      <td>Evan Rachel Wood, Jim Sturgess, Joe Anderson, ...</td>\n",
              "      <td>2007</td>\n",
              "      <td>133</td>\n",
              "      <td>7.4</td>\n",
              "      <td>95172</td>\n",
              "      <td>24.34</td>\n",
              "      <td>56.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>983</th>\n",
              "      <td>984</td>\n",
              "      <td>Let's Be Cops</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Two struggling pals dress as police officers f...</td>\n",
              "      <td>Luke Greenfield</td>\n",
              "      <td>Jake Johnson, Damon Wayans Jr., Rob Riggle, Ni...</td>\n",
              "      <td>2014</td>\n",
              "      <td>104</td>\n",
              "      <td>6.5</td>\n",
              "      <td>112729</td>\n",
              "      <td>82.39</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>984</th>\n",
              "      <td>985</td>\n",
              "      <td>Max</td>\n",
              "      <td>Adventure,Family</td>\n",
              "      <td>A Malinois dog that helped American Marines in...</td>\n",
              "      <td>Boaz Yakin</td>\n",
              "      <td>Thomas Haden Church, Josh Wiggins, Luke Kleint...</td>\n",
              "      <td>2015</td>\n",
              "      <td>111</td>\n",
              "      <td>6.8</td>\n",
              "      <td>21405</td>\n",
              "      <td>42.65</td>\n",
              "      <td>47.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>985</th>\n",
              "      <td>986</td>\n",
              "      <td>Your Highness</td>\n",
              "      <td>Adventure,Comedy,Fantasy</td>\n",
              "      <td>When Prince Fabious's bride is kidnapped, he g...</td>\n",
              "      <td>David Gordon Green</td>\n",
              "      <td>Danny McBride, Natalie Portman, James Franco, ...</td>\n",
              "      <td>2011</td>\n",
              "      <td>102</td>\n",
              "      <td>5.6</td>\n",
              "      <td>87904</td>\n",
              "      <td>21.56</td>\n",
              "      <td>31.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>986</th>\n",
              "      <td>987</td>\n",
              "      <td>Final Destination 5</td>\n",
              "      <td>Horror,Thriller</td>\n",
              "      <td>Survivors of a suspension-bridge collapse lear...</td>\n",
              "      <td>Steven Quale</td>\n",
              "      <td>Nicholas D'Agosto, Emma Bell, Arlen Escarpeta,...</td>\n",
              "      <td>2011</td>\n",
              "      <td>92</td>\n",
              "      <td>5.9</td>\n",
              "      <td>88000</td>\n",
              "      <td>42.58</td>\n",
              "      <td>50.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>987</th>\n",
              "      <td>988</td>\n",
              "      <td>Endless Love</td>\n",
              "      <td>Drama,Romance</td>\n",
              "      <td>The story of a privileged girl and a charismat...</td>\n",
              "      <td>Shana Feste</td>\n",
              "      <td>Gabriella Wilde, Alex Pettyfer, Bruce Greenwoo...</td>\n",
              "      <td>2014</td>\n",
              "      <td>104</td>\n",
              "      <td>6.3</td>\n",
              "      <td>33688</td>\n",
              "      <td>23.39</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>988</th>\n",
              "      <td>989</td>\n",
              "      <td>Martyrs</td>\n",
              "      <td>Horror</td>\n",
              "      <td>A young woman's quest for revenge against the ...</td>\n",
              "      <td>Pascal Laugier</td>\n",
              "      <td>Morjana Alaoui, Mylène Jampanoï, Catherine Bég...</td>\n",
              "      <td>2008</td>\n",
              "      <td>99</td>\n",
              "      <td>7.1</td>\n",
              "      <td>63785</td>\n",
              "      <td>NaN</td>\n",
              "      <td>89.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>989</th>\n",
              "      <td>990</td>\n",
              "      <td>Selma</td>\n",
              "      <td>Biography,Drama,History</td>\n",
              "      <td>A chronicle of Martin Luther King's campaign t...</td>\n",
              "      <td>Ava DuVernay</td>\n",
              "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
              "      <td>2014</td>\n",
              "      <td>128</td>\n",
              "      <td>7.5</td>\n",
              "      <td>67637</td>\n",
              "      <td>52.07</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>990</th>\n",
              "      <td>991</td>\n",
              "      <td>Underworld: Rise of the Lycans</td>\n",
              "      <td>Action,Adventure,Fantasy</td>\n",
              "      <td>An origins story centered on the centuries-old...</td>\n",
              "      <td>Patrick Tatopoulos</td>\n",
              "      <td>Rhona Mitra, Michael Sheen, Bill Nighy, Steven...</td>\n",
              "      <td>2009</td>\n",
              "      <td>92</td>\n",
              "      <td>6.6</td>\n",
              "      <td>129708</td>\n",
              "      <td>45.80</td>\n",
              "      <td>44.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>991</th>\n",
              "      <td>992</td>\n",
              "      <td>Taare Zameen Par</td>\n",
              "      <td>Drama,Family,Music</td>\n",
              "      <td>An eight-year-old boy is thought to be a lazy ...</td>\n",
              "      <td>Aamir Khan</td>\n",
              "      <td>Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...</td>\n",
              "      <td>2007</td>\n",
              "      <td>165</td>\n",
              "      <td>8.5</td>\n",
              "      <td>102697</td>\n",
              "      <td>1.20</td>\n",
              "      <td>42.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>992</th>\n",
              "      <td>993</td>\n",
              "      <td>Take Me Home Tonight</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>Four years after graduation, an awkward high s...</td>\n",
              "      <td>Michael Dowse</td>\n",
              "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
              "      <td>2011</td>\n",
              "      <td>97</td>\n",
              "      <td>6.3</td>\n",
              "      <td>45419</td>\n",
              "      <td>6.92</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>993</th>\n",
              "      <td>994</td>\n",
              "      <td>Resident Evil: Afterlife</td>\n",
              "      <td>Action,Adventure,Horror</td>\n",
              "      <td>While still out to destroy the evil Umbrella C...</td>\n",
              "      <td>Paul W.S. Anderson</td>\n",
              "      <td>Milla Jovovich, Ali Larter, Wentworth Miller,K...</td>\n",
              "      <td>2010</td>\n",
              "      <td>97</td>\n",
              "      <td>5.9</td>\n",
              "      <td>140900</td>\n",
              "      <td>60.13</td>\n",
              "      <td>37.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>994</th>\n",
              "      <td>995</td>\n",
              "      <td>Project X</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>3 high school seniors throw a birthday party t...</td>\n",
              "      <td>Nima Nourizadeh</td>\n",
              "      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Br...</td>\n",
              "      <td>2012</td>\n",
              "      <td>88</td>\n",
              "      <td>6.7</td>\n",
              "      <td>164088</td>\n",
              "      <td>54.72</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>996</td>\n",
              "      <td>Secret in Their Eyes</td>\n",
              "      <td>Crime,Drama,Mystery</td>\n",
              "      <td>A tight-knit team of rising investigators, alo...</td>\n",
              "      <td>Billy Ray</td>\n",
              "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
              "      <td>2015</td>\n",
              "      <td>111</td>\n",
              "      <td>6.2</td>\n",
              "      <td>27585</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>997</td>\n",
              "      <td>Hostel: Part II</td>\n",
              "      <td>Horror</td>\n",
              "      <td>Three American college students studying abroa...</td>\n",
              "      <td>Eli Roth</td>\n",
              "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
              "      <td>2007</td>\n",
              "      <td>94</td>\n",
              "      <td>5.5</td>\n",
              "      <td>73152</td>\n",
              "      <td>17.54</td>\n",
              "      <td>46.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>998</td>\n",
              "      <td>Step Up 2: The Streets</td>\n",
              "      <td>Drama,Music,Romance</td>\n",
              "      <td>Romantic sparks occur between two dance studen...</td>\n",
              "      <td>Jon M. Chu</td>\n",
              "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
              "      <td>2008</td>\n",
              "      <td>98</td>\n",
              "      <td>6.2</td>\n",
              "      <td>70699</td>\n",
              "      <td>58.01</td>\n",
              "      <td>50.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>999</td>\n",
              "      <td>Search Party</td>\n",
              "      <td>Adventure,Comedy</td>\n",
              "      <td>A pair of friends embark on a mission to reuni...</td>\n",
              "      <td>Scot Armstrong</td>\n",
              "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
              "      <td>2014</td>\n",
              "      <td>93</td>\n",
              "      <td>5.6</td>\n",
              "      <td>4881</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>1000</td>\n",
              "      <td>Nine Lives</td>\n",
              "      <td>Comedy,Family,Fantasy</td>\n",
              "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
              "      <td>Barry Sonnenfeld</td>\n",
              "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
              "      <td>2016</td>\n",
              "      <td>87</td>\n",
              "      <td>5.3</td>\n",
              "      <td>12435</td>\n",
              "      <td>19.64</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Rank                                          Title  \\\n",
              "900   901                     Sleeping with Other People   \n",
              "901   902                              Snakes on a Plane   \n",
              "902   903                                        What If   \n",
              "903   904                     How to Train Your Dragon 2   \n",
              "904   905                                        RoboCop   \n",
              "905   906                              In Dubious Battle   \n",
              "906   907                        Hello, My Name Is Doris   \n",
              "907   908                               Ocean's Thirteen   \n",
              "908   909                                        Slither   \n",
              "909   910                                      Contagion   \n",
              "910   911       Il racconto dei racconti - Tale of Tales   \n",
              "911   912  I Am the Pretty Thing That Lives in the House   \n",
              "912   913                           Bridge to Terabithia   \n",
              "913   914                                      Coherence   \n",
              "914   915                                      Notorious   \n",
              "915   916                                        Goksung   \n",
              "916   917                              The Expendables 2   \n",
              "917   918                             The Girl Next Door   \n",
              "918   919               Perfume: The Story of a Murderer   \n",
              "919   920                             The Golden Compass   \n",
              "920   921                                      Centurion   \n",
              "921   922          Scouts Guide to the Zombie Apocalypse   \n",
              "922   923                                       17 Again   \n",
              "923   924                                      No Escape   \n",
              "924   925                               Superman Returns   \n",
              "925   926      The Twilight Saga: Breaking Dawn - Part 1   \n",
              "926   927                                       Precious   \n",
              "927   928                               The Sea of Trees   \n",
              "928   929                                      Good Kids   \n",
              "929   930                                     The Master   \n",
              "..    ...                                            ...   \n",
              "970   971                              Texas Chainsaw 3D   \n",
              "971   972                                      Disturbia   \n",
              "972   973                                   Rock of Ages   \n",
              "973   974                                       Scream 4   \n",
              "974   975                                 Queen of Katwe   \n",
              "975   976                     My Big Fat Greek Wedding 2   \n",
              "976   977                                    Dark Places   \n",
              "977   978                                  Amateur Night   \n",
              "978   979                 It's Only the End of the World   \n",
              "979   980                             The Skin I Live In   \n",
              "980   981                           Miracles from Heaven   \n",
              "981   982                                          Annie   \n",
              "982   983                            Across the Universe   \n",
              "983   984                                  Let's Be Cops   \n",
              "984   985                                            Max   \n",
              "985   986                                  Your Highness   \n",
              "986   987                            Final Destination 5   \n",
              "987   988                                   Endless Love   \n",
              "988   989                                        Martyrs   \n",
              "989   990                                          Selma   \n",
              "990   991                 Underworld: Rise of the Lycans   \n",
              "991   992                               Taare Zameen Par   \n",
              "992   993                           Take Me Home Tonight   \n",
              "993   994                       Resident Evil: Afterlife   \n",
              "994   995                                      Project X   \n",
              "995   996                           Secret in Their Eyes   \n",
              "996   997                                Hostel: Part II   \n",
              "997   998                         Step Up 2: The Streets   \n",
              "998   999                                   Search Party   \n",
              "999  1000                                     Nine Lives   \n",
              "\n",
              "                          Genre  \\\n",
              "900        Comedy,Drama,Romance   \n",
              "901      Action,Adventure,Crime   \n",
              "902              Comedy,Romance   \n",
              "903  Animation,Action,Adventure   \n",
              "904         Action,Crime,Sci-Fi   \n",
              "905                       Drama   \n",
              "906        Comedy,Drama,Romance   \n",
              "907              Crime,Thriller   \n",
              "908        Comedy,Horror,Sci-Fi   \n",
              "909              Drama,Thriller   \n",
              "910        Drama,Fantasy,Horror   \n",
              "911                    Thriller   \n",
              "912      Adventure,Drama,Family   \n",
              "913     Mystery,Sci-Fi,Thriller   \n",
              "914       Biography,Crime,Drama   \n",
              "915        Drama,Fantasy,Horror   \n",
              "916   Action,Adventure,Thriller   \n",
              "917          Crime,Drama,Horror   \n",
              "918         Crime,Drama,Fantasy   \n",
              "919    Adventure,Family,Fantasy   \n",
              "920      Action,Adventure,Drama   \n",
              "921        Action,Comedy,Horror   \n",
              "922         Comedy,Drama,Family   \n",
              "923             Action,Thriller   \n",
              "924     Action,Adventure,Sci-Fi   \n",
              "925     Adventure,Drama,Fantasy   \n",
              "926                       Drama   \n",
              "927                       Drama   \n",
              "928                      Comedy   \n",
              "929                       Drama   \n",
              "..                          ...   \n",
              "970             Horror,Thriller   \n",
              "971      Drama,Mystery,Thriller   \n",
              "972        Comedy,Drama,Musical   \n",
              "973              Horror,Mystery   \n",
              "974       Biography,Drama,Sport   \n",
              "975       Comedy,Family,Romance   \n",
              "976      Drama,Mystery,Thriller   \n",
              "977                      Comedy   \n",
              "978                       Drama   \n",
              "979              Drama,Thriller   \n",
              "980      Biography,Drama,Family   \n",
              "981         Comedy,Drama,Family   \n",
              "982       Drama,Fantasy,Musical   \n",
              "983                      Comedy   \n",
              "984            Adventure,Family   \n",
              "985    Adventure,Comedy,Fantasy   \n",
              "986             Horror,Thriller   \n",
              "987               Drama,Romance   \n",
              "988                      Horror   \n",
              "989     Biography,Drama,History   \n",
              "990    Action,Adventure,Fantasy   \n",
              "991          Drama,Family,Music   \n",
              "992        Comedy,Drama,Romance   \n",
              "993     Action,Adventure,Horror   \n",
              "994                      Comedy   \n",
              "995         Crime,Drama,Mystery   \n",
              "996                      Horror   \n",
              "997         Drama,Music,Romance   \n",
              "998            Adventure,Comedy   \n",
              "999       Comedy,Family,Fantasy   \n",
              "\n",
              "                                           Description               Director  \\\n",
              "900  A good-natured womanizer and a serial cheater ...        Leslye Headland   \n",
              "901  An FBI agent takes on a plane full of deadly a...         David R. Ellis   \n",
              "902  Wallace, who is burned out from a string of fa...          Michael Dowse   \n",
              "903  When Hiccup and Toothless discover an ice cave...           Dean DeBlois   \n",
              "904  In 2028 Detroit, when Alex Murphy - a loving h...           José Padilha   \n",
              "905  An activist gets caught up in the labor moveme...           James Franco   \n",
              "906  A self-help seminar inspires a sixty-something...      Michael Showalter   \n",
              "907  Danny Ocean rounds up the boys for a third hei...      Steven Soderbergh   \n",
              "908  A small town is taken over by an alien plague,...             James Gunn   \n",
              "909  Healthcare professionals, government officials...      Steven Soderbergh   \n",
              "910  From the bitter quest of the Queen of Longtrel...         Matteo Garrone   \n",
              "911  A young nurse takes care of elderly author who...             Oz Perkins   \n",
              "912  A preteen's life turns upside down when he bef...            Gabor Csupo   \n",
              "913  Strange things begin to happen when a group of...      James Ward Byrkit   \n",
              "914  The life and death story of Notorious B.I.G. (...     George Tillman Jr.   \n",
              "915  A stranger arrives in a little village and soo...            Hong-jin Na   \n",
              "916  Mr. Church reunites the Expendables for what s...             Simon West   \n",
              "917  Based on the Jack Ketchum novel of the same na...         Gregory Wilson   \n",
              "918  Jean-Baptiste Grenouille, born with a superior...             Tom Tykwer   \n",
              "919  In a parallel universe, young Lyra Belacqua jo...            Chris Weitz   \n",
              "920  A splinter group of Roman soldiers fight for t...          Neil Marshall   \n",
              "921  Three scouts, on the eve of their last camp-ou...     Christopher Landon   \n",
