Df 3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond = pd.read_csv('jamesbond.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Film</th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dr. No</td>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>From Russia with Love</td>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Goldfinger</td>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                    Film  Year         Actor       Director  Box Office  \\\n",
       "0                 Dr. No  1962  Sean Connery  Terence Young       448.8   \n",
       "1  From Russia with Love  1963  Sean Connery  Terence Young       543.8   \n",
       "2             Goldfinger  1964  Sean Connery   Guy Hamilton       820.4   \n",
       "\n",
       "   Budget  Bond Actor Salary  \n",
       "0     7.0                0.6  \n",
       "1    12.6                1.6  \n",
       "2    18.6                3.2  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond.set_index('Film',inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Budget</th>\n",
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       "      <th>Film</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
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       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
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      "text/plain": [
       "                       Year         Actor       Director  Box Office  Budget  \\\n",
       "Film                                                                           \n",
       "Dr. No                 1962  Sean Connery  Terence Young       448.8     7.0   \n",
       "From Russia with Love  1963  Sean Connery  Terence Young       543.8    12.6   \n",
       "Goldfinger             1964  Sean Connery   Guy Hamilton       820.4    18.6   \n",
       "\n",
       "                       Bond Actor Salary  \n",
       "Film                                      \n",
       "Dr. No                               0.6  \n",
       "From Russia with Love                1.6  \n",
       "Goldfinger                           3.2  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Year</th>\n",
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       "      <td>Dr. No</td>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
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       "      <td>0.6</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>From Russia with Love</td>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
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       "      <th>2</th>\n",
       "      <td>Goldfinger</td>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thunderball</td>\n",
       "      <td>1965</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Casino Royale</td>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>You Only Live Twice</td>\n",
       "      <td>1967</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>On Her Majesty's Secret Service</td>\n",
       "      <td>1969</td>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>291.5</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Diamonds Are Forever</td>\n",
       "      <td>1971</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Live and Let Die</td>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The Man with the Golden Gun</td>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>The Spy Who Loved Me</td>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Moonraker</td>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>For Your Eyes Only</td>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Never Say Never Again</td>\n",
       "      <td>1983</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>380.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Octopussy</td>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>373.8</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A View to a Kill</td>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Living Daylights</td>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Licence to Kill</td>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>GoldenEye</td>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Tomorrow Never Dies</td>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The World Is Not Enough</td>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Die Another Day</td>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Casino Royale</td>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Quantum of Solace</td>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Skyfall</td>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
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      ],
      "text/plain": [
       "                               Film  Year           Actor            Director  \\\n",
       "0                            Dr. No  1962    Sean Connery       Terence Young   \n",
       "1             From Russia with Love  1963    Sean Connery       Terence Young   \n",
       "2                        Goldfinger  1964    Sean Connery        Guy Hamilton   \n",
       "3                       Thunderball  1965    Sean Connery       Terence Young   \n",
       "4                     Casino Royale  1967     David Niven          Ken Hughes   \n",
       "5               You Only Live Twice  1967    Sean Connery       Lewis Gilbert   \n",
       "6   On Her Majesty's Secret Service  1969  George Lazenby       Peter R. Hunt   \n",
       "7              Diamonds Are Forever  1971    Sean Connery        Guy Hamilton   \n",
       "8                  Live and Let Die  1973     Roger Moore        Guy Hamilton   \n",
       "9       The Man with the Golden Gun  1974     Roger Moore        Guy Hamilton   \n",
       "10             The Spy Who Loved Me  1977     Roger Moore       Lewis Gilbert   \n",
       "11                        Moonraker  1979     Roger Moore       Lewis Gilbert   \n",
       "12               For Your Eyes Only  1981     Roger Moore           John Glen   \n",
       "13            Never Say Never Again  1983    Sean Connery      Irvin Kershner   \n",
       "14                        Octopussy  1983     Roger Moore           John Glen   \n",
       "15                 A View to a Kill  1985     Roger Moore           John Glen   \n",
       "16             The Living Daylights  1987  Timothy Dalton           John Glen   \n",
       "17                  Licence to Kill  1989  Timothy Dalton           John Glen   \n",
       "18                        GoldenEye  1995  Pierce Brosnan     Martin Campbell   \n",
       "19              Tomorrow Never Dies  1997  Pierce Brosnan  Roger Spottiswoode   \n",
       "20          The World Is Not Enough  1999  Pierce Brosnan       Michael Apted   \n",
       "21                  Die Another Day  2002  Pierce Brosnan        Lee Tamahori   \n",
       "22                    Casino Royale  2006    Daniel Craig     Martin Campbell   \n",
       "23                Quantum of Solace  2008    Daniel Craig        Marc Forster   \n",
       "24                          Skyfall  2012    Daniel Craig          Sam Mendes   \n",
       "25                          Spectre  2015    Daniel Craig          Sam Mendes   \n",
       "\n",
       "    Box Office  Budget  Bond Actor Salary  \n",
       "0        448.8     7.0                0.6  \n",
       "1        543.8    12.6                1.6  \n",
       "2        820.4    18.6                3.2  \n",
       "3        848.1    41.9                4.7  \n",
       "4        315.0    85.0                NaN  \n",
       "5        514.2    59.9                4.4  \n",
       "6        291.5    37.3                0.6  \n",
       "7        442.5    34.7                5.8  \n",
       "8        460.3    30.8                NaN  \n",
       "9        334.0    27.7                NaN  \n",
       "10       533.0    45.1                NaN  \n",
       "11       535.0    91.5                NaN  \n",
       "12       449.4    60.2                NaN  \n",
       "13       380.0    86.0                NaN  \n",
       "14       373.8    53.9                7.8  \n",
       "15       275.2    54.5                9.1  \n",
       "16       313.5    68.8                5.2  \n",
       "17       250.9    56.7                7.9  \n",
       "18       518.5    76.9                5.1  \n",
       "19       463.2   133.9               10.0  \n",
       "20       439.5   158.3               13.5  \n",
       "21       465.4   154.2               17.9  \n",
       "22       581.5   145.3                3.3  \n",
       "23       514.2   181.4                8.1  \n",
       "24       943.5   170.2               14.5  \n",
       "25       726.7   206.3                NaN  "
      ]
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       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv('jamesbond.csv',index_col=\"Film\")\n",
    "bond.sort_index(inplace=True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                         1964\n",
       "Actor                Sean Connery\n",
       "Director             Guy Hamilton\n",
       "Box Office                  820.4\n",
       "Budget                       18.6\n",
       "Bond Actor Salary             3.2\n",
       "Name: Goldfinger, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.loc['Goldfinger']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
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       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Year           Actor         Director  Box Office  \\\n",
       "Film                                                                       \n",