              "922  Mike O'Donnell is ungrateful for how his life ...            Burr Steers   \n",
              "923  In their new overseas home, an American family...      John Erick Dowdle   \n",
              "924  Superman reappears after a long absence, but i...           Bryan Singer   \n",
              "925  The Quileutes close in on expecting parents Ed...            Bill Condon   \n",
              "926  In New York City's Harlem circa 1987, an overw...            Lee Daniels   \n",
              "927  A suicidal American befriends a Japanese man l...           Gus Van Sant   \n",
              "928  Four high school students look to redefine the...            Chris McCoy   \n",
              "929  A Naval veteran arrives home from war unsettle...   Paul Thomas Anderson   \n",
              "..                                                 ...                    ...   \n",
              "970  A young woman travels to Texas to collect an i...        John Luessenhop   \n",
              "971  A teen living under house arrest becomes convi...            D.J. Caruso   \n",
              "972  A small town girl and a city boy meet on the S...          Adam Shankman   \n",
              "973  Ten years have passed, and Sidney Prescott, wh...             Wes Craven   \n",
              "974  A Ugandan girl sees her world rapidly change a...              Mira Nair   \n",
              "975  A Portokalos family secret brings the beloved ...             Kirk Jones   \n",
              "976  Libby Day was only eight years old when her fa...  Gilles Paquet-Brenner   \n",
              "977  Guy Carter is an award-winning graduate studen...           Lisa Addario   \n",
              "978  Louis (Gaspard Ulliel), a terminally ill write...           Xavier Dolan   \n",
              "979  A brilliant plastic surgeon, haunted by past t...        Pedro Almodóvar   \n",
              "980  A young girl suffering from a rare digestive d...        Patricia Riggen   \n",
              "981  A foster kid, who lives with her mean foster m...             Will Gluck   \n",
              "982  The music of the Beatles and the Vietnam War f...           Julie Taymor   \n",
              "983  Two struggling pals dress as police officers f...        Luke Greenfield   \n",
              "984  A Malinois dog that helped American Marines in...             Boaz Yakin   \n",
              "985  When Prince Fabious's bride is kidnapped, he g...     David Gordon Green   \n",
              "986  Survivors of a suspension-bridge collapse lear...           Steven Quale   \n",
              "987  The story of a privileged girl and a charismat...            Shana Feste   \n",
              "988  A young woman's quest for revenge against the ...         Pascal Laugier   \n",
              "989  A chronicle of Martin Luther King's campaign t...           Ava DuVernay   \n",
              "990  An origins story centered on the centuries-old...     Patrick Tatopoulos   \n",
              "991  An eight-year-old boy is thought to be a lazy ...             Aamir Khan   \n",
              "992  Four years after graduation, an awkward high s...          Michael Dowse   \n",
              "993  While still out to destroy the evil Umbrella C...     Paul W.S. Anderson   \n",
              "994  3 high school seniors throw a birthday party t...        Nima Nourizadeh   \n",
              "995  A tight-knit team of rising investigators, alo...              Billy Ray   \n",
              "996  Three American college students studying abroa...               Eli Roth   \n",
              "997  Romantic sparks occur between two dance studen...             Jon M. Chu   \n",
              "998  A pair of friends embark on a mission to reuni...         Scot Armstrong   \n",
              "999  A stuffy businessman finds himself trapped ins...       Barry Sonnenfeld   \n",
              "\n",
              "                                                Actors  Year  Runtime_Minutes  \\\n",
              "900  Jason Sudeikis, Alison Brie, Jordan Carlos,Mar...  2015              101   \n",
              "901  Samuel L. Jackson, Julianna Margulies, Nathan ...  2006              105   \n",
              "902  Daniel Radcliffe, Zoe Kazan, Megan Park, Adam ...  2013               98   \n",
              "903  Jay Baruchel, Cate Blanchett, Gerard Butler, C...  2014              102   \n",
              "904  Joel Kinnaman, Gary Oldman, Michael Keaton, Ab...  2014              117   \n",
              "905  Nat Wolff, James Franco, Vincent D'Onofrio, Se...  2016              110   \n",
              "906  Sally Field, Max Greenfield, Tyne Daly, Wendi ...  2015               95   \n",
              "907  George Clooney, Brad Pitt, Matt Damon,Michael ...  2007              122   \n",
              "908  Nathan Fillion, Elizabeth Banks, Michael Rooke...  2006               95   \n",
              "909  Matt Damon, Kate Winslet, Jude Law, Gwyneth Pa...  2011              106   \n",
              "910  Salma Hayek, Vincent Cassel, Toby Jones, John ...  2015              133   \n",
              "911  Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob...  2016               87   \n",
              "912  Josh Hutcherson, AnnaSophia Robb, Zooey Descha...  2007               96   \n",
              "913  Emily Baldoni, Maury Sterling, Nicholas Brendo...  2013               89   \n",
              "914  Jamal Woolard, Anthony Mackie, Derek Luke,Momo...  2009              122   \n",
              "915  Jun Kunimura, Jung-min Hwang, Do-won Kwak, Woo...  2016              156   \n",
              "916  Sylvester Stallone, Liam Hemsworth, Randy Cout...  2012              103   \n",
              "917  William Atherton, Blythe Auffarth, Blanche Bak...  2007               91   \n",
              "918  Ben Whishaw, Dustin Hoffman, Alan Rickman,Fran...  2006              147   \n",
              "919  Nicole Kidman, Daniel Craig, Dakota Blue Richa...  2007              113   \n",
              "920  Michael Fassbender, Dominic West, Olga Kurylen...  2010               97   \n",
              "921  Tye Sheridan, Logan Miller, Joey Morgan,Sarah ...  2015               93   \n",
              "922  Zac Efron, Matthew Perry, Leslie Mann, Thomas ...  2009              102   \n",
              "923  Lake Bell, Pierce Brosnan, Owen Wilson,Chatcha...  2015              103   \n",
              "924  Brandon Routh, Kevin Spacey, Kate Bosworth, Ja...  2006              154   \n",
              "925  Kristen Stewart, Robert Pattinson, Taylor Laut...  2011              117   \n",
              "926  Gabourey Sidibe, Mo'Nique, Paula Patton, Maria...  2009              110   \n",
              "927  Matthew McConaughey, Naomi Watts, Ken Watanabe...  2015              110   \n",
              "928  Zoey Deutch, Nicholas Braun, Mateo Arias, Isra...  2016               86   \n",
              "929  Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...  2012              144   \n",
              "..                                                 ...   ...              ...   \n",
              "970  Alexandra Daddario, Tania Raymonde, Scott East...  2013               92   \n",
              "971  Shia LaBeouf, David Morse, Carrie-Anne Moss, S...  2007              105   \n",
              "972  Julianne Hough, Diego Boneta, Tom Cruise, Alec...  2012              123   \n",
              "973  Neve Campbell, Courteney Cox, David Arquette, ...  2011              111   \n",
              "974  Madina Nalwanga, David Oyelowo, Lupita Nyong'o...  2016              124   \n",
              "975  Nia Vardalos, John Corbett, Michael Constantin...  2016               94   \n",
              "976  Charlize Theron, Nicholas Hoult, Christina Hen...  2015              113   \n",
              "977  Jason Biggs, Janet Montgomery,Ashley Tisdale, ...  2016               92   \n",
              "978  Nathalie Baye, Vincent Cassel, Marion Cotillar...  2016               97   \n",
              "979  Antonio Banderas, Elena Anaya, Jan Cornet,Mari...  2011              120   \n",
              "980  Jennifer Garner, Kylie Rogers, Martin Henderso...  2016              109   \n",
              "981  Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, R...  2014              118   \n",
              "982  Evan Rachel Wood, Jim Sturgess, Joe Anderson, ...  2007              133   \n",
              "983  Jake Johnson, Damon Wayans Jr., Rob Riggle, Ni...  2014              104   \n",
              "984  Thomas Haden Church, Josh Wiggins, Luke Kleint...  2015              111   \n",
              "985  Danny McBride, Natalie Portman, James Franco, ...  2011              102   \n",
              "986  Nicholas D'Agosto, Emma Bell, Arlen Escarpeta,...  2011               92   \n",
              "987  Gabriella Wilde, Alex Pettyfer, Bruce Greenwoo...  2014              104   \n",
              "988  Morjana Alaoui, Mylène Jampanoï, Catherine Bég...  2008               99   \n",
              "989  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014              128   \n",
              "990  Rhona Mitra, Michael Sheen, Bill Nighy, Steven...  2009               92   \n",
              "991  Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...  2007              165   \n",
              "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011               97   \n",
              "993  Milla Jovovich, Ali Larter, Wentworth Miller,K...  2010               97   \n",
              "994  Thomas Mann, Oliver Cooper, Jonathan Daniel Br...  2012               88   \n",
              "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015              111   \n",
              "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007               94   \n",
              "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008               98   \n",
              "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014               93   \n",
              "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016               87   \n",
              "\n",
              "     Rating   Votes  Revenue_Millions  Metascore  \n",
              "900     6.5   27730              0.81       64.0  \n",
              "901     5.6  118905             34.01       58.0  \n",
              "902     6.8   55243              3.45       59.0  \n",
              "903     7.9  237565            177.00       76.0  \n",
              "904     6.2  190833             58.61       52.0  \n",
              "905     6.2    1455               NaN       43.0  \n",
              "906     6.7   12361             14.44       63.0  \n",
              "907     6.9  269581            117.14       62.0  \n",
              "908     6.5   64351              7.77       69.0  \n",
              "909     6.6  187004             75.64       70.0  \n",
              "910     6.4   17565              0.08       72.0  \n",
              "911     4.7    4204               NaN       68.0  \n",
              "912     7.2  117297             82.23       74.0  \n",
              "913     7.2   66265              0.07       65.0  \n",
              "914     6.7   33007             36.84       60.0  \n",
              "915     7.5   17962              0.79       81.0  \n",
              "916     6.6  257395             85.02       51.0  \n",
              "917     6.7   19351               NaN       29.0  \n",
              "918     7.5  199387              2.21       56.0  \n",
              "919     6.1  155078             70.08       51.0  \n",
              "920     6.4   67801              0.12       62.0  \n",
              "921     6.3   31651              3.64       32.0  \n",
              "922     6.4  152808             64.15       48.0  \n",
              "923     6.8   57921             27.29       38.0  \n",
              "924     6.1  246797            200.07       72.0  \n",
              "925     4.9  190244            281.28       45.0  \n",
              "926     7.3   91623             47.54       79.0  \n",
              "927     5.9    7475              0.02       23.0  \n",
              "928     6.1    3843               NaN       86.0  \n",
              "929     7.1  112902             16.38        NaN  \n",
              "..      ...     ...               ...        ...  \n",
              "970     4.8   37060             34.33       62.0  \n",
              "971     6.9  193491             80.05        NaN  \n",
              "972     5.9   64513             38.51       47.0  \n",
              "973     6.2  108544             38.18       52.0  \n",
              "974     7.4    6753              8.81       73.0  \n",
              "975     6.0   20966             59.57       37.0  \n",
              "976     6.2   31634               NaN       39.0  \n",
              "977     5.0    2229               NaN       38.0  \n",
              "978     7.0   10658               NaN       48.0  \n",
              "979     7.6  108772              3.19       70.0  \n",
              "980     7.0   12048             61.69       44.0  \n",
              "981     5.3   27312             85.91       33.0  \n",
              "982     7.4   95172             24.34       56.0  \n",
              "983     6.5  112729             82.39       30.0  \n",
              "984     6.8   21405             42.65       47.0  \n",
              "985     5.6   87904             21.56       31.0  \n",
              "986     5.9   88000             42.58       50.0  \n",
              "987     6.3   33688             23.39       30.0  \n",
              "988     7.1   63785               NaN       89.0  \n",
              "989     7.5   67637             52.07        NaN  \n",
              "990     6.6  129708             45.80       44.0  \n",
              "991     8.5  102697              1.20       42.0  \n",
              "992     6.3   45419              6.92        NaN  \n",
              "993     5.9  140900             60.13       37.0  \n",
              "994     6.7  164088             54.72       48.0  \n",
              "995     6.2   27585               NaN       45.0  \n",
              "996     5.5   73152             17.54       46.0  \n",
              "997     6.2   70699             58.01       50.0  \n",
              "998     5.6    4881               NaN       22.0  \n",
              "999     5.3   12435             19.64       11.0  \n",
              "\n",
              "[100 rows x 12 columns]"
            ]
          },
          "execution_count": 150,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# read movie.csv into a DataFrame called 'movie'\n",
        "movie=ufo=pd.read_csv(\"movie.csv\")\n",
        "# describe the dataframe\n",
        "movie.describe()\n",
        "#rename the column Runtime (Minutes) with Runtime_Minutes, and Revenue (Millions) with Revenue_Millions \n",
        "movie.columns=[i.split()[0]+\"_\"+i.split()[1]  if len(i.split())>1 else i for i in movie.columns]\n",
        "movie=movie.rename(columns = {'Revenue_(Millions)':'Revenue_Millions','Runtime_(Minutes)':'Runtime_Minutes'})\n",
        "movie.tail(100)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qBosfaTxIzA-",
        "outputId": "17025317-e4a4-4db2-824e-3d3d5ccc5ef1"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rank</th>\n",
              "      <th>Title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Description</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Year</th>\n",
              "      <th>Runtime_Minutes</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Votes</th>\n",
              "      <th>Revenue_Millions</th>\n",
              "      <th>Metascore</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Mindhorn</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>A has-been actor best known for playing the ti...</td>\n",
              "      <td>Sean Foley</td>\n",
              "      <td>Essie Davis, Andrea Riseborough, Julian Barrat...</td>\n",
              "      <td>2016</td>\n",
              "      <td>89</td>\n",
              "      <td>6.4</td>\n",
              "      <td>2490</td>\n",
              "      <td>NaN</td>\n",
              "      <td>71.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>23</td>\n",
              "      <td>Hounds of Love</td>\n",
              "      <td>Crime,Drama,Horror</td>\n",
              "      <td>A cold-blooded predatory couple while cruising...</td>\n",
              "      <td>Ben Young</td>\n",
              "      <td>Emma Booth, Ashleigh Cummings, Stephen Curry,S...</td>\n",
              "      <td>2016</td>\n",
              "      <td>108</td>\n",
              "      <td>6.7</td>\n",
              "      <td>1115</td>\n",
              "      <td>NaN</td>\n",
              "      <td>72.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>26</td>\n",
              "      <td>Paris pieds nus</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Fiona visits Paris for the first time to assis...</td>\n",
              "      <td>Dominique Abel</td>\n",
              "      <td>Fiona Gordon, Dominique Abel,Emmanuelle Riva, ...</td>\n",
              "      <td>2016</td>\n",
              "      <td>83</td>\n",
              "      <td>6.8</td>\n",
              "      <td>222</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>27</td>\n",
              "      <td>Bahubali: The Beginning</td>\n",
              "      <td>Action,Adventure,Drama</td>\n",
              "      <td>In ancient India, an adventurous and daring ma...</td>\n",
              "      <td>S.S. Rajamouli</td>\n",
              "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
              "      <td>2015</td>\n",
              "      <td>159</td>\n",
              "      <td>8.3</td>\n",
              "      <td>76193</td>\n",
              "      <td>6.50</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>28</td>\n",
              "      <td>Dead Awake</td>\n",
              "      <td>Horror,Thriller</td>\n",
              "      <td>A young woman must save herself and her friend...</td>\n",
              "      <td>Phillip Guzman</td>\n",
              "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
              "      <td>2016</td>\n",
              "      <td>99</td>\n",
              "      <td>4.7</td>\n",
              "      <td>523</td>\n",
              "      <td>0.01</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>40</td>\n",
              "      <td>5- 25- 77</td>\n",
              "      <td>Comedy,Drama</td>\n",
              "      <td>Alienated, hopeful-filmmaker Pat Johnson's epi...</td>\n",
              "      <td>Patrick Read Johnson</td>\n",
              "      <td>John Francis Daley, Austin Pendleton, Colleen ...</td>\n",
              "      <td>2007</td>\n",
              "      <td>113</td>\n",
              "      <td>7.1</td>\n",
              "      <td>241</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>43</td>\n",
              "      <td>Don't Fuck in the Woods</td>\n",
              "      <td>Horror</td>\n",
              "      <td>A group of friends are going on a camping trip...</td>\n",
              "      <td>Shawn Burkett</td>\n",
              "      <td>Brittany Blanton, Ayse Howard, Roman Jossart,N...</td>\n",
              "      <td>2016</td>\n",
              "      <td>73</td>\n",
              "      <td>2.7</td>\n",
              "      <td>496</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>48</td>\n",
              "      <td>Fallen</td>\n",
              "      <td>Adventure,Drama,Fantasy</td>\n",
              "      <td>A young girl finds herself in a reform school ...</td>\n",
              "      <td>Scott Hicks</td>\n",
              "      <td>Hermione Corfield, Addison Timlin, Joely Richa...</td>\n",
              "      <td>2016</td>\n",
              "      <td>91</td>\n",
              "      <td>5.6</td>\n",
              "      <td>5103</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>50</td>\n",
              "      <td>The Last Face</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A director (Charlize Theron) of an internation...</td>\n",
              "      <td>Sean Penn</td>\n",
              "      <td>Charlize Theron, Javier Bardem, Adèle Exarchop...</td>\n",
              "      <td>2016</td>\n",
              "      <td>130</td>\n",
              "      <td>3.7</td>\n",
              "      <td>987</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>62</td>\n",
              "      <td>The Autopsy of Jane Doe</td>\n",
              "      <td>Horror,Mystery,Thriller</td>\n",
              "      <td>A father and son, both coroners, are pulled in...</td>\n",
              "      <td>André Øvredal</td>\n",
              "      <td>Brian Cox, Emile Hirsch, Ophelia Lovibond, Mic...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>6.8</td>\n",
              "      <td>35870</td>\n",
              "      <td>NaN</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>71</td>\n",