       "Casino Royale          2006    Daniel Craig  Martin Campbell       581.5   \n",
       "Casino Royale          1967     David Niven       Ken Hughes       315.0   \n",
       "Diamonds Are Forever   1971    Sean Connery     Guy Hamilton       442.5   \n",
       "Die Another Day        2002  Pierce Brosnan     Lee Tamahori       465.4   \n",
       "Dr. No                 1962    Sean Connery    Terence Young       448.8   \n",
       "For Your Eyes Only     1981     Roger Moore        John Glen       449.4   \n",
       "From Russia with Love  1963    Sean Connery    Terence Young       543.8   \n",
       "GoldenEye              1995  Pierce Brosnan  Martin Campbell       518.5   \n",
       "Goldfinger             1964    Sean Connery     Guy Hamilton       820.4   \n",
       "\n",
       "                       Budget  Bond Actor Salary  \n",
       "Film                                              \n",
       "Casino Royale           145.3                3.3  \n",
       "Casino Royale            85.0                NaN  \n",
       "Diamonds Are Forever     34.7                5.8  \n",
       "Die Another Day         154.2               17.9  \n",
       "Dr. No                    7.0                0.6  \n",
       "For Your Eyes Only       60.2                NaN  \n",
       "From Russia with Love    12.6                1.6  \n",
       "GoldenEye                76.9                5.1  \n",
       "Goldfinger               18.6                3.2  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.loc['Casino Royale' : 'Goldfinger']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond = pd.read_csv('jamesbond.csv',index_col='Film')\n",
    "bond.sort_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Director      Guy Hamilton\n",
       "Box Office           820.4\n",
       "Name: Goldfinger, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.loc['Goldfinger',[\"Director\", 'Box Office']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'John Glen'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.iloc[14,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kmuthu2\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Year                              1962\n",
       "Actor                Karthikeyan Muthu\n",
       "Director                 Terence Young\n",
       "Box Office                       448.8\n",
       "Budget                               7\n",
       "Bond Actor Salary                  0.6\n",
       "Name: Dr. No, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.ix['Dr. No']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kmuthu2\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "bond.ix['Dr. No',\"Actor\"] = \"Karthikeyan Muthu\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>A View to a Kill</th>\n",
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       "      <th>Casino Royale</th>\n",
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      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = bond[\"Actor\"] == \"Sean Connery\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                   False\n",
       "Casino Royale                      False\n",
       "Casino Royale                      False\n",
       "Diamonds Are Forever                True\n",
       "Die Another Day                    False\n",
       "Dr. No                              True\n",
       "For Your Eyes Only                 False\n",
       "From Russia with Love               True\n",
       "GoldenEye                          False\n",
       "Goldfinger                          True\n",
       "Licence to Kill                    False\n",
       "Live and Let Die                   False\n",
       "Moonraker                          False\n",
       "Never Say Never Again               True\n",
       "Octopussy                          False\n",
       "On Her Majesty's Secret Service    False\n",
       "Quantum of Solace                  False\n",
       "Skyfall                            False\n",
       "Spectre                            False\n",
       "The Living Daylights               False\n",
       "The Man with the Golden Gun        False\n",
       "The Spy Who Loved Me               False\n",
       "The World Is Not Enough            False\n",
       "Thunderball                         True\n",
       "Tomorrow Never Dies                False\n",
       "You Only Live Twice                 True\n",
       "Name: Actor, dtype: bool"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kmuthu2\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
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   ],
   "source": [
    "bond.ix[mask,\"Actor\"] = \"Karthikeyan Muthu\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>380.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>373.8</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>1969</td>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>291.5</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year              Actor            Director  \\\n",
       "Film                                                                           \n",
       "A View to a Kill                 1985        Roger Moore           John Glen   \n",
       "Casino Royale                    2006       Daniel Craig     Martin Campbell   \n",
       "Casino Royale                    1967        David Niven          Ken Hughes   \n",
       "Diamonds Are Forever             1971  Karthikeyan Muthu        Guy Hamilton   \n",
       "Die Another Day                  2002     Pierce Brosnan        Lee Tamahori   \n",
       "Dr. No                           1962  Karthikeyan Muthu       Terence Young   \n",
       "For Your Eyes Only               1981        Roger Moore           John Glen   \n",
       "From Russia with Love            1963  Karthikeyan Muthu       Terence Young   \n",
       "GoldenEye                        1995     Pierce Brosnan     Martin Campbell   \n",
       "Goldfinger                       1964  Karthikeyan Muthu        Guy Hamilton   \n",
       "Licence to Kill                  1989     Timothy Dalton           John Glen   \n",
       "Live and Let Die                 1973        Roger Moore        Guy Hamilton   \n",
       "Moonraker                        1979        Roger Moore       Lewis Gilbert   \n",
       "Never Say Never Again            1983  Karthikeyan Muthu      Irvin Kershner   \n",
       "Octopussy                        1983        Roger Moore           John Glen   \n",
       "On Her Majesty's Secret Service  1969     George Lazenby       Peter R. Hunt   \n",
       "Quantum of Solace                2008       Daniel Craig        Marc Forster   \n",
       "Skyfall                          2012       Daniel Craig          Sam Mendes   \n",
       "Spectre                          2015       Daniel Craig          Sam Mendes   \n",
       "The Living Daylights             1987     Timothy Dalton           John Glen   \n",
       "The Man with the Golden Gun      1974        Roger Moore        Guy Hamilton   \n",
       "The Spy Who Loved Me             1977        Roger Moore       Lewis Gilbert   \n",
       "The World Is Not Enough          1999     Pierce Brosnan       Michael Apted   \n",
       "Thunderball                      1965  Karthikeyan Muthu       Terence Young   \n",
       "Tomorrow Never Dies              1997     Pierce Brosnan  Roger Spottiswoode   \n",
       "You Only Live Twice              1967  Karthikeyan Muthu       Lewis Gilbert   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "A View to a Kill                      275.2    54.5                9.1  \n",
       "Casino Royale                         581.5   145.3                3.3  \n",
       "Casino Royale                         315.0    85.0                NaN  \n",
       "Diamonds Are Forever                  442.5    34.7                5.8  \n",
       "Die Another Day                       465.4   154.2               17.9  \n",
       "Dr. No                                448.8     7.0                0.6  \n",
       "For Your Eyes Only                    449.4    60.2                NaN  \n",
       "From Russia with Love                 543.8    12.6                1.6  \n",
       "GoldenEye                             518.5    76.9                5.1  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Licence to Kill                       250.9    56.7                7.9  \n",
       "Live and Let Die                      460.3    30.8                NaN  \n",
       "Moonraker                             535.0    91.5                NaN  \n",
       "Never Say Never Again                 380.0    86.0                NaN  \n",
       "Octopussy                             373.8    53.9                7.8  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "Quantum of Solace                     514.2   181.4                8.1  \n",
       "Skyfall                               943.5   170.2               14.5  \n",
       "Spectre                               726.7   206.3                NaN  \n",
       "The Living Daylights                  313.5    68.8                5.2  \n",
       "The Man with the Golden Gun           334.0    27.7                NaN  \n",
       "The Spy Who Loved Me                  533.0    45.1                NaN  \n",
       "The World Is Not Enough               439.5   158.3               13.5  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Tomorrow Never Dies                   463.2   133.9               10.0  \n",
       "You Only Live Twice                   514.2    59.9                4.4  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond.to_csv('KarthikeyanMuthu.csv',sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "km = pd.read_csv('KarthikeyanMuthu.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>4</th>\n",