              "      <td>The Promise</td>\n",
              "      <td>Drama,History</td>\n",
              "      <td>Set during the last days of the Ottoman Empire...</td>\n",
              "      <td>Terry George</td>\n",
              "      <td>Oscar Isaac, Charlotte Le Bon, Christian Bale,...</td>\n",
              "      <td>2016</td>\n",
              "      <td>133</td>\n",
              "      <td>5.9</td>\n",
              "      <td>149791</td>\n",
              "      <td>NaN</td>\n",
              "      <td>49.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>104</td>\n",
              "      <td>Contratiempo</td>\n",
              "      <td>Crime,Mystery,Thriller</td>\n",
              "      <td>A young businessman faces a lawyer trying to p...</td>\n",
              "      <td>Oriol Paulo</td>\n",
              "      <td>Mario Casas, Ana Wagener, José Coronado, Bárba...</td>\n",
              "      <td>2016</td>\n",
              "      <td>106</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7204</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>109</td>\n",
              "      <td>All We Had</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A mother struggles to make a better life for h...</td>\n",
              "      <td>Katie Holmes</td>\n",
              "      <td>Eve Lindley, Richard Kind, Mark Consuelos, Kat...</td>\n",
              "      <td>2016</td>\n",
              "      <td>105</td>\n",
              "      <td>5.8</td>\n",
              "      <td>1004</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>113</td>\n",
              "      <td>The Bad Batch</td>\n",
              "      <td>Romance,Sci-Fi</td>\n",
              "      <td>A dystopian love story in a Texas wasteland an...</td>\n",
              "      <td>Ana Lily Amirpour</td>\n",
              "      <td>Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna</td>\n",
              "      <td>2016</td>\n",
              "      <td>118</td>\n",
              "      <td>6.1</td>\n",
              "      <td>512</td>\n",
              "      <td>NaN</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>118</td>\n",
              "      <td>Dangal</td>\n",
              "      <td>Action,Biography,Drama</td>\n",
              "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
              "      <td>Nitesh Tiwari</td>\n",
              "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
              "      <td>2016</td>\n",
              "      <td>161</td>\n",
              "      <td>8.8</td>\n",
              "      <td>48969</td>\n",
              "      <td>11.15</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>124</td>\n",
              "      <td>Boyka: Undisputed IV</td>\n",
              "      <td>Action</td>\n",
              "      <td>In the fourth installment of the fighting fran...</td>\n",
              "      <td>Todor Chapkanov</td>\n",
              "      <td>Scott Adkins, Teodora Duhovnikova, Alon Aboutb...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>7.4</td>\n",
              "      <td>10428</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>140</td>\n",
              "      <td>Brimstone</td>\n",
              "      <td>Mystery,Thriller,Western</td>\n",
              "      <td>From the moment the new reverend climbs the pu...</td>\n",
              "      <td>Martin Koolhoven</td>\n",
              "      <td>Dakota Fanning, Guy Pearce, Kit Harington,Cari...</td>\n",
              "      <td>2016</td>\n",
              "      <td>148</td>\n",
              "      <td>7.1</td>\n",
              "      <td>13004</td>\n",
              "      <td>NaN</td>\n",
              "      <td>44.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>155</td>\n",
              "      <td>Twin Peaks: The Missing Pieces</td>\n",
              "      <td>Drama,Horror,Mystery</td>\n",
              "      <td>Twin Peaks before Twin Peaks (1990) and at the...</td>\n",
              "      <td>David Lynch</td>\n",
              "      <td>Chris Isaak, Kiefer Sutherland, C.H. Evans, Sa...</td>\n",
              "      <td>2014</td>\n",
              "      <td>91</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1973</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>160</th>\n",
              "      <td>161</td>\n",
              "      <td>Mine</td>\n",
              "      <td>Thriller,War</td>\n",
              "      <td>After a failed assassination attempt, a soldie...</td>\n",
              "      <td>Fabio Guaglione</td>\n",
              "      <td>Armie Hammer, Annabelle Wallis,Tom Cullen, Cli...</td>\n",
              "      <td>2016</td>\n",
              "      <td>106</td>\n",
              "      <td>6.0</td>\n",
              "      <td>5926</td>\n",
              "      <td>NaN</td>\n",
              "      <td>40.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>173</td>\n",
              "      <td>Beyond the Gates</td>\n",
              "      <td>Adventure,Horror</td>\n",
              "      <td>Two estranged brothers reunite at their missin...</td>\n",
              "      <td>Jackson Stewart</td>\n",
              "      <td>Graham Skipper, Chase Williamson, Brea Grant,B...</td>\n",
              "      <td>2016</td>\n",
              "      <td>84</td>\n",
              "      <td>5.2</td>\n",
              "      <td>2127</td>\n",
              "      <td>NaN</td>\n",
              "      <td>59.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>184</td>\n",
              "      <td>Realive</td>\n",
              "      <td>Sci-Fi</td>\n",
              "      <td>Marc (Tom Hughes) is diagnosed with a disease ...</td>\n",
              "      <td>Mateo Gil</td>\n",
              "      <td>Tom Hughes, Charlotte Le Bon, Oona Chaplin, Ba...</td>\n",
              "      <td>2016</td>\n",
              "      <td>112</td>\n",
              "      <td>5.9</td>\n",
              "      <td>1176</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>186</td>\n",
              "      <td>Love</td>\n",
              "      <td>Drama,Romance</td>\n",
              "      <td>Murphy is an American living in Paris who ente...</td>\n",
              "      <td>Gaspar Noé</td>\n",
              "      <td>Aomi Muyock, Karl Glusman, Klara Kristin, Juan...</td>\n",
              "      <td>2015</td>\n",
              "      <td>135</td>\n",
              "      <td>6.0</td>\n",
              "      <td>24003</td>\n",
              "      <td>NaN</td>\n",
              "      <td>51.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>192</td>\n",
              "      <td>Below Her Mouth</td>\n",
              "      <td>Drama</td>\n",
              "      <td>An unexpected affair quickly escalates into a ...</td>\n",
              "      <td>April Mullen</td>\n",
              "      <td>Erika Linder, Natalie Krill, Sebastian Pigott,...</td>\n",
              "      <td>2016</td>\n",
              "      <td>94</td>\n",
              "      <td>5.6</td>\n",
              "      <td>1445</td>\n",
              "      <td>NaN</td>\n",
              "      <td>42.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>197</td>\n",
              "      <td>Hacker</td>\n",
              "      <td>Crime,Drama,Thriller</td>\n",
              "      <td>With the help of his new friends Alex Danyliuk...</td>\n",
              "      <td>Akan Satayev</td>\n",
              "      <td>Callan McAuliffe, Lorraine Nicholson, Daniel E...</td>\n",
              "      <td>2016</td>\n",
              "      <td>95</td>\n",
              "      <td>6.3</td>\n",
              "      <td>3799</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>210</td>\n",
              "      <td>The Girl with All the Gifts</td>\n",
              "      <td>Drama,Horror,Thriller</td>\n",
              "      <td>A scientist and a teacher living in a dystopia...</td>\n",
              "      <td>Colm McCarthy</td>\n",
              "      <td>Gemma Arterton, Glenn Close, Dominique Tipper,...</td>\n",
              "      <td>2016</td>\n",
              "      <td>111</td>\n",
              "      <td>6.7</td>\n",
              "      <td>23713</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>214</td>\n",
              "      <td>Old Boy</td>\n",
              "      <td>Action,Drama,Mystery</td>\n",
              "      <td>Obsessed with vengeance, a man sets out to fin...</td>\n",
              "      <td>Spike Lee</td>\n",
              "      <td>Josh Brolin, Elizabeth Olsen, Samuel L. Jackso...</td>\n",
              "      <td>2013</td>\n",
              "      <td>104</td>\n",
              "      <td>5.8</td>\n",
              "      <td>54679</td>\n",
              "      <td>NaN</td>\n",
              "      <td>49.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>219</td>\n",
              "      <td>A Dark Song</td>\n",
              "      <td>Drama,Horror</td>\n",
              "      <td>A determined young woman and a damaged occulti...</td>\n",
              "      <td>Liam Gavin</td>\n",
              "      <td>Mark Huberman, Susan Loughnane, Steve Oram,Cat...</td>\n",
              "      <td>2016</td>\n",
              "      <td>100</td>\n",
              "      <td>6.1</td>\n",
              "      <td>1703</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>230</td>\n",
              "      <td>Rupture</td>\n",
              "      <td>Horror,Sci-Fi,Thriller</td>\n",
              "      <td>A single mom tries to break free from a myster...</td>\n",
              "      <td>Steven Shainberg</td>\n",
              "      <td>Noomi Rapace, Michael Chiklis, Kerry Bishé,Pet...</td>\n",
              "      <td>2016</td>\n",
              "      <td>102</td>\n",
              "      <td>4.8</td>\n",
              "      <td>2382</td>\n",
              "      <td>NaN</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>269</th>\n",
              "      <td>270</td>\n",
              "      <td>Satanic</td>\n",
              "      <td>Horror</td>\n",
              "      <td>Four friends on their way to Coachella stop of...</td>\n",
              "      <td>Jeffrey G. Hunt</td>\n",
              "      <td>Sarah Hyland, Steven Krueger, Justin Chon, Cla...</td>\n",
              "      <td>2016</td>\n",
              "      <td>85</td>\n",
              "      <td>3.7</td>\n",
              "      <td>2384</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>274</th>\n",
              "      <td>275</td>\n",
              "      <td>Ballerina</td>\n",
              "      <td>Animation,Adventure,Comedy</td>\n",
              "      <td>An orphan girl dreams of becoming a ballerina ...</td>\n",
              "      <td>Eric Summer</td>\n",
              "      <td>Elle Fanning, Dane DeHaan, Carly Rae Jepsen, M...</td>\n",
              "      <td>2016</td>\n",
              "      <td>89</td>\n",
              "      <td>6.8</td>\n",
              "      <td>4729</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>891</th>\n",
              "      <td>892</td>\n",
              "      <td>This Is 40</td>\n",
              "      <td>Comedy,Romance</td>\n",
              "      <td>Pete and Debbie are both about to turn 40, the...</td>\n",
              "      <td>Judd Apatow</td>\n",
              "      <td>Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow</td>\n",
              "      <td>2012</td>\n",
              "      <td>134</td>\n",
              "      <td>6.2</td>\n",
              "      <td>108156</td>\n",
              "      <td>67.52</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>895</th>\n",
              "      <td>896</td>\n",
              "      <td>Planet Terror</td>\n",
              "      <td>Action,Comedy,Horror</td>\n",
              "      <td>After an experimental bio-weapon is released, ...</td>\n",
              "      <td>Robert Rodriguez</td>\n",
              "      <td>Rose McGowan, Freddy Rodríguez, Josh Brolin,Ma...</td>\n",
              "      <td>2007</td>\n",
              "      <td>105</td>\n",
              "      <td>7.1</td>\n",
              "      <td>174553</td>\n",
              "      <td>NaN</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>896</th>\n",
              "      <td>897</td>\n",
              "      <td>Concussion</td>\n",
              "      <td>Biography,Drama,Sport</td>\n",
              "      <td>In Pittsburgh, accomplished pathologist Dr. Be...</td>\n",
              "      <td>Peter Landesman</td>\n",
              "      <td>Will Smith, Alec Baldwin, Albert Brooks, David...</td>\n",
              "      <td>2015</td>\n",
              "      <td>123</td>\n",
              "      <td>7.1</td>\n",
              "      <td>61274</td>\n",
              "      <td>34.53</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>905</th>\n",
              "      <td>906</td>\n",
              "      <td>In Dubious Battle</td>\n",
              "      <td>Drama</td>\n",
              "      <td>An activist gets caught up in the labor moveme...</td>\n",
              "      <td>James Franco</td>\n",
              "      <td>Nat Wolff, James Franco, Vincent D'Onofrio, Se...</td>\n",
              "      <td>2016</td>\n",
              "      <td>110</td>\n",
              "      <td>6.2</td>\n",
              "      <td>1455</td>\n",
              "      <td>NaN</td>\n",
              "      <td>43.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>911</th>\n",
              "      <td>912</td>\n",
              "      <td>I Am the Pretty Thing That Lives in the House</td>\n",
              "      <td>Thriller</td>\n",
              "      <td>A young nurse takes care of elderly author who...</td>\n",
              "      <td>Oz Perkins</td>\n",
              "      <td>Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob...</td>\n",
              "      <td>2016</td>\n",
              "      <td>87</td>\n",
              "      <td>4.7</td>\n",
              "      <td>4204</td>\n",
              "      <td>NaN</td>\n",
              "      <td>68.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>917</th>\n",
              "      <td>918</td>\n",
              "      <td>The Girl Next Door</td>\n",
              "      <td>Crime,Drama,Horror</td>\n",
              "      <td>Based on the Jack Ketchum novel of the same na...</td>\n",
              "      <td>Gregory Wilson</td>\n",
              "      <td>William Atherton, Blythe Auffarth, Blanche Bak...</td>\n",
              "      <td>2007</td>\n",
              "      <td>91</td>\n",
              "      <td>6.7</td>\n",
              "      <td>19351</td>\n",
              "      <td>NaN</td>\n",
              "      <td>29.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>928</th>\n",
              "      <td>929</td>\n",
              "      <td>Good Kids</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Four high school students look to redefine the...</td>\n",
              "      <td>Chris McCoy</td>\n",
              "      <td>Zoey Deutch, Nicholas Braun, Mateo Arias, Isra...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>6.1</td>\n",
              "      <td>3843</td>\n",
              "      <td>NaN</td>\n",
              "      <td>86.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>929</th>\n",
              "      <td>930</td>\n",
              "      <td>The Master</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A Naval veteran arrives home from war unsettle...</td>\n",
              "      <td>Paul Thomas Anderson</td>\n",
              "      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...</td>\n",
              "      <td>2012</td>\n",
              "      <td>144</td>\n",
              "      <td>7.1</td>\n",
              "      <td>112902</td>\n",
              "      <td>16.38</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>932</th>\n",
              "      <td>933</td>\n",
              "      <td>The Ticket</td>\n",
              "      <td>Drama</td>\n",
              "      <td>A blind man who regains his vision finds himse...</td>\n",
              "      <td>Ido Fluk</td>\n",
              "      <td>Dan Stevens, Malin Akerman, Oliver Platt, Kerr...</td>\n",
              "      <td>2016</td>\n",
              "      <td>97</td>\n",
              "      <td>5.4</td>\n",
              "      <td>924</td>\n",
              "      <td>NaN</td>\n",
              "      <td>52.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>933</th>\n",
              "      <td>934</td>\n",
              "      <td>Detour</td>\n",
              "      <td>Thriller</td>\n",
              "      <td>A young law student blindly enters into a pact...</td>\n",
              "      <td>Christopher Smith</td>\n",
              "      <td>Tye Sheridan, Emory Cohen, Bel Powley,Stephen ...</td>\n",
              "      <td>2016</td>\n",
              "      <td>97</td>\n",
              "      <td>6.3</td>\n",
              "      <td>2205</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>938</th>\n",
              "      <td>939</td>\n",
              "      <td>The Siege of Jadotville</td>\n",
              "      <td>Action,Drama,Thriller</td>\n",
              "      <td>Irish Commandant Pat Quinlan leads a stand off...</td>\n",
              "      <td>Richie Smyth</td>\n",
              "      <td>Jamie Dornan, Mark Strong, Jason O'Mara, Micha...</td>\n",
              "      <td>2016</td>\n",
              "      <td>108</td>\n",
              "      <td>7.3</td>\n",
              "      <td>14689</td>\n",
              "      <td>NaN</td>\n",
              "      <td>83.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>939</th>\n",
              "      <td>940</td>\n",
              "      <td>Up in the Air</td>\n",
              "      <td>Drama,Romance</td>\n",
              "      <td>Ryan Bingham enjoys living out of a suitcase f...</td>\n",
              "      <td>Jason Reitman</td>\n",
              "      <td>George Clooney, Vera Farmiga, Anna Kendrick,Ja...</td>\n",
              "      <td>2009</td>\n",
              "      <td>109</td>\n",
              "      <td>7.4</td>\n",
              "      <td>279694</td>\n",
              "      <td>83.81</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>942</th>\n",
              "      <td>943</td>\n",
              "      <td>Transpecos</td>\n",
              "      <td>Thriller</td>\n",
              "      <td>For three Border Patrol agents working a remot...</td>\n",
              "      <td>Greg Kwedar</td>\n",
              "      <td>Johnny Simmons, Gabriel Luna, Clifton Collins ...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>5.8</td>\n",
              "      <td>1292</td>\n",
              "      <td>NaN</td>\n",
              "      <td>73.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>945</th>\n",
              "      <td>946</td>\n",
              "      <td>Triangle</td>\n",
              "      <td>Fantasy,Mystery,Thriller</td>\n",
              "      <td>The story revolves around the passengers of a ...</td>\n",
              "      <td>Christopher Smith</td>\n",
              "      <td>Melissa George, Joshua McIvor, Jack Taylor,Mic...</td>\n",
              "      <td>2009</td>\n",
              "      <td>99</td>\n",
              "      <td>6.9</td>\n",
              "      <td>72533</td>\n",
              "      <td>NaN</td>\n",
              "      <td>66.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>946</th>\n",
              "      <td>947</td>\n",
              "      <td>The Butler</td>\n",
              "      <td>Biography,Drama</td>\n",
              "      <td>As Cecil Gaines serves eight presidents during...</td>\n",
              "      <td>Lee Daniels</td>\n",
              "      <td>Forest Whitaker, Oprah Winfrey, John Cusack, J...</td>\n",
              "      <td>2013</td>\n",
              "      <td>132</td>\n",
              "      <td>7.2</td>\n",
              "      <td>93322</td>\n",
              "      <td>116.63</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>964</th>\n",
              "      <td>965</td>\n",
              "      <td>Custody</td>\n",
              "      <td>Drama</td>\n",
              "      <td>The lives of three women are unexpectedly chan...</td>\n",
              "      <td>James Lapine</td>\n",
              "      <td>Viola Davis, Hayden Panettiere, Catalina Sandi...</td>\n",
              "      <td>2016</td>\n",
              "      <td>104</td>\n",
              "      <td>6.9</td>\n",
              "      <td>280</td>\n",
              "      <td>NaN</td>\n",
              "      <td>72.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>965</th>\n",
              "      <td>966</td>\n",
              "      <td>Inland Empire</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>As an actress starts to adopt the persona of h...</td>\n",
              "      <td>David Lynch</td>\n",