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       "      <td>154.2</td>\n",
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       "      <th>5</th>\n",
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       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
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       "    <tr>\n",
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       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
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       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GoldenEye</td>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Goldfinger</td>\n",
       "      <td>1964</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Licence to Kill</td>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
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       "      <th>11</th>\n",
       "      <td>Live and Let Die</td>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Never Say Never Again</td>\n",
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       "      <td>Karthikeyan Muthu</td>\n",
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       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Skyfall</td>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Living Daylights</td>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The Man with the Golden Gun</td>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The Spy Who Loved Me</td>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>The World Is Not Enough</td>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Thunderball</td>\n",
       "      <td>1965</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tomorrow Never Dies</td>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>You Only Live Twice</td>\n",
       "      <td>1967</td>\n",
       "      <td>Karthikeyan Muthu</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Film  Year              Actor  \\\n",
       "0                  A View to a Kill  1985        Roger Moore   \n",
       "1                     Casino Royale  2006       Daniel Craig   \n",
       "2                     Casino Royale  1967        David Niven   \n",
       "3              Diamonds Are Forever  1971  Karthikeyan Muthu   \n",
       "4                   Die Another Day  2002     Pierce Brosnan   \n",
       "5                            Dr. No  1962  Karthikeyan Muthu   \n",
       "6                For Your Eyes Only  1981        Roger Moore   \n",
       "7             From Russia with Love  1963  Karthikeyan Muthu   \n",
       "8                         GoldenEye  1995     Pierce Brosnan   \n",
       "9                        Goldfinger  1964  Karthikeyan Muthu   \n",
       "10                  Licence to Kill  1989     Timothy Dalton   \n",
       "11                 Live and Let Die  1973        Roger Moore   \n",
       "12                        Moonraker  1979        Roger Moore   \n",
       "13            Never Say Never Again  1983  Karthikeyan Muthu   \n",
       "14                        Octopussy  1983        Roger Moore   \n",
       "15  On Her Majesty's Secret Service  1969     George Lazenby   \n",
       "16                Quantum of Solace  2008       Daniel Craig   \n",
       "17                          Skyfall  2012       Daniel Craig   \n",
       "18                          Spectre  2015       Daniel Craig   \n",
       "19             The Living Daylights  1987     Timothy Dalton   \n",
       "20      The Man with the Golden Gun  1974        Roger Moore   \n",
       "21             The Spy Who Loved Me  1977        Roger Moore   \n",
       "22          The World Is Not Enough  1999     Pierce Brosnan   \n",
       "23                      Thunderball  1965  Karthikeyan Muthu   \n",
       "24              Tomorrow Never Dies  1997     Pierce Brosnan   \n",
       "25              You Only Live Twice  1967  Karthikeyan Muthu   \n",
       "\n",
       "              Director  Box Office  Budget  Bond Actor Salary  \n",
       "0            John Glen       275.2    54.5                9.1  \n",
       "1      Martin Campbell       581.5   145.3                3.3  \n",
       "2           Ken Hughes       315.0    85.0                NaN  \n",
       "3         Guy Hamilton       442.5    34.7                5.8  \n",
       "4         Lee Tamahori       465.4   154.2               17.9  \n",
       "5        Terence Young       448.8     7.0                0.6  \n",
       "6            John Glen       449.4    60.2                NaN  \n",
       "7        Terence Young       543.8    12.6                1.6  \n",
       "8      Martin Campbell       518.5    76.9                5.1  \n",
       "9         Guy Hamilton       820.4    18.6                3.2  \n",
       "10           John Glen       250.9    56.7                7.9  \n",
       "11        Guy Hamilton       460.3    30.8                NaN  \n",
       "12       Lewis Gilbert       535.0    91.5                NaN  \n",
       "13      Irvin Kershner       380.0    86.0                NaN  \n",
       "14           John Glen       373.8    53.9                7.8  \n",
       "15       Peter R. Hunt       291.5    37.3                0.6  \n",
       "16        Marc Forster       514.2   181.4                8.1  \n",
       "17          Sam Mendes       943.5   170.2               14.5  \n",
       "18          Sam Mendes       726.7   206.3                NaN  \n",
       "19           John Glen       313.5    68.8                5.2  \n",
       "20        Guy Hamilton       334.0    27.7                NaN  \n",
       "21       Lewis Gilbert       533.0    45.1                NaN  \n",
       "22       Michael Apted       439.5   158.3               13.5  \n",
       "23       Terence Young       848.1    41.9                4.7  \n",
       "24  Roger Spottiswoode       463.2   133.9               10.0  \n",
       "25       Lewis Gilbert       514.2    59.9                4.4  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
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       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>380.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>373.8</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>1969</td>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>291.5</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor            Director  \\\n",
       "Film                                                                        \n",
       "Casino Royale                    2006    Daniel Craig     Martin Campbell   \n",
       "Casino Royale                    1967     David Niven          Ken Hughes   \n",
       "Diamonds Are Forever             1971    Sean Connery        Guy Hamilton   \n",
       "Die Another Day                  2002  Pierce Brosnan        Lee Tamahori   \n",
       "Dr. No                           1962    Sean Connery       Terence Young   \n",
       "For Your Eyes Only               1981     Roger Moore           John Glen   \n",
       "From Russia with Love            1963    Sean Connery       Terence Young   \n",
       "GoldenEye                        1995  Pierce Brosnan     Martin Campbell   \n",
       "Goldfinger                       1964    Sean Connery        Guy Hamilton   \n",
       "Licence to Kill                  1989  Timothy Dalton           John Glen   \n",
       "Live and Let Die                 1973     Roger Moore        Guy Hamilton   \n",
       "Moonraker                        1979     Roger Moore       Lewis Gilbert   \n",
       "Never Say Never Again            1983    Sean Connery      Irvin Kershner   \n",
       "Octopussy                        1983     Roger Moore           John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby       Peter R. Hunt   \n",
       "Quantum of Solace                2008    Daniel Craig        Marc Forster   \n",
       "Skyfall                          2012    Daniel Craig          Sam Mendes   \n",
       "Spectre                          2015    Daniel Craig          Sam Mendes   \n",
       "The Living Daylights             1987  Timothy Dalton           John Glen   \n",
       "The Man with the Golden Gun      1974     Roger Moore        Guy Hamilton   \n",
       "The Spy Who Loved Me             1977     Roger Moore       Lewis Gilbert   \n",
       "The World Is Not Enough          1999  Pierce Brosnan       Michael Apted   \n",
       "Thunderball                      1965    Sean Connery       Terence Young   \n",
       "Tomorrow Never Dies              1997  Pierce Brosnan  Roger Spottiswoode   \n",
       "You Only Live Twice              1967    Sean Connery       Lewis Gilbert   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "Casino Royale                         581.5   145.3                3.3  \n",
       "Casino Royale                         315.0    85.0                NaN  \n",
       "Diamonds Are Forever                  442.5    34.7                5.8  \n",
       "Die Another Day                       465.4   154.2               17.9  \n",
       "Dr. No                                448.8     7.0                0.6  \n",
       "For Your Eyes Only                    449.4    60.2                NaN  \n",
       "From Russia with Love                 543.8    12.6                1.6  \n",
       "GoldenEye                             518.5    76.9                5.1  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Licence to Kill                       250.9    56.7                7.9  \n",