              "      <td>Laura Dern, Jeremy Irons, Justin Theroux, Karo...</td>\n",
              "      <td>2006</td>\n",
              "      <td>180</td>\n",
              "      <td>7.0</td>\n",
              "      <td>44227</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>966</th>\n",
              "      <td>967</td>\n",
              "      <td>L'odyssée</td>\n",
              "      <td>Adventure,Biography</td>\n",
              "      <td>Highly influential and a fearlessly ambitious ...</td>\n",
              "      <td>Jérôme Salle</td>\n",
              "      <td>Lambert Wilson, Pierre Niney, Audrey Tautou,La...</td>\n",
              "      <td>2016</td>\n",
              "      <td>122</td>\n",
              "      <td>6.7</td>\n",
              "      <td>1810</td>\n",
              "      <td>NaN</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>967</th>\n",
              "      <td>968</td>\n",
              "      <td>The Walk</td>\n",
              "      <td>Adventure,Biography,Crime</td>\n",
              "      <td>In 1974, high-wire artist Philippe Petit recru...</td>\n",
              "      <td>Robert Zemeckis</td>\n",
              "      <td>Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...</td>\n",
              "      <td>2015</td>\n",
              "      <td>123</td>\n",
              "      <td>7.3</td>\n",
              "      <td>92378</td>\n",
              "      <td>10.14</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>968</th>\n",
              "      <td>969</td>\n",
              "      <td>Wrecker</td>\n",
              "      <td>Action,Horror,Thriller</td>\n",
              "      <td>Best friends Emily and Lesley go on a road tri...</td>\n",
              "      <td>Micheal Bafaro</td>\n",
              "      <td>Anna Hutchison, Andrea Whitburn, Jennifer Koen...</td>\n",
              "      <td>2015</td>\n",
              "      <td>83</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1210</td>\n",
              "      <td>NaN</td>\n",
              "      <td>37.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>969</th>\n",
              "      <td>970</td>\n",
              "      <td>The Lone Ranger</td>\n",
              "      <td>Action,Adventure,Western</td>\n",
              "      <td>Native American warrior Tonto recounts the unt...</td>\n",
              "      <td>Gore Verbinski</td>\n",
              "      <td>Johnny Depp, Armie Hammer, William Fichtner,To...</td>\n",
              "      <td>2013</td>\n",
              "      <td>150</td>\n",
              "      <td>6.5</td>\n",
              "      <td>190855</td>\n",
              "      <td>89.29</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>971</th>\n",
              "      <td>972</td>\n",
              "      <td>Disturbia</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>A teen living under house arrest becomes convi...</td>\n",
              "      <td>D.J. Caruso</td>\n",
              "      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, S...</td>\n",
              "      <td>2007</td>\n",
              "      <td>105</td>\n",
              "      <td>6.9</td>\n",
              "      <td>193491</td>\n",
              "      <td>80.05</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>976</th>\n",
              "      <td>977</td>\n",
              "      <td>Dark Places</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>Libby Day was only eight years old when her fa...</td>\n",
              "      <td>Gilles Paquet-Brenner</td>\n",
              "      <td>Charlize Theron, Nicholas Hoult, Christina Hen...</td>\n",
              "      <td>2015</td>\n",
              "      <td>113</td>\n",
              "      <td>6.2</td>\n",
              "      <td>31634</td>\n",
              "      <td>NaN</td>\n",
              "      <td>39.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>977</th>\n",
              "      <td>978</td>\n",
              "      <td>Amateur Night</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>Guy Carter is an award-winning graduate studen...</td>\n",
              "      <td>Lisa Addario</td>\n",
              "      <td>Jason Biggs, Janet Montgomery,Ashley Tisdale, ...</td>\n",
              "      <td>2016</td>\n",
              "      <td>92</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2229</td>\n",
              "      <td>NaN</td>\n",
              "      <td>38.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>978</th>\n",
              "      <td>979</td>\n",
              "      <td>It's Only the End of the World</td>\n",
              "      <td>Drama</td>\n",
              "      <td>Louis (Gaspard Ulliel), a terminally ill write...</td>\n",
              "      <td>Xavier Dolan</td>\n",
              "      <td>Nathalie Baye, Vincent Cassel, Marion Cotillar...</td>\n",
              "      <td>2016</td>\n",
              "      <td>97</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10658</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>988</th>\n",
              "      <td>989</td>\n",
              "      <td>Martyrs</td>\n",
              "      <td>Horror</td>\n",
              "      <td>A young woman's quest for revenge against the ...</td>\n",
              "      <td>Pascal Laugier</td>\n",
              "      <td>Morjana Alaoui, Mylène Jampanoï, Catherine Bég...</td>\n",
              "      <td>2008</td>\n",
              "      <td>99</td>\n",
              "      <td>7.1</td>\n",
              "      <td>63785</td>\n",
              "      <td>NaN</td>\n",
              "      <td>89.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>989</th>\n",
              "      <td>990</td>\n",
              "      <td>Selma</td>\n",
              "      <td>Biography,Drama,History</td>\n",
              "      <td>A chronicle of Martin Luther King's campaign t...</td>\n",
              "      <td>Ava DuVernay</td>\n",
              "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
              "      <td>2014</td>\n",
              "      <td>128</td>\n",
              "      <td>7.5</td>\n",
              "      <td>67637</td>\n",
              "      <td>52.07</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>992</th>\n",
              "      <td>993</td>\n",
              "      <td>Take Me Home Tonight</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>Four years after graduation, an awkward high s...</td>\n",
              "      <td>Michael Dowse</td>\n",
              "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
              "      <td>2011</td>\n",
              "      <td>97</td>\n",
              "      <td>6.3</td>\n",
              "      <td>45419</td>\n",
              "      <td>6.92</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>996</td>\n",
              "      <td>Secret in Their Eyes</td>\n",
              "      <td>Crime,Drama,Mystery</td>\n",
              "      <td>A tight-knit team of rising investigators, alo...</td>\n",
              "      <td>Billy Ray</td>\n",
              "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
              "      <td>2015</td>\n",
              "      <td>111</td>\n",
              "      <td>6.2</td>\n",
              "      <td>27585</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>999</td>\n",
              "      <td>Search Party</td>\n",
              "      <td>Adventure,Comedy</td>\n",
              "      <td>A pair of friends embark on a mission to reuni...</td>\n",
              "      <td>Scot Armstrong</td>\n",
              "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
              "      <td>2014</td>\n",
              "      <td>93</td>\n",
              "      <td>5.6</td>\n",
              "      <td>4881</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>162 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Rank                                          Title  \\\n",
              "7       8                                       Mindhorn   \n",
              "22     23                                 Hounds of Love   \n",
              "25     26                                Paris pieds nus   \n",
              "26     27                        Bahubali: The Beginning   \n",
              "27     28                                     Dead Awake   \n",
              "39     40                                      5- 25- 77   \n",
              "42     43                        Don't Fuck in the Woods   \n",
              "47     48                                         Fallen   \n",
              "49     50                                  The Last Face   \n",
              "61     62                        The Autopsy of Jane Doe   \n",
              "70     71                                    The Promise   \n",
              "103   104                                   Contratiempo   \n",
              "108   109                                     All We Had   \n",
              "112   113                                  The Bad Batch   \n",
              "117   118                                         Dangal   \n",
              "123   124                           Boyka: Undisputed IV   \n",
              "139   140                                      Brimstone   \n",
              "154   155                 Twin Peaks: The Missing Pieces   \n",
              "160   161                                           Mine   \n",
              "172   173                               Beyond the Gates   \n",
              "183   184                                        Realive   \n",
              "185   186                                           Love   \n",
              "191   192                                Below Her Mouth   \n",
              "196   197                                         Hacker   \n",
              "209   210                    The Girl with All the Gifts   \n",
              "213   214                                        Old Boy   \n",
              "218   219                                    A Dark Song   \n",
              "229   230                                        Rupture   \n",
              "269   270                                        Satanic   \n",
              "274   275                                      Ballerina   \n",
              "..    ...                                            ...   \n",
              "891   892                                     This Is 40   \n",
              "895   896                                  Planet Terror   \n",
              "896   897                                     Concussion   \n",
              "905   906                              In Dubious Battle   \n",
              "911   912  I Am the Pretty Thing That Lives in the House   \n",
              "917   918                             The Girl Next Door   \n",
              "928   929                                      Good Kids   \n",
              "929   930                                     The Master   \n",
              "932   933                                     The Ticket   \n",
              "933   934                                         Detour   \n",
              "938   939                        The Siege of Jadotville   \n",
              "939   940                                  Up in the Air   \n",
              "942   943                                     Transpecos   \n",
              "945   946                                       Triangle   \n",
              "946   947                                     The Butler   \n",
              "964   965                                        Custody   \n",
              "965   966                                  Inland Empire   \n",
              "966   967                                      L'odyssée   \n",
              "967   968                                       The Walk   \n",
              "968   969                                        Wrecker   \n",
              "969   970                                The Lone Ranger   \n",
              "971   972                                      Disturbia   \n",
              "976   977                                    Dark Places   \n",
              "977   978                                  Amateur Night   \n",
              "978   979                 It's Only the End of the World   \n",
              "988   989                                        Martyrs   \n",
              "989   990                                          Selma   \n",
              "992   993                           Take Me Home Tonight   \n",
              "995   996                           Secret in Their Eyes   \n",
              "998   999                                   Search Party   \n",
              "\n",
              "                          Genre  \\\n",
              "7                        Comedy   \n",
              "22           Crime,Drama,Horror   \n",
              "25                       Comedy   \n",
              "26       Action,Adventure,Drama   \n",
              "27              Horror,Thriller   \n",
              "39                 Comedy,Drama   \n",
              "42                       Horror   \n",
              "47      Adventure,Drama,Fantasy   \n",
              "49                        Drama   \n",
              "61      Horror,Mystery,Thriller   \n",
              "70                Drama,History   \n",
              "103      Crime,Mystery,Thriller   \n",
              "108                       Drama   \n",
              "112              Romance,Sci-Fi   \n",
              "117      Action,Biography,Drama   \n",
              "123                      Action   \n",
              "139    Mystery,Thriller,Western   \n",
              "154        Drama,Horror,Mystery   \n",
              "160                Thriller,War   \n",
              "172            Adventure,Horror   \n",
              "183                      Sci-Fi   \n",
              "185               Drama,Romance   \n",
              "191                       Drama   \n",
              "196        Crime,Drama,Thriller   \n",
              "209       Drama,Horror,Thriller   \n",
              "213        Action,Drama,Mystery   \n",
              "218                Drama,Horror   \n",
              "229      Horror,Sci-Fi,Thriller   \n",
              "269                      Horror   \n",
              "274  Animation,Adventure,Comedy   \n",
              "..                          ...   \n",
              "891              Comedy,Romance   \n",
              "895        Action,Comedy,Horror   \n",
              "896       Biography,Drama,Sport   \n",
              "905                       Drama   \n",
              "911                    Thriller   \n",
              "917          Crime,Drama,Horror   \n",
              "928                      Comedy   \n",
              "929                       Drama   \n",
              "932                       Drama   \n",
              "933                    Thriller   \n",
              "938       Action,Drama,Thriller   \n",
              "939               Drama,Romance   \n",
              "942                    Thriller   \n",
              "945    Fantasy,Mystery,Thriller   \n",
              "946             Biography,Drama   \n",
              "964                       Drama   \n",
              "965      Drama,Mystery,Thriller   \n",
              "966         Adventure,Biography   \n",
              "967   Adventure,Biography,Crime   \n",
              "968      Action,Horror,Thriller   \n",
              "969    Action,Adventure,Western   \n",
              "971      Drama,Mystery,Thriller   \n",
              "976      Drama,Mystery,Thriller   \n",
              "977                      Comedy   \n",
              "978                       Drama   \n",
              "988                      Horror   \n",
              "989     Biography,Drama,History   \n",
              "992        Comedy,Drama,Romance   \n",
              "995         Crime,Drama,Mystery   \n",
              "998            Adventure,Comedy   \n",
              "\n",
              "                                           Description               Director  \\\n",
              "7    A has-been actor best known for playing the ti...             Sean Foley   \n",
              "22   A cold-blooded predatory couple while cruising...              Ben Young   \n",
              "25   Fiona visits Paris for the first time to assis...         Dominique Abel   \n",
              "26   In ancient India, an adventurous and daring ma...         S.S. Rajamouli   \n",
              "27   A young woman must save herself and her friend...         Phillip Guzman   \n",
              "39   Alienated, hopeful-filmmaker Pat Johnson's epi...   Patrick Read Johnson   \n",
              "42   A group of friends are going on a camping trip...          Shawn Burkett   \n",
              "47   A young girl finds herself in a reform school ...            Scott Hicks   \n",
              "49   A director (Charlize Theron) of an internation...              Sean Penn   \n",
              "61   A father and son, both coroners, are pulled in...          André Øvredal   \n",
              "70   Set during the last days of the Ottoman Empire...           Terry George   \n",
              "103  A young businessman faces a lawyer trying to p...            Oriol Paulo   \n",
              "108  A mother struggles to make a better life for h...           Katie Holmes   \n",
              "112  A dystopian love story in a Texas wasteland an...      Ana Lily Amirpour   \n",
              "117  Former wrestler Mahavir Singh Phogat and his t...          Nitesh Tiwari   \n",
              "123  In the fourth installment of the fighting fran...        Todor Chapkanov   \n",
              "139  From the moment the new reverend climbs the pu...       Martin Koolhoven   \n",
              "154  Twin Peaks before Twin Peaks (1990) and at the...            David Lynch   \n",
              "160  After a failed assassination attempt, a soldie...        Fabio Guaglione   \n",
              "172  Two estranged brothers reunite at their missin...        Jackson Stewart   \n",
              "183  Marc (Tom Hughes) is diagnosed with a disease ...              Mateo Gil   \n",
              "185  Murphy is an American living in Paris who ente...             Gaspar Noé   \n",
              "191  An unexpected affair quickly escalates into a ...           April Mullen   \n",
              "196  With the help of his new friends Alex Danyliuk...           Akan Satayev   \n",
              "209  A scientist and a teacher living in a dystopia...          Colm McCarthy   \n",
              "213  Obsessed with vengeance, a man sets out to fin...              Spike Lee   \n",
              "218  A determined young woman and a damaged occulti...             Liam Gavin   \n",
              "229  A single mom tries to break free from a myster...       Steven Shainberg   \n",
              "269  Four friends on their way to Coachella stop of...        Jeffrey G. Hunt   \n",
              "274  An orphan girl dreams of becoming a ballerina ...            Eric Summer   \n",
              "..                                                 ...                    ...   \n",
              "891  Pete and Debbie are both about to turn 40, the...            Judd Apatow   \n",
              "895  After an experimental bio-weapon is released, ...       Robert Rodriguez   \n",
              "896  In Pittsburgh, accomplished pathologist Dr. Be...        Peter Landesman   \n",
              "905  An activist gets caught up in the labor moveme...           James Franco   \n",
              "911  A young nurse takes care of elderly author who...             Oz Perkins   \n",
              "917  Based on the Jack Ketchum novel of the same na...         Gregory Wilson   \n",
              "928  Four high school students look to redefine the...            Chris McCoy   \n",
              "929  A Naval veteran arrives home from war unsettle...   Paul Thomas Anderson   \n",
              "932  A blind man who regains his vision finds himse...               Ido Fluk   \n",
              "933  A young law student blindly enters into a pact...      Christopher Smith   \n",
              "938  Irish Commandant Pat Quinlan leads a stand off...           Richie Smyth   \n",
              "939  Ryan Bingham enjoys living out of a suitcase f...          Jason Reitman   \n",
              "942  For three Border Patrol agents working a remot...            Greg Kwedar   \n",
              "945  The story revolves around the passengers of a ...      Christopher Smith   \n",
              "946  As Cecil Gaines serves eight presidents during...            Lee Daniels   \n",
              "964  The lives of three women are unexpectedly chan...           James Lapine   \n",
              "965  As an actress starts to adopt the persona of h...            David Lynch   \n",