       "Live and Let Die                      460.3    30.8                NaN  \n",
       "Moonraker                             535.0    91.5                NaN  \n",
       "Never Say Never Again                 380.0    86.0                NaN  \n",
       "Octopussy                             373.8    53.9                7.8  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "Quantum of Solace                     514.2   181.4                8.1  \n",
       "Skyfall                               943.5   170.2               14.5  \n",
       "Spectre                               726.7   206.3                NaN  \n",
       "The Living Daylights                  313.5    68.8                5.2  \n",
       "The Man with the Golden Gun           334.0    27.7                NaN  \n",
       "The Spy Who Loved Me                  533.0    45.1                NaN  \n",
       "The World Is Not Enough               439.5   158.3               13.5  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Tomorrow Never Dies                   463.2   133.9               10.0  \n",
       "You Only Live Twice                   514.2    59.9                4.4  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.drop('A View to a Kill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
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       "      <td>Lewis Gilbert</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
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       "      <td>John Glen</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
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       "      <th>On Her Majesty's Secret Service</th>\n",
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       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
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       "      <th>Quantum of Solace</th>\n",
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       "      <td>Daniel Craig</td>\n",
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       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
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       "      <td>170.2</td>\n",
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       "      <td>Daniel Craig</td>\n",
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       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
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       "      <td>5.2</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Sean Connery</td>\n",
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       "      <td>4.7</td>\n",
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       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
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      ],
      "text/plain": [
       "                                 Year           Actor            Director  \\\n",
       "Film                                                                        \n",
       "A View to a Kill                 1985     Roger Moore           John Glen   \n",
       "Casino Royale                    2006    Daniel Craig     Martin Campbell   \n",
       "Casino Royale                    1967     David Niven          Ken Hughes   \n",
       "Diamonds Are Forever             1971    Sean Connery        Guy Hamilton   \n",
       "Die Another Day                  2002  Pierce Brosnan        Lee Tamahori   \n",
       "Dr. No                           1962    Sean Connery       Terence Young   \n",
       "For Your Eyes Only               1981     Roger Moore           John Glen   \n",
       "From Russia with Love            1963    Sean Connery       Terence Young   \n",
       "GoldenEye                        1995  Pierce Brosnan     Martin Campbell   \n",
       "Goldfinger                       1964    Sean Connery        Guy Hamilton   \n",
       "Licence to Kill                  1989  Timothy Dalton           John Glen   \n",
       "Live and Let Die                 1973     Roger Moore        Guy Hamilton   \n",
       "Moonraker                        1979     Roger Moore       Lewis Gilbert   \n",
       "Never Say Never Again            1983    Sean Connery      Irvin Kershner   \n",
       "Octopussy                        1983     Roger Moore           John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby       Peter R. Hunt   \n",
       "Quantum of Solace                2008    Daniel Craig        Marc Forster   \n",
       "Skyfall                          2012    Daniel Craig          Sam Mendes   \n",
       "Spectre                          2015    Daniel Craig          Sam Mendes   \n",
       "The Living Daylights             1987  Timothy Dalton           John Glen   \n",
       "The Man with the Golden Gun      1974     Roger Moore        Guy Hamilton   \n",
       "The Spy Who Loved Me             1977     Roger Moore       Lewis Gilbert   \n",
       "The World Is Not Enough          1999  Pierce Brosnan       Michael Apted   \n",
       "Thunderball                      1965    Sean Connery       Terence Young   \n",
       "Tomorrow Never Dies              1997  Pierce Brosnan  Roger Spottiswoode   \n",
       "You Only Live Twice              1967    Sean Connery       Lewis Gilbert   \n",
       "\n",
       "                                 Budget  Bond Actor Salary  \n",
       "Film                                                        \n",
       "A View to a Kill                   54.5                9.1  \n",
       "Casino Royale                     145.3                3.3  \n",
       "Casino Royale                      85.0                NaN  \n",
       "Diamonds Are Forever               34.7                5.8  \n",
       "Die Another Day                   154.2               17.9  \n",
       "Dr. No                              7.0                0.6  \n",
       "For Your Eyes Only                 60.2                NaN  \n",
       "From Russia with Love              12.6                1.6  \n",
       "GoldenEye                          76.9                5.1  \n",
       "Goldfinger                         18.6                3.2  \n",
       "Licence to Kill                    56.7                7.9  \n",
       "Live and Let Die                   30.8                NaN  \n",
       "Moonraker                          91.5                NaN  \n",
       "Never Say Never Again              86.0                NaN  \n",
       "Octopussy                          53.9                7.8  \n",
       "On Her Majesty's Secret Service    37.3                0.6  \n",
       "Quantum of Solace                 181.4                8.1  \n",
       "Skyfall                           170.2               14.5  \n",
       "Spectre                           206.3                NaN  \n",
       "The Living Daylights               68.8                5.2  \n",
       "The Man with the Golden Gun        27.7                NaN  \n",
       "The Spy Who Loved Me               45.1                NaN  \n",
       "The World Is Not Enough           158.3               13.5  \n",
       "Thunderball                        41.9                4.7  \n",
       "Tomorrow Never Dies               133.9               10.0  \n",
       "You Only Live Twice                59.9                4.4  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
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    }
   ],
   "source": [
    "bond.drop(\"Box Office\",axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = bond.pop('Box Office')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                   275.2\n",
       "Casino Royale                      581.5\n",
       "Casino Royale                      315.0\n",
       "Diamonds Are Forever               442.5\n",
       "Die Another Day                    465.4\n",
       "Dr. No                             448.8\n",
       "For Your Eyes Only                 449.4\n",
       "From Russia with Love              543.8\n",
       "GoldenEye                          518.5\n",
       "Goldfinger                         820.4\n",
       "Licence to Kill                    250.9\n",
       "Live and Let Die                   460.3\n",
       "Moonraker                          535.0\n",
       "Never Say Never Again              380.0\n",
       "Octopussy                          373.8\n",
       "On Her Majesty's Secret Service    291.5\n",
       "Quantum of Solace                  514.2\n",
       "Skyfall                            943.5\n",
       "Spectre                            726.7\n",
       "The Living Daylights               313.5\n",
       "The Man with the Golden Gun        334.0\n",
       "The Spy Who Loved Me               533.0\n",
       "The World Is Not Enough            439.5\n",
       "Thunderball                        848.1\n",
       "Tomorrow Never Dies                463.2\n",
       "You Only Live Twice                514.2\n",
       "Name: Box Office, dtype: float64"
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     "execution_count": 55,
     "metadata": {},
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    }
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   "source": [
    "a"
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  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
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       "      <td>18.6</td>\n",
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       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>Moonraker</th>\n",
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       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>1969</td>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor            Director  \\\n",