              "966  Highly influential and a fearlessly ambitious ...           Jérôme Salle   \n",
              "967  In 1974, high-wire artist Philippe Petit recru...        Robert Zemeckis   \n",
              "968  Best friends Emily and Lesley go on a road tri...         Micheal Bafaro   \n",
              "969  Native American warrior Tonto recounts the unt...         Gore Verbinski   \n",
              "971  A teen living under house arrest becomes convi...            D.J. Caruso   \n",
              "976  Libby Day was only eight years old when her fa...  Gilles Paquet-Brenner   \n",
              "977  Guy Carter is an award-winning graduate studen...           Lisa Addario   \n",
              "978  Louis (Gaspard Ulliel), a terminally ill write...           Xavier Dolan   \n",
              "988  A young woman's quest for revenge against the ...         Pascal Laugier   \n",
              "989  A chronicle of Martin Luther King's campaign t...           Ava DuVernay   \n",
              "992  Four years after graduation, an awkward high s...          Michael Dowse   \n",
              "995  A tight-knit team of rising investigators, alo...              Billy Ray   \n",
              "998  A pair of friends embark on a mission to reuni...         Scot Armstrong   \n",
              "\n",
              "                                                Actors  Year  Runtime_Minutes  \\\n",
              "7    Essie Davis, Andrea Riseborough, Julian Barrat...  2016               89   \n",
              "22   Emma Booth, Ashleigh Cummings, Stephen Curry,S...  2016              108   \n",
              "25   Fiona Gordon, Dominique Abel,Emmanuelle Riva, ...  2016               83   \n",
              "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015              159   \n",
              "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016               99   \n",
              "39   John Francis Daley, Austin Pendleton, Colleen ...  2007              113   \n",
              "42   Brittany Blanton, Ayse Howard, Roman Jossart,N...  2016               73   \n",
              "47   Hermione Corfield, Addison Timlin, Joely Richa...  2016               91   \n",
              "49   Charlize Theron, Javier Bardem, Adèle Exarchop...  2016              130   \n",
              "61   Brian Cox, Emile Hirsch, Ophelia Lovibond, Mic...  2016               86   \n",
              "70   Oscar Isaac, Charlotte Le Bon, Christian Bale,...  2016              133   \n",
              "103  Mario Casas, Ana Wagener, José Coronado, Bárba...  2016              106   \n",
              "108  Eve Lindley, Richard Kind, Mark Consuelos, Kat...  2016              105   \n",
              "112  Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna  2016              118   \n",
              "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016              161   \n",
              "123  Scott Adkins, Teodora Duhovnikova, Alon Aboutb...  2016               86   \n",
              "139  Dakota Fanning, Guy Pearce, Kit Harington,Cari...  2016              148   \n",
              "154  Chris Isaak, Kiefer Sutherland, C.H. Evans, Sa...  2014               91   \n",
              "160  Armie Hammer, Annabelle Wallis,Tom Cullen, Cli...  2016              106   \n",
              "172  Graham Skipper, Chase Williamson, Brea Grant,B...  2016               84   \n",
              "183  Tom Hughes, Charlotte Le Bon, Oona Chaplin, Ba...  2016              112   \n",
              "185  Aomi Muyock, Karl Glusman, Klara Kristin, Juan...  2015              135   \n",
              "191  Erika Linder, Natalie Krill, Sebastian Pigott,...  2016               94   \n",
              "196  Callan McAuliffe, Lorraine Nicholson, Daniel E...  2016               95   \n",
              "209  Gemma Arterton, Glenn Close, Dominique Tipper,...  2016              111   \n",
              "213  Josh Brolin, Elizabeth Olsen, Samuel L. Jackso...  2013              104   \n",
              "218  Mark Huberman, Susan Loughnane, Steve Oram,Cat...  2016              100   \n",
              "229  Noomi Rapace, Michael Chiklis, Kerry Bishé,Pet...  2016              102   \n",
              "269  Sarah Hyland, Steven Krueger, Justin Chon, Cla...  2016               85   \n",
              "274  Elle Fanning, Dane DeHaan, Carly Rae Jepsen, M...  2016               89   \n",
              "..                                                 ...   ...              ...   \n",
              "891  Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow  2012              134   \n",
              "895  Rose McGowan, Freddy Rodríguez, Josh Brolin,Ma...  2007              105   \n",
              "896  Will Smith, Alec Baldwin, Albert Brooks, David...  2015              123   \n",
              "905  Nat Wolff, James Franco, Vincent D'Onofrio, Se...  2016              110   \n",
              "911  Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob...  2016               87   \n",
              "917  William Atherton, Blythe Auffarth, Blanche Bak...  2007               91   \n",
              "928  Zoey Deutch, Nicholas Braun, Mateo Arias, Isra...  2016               86   \n",
              "929  Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...  2012              144   \n",
              "932  Dan Stevens, Malin Akerman, Oliver Platt, Kerr...  2016               97   \n",
              "933  Tye Sheridan, Emory Cohen, Bel Powley,Stephen ...  2016               97   \n",
              "938  Jamie Dornan, Mark Strong, Jason O'Mara, Micha...  2016              108   \n",
              "939  George Clooney, Vera Farmiga, Anna Kendrick,Ja...  2009              109   \n",
              "942  Johnny Simmons, Gabriel Luna, Clifton Collins ...  2016               86   \n",
              "945  Melissa George, Joshua McIvor, Jack Taylor,Mic...  2009               99   \n",
              "946  Forest Whitaker, Oprah Winfrey, John Cusack, J...  2013              132   \n",
              "964  Viola Davis, Hayden Panettiere, Catalina Sandi...  2016              104   \n",
              "965  Laura Dern, Jeremy Irons, Justin Theroux, Karo...  2006              180   \n",
              "966  Lambert Wilson, Pierre Niney, Audrey Tautou,La...  2016              122   \n",
              "967  Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...  2015              123   \n",
              "968  Anna Hutchison, Andrea Whitburn, Jennifer Koen...  2015               83   \n",
              "969  Johnny Depp, Armie Hammer, William Fichtner,To...  2013              150   \n",
              "971  Shia LaBeouf, David Morse, Carrie-Anne Moss, S...  2007              105   \n",
              "976  Charlize Theron, Nicholas Hoult, Christina Hen...  2015              113   \n",
              "977  Jason Biggs, Janet Montgomery,Ashley Tisdale, ...  2016               92   \n",
              "978  Nathalie Baye, Vincent Cassel, Marion Cotillar...  2016               97   \n",
              "988  Morjana Alaoui, Mylène Jampanoï, Catherine Bég...  2008               99   \n",
              "989  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014              128   \n",
              "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011               97   \n",
              "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015              111   \n",
              "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014               93   \n",
              "\n",
              "     Rating   Votes  Revenue_Millions  Metascore  \n",
              "7       6.4    2490               NaN       71.0  \n",
              "22      6.7    1115               NaN       72.0  \n",
              "25      6.8     222               NaN        NaN  \n",
              "26      8.3   76193              6.50        NaN  \n",
              "27      4.7     523              0.01        NaN  \n",
              "39      7.1     241               NaN        NaN  \n",
              "42      2.7     496               NaN        NaN  \n",
              "47      5.6    5103               NaN        NaN  \n",
              "49      3.7     987               NaN       16.0  \n",
              "61      6.8   35870               NaN       65.0  \n",
              "70      5.9  149791               NaN       49.0  \n",
              "103     7.9    7204               NaN        NaN  \n",
              "108     5.8    1004               NaN       48.0  \n",
              "112     6.1     512               NaN       65.0  \n",
              "117     8.8   48969             11.15        NaN  \n",
              "123     7.4   10428               NaN        NaN  \n",
              "139     7.1   13004               NaN       44.0  \n",
              "154     8.1    1973               NaN        NaN  \n",
              "160     6.0    5926               NaN       40.0  \n",
              "172     5.2    2127               NaN       59.0  \n",
              "183     5.9    1176               NaN        NaN  \n",
              "185     6.0   24003               NaN       51.0  \n",
              "191     5.6    1445               NaN       42.0  \n",
              "196     6.3    3799               NaN        NaN  \n",
              "209     6.7   23713               NaN       67.0  \n",
              "213     5.8   54679               NaN       49.0  \n",
              "218     6.1    1703               NaN       67.0  \n",
              "229     4.8    2382               NaN       35.0  \n",
              "269     3.7    2384               NaN        NaN  \n",
              "274     6.8    4729               NaN        NaN  \n",
              "..      ...     ...               ...        ...  \n",
              "891     6.2  108156             67.52        NaN  \n",
              "895     7.1  174553               NaN       55.0  \n",
              "896     7.1   61274             34.53        NaN  \n",
              "905     6.2    1455               NaN       43.0  \n",
              "911     4.7    4204               NaN       68.0  \n",
              "917     6.7   19351               NaN       29.0  \n",
              "928     6.1    3843               NaN       86.0  \n",
              "929     7.1  112902             16.38        NaN  \n",
              "932     5.4     924               NaN       52.0  \n",
              "933     6.3    2205               NaN       46.0  \n",
              "938     7.3   14689               NaN       83.0  \n",
              "939     7.4  279694             83.81        NaN  \n",
              "942     5.8    1292               NaN       73.0  \n",
              "945     6.9   72533               NaN       66.0  \n",
              "946     7.2   93322            116.63        NaN  \n",
              "964     6.9     280               NaN       72.0  \n",
              "965     7.0   44227               NaN        NaN  \n",
              "966     6.7    1810               NaN       70.0  \n",
              "967     7.3   92378             10.14        NaN  \n",
              "968     3.5    1210               NaN       37.0  \n",
              "969     6.5  190855             89.29        NaN  \n",
              "971     6.9  193491             80.05        NaN  \n",
              "976     6.2   31634               NaN       39.0  \n",
              "977     5.0    2229               NaN       38.0  \n",
              "978     7.0   10658               NaN       48.0  \n",
              "988     7.1   63785               NaN       89.0  \n",
              "989     7.5   67637             52.07        NaN  \n",
              "992     6.3   45419              6.92        NaN  \n",
              "995     6.2   27585               NaN       45.0  \n",
              "998     5.6    4881               NaN       22.0  \n",
              "\n",
              "[162 rows x 12 columns]"
            ]
          },
          "execution_count": 151,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# show if any column has null value\n",
        "movie.isnull().sum()\n",
        "# count total number of null vlaues in the dataframe\n",
        "movie.isnull().sum().sum()\n",
        "# print those rows which has null values\n",
        "rowsNull = movie. isnull().any(axis=1)\n",
        "rowsNull = movie[rowsNull]\n",
        "rowsNull"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "88S1VsOQIzA-"
      },
      "outputs": [],
      "source": [
        "# fill null values, \n",
        "#if column is numerical than fill with means (if there is no numerical missing value in \n",
        "#data frame then don't code in this)\n",
        "movie=movie.fillna(movie.mean())\n",
        "#if column is categorical than fill with most frequent value (if there is no categorical missing value in \n",
        "#data frame then don't code in this)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SC3id2RgIzA-",
        "outputId": "52bba7e2-a981-4586-8556-426f088688b7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x13407748>"
            ]
          },
          "execution_count": 153,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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U9gsiYhgYBiiXy9Hf39/kVKBSqdDK+Nmm2+oF19wt/uau+/nCI6924Mgtn/M2bevg3LZ/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\nbPUkKgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0xda5a320>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plot histogram of the column name year in movie dataframe, which shows how many movies release in a year.\n",
        "movie['Year'].hist()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0Y5aeQtjIzA_",
        "outputId": "c43dcb38-39a1-44a5-d064-b32d4b760473"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Empty DataFrame\n",
            "Columns: [Rank, Title, Genre, Description, Director, Actors, Year, Runtime_Minutes, Rating, Votes, Revenue_Millions, Metascore]\n",
            "Index: []\n"
          ]
        }
      ],
      "source": [
        "# print the movie detail with title 'Grumpier Old Men'.\n",
        "# movie.groupby('title').Grumpier Old Men.describe()\n",
        "print(movie[movie['Title'] == \"Grumpier Old Men\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zl7sPiSqIzA_",
        "outputId": "d540dfcf-9fa5-4fa7-a0c7-b9d36c58a0b1"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rank</th>\n",
              "      <th>Title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Description</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Year</th>\n",
              "      <th>Runtime_Minutes</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Votes</th>\n",
              "      <th>Revenue_Millions</th>\n",
              "      <th>Metascore</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Guardians of the Galaxy</td>\n",
              "      <td>Action,Adventure,Sci-Fi</td>\n",
              "      <td>A group of intergalactic criminals are forced ...</td>\n",
              "      <td>James Gunn</td>\n",
              "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
              "      <td>2014</td>\n",
              "      <td>121</td>\n",
              "      <td>8.1</td>\n",
              "      <td>757074</td>\n",
              "      <td>333.13</td>\n",
              "      <td>76.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Prometheus</td>\n",
              "      <td>Adventure,Mystery,Sci-Fi</td>\n",
              "      <td>Following clues to the origin of mankind, a te...</td>\n",
              "      <td>Ridley Scott</td>\n",
              "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
              "      <td>2012</td>\n",
              "      <td>124</td>\n",
              "      <td>7.0</td>\n",
              "      <td>485820</td>\n",
              "      <td>126.46</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Split</td>\n",
              "      <td>Horror,Thriller</td>\n",
              "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
              "      <td>M. Night Shyamalan</td>\n",
              "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
              "      <td>2016</td>\n",
              "      <td>117</td>\n",
              "      <td>7.3</td>\n",
              "      <td>157606</td>\n",
              "      <td>138.12</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>Sing</td>\n",
              "      <td>Animation,Comedy,Family</td>\n",
              "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
              "      <td>Christophe Lourdelet</td>\n",
              "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
              "      <td>2016</td>\n",
              "      <td>108</td>\n",
              "      <td>7.2</td>\n",
              "      <td>60545</td>\n",
              "      <td>270.32</td>\n",
              "      <td>59.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Suicide Squad</td>\n",
              "      <td>Action,Adventure,Fantasy</td>\n",
              "      <td>A secret government agency recruits some of th...</td>\n",
              "      <td>David Ayer</td>\n",
              "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
              "      <td>2016</td>\n",
              "      <td>123</td>\n",
              "      <td>6.2</td>\n",
              "      <td>393727</td>\n",
              "      <td>325.02</td>\n",
              "      <td>40.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Rank                    Title                     Genre  \\\n",
              "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
              "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
              "2     3                    Split           Horror,Thriller   \n",
              "3     4                     Sing   Animation,Comedy,Family   \n",
              "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
              "\n",
              "                                         Description              Director  \\\n",
              "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
              "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
              "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
              "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
              "4  A secret government agency recruits some of th...            David Ayer   \n",
              "\n",
              "                                              Actors  Year  Runtime_Minutes  \\\n",
              "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014              121   \n",
              "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012              124   \n",
              "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016              117   \n",
              "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016              108   \n",
              "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016              123   \n",
              "\n",
              "   Rating   Votes  Revenue_Millions  Metascore  \n",
              "0     8.1  757074            333.13       76.0  \n",
              "1     7.0  485820            126.46       65.0  \n",
              "2     7.3  157606            138.12       62.0  \n",
              "3     7.2   60545            270.32       59.0  \n",
              "4     6.2  393727            325.02       40.0  "
            ]
          },
          "execution_count": 155,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# show those movies which are released after 1995-01-01\n",
        "new_movie = movie['Year'].astype(int)\n",
        "new_movie=movie['Year']>1995\n",
        "movie.Year.replace('Year','new_movie', inplace=True)\n",
        "movie.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UG8SfI82IzA_",
        "outputId": "daa285ed-668c-42be-ec1f-ed5c29a353e3"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rank</th>\n",
              "      <th>Title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Description</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Year</th>\n",
              "      <th>Runtime_Minutes</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Votes</th>\n",
              "      <th>Revenue_Millions</th>\n",
              "      <th>Metascore</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>919</th>\n",
              "      <td>920</td>\n",
              "      <td>The Golden Compass</td>\n",
              "      <td>Adventure,Family,Fantasy</td>\n",
              "      <td>In a parallel universe, young Lyra Belacqua jo...</td>\n",
              "      <td>Chris Weitz</td>\n",
              "      <td>Nicole Kidman, Daniel Craig, Dakota Blue Richa...</td>\n",
              "      <td>2007</td>\n",
              "      <td>113</td>\n",
              "      <td>6.1</td>\n",
              "      <td>155078</td>\n",
              "      <td>70.080000</td>\n",
              "      <td>51.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>828</th>\n",