       "Film                                                                        \n",
       "A View to a Kill                 1985     Roger Moore           John Glen   \n",
       "Casino Royale                    2006    Daniel Craig     Martin Campbell   \n",
       "Casino Royale                    1967     David Niven          Ken Hughes   \n",
       "Diamonds Are Forever             1971    Sean Connery        Guy Hamilton   \n",
       "Die Another Day                  2002  Pierce Brosnan        Lee Tamahori   \n",
       "Dr. No                           1962    Sean Connery       Terence Young   \n",
       "For Your Eyes Only               1981     Roger Moore           John Glen   \n",
       "From Russia with Love            1963    Sean Connery       Terence Young   \n",
       "GoldenEye                        1995  Pierce Brosnan     Martin Campbell   \n",
       "Goldfinger                       1964    Sean Connery        Guy Hamilton   \n",
       "Licence to Kill                  1989  Timothy Dalton           John Glen   \n",
       "Live and Let Die                 1973     Roger Moore        Guy Hamilton   \n",
       "Moonraker                        1979     Roger Moore       Lewis Gilbert   \n",
       "Never Say Never Again            1983    Sean Connery      Irvin Kershner   \n",
       "Octopussy                        1983     Roger Moore           John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby       Peter R. Hunt   \n",
       "Quantum of Solace                2008    Daniel Craig        Marc Forster   \n",
       "Skyfall                          2012    Daniel Craig          Sam Mendes   \n",
       "Spectre                          2015    Daniel Craig          Sam Mendes   \n",
       "The Living Daylights             1987  Timothy Dalton           John Glen   \n",
       "The Man with the Golden Gun      1974     Roger Moore        Guy Hamilton   \n",
       "The Spy Who Loved Me             1977     Roger Moore       Lewis Gilbert   \n",
       "The World Is Not Enough          1999  Pierce Brosnan       Michael Apted   \n",
       "Thunderball                      1965    Sean Connery       Terence Young   \n",
       "Tomorrow Never Dies              1997  Pierce Brosnan  Roger Spottiswoode   \n",
       "You Only Live Twice              1967    Sean Connery       Lewis Gilbert   \n",
       "\n",
       "                                 Budget  Bond Actor Salary  \n",
       "Film                                                        \n",
       "A View to a Kill                   54.5                9.1  \n",
       "Casino Royale                     145.3                3.3  \n",
       "Casino Royale                      85.0                NaN  \n",
       "Diamonds Are Forever               34.7                5.8  \n",
       "Die Another Day                   154.2               17.9  \n",
       "Dr. No                              7.0                0.6  \n",
       "For Your Eyes Only                 60.2                NaN  \n",
       "From Russia with Love              12.6                1.6  \n",
       "GoldenEye                          76.9                5.1  \n",
       "Goldfinger                         18.6                3.2  \n",
       "Licence to Kill                    56.7                7.9  \n",
       "Live and Let Die                   30.8                NaN  \n",
       "Moonraker                          91.5                NaN  \n",
       "Never Say Never Again              86.0                NaN  \n",
       "Octopussy                          53.9                7.8  \n",
       "On Her Majesty's Secret Service    37.3                0.6  \n",
       "Quantum of Solace                 181.4                8.1  \n",
       "Skyfall                           170.2               14.5  \n",
       "Spectre                           206.3                NaN  \n",
       "The Living Daylights               68.8                5.2  \n",
       "The Man with the Golden Gun        27.7                NaN  \n",
       "The Spy Who Loved Me               45.1                NaN  \n",
       "The World Is Not Enough           158.3               13.5  \n",
       "Thunderball                        41.9                4.7  \n",
       "Tomorrow Never Dies               133.9               10.0  \n",
       "You Only Live Twice                59.9                4.4  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "del bond['Director']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>1969</td>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor  Budget  \\\n",
       "Film                                                            \n",
       "A View to a Kill                 1985     Roger Moore    54.5   \n",
       "Casino Royale                    2006    Daniel Craig   145.3   \n",
       "Casino Royale                    1967     David Niven    85.0   \n",
       "Diamonds Are Forever             1971    Sean Connery    34.7   \n",
       "Die Another Day                  2002  Pierce Brosnan   154.2   \n",
       "Dr. No                           1962    Sean Connery     7.0   \n",
       "For Your Eyes Only               1981     Roger Moore    60.2   \n",
       "From Russia with Love            1963    Sean Connery    12.6   \n",
       "GoldenEye                        1995  Pierce Brosnan    76.9   \n",
       "Goldfinger                       1964    Sean Connery    18.6   \n",
       "Licence to Kill                  1989  Timothy Dalton    56.7   \n",
       "Live and Let Die                 1973     Roger Moore    30.8   \n",
       "Moonraker                        1979     Roger Moore    91.5   \n",
       "Never Say Never Again            1983    Sean Connery    86.0   \n",
       "Octopussy                        1983     Roger Moore    53.9   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby    37.3   \n",
       "Quantum of Solace                2008    Daniel Craig   181.4   \n",
       "Skyfall                          2012    Daniel Craig   170.2   \n",
       "Spectre                          2015    Daniel Craig   206.3   \n",
       "The Living Daylights             1987  Timothy Dalton    68.8   \n",
       "The Man with the Golden Gun      1974     Roger Moore    27.7   \n",
       "The Spy Who Loved Me             1977     Roger Moore    45.1   \n",
       "The World Is Not Enough          1999  Pierce Brosnan   158.3   \n",
       "Thunderball                      1965    Sean Connery    41.9   \n",
       "Tomorrow Never Dies              1997  Pierce Brosnan   133.9   \n",
       "You Only Live Twice              1967    Sean Connery    59.9   \n",
       "\n",
       "                                 Bond Actor Salary  \n",
       "Film                                                \n",
       "A View to a Kill                               9.1  \n",
       "Casino Royale                                  3.3  \n",
       "Casino Royale                                  NaN  \n",
       "Diamonds Are Forever                           5.8  \n",
       "Die Another Day                               17.9  \n",
       "Dr. No                                         0.6  \n",
       "For Your Eyes Only                             NaN  \n",
       "From Russia with Love                          1.6  \n",
       "GoldenEye                                      5.1  \n",
       "Goldfinger                                     3.2  \n",
       "Licence to Kill                                7.9  \n",
       "Live and Let Die                               NaN  \n",
       "Moonraker                                      NaN  \n",
       "Never Say Never Again                          NaN  \n",
       "Octopussy                                      7.8  \n",
       "On Her Majesty's Secret Service                0.6  \n",
       "Quantum of Solace                              8.1  \n",
       "Skyfall                                       14.5  \n",
       "Spectre                                        NaN  \n",
       "The Living Daylights                           5.2  \n",
       "The Man with the Golden Gun                    NaN  \n",
       "The Spy Who Loved Me                           NaN  \n",
       "The World Is Not Enough                       13.5  \n",
       "Thunderball                                    4.7  \n",
       "Tomorrow Never Dies                           10.0  \n",
       "You Only Live Twice                            4.4  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create random sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Year         Actor       Director  Box Office  Budget  \\\n",
       "Film                                                                          \n",
       "Moonraker             1979   Roger Moore  Lewis Gilbert       535.0    91.5   \n",
       "The Spy Who Loved Me  1977   Roger Moore  Lewis Gilbert       533.0    45.1   \n",
       "Skyfall               2012  Daniel Craig     Sam Mendes       943.5   170.2   \n",
       "Casino Royale         1967   David Niven     Ken Hughes       315.0    85.0   \n",
       "For Your Eyes Only    1981   Roger Moore      John Glen       449.4    60.2   \n",
       "\n",
       "                      Bond Actor Salary  \n",
       "Film                                     \n",
       "Moonraker                           NaN  \n",
       "The Spy Who Loved Me                NaN  \n",
       "Skyfall                            14.5  \n",
       "Casino Royale                       NaN  \n",