              "      <td>829</td>\n",
              "      <td>Grindhouse</td>\n",
              "      <td>Action,Horror,Thriller</td>\n",
              "      <td>Quentin Tarantino and Robert Rodriguez's homag...</td>\n",
              "      <td>Robert Rodriguez</td>\n",
              "      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell</td>\n",
              "      <td>2007</td>\n",
              "      <td>191</td>\n",
              "      <td>7.6</td>\n",
              "      <td>160350</td>\n",
              "      <td>25.030000</td>\n",
              "      <td>58.985043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>802</th>\n",
              "      <td>803</td>\n",
              "      <td>Beowulf</td>\n",
              "      <td>Animation,Action,Adventure</td>\n",
              "      <td>The warrior Beowulf must fight and defeat the ...</td>\n",
              "      <td>Robert Zemeckis</td>\n",
              "      <td>Ray Winstone, Crispin Glover, Angelina Jolie,R...</td>\n",
              "      <td>2007</td>\n",
              "      <td>115</td>\n",
              "      <td>6.2</td>\n",
              "      <td>146566</td>\n",
              "      <td>82.160000</td>\n",
              "      <td>59.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>650</th>\n",
              "      <td>651</td>\n",
              "      <td>Sweeney Todd: The Demon Barber of Fleet Street</td>\n",
              "      <td>Drama,Horror,Musical</td>\n",
              "      <td>The infamous story of Benjamin Barker, a.k.a. ...</td>\n",
              "      <td>Tim Burton</td>\n",
              "      <td>Johnny Depp, Helena Bonham Carter, Alan Rickma...</td>\n",
              "      <td>2007</td>\n",
              "      <td>116</td>\n",
              "      <td>7.4</td>\n",
              "      <td>296289</td>\n",
              "      <td>52.880000</td>\n",
              "      <td>83.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>804</th>\n",
              "      <td>805</td>\n",
              "      <td>1408</td>\n",
              "      <td>Fantasy,Horror</td>\n",
              "      <td>A man who specializes in debunking paranormal ...</td>\n",
              "      <td>Mikael Håfström</td>\n",
              "      <td>John Cusack, Samuel L. Jackson, Mary McCormack...</td>\n",
              "      <td>2007</td>\n",
              "      <td>104</td>\n",
              "      <td>6.8</td>\n",
              "      <td>221073</td>\n",
              "      <td>71.980000</td>\n",
              "      <td>64.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>658</th>\n",
              "      <td>659</td>\n",
              "      <td>Eastern Promises</td>\n",
              "      <td>Crime,Drama,Mystery</td>\n",
              "      <td>A Russian teenager living in London who dies d...</td>\n",
              "      <td>David Cronenberg</td>\n",
              "      <td>Naomi Watts, Viggo Mortensen, Armin Mueller-St...</td>\n",
              "      <td>2007</td>\n",
              "      <td>100</td>\n",
              "      <td>7.7</td>\n",
              "      <td>198006</td>\n",
              "      <td>17.110000</td>\n",
              "      <td>82.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>858</th>\n",
              "      <td>859</td>\n",
              "      <td>The Hills Have Eyes</td>\n",
              "      <td>Horror</td>\n",
              "      <td>A suburban American family is being stalked by...</td>\n",
              "      <td>Alexandre Aja</td>\n",
              "      <td>Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie...</td>\n",
              "      <td>2006</td>\n",
              "      <td>107</td>\n",
              "      <td>6.4</td>\n",
              "      <td>136642</td>\n",
              "      <td>41.780000</td>\n",
              "      <td>52.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>815</th>\n",
              "      <td>816</td>\n",
              "      <td>Inside Man</td>\n",
              "      <td>Crime,Drama,Mystery</td>\n",
              "      <td>A police detective, a bank robber, and a high-...</td>\n",
              "      <td>Spike Lee</td>\n",
              "      <td>Denzel Washington, Clive Owen, Jodie Foster,Ch...</td>\n",
              "      <td>2006</td>\n",
              "      <td>129</td>\n",
              "      <td>7.6</td>\n",
              "      <td>285441</td>\n",
              "      <td>88.500000</td>\n",
              "      <td>76.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>869</th>\n",
              "      <td>870</td>\n",
              "      <td>Mission: Impossible III</td>\n",
              "      <td>Action,Adventure,Thriller</td>\n",
              "      <td>Agent Ethan Hunt comes into conflict with a da...</td>\n",
              "      <td>J.J. Abrams</td>\n",
              "      <td>Tom Cruise, Michelle Monaghan, Ving Rhames, Ph...</td>\n",
              "      <td>2006</td>\n",
              "      <td>126</td>\n",
              "      <td>6.9</td>\n",
              "      <td>270429</td>\n",
              "      <td>133.380000</td>\n",
              "      <td>66.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>831</td>\n",
              "      <td>Rocky Balboa</td>\n",
              "      <td>Drama,Sport</td>\n",
              "      <td>Thirty years after the ring of the first bell,...</td>\n",
              "      <td>Sylvester Stallone</td>\n",
              "      <td>Sylvester Stallone, Antonio Tarver, Milo Venti...</td>\n",
              "      <td>2006</td>\n",
              "      <td>102</td>\n",
              "      <td>7.2</td>\n",
              "      <td>171356</td>\n",
              "      <td>70.270000</td>\n",
              "      <td>63.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>308</th>\n",
              "      <td>309</td>\n",
              "      <td>The Fast and the Furious: Tokyo Drift</td>\n",
              "      <td>Action,Crime,Thriller</td>\n",
              "      <td>A teenager becomes a major competitor in the w...</td>\n",
              "      <td>Justin Lin</td>\n",
              "      <td>Lucas Black, Zachery Ty Bryan, Shad Moss, Dami...</td>\n",
              "      <td>2006</td>\n",
              "      <td>104</td>\n",
              "      <td>6.0</td>\n",
              "      <td>193479</td>\n",
              "      <td>62.490000</td>\n",
              "      <td>45.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>298</td>\n",
              "      <td>The Devil Wears Prada</td>\n",
              "      <td>Comedy,Drama</td>\n",
              "      <td>A smart but sensible new graduate lands a job ...</td>\n",
              "      <td>David Frankel</td>\n",
              "      <td>Anne Hathaway, Meryl Streep, Adrian Grenier, E...</td>\n",
              "      <td>2006</td>\n",
              "      <td>109</td>\n",
              "      <td>6.8</td>\n",
              "      <td>302268</td>\n",
              "      <td>124.730000</td>\n",
              "      <td>62.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>773</th>\n",
              "      <td>774</td>\n",
              "      <td>Lady in the Water</td>\n",
              "      <td>Drama,Fantasy,Mystery</td>\n",
              "      <td>Apartment building superintendent Cleveland He...</td>\n",
              "      <td>M. Night Shyamalan</td>\n",
              "      <td>Paul Giamatti, Bryce Dallas Howard, Jeffrey Wr...</td>\n",
              "      <td>2006</td>\n",
              "      <td>110</td>\n",
              "      <td>5.6</td>\n",
              "      <td>82701</td>\n",
              "      <td>42.270000</td>\n",
              "      <td>36.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>774</th>\n",
              "      <td>775</td>\n",
              "      <td>The Fountain</td>\n",
              "      <td>Drama,Sci-Fi</td>\n",
              "      <td>As a modern-day scientist, Tommy is struggling...</td>\n",
              "      <td>Darren Aronofsky</td>\n",
              "      <td>Hugh Jackman, Rachel Weisz, Sean Patrick Thoma...</td>\n",
              "      <td>2006</td>\n",
              "      <td>96</td>\n",
              "      <td>7.3</td>\n",
              "      <td>199193</td>\n",
              "      <td>10.140000</td>\n",
              "      <td>51.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>165</td>\n",
              "      <td>Casino Royale</td>\n",
              "      <td>Action,Adventure,Thriller</td>\n",
              "      <td>Armed with a licence to kill, Secret Agent Jam...</td>\n",
              "      <td>Martin Campbell</td>\n",
              "      <td>Daniel Craig, Eva Green, Judi Dench, Jeffrey W...</td>\n",
              "      <td>2006</td>\n",
              "      <td>144</td>\n",
              "      <td>8.0</td>\n",
              "      <td>495106</td>\n",
              "      <td>167.010000</td>\n",
              "      <td>80.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>532</th>\n",
              "      <td>533</td>\n",
              "      <td>Deja Vu</td>\n",
              "      <td>Action,Sci-Fi,Thriller</td>\n",
              "      <td>After a ferry is bombed in New Orleans, an A.T...</td>\n",
              "      <td>Tony Scott</td>\n",
              "      <td>Denzel Washington, Paula Patton, Jim Caviezel,...</td>\n",
              "      <td>2006</td>\n",
              "      <td>126</td>\n",
              "      <td>7.0</td>\n",
              "      <td>253858</td>\n",
              "      <td>82.956376</td>\n",
              "      <td>58.985043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>530</th>\n",
              "      <td>531</td>\n",
              "      <td>A Good Year</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>A British investment broker inherits his uncle...</td>\n",
              "      <td>Ridley Scott</td>\n",
              "      <td>Russell Crowe, Abbie Cornish, Albert Finney, M...</td>\n",
              "      <td>2006</td>\n",
              "      <td>117</td>\n",
              "      <td>6.9</td>\n",
              "      <td>74674</td>\n",
              "      <td>7.460000</td>\n",
              "      <td>47.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>796</th>\n",
              "      <td>797</td>\n",
              "      <td>Rescue Dawn</td>\n",
              "      <td>Adventure,Biography,Drama</td>\n",
              "      <td>A U.S. fighter pilot's epic struggle of surviv...</td>\n",
              "      <td>Werner Herzog</td>\n",
              "      <td>Christian Bale, Steve Zahn, Jeremy Davies, Zac...</td>\n",
              "      <td>2006</td>\n",
              "      <td>120</td>\n",
              "      <td>7.3</td>\n",
              "      <td>87887</td>\n",
              "      <td>5.480000</td>\n",
              "      <td>77.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>550</th>\n",
              "      <td>551</td>\n",
              "      <td>The Break-Up</td>\n",
              "      <td>Comedy,Drama,Romance</td>\n",
              "      <td>In a bid to keep their luxurious condo from th...</td>\n",
              "      <td>Peyton Reed</td>\n",
              "      <td>Jennifer Aniston, Vince Vaughn, Jon Favreau, J...</td>\n",
              "      <td>2006</td>\n",
              "      <td>106</td>\n",
              "      <td>5.8</td>\n",
              "      <td>106381</td>\n",
              "      <td>118.680000</td>\n",
              "      <td>45.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>445</th>\n",
              "      <td>446</td>\n",
              "      <td>Silent Hill</td>\n",
              "      <td>Adventure,Horror,Mystery</td>\n",
              "      <td>A woman, Rose, goes in search for her adopted ...</td>\n",
              "      <td>Christophe Gans</td>\n",
              "      <td>Radha Mitchell, Laurie Holden, Sean Bean,Debor...</td>\n",
              "      <td>2006</td>\n",
              "      <td>125</td>\n",
              "      <td>6.6</td>\n",
              "      <td>184152</td>\n",
              "      <td>46.980000</td>\n",
              "      <td>58.985043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>924</th>\n",
              "      <td>925</td>\n",
              "      <td>Superman Returns</td>\n",
              "      <td>Action,Adventure,Sci-Fi</td>\n",
              "      <td>Superman reappears after a long absence, but i...</td>\n",
              "      <td>Bryan Singer</td>\n",
              "      <td>Brandon Routh, Kevin Spacey, Kate Bosworth, Ja...</td>\n",
              "      <td>2006</td>\n",
              "      <td>154</td>\n",
              "      <td>6.1</td>\n",
              "      <td>246797</td>\n",
              "      <td>200.070000</td>\n",
              "      <td>72.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>733</th>\n",
              "      <td>734</td>\n",
              "      <td>The Da Vinci Code</td>\n",
              "      <td>Mystery,Thriller</td>\n",
              "      <td>A murder inside the Louvre and clues in Da Vin...</td>\n",
              "      <td>Ron Howard</td>\n",
              "      <td>Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen</td>\n",
              "      <td>2006</td>\n",
              "      <td>149</td>\n",
              "      <td>6.6</td>\n",
              "      <td>338280</td>\n",
              "      <td>217.540000</td>\n",
              "      <td>46.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>901</th>\n",
              "      <td>902</td>\n",
              "      <td>Snakes on a Plane</td>\n",
              "      <td>Action,Adventure,Crime</td>\n",
              "      <td>An FBI agent takes on a plane full of deadly a...</td>\n",
              "      <td>David R. Ellis</td>\n",
              "      <td>Samuel L. Jackson, Julianna Margulies, Nathan ...</td>\n",
              "      <td>2006</td>\n",
              "      <td>105</td>\n",
              "      <td>5.6</td>\n",
              "      <td>118905</td>\n",
              "      <td>34.010000</td>\n",
              "      <td>58.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>471</th>\n",
              "      <td>472</td>\n",
              "      <td>Marie Antoinette</td>\n",
              "      <td>Biography,Drama,History</td>\n",
              "      <td>The retelling of France's iconic but ill-fated...</td>\n",
              "      <td>Sofia Coppola</td>\n",
              "      <td>Kirsten Dunst, Jason Schwartzman, Rip Torn, Ju...</td>\n",
              "      <td>2006</td>\n",
              "      <td>123</td>\n",
              "      <td>6.4</td>\n",
              "      <td>83941</td>\n",
              "      <td>15.960000</td>\n",
              "      <td>65.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>632</th>\n",
              "      <td>633</td>\n",
              "      <td>The Host</td>\n",
              "      <td>Comedy,Drama,Horror</td>\n",
              "      <td>A monster emerges from Seoul's Han River and f...</td>\n",
              "      <td>Bong Joon Ho</td>\n",
              "      <td>Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doon...</td>\n",
              "      <td>2006</td>\n",
              "      <td>120</td>\n",
              "      <td>7.0</td>\n",
              "      <td>73491</td>\n",
              "      <td>2.200000</td>\n",
              "      <td>85.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>476</th>\n",
              "      <td>477</td>\n",
              "      <td>The Lives of Others</td>\n",
              "      <td>Drama,Thriller</td>\n",
              "      <td>In 1984 East Berlin, an agent of the secret po...</td>\n",
              "      <td>Florian Henckel von Donnersmarck</td>\n",
              "      <td>Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...</td>\n",
              "      <td>2006</td>\n",
              "      <td>137</td>\n",
              "      <td>8.5</td>\n",
              "      <td>278103</td>\n",
              "      <td>11.280000</td>\n",
              "      <td>89.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>626</th>\n",
              "      <td>627</td>\n",
              "      <td>X-Men: The Last Stand</td>\n",
              "      <td>Action,Adventure,Fantasy</td>\n",
              "      <td>When a cure is found to treat mutations, lines...</td>\n",
              "      <td>Brett Ratner</td>\n",
              "      <td>Patrick Stewart, Hugh Jackman, Halle Berry, Fa...</td>\n",
              "      <td>2006</td>\n",
              "      <td>104</td>\n",
              "      <td>6.7</td>\n",
              "      <td>406540</td>\n",
              "      <td>234.360000</td>\n",
              "      <td>58.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>918</th>\n",
              "      <td>919</td>\n",
              "      <td>Perfume: The Story of a Murderer</td>\n",
              "      <td>Crime,Drama,Fantasy</td>\n",
              "      <td>Jean-Baptiste Grenouille, born with a superior...</td>\n",
              "      <td>Tom Tykwer</td>\n",
              "      <td>Ben Whishaw, Dustin Hoffman, Alan Rickman,Fran...</td>\n",
              "      <td>2006</td>\n",
              "      <td>147</td>\n",
              "      <td>7.5</td>\n",
              "      <td>199387</td>\n",
              "      <td>2.210000</td>\n",
              "      <td>56.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>935</th>\n",
              "      <td>936</td>\n",
              "      <td>Talladega Nights: The Ballad of Ricky Bobby</td>\n",
              "      <td>Action,Comedy,Sport</td>\n",
              "      <td>#1 NASCAR driver Ricky Bobby stays atop the he...</td>\n",
              "      <td>Adam McKay</td>\n",
              "      <td>Will Ferrell, John C. Reilly, Sacha Baron Cohe...</td>\n",
              "      <td>2006</td>\n",
              "      <td>108</td>\n",
              "      <td>6.6</td>\n",
              "      <td>137502</td>\n",
              "      <td>148.210000</td>\n",
              "      <td>66.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>247</td>\n",
              "      <td>Children of Men</td>\n",
              "      <td>Drama,Sci-Fi,Thriller</td>\n",
              "      <td>In 2027, in a chaotic world in which women hav...</td>\n",
              "      <td>Alfonso Cuarón</td>\n",
              "      <td>Julianne Moore, Clive Owen, Chiwetel Ejiofor,M...</td>\n",
              "      <td>2006</td>\n",
              "      <td>109</td>\n",
              "      <td>7.9</td>\n",
              "      <td>382910</td>\n",
              "      <td>35.290000</td>\n",
              "      <td>84.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>100</td>\n",
              "      <td>The Departed</td>\n",
              "      <td>Crime,Drama,Thriller</td>\n",
              "      <td>An undercover cop and a mole in the police att...</td>\n",
              "      <td>Martin Scorsese</td>\n",
              "      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson,...</td>\n",
              "      <td>2006</td>\n",
              "      <td>151</td>\n",
              "      <td>8.5</td>\n",
              "      <td>937414</td>\n",
              "      <td>132.370000</td>\n",
              "      <td>85.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>233</td>\n",
              "      <td>Apocalypto</td>\n",
              "      <td>Action,Adventure,Drama</td>\n",
              "      <td>As the Mayan kingdom faces its decline, the ru...</td>\n",
              "      <td>Mel Gibson</td>\n",
              "      <td>Gerardo Taracena, Raoul Max Trujillo, Dalia He...</td>\n",
              "      <td>2006</td>\n",
              "      <td>139</td>\n",
              "      <td>7.8</td>\n",
              "      <td>247926</td>\n",
              "      <td>50.860000</td>\n",
              "      <td>68.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>908</th>\n",
              "      <td>909</td>\n",
              "      <td>Slither</td>\n",
              "      <td>Comedy,Horror,Sci-Fi</td>\n",
              "      <td>A small town is taken over by an alien plague,...</td>\n",
              "      <td>James Gunn</td>\n",
              "      <td>Nathan Fillion, Elizabeth Banks, Michael Rooke...</td>\n",
              "      <td>2006</td>\n",
              "      <td>95</td>\n",
              "      <td>6.5</td>\n",
              "      <td>64351</td>\n",
              "      <td>7.770000</td>\n",
              "      <td>69.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>320</th>\n",
              "      <td>321</td>\n",
              "      <td>Step Up</td>\n",
              "      <td>Crime,Drama,Music</td>\n",
              "      <td>Tyler Gage receives the opportunity of a lifet...</td>\n",
              "      <td>Anne Fletcher</td>\n",
              "      <td>Channing Tatum, Jenna Dewan Tatum, Damaine Rad...</td>\n",
              "      <td>2006</td>\n",