       "For Your Eyes Only                  NaN  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.sample(n = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>Film</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>1989</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
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       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>373.8</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Year           Actor         Director  Box Office  \\\n",
       "Film                                                                         \n",
       "Diamonds Are Forever     1971    Sean Connery     Guy Hamilton       442.5   \n",
       "Licence to Kill          1989  Timothy Dalton        John Glen       250.9   \n",
       "GoldenEye                1995  Pierce Brosnan  Martin Campbell       518.5   \n",
       "For Your Eyes Only       1981     Roger Moore        John Glen       449.4   \n",
       "The World Is Not Enough  1999  Pierce Brosnan    Michael Apted       439.5   \n",
       "The Living Daylights     1987  Timothy Dalton        John Glen       313.5   \n",
       "A View to a Kill         1985     Roger Moore        John Glen       275.2   \n",
       "From Russia with Love    1963    Sean Connery    Terence Young       543.8   \n",
       "Dr. No                   1962    Sean Connery    Terence Young       448.8   \n",
       "Skyfall                  2012    Daniel Craig       Sam Mendes       943.5   \n",
       "Casino Royale            1967     David Niven       Ken Hughes       315.0   \n",
       "Octopussy                1983     Roger Moore        John Glen       373.8   \n",
       "\n",
       "                         Budget  Bond Actor Salary  \n",
       "Film                                                \n",
       "Diamonds Are Forever       34.7                5.8  \n",
       "Licence to Kill            56.7                7.9  \n",
       "GoldenEye                  76.9                5.1  \n",
       "For Your Eyes Only         60.2                NaN  \n",
       "The World Is Not Enough   158.3               13.5  \n",
       "The Living Daylights       68.8                5.2  \n",
       "A View to a Kill           54.5                9.1  \n",
       "From Russia with Love      12.6                1.6  \n",
       "Dr. No                      7.0                0.6  \n",
       "Skyfall                   170.2               14.5  \n",
       "Casino Royale              85.0                NaN  \n",
       "Octopussy                  53.9                7.8  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.sample(frac = 0.45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
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       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
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       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond.sort_values(\"Box Office\", inplace=True,ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
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      "text/plain": [
       "             Year         Actor       Director  Box Office  Budget  \\\n",
       "Film                                                                 \n",
       "Skyfall      2012  Daniel Craig     Sam Mendes       943.5   170.2   \n",
       "Thunderball  1965  Sean Connery  Terence Young       848.1    41.9   \n",
       "Goldfinger   1964  Sean Connery   Guy Hamilton       820.4    18.6   \n",
       "\n",
       "             Bond Actor Salary  \n",
       "Film                            \n",
       "Skyfall                   14.5  \n",
       "Thunderball                4.7  \n",
       "Goldfinger                 3.2  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Thunderball</th>\n",
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       "      <th>Goldfinger</th>\n",
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      ],
      "text/plain": [
       "             Year         Actor       Director  Box Office  Budget  \\\n",
       "Film                                                                 \n",
       "Skyfall      2012  Daniel Craig     Sam Mendes       943.5   170.2   \n",
       "Thunderball  1965  Sean Connery  Terence Young       848.1    41.9   \n",
       "Goldfinger   1964  Sean Connery   Guy Hamilton       820.4    18.6   \n",
       "\n",
       "             Bond Actor Salary  \n",
       "Film                            \n",
       "Skyfall                   14.5  \n",
       "Thunderball                4.7  \n",
       "Goldfinger                 3.2  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.nlargest(3, columns='Box Office')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond Actor Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Year         Actor      Director  Box Office  Budget  \\\n",
       "Film                                                                      \n",
       "Spectre            2015  Daniel Craig    Sam Mendes       726.7   206.3   \n",
       "Quantum of Solace  2008  Daniel Craig  Marc Forster       514.2   181.4   \n",
       "Skyfall            2012  Daniel Craig    Sam Mendes       943.5   170.2   \n",
       "\n",
       "                   Bond Actor Salary  \n",
       "Film                                  \n",
       "Spectre                          NaN  \n",
       "Quantum of Solace                8.1  \n",
       "Skyfall                         14.5  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.nlargest(3,'Budget')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
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       "      <th>Skyfall</th>\n",
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       "      <td>943.5</td>\n",
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       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
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       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
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       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
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       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
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       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
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       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
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      "text/plain": [
       "                         Year           Actor            Director  Box Office  \\\n",
       "Film                                                                            \n",
       "Die Another Day          2002  Pierce Brosnan        Lee Tamahori       465.4   \n",
       "Skyfall                  2012    Daniel Craig          Sam Mendes       943.5   \n",
       "The World Is Not Enough  1999  Pierce Brosnan       Michael Apted       439.5   \n",
       "Tomorrow Never Dies      1997  Pierce Brosnan  Roger Spottiswoode       463.2   \n",
       "A View to a Kill         1985     Roger Moore           John Glen       275.2   \n",
       "Quantum of Solace        2008    Daniel Craig        Marc Forster       514.2   \n",
       "\n",
       "                         Budget  Bond Actor Salary  \n",
       "Film                                                \n",
       "Die Another Day           154.2               17.9  \n",
       "Skyfall                   170.2               14.5  \n",
       "The World Is Not Enough   158.3               13.5  \n",
       "Tomorrow Never Dies       133.9               10.0  \n",
       "A View to a Kill           54.5                9.1  \n",
       "Quantum of Solace         181.4                8.1  "
      ]
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     "execution_count": 79,
     "metadata": {},
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = bond[\"Actor\"] == \"Sean Connery\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
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    {
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       "      <th>Never Say Never Again</th>\n",
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       "      <td>380.0</td>\n",
       "      <td>86.0</td>\n",
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       "                       Year         Actor        Director  Box Office  Budget  \\\n",
       "Film                                                                            \n",
       "Thunderball            1965  Sean Connery   Terence Young       848.1    41.9   \n",
       "Goldfinger             1964  Sean Connery    Guy Hamilton       820.4    18.6   \n",
       "From Russia with Love  1963  Sean Connery   Terence Young       543.8    12.6   \n",
       "You Only Live Twice    1967  Sean Connery   Lewis Gilbert       514.2    59.9   \n",
       "Dr. No                 1962  Sean Connery   Terence Young       448.8     7.0   \n",
       "Diamonds Are Forever   1971  Sean Connery    Guy Hamilton       442.5    34.7   \n",
       "Never Say Never Again  1983  Sean Connery  Irvin Kershner       380.0    86.0   \n",
       "\n",
       "                       Bond Actor Salary  \n",
       "Film                                      \n",
       "Thunderball                          4.7  \n",
       "Goldfinger                           3.2  \n",
       "From Russia with Love                1.6  \n",
       "You Only Live Twice                  4.4  \n",
       "Dr. No                               0.6  \n",
       "Diamonds Are Forever                 5.8  \n",
       "Never Say Never Again                NaN  "
      ]