              "      <td>104</td>\n",
              "      <td>6.5</td>\n",
              "      <td>95960</td>\n",
              "      <td>65.270000</td>\n",
              "      <td>48.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>669</th>\n",
              "      <td>670</td>\n",
              "      <td>Blood Diamond</td>\n",
              "      <td>Adventure,Drama,Thriller</td>\n",
              "      <td>A fisherman, a smuggler, and a syndicate of bu...</td>\n",
              "      <td>Edward Zwick</td>\n",
              "      <td>Leonardo DiCaprio, Djimon Hounsou, Jennifer Co...</td>\n",
              "      <td>2006</td>\n",
              "      <td>143</td>\n",
              "      <td>8.0</td>\n",
              "      <td>422014</td>\n",
              "      <td>57.370000</td>\n",
              "      <td>64.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>79</td>\n",
              "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
              "      <td>Action,Adventure,Fantasy</td>\n",
              "      <td>Jack Sparrow races to recover the heart of Dav...</td>\n",
              "      <td>Gore Verbinski</td>\n",
              "      <td>Johnny Depp, Orlando Bloom, Keira Knightley, J...</td>\n",
              "      <td>2006</td>\n",
              "      <td>151</td>\n",
              "      <td>7.3</td>\n",
              "      <td>552027</td>\n",
              "      <td>423.030000</td>\n",
              "      <td>53.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>65</td>\n",
              "      <td>The Prestige</td>\n",
              "      <td>Drama,Mystery,Sci-Fi</td>\n",
              "      <td>Two stage magicians engage in competitive one-...</td>\n",
              "      <td>Christopher Nolan</td>\n",
              "      <td>Christian Bale, Hugh Jackman, Scarlett Johanss...</td>\n",
              "      <td>2006</td>\n",
              "      <td>130</td>\n",
              "      <td>8.5</td>\n",
              "      <td>913152</td>\n",
              "      <td>53.080000</td>\n",
              "      <td>66.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>593</th>\n",
              "      <td>594</td>\n",
              "      <td>She's the Man</td>\n",
              "      <td>Comedy,Romance,Sport</td>\n",
              "      <td>When her brother decides to ditch for a couple...</td>\n",
              "      <td>Andy Fickman</td>\n",
              "      <td>Amanda Bynes, Laura Ramsey, Channing Tatum,Vin...</td>\n",
              "      <td>2006</td>\n",
              "      <td>105</td>\n",
              "      <td>6.4</td>\n",
              "      <td>122864</td>\n",
              "      <td>2.340000</td>\n",
              "      <td>45.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>222</td>\n",
              "      <td>Cars</td>\n",
              "      <td>Animation,Adventure,Comedy</td>\n",
              "      <td>A hot-shot race-car named Lightning McQueen ge...</td>\n",
              "      <td>John Lasseter</td>\n",
              "      <td>Owen Wilson, Bonnie Hunt, Paul Newman, Larry t...</td>\n",
              "      <td>2006</td>\n",
              "      <td>117</td>\n",
              "      <td>7.1</td>\n",
              "      <td>283445</td>\n",
              "      <td>244.050000</td>\n",
              "      <td>73.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>897</th>\n",
              "      <td>898</td>\n",
              "      <td>The Fall</td>\n",
              "      <td>Adventure,Comedy,Drama</td>\n",
              "      <td>In a hospital on the outskirts of 1920s Los An...</td>\n",
              "      <td>Tarsem Singh</td>\n",
              "      <td>Lee Pace, Catinca Untaru, Justine Waddell, Kim...</td>\n",
              "      <td>2006</td>\n",
              "      <td>117</td>\n",
              "      <td>7.9</td>\n",
              "      <td>93036</td>\n",
              "      <td>2.280000</td>\n",
              "      <td>64.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>114</td>\n",
              "      <td>300</td>\n",
              "      <td>Action,Fantasy,War</td>\n",
              "      <td>King Leonidas of Sparta and a force of 300 men...</td>\n",
              "      <td>Zack Snyder</td>\n",
              "      <td>Gerard Butler, Lena Headey, David Wenham, Domi...</td>\n",
              "      <td>2006</td>\n",
              "      <td>117</td>\n",
              "      <td>7.7</td>\n",
              "      <td>637104</td>\n",
              "      <td>210.590000</td>\n",
              "      <td>52.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>573</th>\n",
              "      <td>574</td>\n",
              "      <td>Little Miss Sunshine</td>\n",
              "      <td>Comedy,Drama</td>\n",
              "      <td>A family determined to get their young daughte...</td>\n",
              "      <td>Jonathan Dayton</td>\n",
              "      <td>Steve Carell, Toni Collette, Greg Kinnear, Abi...</td>\n",
              "      <td>2006</td>\n",
              "      <td>101</td>\n",
              "      <td>7.8</td>\n",
              "      <td>374044</td>\n",
              "      <td>59.890000</td>\n",
              "      <td>80.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>959</th>\n",
              "      <td>960</td>\n",
              "      <td>Lucky Number Slevin</td>\n",
              "      <td>Crime,Drama,Mystery</td>\n",
              "      <td>A case of mistaken identity lands Slevin into ...</td>\n",
              "      <td>Paul McGuigan</td>\n",
              "      <td>Josh Hartnett, Ben Kingsley, Morgan Freeman, L...</td>\n",
              "      <td>2006</td>\n",
              "      <td>110</td>\n",
              "      <td>7.8</td>\n",
              "      <td>271940</td>\n",
              "      <td>22.490000</td>\n",
              "      <td>53.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>885</th>\n",
              "      <td>886</td>\n",
              "      <td>Babel</td>\n",
              "      <td>Drama</td>\n",
              "      <td>Tragedy strikes a married couple on vacation i...</td>\n",
              "      <td>Alejandro González Iñárritu</td>\n",
              "      <td>Brad Pitt, Cate Blanchett, Gael García Bernal,...</td>\n",
              "      <td>2006</td>\n",
              "      <td>143</td>\n",
              "      <td>7.5</td>\n",
              "      <td>253417</td>\n",
              "      <td>34.300000</td>\n",
              "      <td>69.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>640</th>\n",
              "      <td>641</td>\n",
              "      <td>The Pursuit of Happyness</td>\n",
              "      <td>Biography,Drama</td>\n",
              "      <td>A struggling salesman takes custody of his son...</td>\n",
              "      <td>Gabriele Muccino</td>\n",
              "      <td>Will Smith, Thandie Newton, Jaden Smith, Brian...</td>\n",
              "      <td>2006</td>\n",
              "      <td>117</td>\n",
              "      <td>8.0</td>\n",
              "      <td>361105</td>\n",
              "      <td>162.590000</td>\n",
              "      <td>64.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>715</th>\n",
              "      <td>716</td>\n",
              "      <td>Happy Feet</td>\n",
              "      <td>Animation,Comedy,Family</td>\n",
              "      <td>Into the world of the Emperor Penguins, who fi...</td>\n",
              "      <td>George Miller</td>\n",
              "      <td>Elijah Wood, Brittany Murphy, Hugh Jackman, Ro...</td>\n",
              "      <td>2006</td>\n",
              "      <td>108</td>\n",
              "      <td>6.5</td>\n",
              "      <td>141141</td>\n",
              "      <td>197.990000</td>\n",
              "      <td>77.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>727</th>\n",
              "      <td>728</td>\n",
              "      <td>The Illusionist</td>\n",
              "      <td>Drama,Mystery,Romance</td>\n",
              "      <td>In turn-of-the-century Vienna, a magician uses...</td>\n",
              "      <td>Neil Burger</td>\n",
              "      <td>Edward Norton, Jessica Biel, Paul Giamatti, Ru...</td>\n",
              "      <td>2006</td>\n",
              "      <td>110</td>\n",
              "      <td>7.6</td>\n",
              "      <td>309934</td>\n",
              "      <td>39.830000</td>\n",
              "      <td>68.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>965</th>\n",
              "      <td>966</td>\n",
              "      <td>Inland Empire</td>\n",
              "      <td>Drama,Mystery,Thriller</td>\n",
              "      <td>As an actress starts to adopt the persona of h...</td>\n",
              "      <td>David Lynch</td>\n",
              "      <td>Laura Dern, Jeremy Irons, Justin Theroux, Karo...</td>\n",
              "      <td>2006</td>\n",
              "      <td>180</td>\n",
              "      <td>7.0</td>\n",
              "      <td>44227</td>\n",
              "      <td>82.956376</td>\n",
              "      <td>58.985043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>559</th>\n",
              "      <td>560</td>\n",
              "      <td>Idiocracy</td>\n",
              "      <td>Adventure,Comedy,Sci-Fi</td>\n",
              "      <td>Private Joe Bauers, the definition of \"average...</td>\n",
              "      <td>Mike Judge</td>\n",
              "      <td>Luke Wilson, Maya Rudolph, Dax Shepard, Terry ...</td>\n",
              "      <td>2006</td>\n",
              "      <td>84</td>\n",
              "      <td>6.6</td>\n",
              "      <td>115355</td>\n",
              "      <td>0.440000</td>\n",
              "      <td>66.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>231</td>\n",
              "      <td>Pan's Labyrinth</td>\n",
              "      <td>Drama,Fantasy,War</td>\n",
              "      <td>In the falangist Spain of 1944, the bookish yo...</td>\n",
              "      <td>Guillermo del Toro</td>\n",
              "      <td>Ivana Baquero, Ariadna Gil, Sergi López,Maribe...</td>\n",
              "      <td>2006</td>\n",
              "      <td>118</td>\n",
              "      <td>8.2</td>\n",
              "      <td>498879</td>\n",
              "      <td>37.620000</td>\n",
              "      <td>98.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Rank                                           Title  \\\n",
              "919   920                              The Golden Compass   \n",
              "828   829                                      Grindhouse   \n",
              "802   803                                         Beowulf   \n",
              "650   651  Sweeney Todd: The Demon Barber of Fleet Street   \n",
              "804   805                                            1408   \n",
              "658   659                                Eastern Promises   \n",
              "858   859                             The Hills Have Eyes   \n",
              "815   816                                      Inside Man   \n",
              "869   870                         Mission: Impossible III   \n",
              "830   831                                    Rocky Balboa   \n",
              "308   309           The Fast and the Furious: Tokyo Drift   \n",
              "297   298                           The Devil Wears Prada   \n",
              "773   774                               Lady in the Water   \n",
              "774   775                                    The Fountain   \n",
              "164   165                                   Casino Royale   \n",
              "532   533                                         Deja Vu   \n",
              "530   531                                     A Good Year   \n",
              "796   797                                     Rescue Dawn   \n",
              "550   551                                    The Break-Up   \n",
              "445   446                                     Silent Hill   \n",
              "924   925                                Superman Returns   \n",
              "733   734                               The Da Vinci Code   \n",
              "901   902                               Snakes on a Plane   \n",
              "471   472                                Marie Antoinette   \n",
              "632   633                                        The Host   \n",
              "476   477                             The Lives of Others   \n",
              "626   627                           X-Men: The Last Stand   \n",
              "918   919                Perfume: The Story of a Murderer   \n",
              "935   936     Talladega Nights: The Ballad of Ricky Bobby   \n",
              "246   247                                 Children of Men   \n",
              "99    100                                    The Departed   \n",
              "232   233                                      Apocalypto   \n",
              "908   909                                         Slither   \n",
              "320   321                                         Step Up   \n",
              "669   670                                   Blood Diamond   \n",
              "78     79      Pirates of the Caribbean: Dead Man's Chest   \n",
              "64     65                                    The Prestige   \n",
              "593   594                                   She's the Man   \n",
              "221   222                                            Cars   \n",
              "897   898                                        The Fall   \n",
              "113   114                                             300   \n",
              "573   574                            Little Miss Sunshine   \n",
              "959   960                             Lucky Number Slevin   \n",
              "885   886                                           Babel   \n",
              "640   641                        The Pursuit of Happyness   \n",
              "715   716                                      Happy Feet   \n",
              "727   728                                 The Illusionist   \n",
              "965   966                                   Inland Empire   \n",
              "559   560                                       Idiocracy   \n",
              "230   231                                 Pan's Labyrinth   \n",
              "\n",
              "                          Genre  \\\n",
              "919    Adventure,Family,Fantasy   \n",
              "828      Action,Horror,Thriller   \n",
              "802  Animation,Action,Adventure   \n",
              "650        Drama,Horror,Musical   \n",
              "804              Fantasy,Horror   \n",
              "658         Crime,Drama,Mystery   \n",
              "858                      Horror   \n",
              "815         Crime,Drama,Mystery   \n",
              "869   Action,Adventure,Thriller   \n",
              "830                 Drama,Sport   \n",
              "308       Action,Crime,Thriller   \n",
              "297                Comedy,Drama   \n",
              "773       Drama,Fantasy,Mystery   \n",
              "774                Drama,Sci-Fi   \n",
              "164   Action,Adventure,Thriller   \n",
              "532      Action,Sci-Fi,Thriller   \n",
              "530        Comedy,Drama,Romance   \n",
              "796   Adventure,Biography,Drama   \n",
              "550        Comedy,Drama,Romance   \n",
              "445    Adventure,Horror,Mystery   \n",
              "924     Action,Adventure,Sci-Fi   \n",
              "733            Mystery,Thriller   \n",
              "901      Action,Adventure,Crime   \n",
              "471     Biography,Drama,History   \n",
              "632         Comedy,Drama,Horror   \n",
              "476              Drama,Thriller   \n",
              "626    Action,Adventure,Fantasy   \n",
              "918         Crime,Drama,Fantasy   \n",
              "935         Action,Comedy,Sport   \n",
              "246       Drama,Sci-Fi,Thriller   \n",
              "99         Crime,Drama,Thriller   \n",
              "232      Action,Adventure,Drama   \n",
              "908        Comedy,Horror,Sci-Fi   \n",
              "320           Crime,Drama,Music   \n",
              "669    Adventure,Drama,Thriller   \n",
              "78     Action,Adventure,Fantasy   \n",
              "64         Drama,Mystery,Sci-Fi   \n",
              "593        Comedy,Romance,Sport   \n",
              "221  Animation,Adventure,Comedy   \n",
              "897      Adventure,Comedy,Drama   \n",
              "113          Action,Fantasy,War   \n",
              "573                Comedy,Drama   \n",
              "959         Crime,Drama,Mystery   \n",
              "885                       Drama   \n",
              "640             Biography,Drama   \n",
              "715     Animation,Comedy,Family   \n",
              "727       Drama,Mystery,Romance   \n",
              "965      Drama,Mystery,Thriller   \n",
              "559     Adventure,Comedy,Sci-Fi   \n",
              "230           Drama,Fantasy,War   \n",
              "\n",
              "                                           Description  \\\n",
              "919  In a parallel universe, young Lyra Belacqua jo...   \n",
              "828  Quentin Tarantino and Robert Rodriguez's homag...   \n",
              "802  The warrior Beowulf must fight and defeat the ...   \n",
              "650  The infamous story of Benjamin Barker, a.k.a. ...   \n",
              "804  A man who specializes in debunking paranormal ...   \n",
              "658  A Russian teenager living in London who dies d...   \n",
              "858  A suburban American family is being stalked by...   \n",
              "815  A police detective, a bank robber, and a high-...   \n",
              "869  Agent Ethan Hunt comes into conflict with a da...   \n",
              "830  Thirty years after the ring of the first bell,...   \n",
              "308  A teenager becomes a major competitor in the w...   \n",
              "297  A smart but sensible new graduate lands a job ...   \n",
              "773  Apartment building superintendent Cleveland He...   \n",
              "774  As a modern-day scientist, Tommy is struggling...   \n",
              "164  Armed with a licence to kill, Secret Agent Jam...   \n",
              "532  After a ferry is bombed in New Orleans, an A.T...   \n",
              "530  A British investment broker inherits his uncle...   \n",
              "796  A U.S. fighter pilot's epic struggle of surviv...   \n",
              "550  In a bid to keep their luxurious condo from th...   \n",
              "445  A woman, Rose, goes in search for her adopted ...   \n",
              "924  Superman reappears after a long absence, but i...   \n",
              "733  A murder inside the Louvre and clues in Da Vin...   \n",
              "901  An FBI agent takes on a plane full of deadly a...   \n",
              "471  The retelling of France's iconic but ill-fated...   \n",
              "632  A monster emerges from Seoul's Han River and f...   \n",
              "476  In 1984 East Berlin, an agent of the secret po...   \n",
              "626  When a cure is found to treat mutations, lines...   \n",
              "918  Jean-Baptiste Grenouille, born with a superior...   \n",
              "935  #1 NASCAR driver Ricky Bobby stays atop the he...   \n",
              "246  In 2027, in a chaotic world in which women hav...   \n",
              "99   An undercover cop and a mole in the police att...   \n",
              "232  As the Mayan kingdom faces its decline, the ru...   \n",
              "908  A small town is taken over by an alien plague,...   \n",
              "320  Tyler Gage receives the opportunity of a lifet...   \n",
              "669  A fisherman, a smuggler, and a syndicate of bu...   \n",
              "78   Jack Sparrow races to recover the heart of Dav...   \n",
              "64   Two stage magicians engage in competitive one-...   \n",
              "593  When her brother decides to ditch for a couple...   \n",
              "221  A hot-shot race-car named Lightning McQueen ge...   \n",
              "897  In a hospital on the outskirts of 1920s Los An...   \n",
              "113  King Leonidas of Sparta and a force of 300 men...   \n",
              "573  A family determined to get their young daughte...   \n",
              "959  A case of mistaken identity lands Slevin into ...   \n",
              "885  Tragedy strikes a married couple on vacation i...   \n",
              "640  A struggling salesman takes custody of his son...   \n",
              "715  Into the world of the Emperor Penguins, who fi...   \n",
              "727  In turn-of-the-century Vienna, a magician uses...   \n",
              "965  As an actress starts to adopt the persona of h...   \n",