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     "execution_count": 81,
     "metadata": {},
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   "source": [
    "bond[mask]"
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  {
   "cell_type": "code",
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   "metadata": {
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    {
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>Casino Royale</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Year         Actor        Director  \\\n",
       "Film                                                                    \n",
       "Skyfall                             NaN           NaN             NaN   \n",
       "Thunderball                      1965.0  Sean Connery   Terence Young   \n",
       "Goldfinger                       1964.0  Sean Connery    Guy Hamilton   \n",
       "Spectre                             NaN           NaN             NaN   \n",
       "Casino Royale                       NaN           NaN             NaN   \n",
       "From Russia with Love            1963.0  Sean Connery   Terence Young   \n",
       "Moonraker                           NaN           NaN             NaN   \n",
       "The Spy Who Loved Me                NaN           NaN             NaN   \n",
       "GoldenEye                           NaN           NaN             NaN   \n",
       "You Only Live Twice              1967.0  Sean Connery   Lewis Gilbert   \n",
       "Quantum of Solace                   NaN           NaN             NaN   \n",
       "Die Another Day                     NaN           NaN             NaN   \n",
       "Tomorrow Never Dies                 NaN           NaN             NaN   \n",
       "Live and Let Die                    NaN           NaN             NaN   \n",
       "For Your Eyes Only                  NaN           NaN             NaN   \n",
       "Dr. No                           1962.0  Sean Connery   Terence Young   \n",
       "Diamonds Are Forever             1971.0  Sean Connery    Guy Hamilton   \n",
       "The World Is Not Enough             NaN           NaN             NaN   \n",
       "Never Say Never Again            1983.0  Sean Connery  Irvin Kershner   \n",
       "Octopussy                           NaN           NaN             NaN   \n",
       "The Man with the Golden Gun         NaN           NaN             NaN   \n",
       "Casino Royale                       NaN           NaN             NaN   \n",
       "The Living Daylights                NaN           NaN             NaN   \n",
       "On Her Majesty's Secret Service     NaN           NaN             NaN   \n",
       "A View to a Kill                    NaN           NaN             NaN   \n",
       "Licence to Kill                     NaN           NaN             NaN   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "Skyfall                                 NaN     NaN                NaN  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Spectre                                 NaN     NaN                NaN  \n",
       "Casino Royale                           NaN     NaN                NaN  \n",
       "From Russia with Love                 543.8    12.6                1.6  \n",
       "Moonraker                               NaN     NaN                NaN  \n",
       "The Spy Who Loved Me                    NaN     NaN                NaN  \n",
       "GoldenEye                               NaN     NaN                NaN  \n",
       "You Only Live Twice                   514.2    59.9                4.4  \n",
       "Quantum of Solace                       NaN     NaN                NaN  \n",
       "Die Another Day                         NaN     NaN                NaN  \n",
       "Tomorrow Never Dies                     NaN     NaN                NaN  \n",
       "Live and Let Die                        NaN     NaN                NaN  \n",
       "For Your Eyes Only                      NaN     NaN                NaN  \n",
       "Dr. No                                448.8     7.0                0.6  \n",
       "Diamonds Are Forever                  442.5    34.7                5.8  \n",
       "The World Is Not Enough                 NaN     NaN                NaN  \n",
       "Never Say Never Again                 380.0    86.0                NaN  \n",
       "Octopussy                               NaN     NaN                NaN  \n",
       "The Man with the Golden Gun             NaN     NaN                NaN  \n",
       "Casino Royale                           NaN     NaN                NaN  \n",
       "The Living Daylights                    NaN     NaN                NaN  \n",
       "On Her Majesty's Secret Service         NaN     NaN                NaN  \n",
       "A View to a Kill                        NaN     NaN                NaN  \n",
       "Licence to Kill                         NaN     NaN                NaN  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.where(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond.columns = [column_name.replace(\" \",\"_\") for column_name in bond.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
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   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>3.2</td>\n",
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       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>59.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>154.2</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>133.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>60.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6</td>\n",
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       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>34.7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>158.3</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Sean Connery</td>\n",
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       "      <td>380.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>Octopussy</th>\n",
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       "      <td>John Glen</td>\n",
       "      <td>373.8</td>\n",
       "      <td>53.9</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>1974</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</td>\n",
       "      <td>68.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
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       "      <td>291.5</td>\n",
       "      <td>37.3</td>\n",
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       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>56.7</td>\n",
       "      <td>7.9</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor            Director  \\\n",
       "Film                                                                        \n",
       "Skyfall                          2012    Daniel Craig          Sam Mendes   \n",
       "Thunderball                      1965    Sean Connery       Terence Young   \n",
       "Goldfinger                       1964    Sean Connery        Guy Hamilton   \n",
       "Spectre                          2015    Daniel Craig          Sam Mendes   \n",
       "Casino Royale                    2006    Daniel Craig     Martin Campbell   \n",
       "From Russia with Love            1963    Sean Connery       Terence Young   \n",
       "Moonraker                        1979     Roger Moore       Lewis Gilbert   \n",
       "The Spy Who Loved Me             1977     Roger Moore       Lewis Gilbert   \n",
       "GoldenEye                        1995  Pierce Brosnan     Martin Campbell   \n",
       "You Only Live Twice              1967    Sean Connery       Lewis Gilbert   \n",
       "Quantum of Solace                2008    Daniel Craig        Marc Forster   \n",
       "Die Another Day                  2002  Pierce Brosnan        Lee Tamahori   \n",
       "Tomorrow Never Dies              1997  Pierce Brosnan  Roger Spottiswoode   \n",
       "Live and Let Die                 1973     Roger Moore        Guy Hamilton   \n",
       "For Your Eyes Only               1981     Roger Moore           John Glen   \n",
       "Dr. No                           1962    Sean Connery       Terence Young   \n",
       "Diamonds Are Forever             1971    Sean Connery        Guy Hamilton   \n",
       "The World Is Not Enough          1999  Pierce Brosnan       Michael Apted   \n",
       "Never Say Never Again            1983    Sean Connery      Irvin Kershner   \n",
       "Octopussy                        1983     Roger Moore           John Glen   \n",
       "The Man with the Golden Gun      1974     Roger Moore        Guy Hamilton   \n",
       "Casino Royale                    1967     David Niven          Ken Hughes   \n",
       "The Living Daylights             1987  Timothy Dalton           John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby       Peter R. Hunt   \n",
       "A View to a Kill                 1985     Roger Moore           John Glen   \n",
       "Licence to Kill                  1989  Timothy Dalton           John Glen   \n",
       "\n",
       "                                 Box_Office  Budget  Bond_Actor_Salary  \n",
       "Film                                                                    \n",
       "Skyfall                               943.5   170.2               14.5  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Spectre                               726.7   206.3                NaN  \n",
       "Casino Royale                         581.5   145.3                3.3  \n",
       "From Russia with Love                 543.8    12.6                1.6  \n",
       "Moonraker                             535.0    91.5                NaN  \n",
       "The Spy Who Loved Me                  533.0    45.1                NaN  \n",
       "GoldenEye                             518.5    76.9                5.1  \n",
       "You Only Live Twice                   514.2    59.9                4.4  \n",
       "Quantum of Solace                     514.2   181.4                8.1  \n",
       "Die Another Day                       465.4   154.2               17.9  \n",
       "Tomorrow Never Dies                   463.2   133.9               10.0  \n",
       "Live and Let Die                      460.3    30.8                NaN  \n",
       "For Your Eyes Only                    449.4    60.2                NaN  \n",
       "Dr. No                                448.8     7.0                0.6  \n",
       "Diamonds Are Forever                  442.5    34.7                5.8  \n",
       "The World Is Not Enough               439.5   158.3               13.5  \n",
       "Never Say Never Again                 380.0    86.0                NaN  \n",
       "Octopussy                             373.8    53.9                7.8  \n",
       "The Man with the Golden Gun           334.0    27.7                NaN  \n",
       "Casino Royale                         315.0    85.0                NaN  \n",
       "The Living Daylights                  313.5    68.8                5.2  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "A View to a Kill                      275.2    54.5                9.1  \n",
       "Licence to Kill                       250.9    56.7                7.9  "
      ]
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       "         Year         Actor    Director  Box_Office  Budget  Bond_Actor_Salary\n",
       "Film                                                                          \n",
       "Skyfall  2012  Daniel Craig  Sam Mendes       943.5   170.2               14.5\n",
       "Spectre  2015  Daniel Craig  Sam Mendes       726.7   206.3                NaN"
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box_Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond_Actor_Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Year         Actor    Director  Box_Office  Budget  Bond_Actor_Salary\n",
       "Film                                                                          \n",
       "Skyfall  2012  Daniel Craig  Sam Mendes       943.5   170.2               14.5\n",
       "Spectre  2015  Daniel Craig  Sam Mendes       726.7   206.3                NaN"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.query('Director == \"Sam Mendes\" and Actor == \"Daniel Craig\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Box_Office</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Bond_Actor_Salary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>170.2</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>206.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>181.4</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Year         Actor         Director  Box_Office  Budget  \\\n",
       "Film                                                                         \n",
       "Skyfall            2012  Daniel Craig       Sam Mendes       943.5   170.2   \n",
       "Spectre            2015  Daniel Craig       Sam Mendes       726.7   206.3   \n",
       "Casino Royale      2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Quantum of Solace  2008  Daniel Craig     Marc Forster       514.2   181.4   \n",
       "\n",
       "                   Bond_Actor_Salary  \n",
       "Film                                  \n",
       "Skyfall                         14.5  \n",
       "Spectre                          NaN  \n",
       "Casino Royale                    3.3  \n",
       "Quantum of Solace                8.1  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.query('Director == \"Sam Mendes\" or Actor == \"Daniel Craig\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Film</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
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       "      <td>581.5</td>\n",
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       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_million(num):\n",
    "    return str(num) + \"Millions\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "bond[\"Box Office\"] = bond[\"Box Office\"].apply(to_million)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5Millions</td>\n",
       "      <td>145.3</td>\n",
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       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0Millions</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director     Box Office  Budget  \\\n",
       "Film                                                                           \n",
       "A View to a Kill  1985   Roger Moore        John Glen  275.2Millions    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell  581.5Millions   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes  315.0Millions    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                         Good\n",
       "Casino Royale                      Best Movie\n",
       "Casino Royale                            Good\n",
       "Diamonds Are Forever                     Good\n",
       "Die Another Day                          Good\n",
       "Dr. No                                   Good\n",
       "For Your Eyes Only                       Good\n",
       "From Russia with Love                    Good\n",
       "GoldenEye                                Good\n",
       "Goldfinger                               Good\n",
       "Licence to Kill                          Good\n",
       "Live and Let Die                         Good\n",
       "Moonraker                                Good\n",
       "Never Say Never Again                    Good\n",
       "Octopussy                                Good\n",
       "On Her Majesty's Secret Service          Good\n",
       "Quantum of Solace                  Best Movie\n",
       "Skyfall                            Best Movie\n",
       "Spectre                            Best Movie\n",
       "The Living Daylights                     Good\n",
       "The Man with the Golden Gun              Good\n",
       "The Spy Who Loved Me                     Good\n",
       "The World Is Not Enough                  Good\n",
       "Thunderball                              Good\n",
       "Tomorrow Never Dies                      Good\n",
       "You Only Live Twice                      Good\n",
       "dtype: object"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def good_movie(row):\n",
    "    actor = row[1]\n",
    "    if actor == \"Daniel Craig\":\n",
    "        return \"Best Movie\"\n",
    "    else:\n",
    "        return \"Good\"\n",
    "    \n",
    "bond.apply(good_movie,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Film</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</td>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>54.5</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>145.3</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Year         Actor         Director  Box Office  Budget  \\\n",
       "Film                                                                        \n",
       "A View to a Kill  1985   Roger Moore        John Glen       275.2    54.5   \n",
       "Casino Royale     2006  Daniel Craig  Martin Campbell       581.5   145.3   \n",
       "Casino Royale     1967   David Niven       Ken Hughes       315.0    85.0   \n",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  \n",
       "Casino Royale                   NaN  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col = \"Film\")\n",
    "bond.sort_index(inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "abc = bond['Director'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                            John Glen\n",
       "Casino Royale                         Martin Campbell\n",
       "Casino Royale                              Ken Hughes\n",
       "Diamonds Are Forever                     Guy Hamilton\n",
       "Die Another Day                          Lee Tamahori\n",
       "Dr. No                                  Terence Young\n",
       "For Your Eyes Only                          John Glen\n",
       "From Russia with Love                   Terence Young\n",
       "GoldenEye                             Martin Campbell\n",
       "Goldfinger                               Guy Hamilton\n",
       "Licence to Kill                             John Glen\n",
       "Live and Let Die                         Guy Hamilton\n",
       "Moonraker                               Lewis Gilbert\n",
       "Never Say Never Again                  Irvin Kershner\n",
       "Octopussy                                   John Glen\n",
       "On Her Majesty's Secret Service         Peter R. Hunt\n",
       "Quantum of Solace                        Marc Forster\n",
       "Skyfall                                    Sam Mendes\n",
       "Spectre                                    Sam Mendes\n",
       "The Living Daylights                        John Glen\n",
       "The Man with the Golden Gun              Guy Hamilton\n",
       "The Spy Who Loved Me                    Lewis Gilbert\n",
       "The World Is Not Enough                 Michael Apted\n",
       "Thunderball                             Terence Young\n",
       "Tomorrow Never Dies                Roger Spottiswoode\n",
       "You Only Live Twice                     Lewis Gilbert\n",
       "Name: Director, dtype: object"
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