              "559  Private Joe Bauers, the definition of \"average...   \n",
              "230  In the falangist Spain of 1944, the bookish yo...   \n",
              "\n",
              "                             Director  \\\n",
              "919                       Chris Weitz   \n",
              "828                  Robert Rodriguez   \n",
              "802                   Robert Zemeckis   \n",
              "650                        Tim Burton   \n",
              "804                   Mikael Håfström   \n",
              "658                  David Cronenberg   \n",
              "858                     Alexandre Aja   \n",
              "815                         Spike Lee   \n",
              "869                       J.J. Abrams   \n",
              "830                Sylvester Stallone   \n",
              "308                        Justin Lin   \n",
              "297                     David Frankel   \n",
              "773                M. Night Shyamalan   \n",
              "774                  Darren Aronofsky   \n",
              "164                   Martin Campbell   \n",
              "532                        Tony Scott   \n",
              "530                      Ridley Scott   \n",
              "796                     Werner Herzog   \n",
              "550                       Peyton Reed   \n",
              "445                   Christophe Gans   \n",
              "924                      Bryan Singer   \n",
              "733                        Ron Howard   \n",
              "901                    David R. Ellis   \n",
              "471                     Sofia Coppola   \n",
              "632                      Bong Joon Ho   \n",
              "476  Florian Henckel von Donnersmarck   \n",
              "626                      Brett Ratner   \n",
              "918                        Tom Tykwer   \n",
              "935                        Adam McKay   \n",
              "246                    Alfonso Cuarón   \n",
              "99                    Martin Scorsese   \n",
              "232                        Mel Gibson   \n",
              "908                        James Gunn   \n",
              "320                     Anne Fletcher   \n",
              "669                      Edward Zwick   \n",
              "78                     Gore Verbinski   \n",
              "64                  Christopher Nolan   \n",
              "593                      Andy Fickman   \n",
              "221                     John Lasseter   \n",
              "897                      Tarsem Singh   \n",
              "113                       Zack Snyder   \n",
              "573                   Jonathan Dayton   \n",
              "959                     Paul McGuigan   \n",
              "885       Alejandro González Iñárritu   \n",
              "640                  Gabriele Muccino   \n",
              "715                     George Miller   \n",
              "727                       Neil Burger   \n",
              "965                       David Lynch   \n",
              "559                        Mike Judge   \n",
              "230                Guillermo del Toro   \n",
              "\n",
              "                                                Actors  Year  Runtime_Minutes  \\\n",
              "919  Nicole Kidman, Daniel Craig, Dakota Blue Richa...  2007              113   \n",
              "828  Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell  2007              191   \n",
              "802  Ray Winstone, Crispin Glover, Angelina Jolie,R...  2007              115   \n",
              "650  Johnny Depp, Helena Bonham Carter, Alan Rickma...  2007              116   \n",
              "804  John Cusack, Samuel L. Jackson, Mary McCormack...  2007              104   \n",
              "658  Naomi Watts, Viggo Mortensen, Armin Mueller-St...  2007              100   \n",
              "858  Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie...  2006              107   \n",
              "815  Denzel Washington, Clive Owen, Jodie Foster,Ch...  2006              129   \n",
              "869  Tom Cruise, Michelle Monaghan, Ving Rhames, Ph...  2006              126   \n",
              "830  Sylvester Stallone, Antonio Tarver, Milo Venti...  2006              102   \n",
              "308  Lucas Black, Zachery Ty Bryan, Shad Moss, Dami...  2006              104   \n",
              "297  Anne Hathaway, Meryl Streep, Adrian Grenier, E...  2006              109   \n",
              "773  Paul Giamatti, Bryce Dallas Howard, Jeffrey Wr...  2006              110   \n",
              "774  Hugh Jackman, Rachel Weisz, Sean Patrick Thoma...  2006               96   \n",
              "164  Daniel Craig, Eva Green, Judi Dench, Jeffrey W...  2006              144   \n",
              "532  Denzel Washington, Paula Patton, Jim Caviezel,...  2006              126   \n",
              "530  Russell Crowe, Abbie Cornish, Albert Finney, M...  2006              117   \n",
              "796  Christian Bale, Steve Zahn, Jeremy Davies, Zac...  2006              120   \n",
              "550  Jennifer Aniston, Vince Vaughn, Jon Favreau, J...  2006              106   \n",
              "445  Radha Mitchell, Laurie Holden, Sean Bean,Debor...  2006              125   \n",
              "924  Brandon Routh, Kevin Spacey, Kate Bosworth, Ja...  2006              154   \n",
              "733  Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen  2006              149   \n",
              "901  Samuel L. Jackson, Julianna Margulies, Nathan ...  2006              105   \n",
              "471  Kirsten Dunst, Jason Schwartzman, Rip Torn, Ju...  2006              123   \n",
              "632  Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doon...  2006              120   \n",
              "476  Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ul...  2006              137   \n",
              "626  Patrick Stewart, Hugh Jackman, Halle Berry, Fa...  2006              104   \n",
              "918  Ben Whishaw, Dustin Hoffman, Alan Rickman,Fran...  2006              147   \n",
              "935  Will Ferrell, John C. Reilly, Sacha Baron Cohe...  2006              108   \n",
              "246  Julianne Moore, Clive Owen, Chiwetel Ejiofor,M...  2006              109   \n",
              "99   Leonardo DiCaprio, Matt Damon, Jack Nicholson,...  2006              151   \n",
              "232  Gerardo Taracena, Raoul Max Trujillo, Dalia He...  2006              139   \n",
              "908  Nathan Fillion, Elizabeth Banks, Michael Rooke...  2006               95   \n",
              "320  Channing Tatum, Jenna Dewan Tatum, Damaine Rad...  2006              104   \n",
              "669  Leonardo DiCaprio, Djimon Hounsou, Jennifer Co...  2006              143   \n",
              "78   Johnny Depp, Orlando Bloom, Keira Knightley, J...  2006              151   \n",
              "64   Christian Bale, Hugh Jackman, Scarlett Johanss...  2006              130   \n",
              "593  Amanda Bynes, Laura Ramsey, Channing Tatum,Vin...  2006              105   \n",
              "221  Owen Wilson, Bonnie Hunt, Paul Newman, Larry t...  2006              117   \n",
              "897  Lee Pace, Catinca Untaru, Justine Waddell, Kim...  2006              117   \n",
              "113  Gerard Butler, Lena Headey, David Wenham, Domi...  2006              117   \n",
              "573  Steve Carell, Toni Collette, Greg Kinnear, Abi...  2006              101   \n",
              "959  Josh Hartnett, Ben Kingsley, Morgan Freeman, L...  2006              110   \n",
              "885  Brad Pitt, Cate Blanchett, Gael García Bernal,...  2006              143   \n",
              "640  Will Smith, Thandie Newton, Jaden Smith, Brian...  2006              117   \n",
              "715  Elijah Wood, Brittany Murphy, Hugh Jackman, Ro...  2006              108   \n",
              "727  Edward Norton, Jessica Biel, Paul Giamatti, Ru...  2006              110   \n",
              "965  Laura Dern, Jeremy Irons, Justin Theroux, Karo...  2006              180   \n",
              "559  Luke Wilson, Maya Rudolph, Dax Shepard, Terry ...  2006               84   \n",
              "230  Ivana Baquero, Ariadna Gil, Sergi López,Maribe...  2006              118   \n",
              "\n",
              "     Rating   Votes  Revenue_Millions  Metascore  \n",
              "919     6.1  155078         70.080000  51.000000  \n",
              "828     7.6  160350         25.030000  58.985043  \n",
              "802     6.2  146566         82.160000  59.000000  \n",
              "650     7.4  296289         52.880000  83.000000  \n",
              "804     6.8  221073         71.980000  64.000000  \n",
              "658     7.7  198006         17.110000  82.000000  \n",
              "858     6.4  136642         41.780000  52.000000  \n",
              "815     7.6  285441         88.500000  76.000000  \n",
              "869     6.9  270429        133.380000  66.000000  \n",
              "830     7.2  171356         70.270000  63.000000  \n",
              "308     6.0  193479         62.490000  45.000000  \n",
              "297     6.8  302268        124.730000  62.000000  \n",
              "773     5.6   82701         42.270000  36.000000  \n",
              "774     7.3  199193         10.140000  51.000000  \n",
              "164     8.0  495106        167.010000  80.000000  \n",
              "532     7.0  253858         82.956376  58.985043  \n",
              "530     6.9   74674          7.460000  47.000000  \n",
              "796     7.3   87887          5.480000  77.000000  \n",
              "550     5.8  106381        118.680000  45.000000  \n",
              "445     6.6  184152         46.980000  58.985043  \n",
              "924     6.1  246797        200.070000  72.000000  \n",
              "733     6.6  338280        217.540000  46.000000  \n",
              "901     5.6  118905         34.010000  58.000000  \n",
              "471     6.4   83941         15.960000  65.000000  \n",
              "632     7.0   73491          2.200000  85.000000  \n",
              "476     8.5  278103         11.280000  89.000000  \n",
              "626     6.7  406540        234.360000  58.000000  \n",
              "918     7.5  199387          2.210000  56.000000  \n",
              "935     6.6  137502        148.210000  66.000000  \n",
              "246     7.9  382910         35.290000  84.000000  \n",
              "99      8.5  937414        132.370000  85.000000  \n",
              "232     7.8  247926         50.860000  68.000000  \n",
              "908     6.5   64351          7.770000  69.000000  \n",
              "320     6.5   95960         65.270000  48.000000  \n",
              "669     8.0  422014         57.370000  64.000000  \n",
              "78      7.3  552027        423.030000  53.000000  \n",
              "64      8.5  913152         53.080000  66.000000  \n",
              "593     6.4  122864          2.340000  45.000000  \n",
              "221     7.1  283445        244.050000  73.000000  \n",
              "897     7.9   93036          2.280000  64.000000  \n",
              "113     7.7  637104        210.590000  52.000000  \n",
              "573     7.8  374044         59.890000  80.000000  \n",
              "959     7.8  271940         22.490000  53.000000  \n",
              "885     7.5  253417         34.300000  69.000000  \n",
              "640     8.0  361105        162.590000  64.000000  \n",
              "715     6.5  141141        197.990000  77.000000  \n",
              "727     7.6  309934         39.830000  68.000000  \n",
              "965     7.0   44227         82.956376  58.985043  \n",
              "559     6.6  115355          0.440000  66.000000  \n",
              "230     8.2  498879         37.620000  98.000000  "
            ]
          },
          "execution_count": 156,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# sort the movie DataFrame in decending order based on release_date\n",
        "movie.sort_values('Year',ascending=False).tail(50)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "W3cA7fRNIzBA",
        "outputId": "06b81d1b-8e17-4ab3-f684-7c1eb8f8c5d7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x1338b080>"
            ]
          },
          "execution_count": 157,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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5vntcM84aR+kC/X8myYnu/D+d5MPjrHFUkmxI8niSo0mOJPlEN9/8+b9I7yM/95fErZvu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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0xfc5b9e8>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# for each year, display the total number of movie with specific gerne for example Action=1000,adventure=400\n",
        "count=movie.groupby(['Year', 'Genre']).size()\n",
        "count\n",
        "# plot histogram the upper calculated total count\n",
        "count.hist()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eI9Z9wMdIzBA"
      },
      "source": [
        "![barchart.png](attachment:barchart.png)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SC6a0N0LIzBA",
        "outputId": "0b60a98e-20a3-4863-e4d3-8a279a345a26"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style>\n",
              "    .dataframe thead tr:only-child th {\n",
              "        text-align: right;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rank</th>\n",
              "      <th>Title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Description</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Year</th>\n",
              "      <th>Runtime_Minutes</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Votes</th>\n",
              "      <th>Revenue_Millions</th>\n",
              "      <th>Metascore</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>124</td>\n",
              "      <td>Boyka: Undisputed IV</td>\n",
              "      <td>Action</td>\n",
              "      <td>In the fourth installment of the fighting fran...</td>\n",
              "      <td>Todor Chapkanov</td>\n",
              "      <td>Scott Adkins, Teodora Duhovnikova, Alon Aboutb...</td>\n",
              "      <td>2016</td>\n",
              "      <td>86</td>\n",
              "      <td>7.4</td>\n",
              "      <td>10428</td>\n",
              "      <td>82.956376</td>\n",
              "      <td>58.985043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>580</th>\n",
              "      <td>581</td>\n",
              "      <td>Kickboxer: Vengeance</td>\n",
              "      <td>Action</td>\n",
              "      <td>A kick boxer is out to avenge his brother.</td>\n",
              "      <td>John Stockwell</td>\n",
              "      <td>Dave Bautista, Alain Moussi, Gina Carano, Jean...</td>\n",
              "      <td>2016</td>\n",
              "      <td>90</td>\n",
              "      <td>4.9</td>\n",
              "      <td>6809</td>\n",
              "      <td>131.560000</td>\n",
              "      <td>37.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Rank                 Title   Genre  \\\n",
              "123   124  Boyka: Undisputed IV  Action   \n",
              "580   581  Kickboxer: Vengeance  Action   \n",
              "\n",
              "                                           Description         Director  \\\n",
              "123  In the fourth installment of the fighting fran...  Todor Chapkanov   \n",
              "580         A kick boxer is out to avenge his brother.   John Stockwell   \n",
              "\n",
              "                                                Actors  Year  Runtime_Minutes  \\\n",
              "123  Scott Adkins, Teodora Duhovnikova, Alon Aboutb...  2016               86   \n",
              "580  Dave Bautista, Alain Moussi, Gina Carano, Jean...  2016               90   \n",
              "\n",
              "     Rating  Votes  Revenue_Millions  Metascore  \n",
              "123     7.4  10428         82.956376  58.985043  \n",
              "580     4.9   6809        131.560000  37.000000  "
            ]
          },
          "execution_count": 158,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# filter the movies with specific gerne\n",
        "# like show only those movies which are selected Action gerne\n",
        "movie[movie.Genre.isin(['Action'])]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WnpsZ-QxIzBB",
        "outputId": "c6655265-105e-4cca-d3d2-ab45a2cf9a11"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x139b7e10>"
            ]
          },
          "execution_count": 159,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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FKEnSTLPcJPwZawAX9X6+uHvssrEvjIjdqN41s2fPnvBfEHHnApxMmYt/fjrFCu3EO5FY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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x135d5f98>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# for each Director, display all the movies with detail.\n",
        "# cnt=movie.groupby(['Director'])\n",
        "# cnt\n",
        "drt=movie.groupby('Director').describe()\n",
        "drt\n",
        "# count the movies and plot barchart top 10 director's movies.\n",
        "cnt=movie.groupby('Director').size()\n",
        "count=cnt.head(10)\n",
        "%matplotlib inline\n",
        "count.plot.bar(figsize=(8,8),rot=70,width = 0.8,color = \"b\",linewidth = 15, linestyle = \"solid\") "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "eOg-UngNIzBB"
      },
      "outputs": [],
      "source": [
        "# for each Actor, display all the movies with detail.\n",
        "\n",
        "# count the movies and visualize the top 10 actor's movies in plot\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "u4N5WET9IzBB"
      },
      "outputs": [],
      "source": [
        "# filter the movies with specific actor's name\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "rxVRe6RIIzBB"
      },
      "outputs": [],
      "source": [
        "# List of top 5 Actor per year who has highest rating from the year 2010 - 2017\n",
        "\n",
        "# plot horizontal barcahrt of upper output\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "1zUdMwH5IzBC"
      },
      "outputs": [],
      "source": [
        "# visualize those to 10 runtime of movies\n",
        "\n",
        "# visualize those to 10 runtime which has highest rating of movies\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "rESthgZDIzBC"
      },
      "outputs": [],
      "source": [
        "# show count all movies which has rating more 3.0 and less than 7.0\n",
        "\n",
        "# plot vertical barchart of upper output, movies w.r.t rating\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "H9jRNhTmIzBC"
      },
      "outputs": [],
      "source": [
        "#  plot scatter between voting and rating \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "HkjiJgixIzBC"
      },
      "outputs": [],
      "source": [
        "# print top 10 movies which has higher revenue\n",
        "\n",
        "# plot horizontal barchart of upper output\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "IurZ6L1OIzBD"
      },
      "outputs": [],
      "source": [
        "# top 10 movies which has highest number of voting greater than 1000000\n",
        "\n",
        "# plot horizontal barchart of upper output \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "UdMOacwOIzBD"
      },
      "outputs": [],
      "source": [
        "# print top 10 directors, which has generated highest \"average ravenue\".\n",
        "\n",
        "# plot horizontal bar chart of revenue w.r.t director "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "nWI0cq0jIzBD"
      },
      "outputs": [],
      "source": [
        "# calculate total and average revenue of each gerne \n",
        "\n",
        "# prin hitogram of upper output, like showing below"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L_jYC7pHIzBD"
      },
      "source": [
        "![image.png](attachment:image.png)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "3jIDaEY8IzBD"
      },
      "outputs": [],
      "source": [
        "# Exploratory yearly analysis with dimensions on genres, revenue, rating\n",
        "# like in 2010, each gerne movie generated average revenue and got this average rating\n",
        "\n",
        "# plot barchart of gerne w.r.t to revenue and average\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "UAlDdGXuIzBE"
      },
      "outputs": [],
      "source": [
        "# visualize metascore column with boxplot\n",
        "\n",
        "# and explain what information you got from"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "ySJCNC9qIzBE"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "VlSJ_HChIzBE"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.1"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}