code session 20 Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <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",
       "</table>\n",
       "</div>"
      ],
      "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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\")\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The `.set_index()` and `.reset_index()` Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <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>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",
       "      <td>12.6</td>\n",
       "      <td>1.6</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>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>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>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>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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor       Director  \\\n",
       "Film                                                                   \n",
       "Dr. No                           1962    Sean Connery  Terence Young   \n",
       "From Russia with Love            1963    Sean Connery  Terence Young   \n",
       "Goldfinger                       1964    Sean Connery   Guy Hamilton   \n",
       "Thunderball                      1965    Sean Connery  Terence Young   \n",
       "Casino Royale                    1967     David Niven     Ken Hughes   \n",
       "You Only Live Twice              1967    Sean Connery  Lewis Gilbert   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby  Peter R. Hunt   \n",
       "Diamonds Are Forever             1971    Sean Connery   Guy Hamilton   \n",
       "Live and Let Die                 1973     Roger Moore   Guy Hamilton   \n",
       "The Man with the Golden Gun      1974     Roger Moore   Guy Hamilton   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "Dr. No                                448.8     7.0                0.6  \n",
       "From Russia with Love                 543.8    12.6                1.6  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Casino Royale                         315.0    85.0                NaN  \n",
       "You Only Live Twice                   514.2    59.9                4.4  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "Diamonds Are Forever                  442.5    34.7                5.8  \n",
       "Live and Let Die                      460.3    30.8                NaN  \n",
       "The Man with the Golden Gun           334.0    27.7                NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond = pd.read_csv(\"jamesbond.csv\", index_col= 'Film')\n",
    "bond.head(10)"
   ]
  },
  {
   "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",
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       "      <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 = pd.read_csv(\"jamesbond.csv\")\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "      <th>Year</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
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       "      <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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       "      <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",
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       "    <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",
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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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.set_index(keys=\"Film\", inplace = True)\n",
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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       "    <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",
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       "      <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",
       "    <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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#bond.reset_index()\n",
    "#bond.reset_index(drop = False)\n",
    "#bond.reset_index(drop = True)\n",
    "bond.reset_index(drop = False,inplace = True)\n",
    "\n",
    "bond"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <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",
       "</table>\n",
       "</div>"
      ],
      "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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bond.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</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>0</td>\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>1</td>\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>2</td>\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>3</td>\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>4</td>\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>5</td>\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>6</td>\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>7</td>\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>8</td>\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>9</td>\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>10</td>\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>11</td>\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>12</td>\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>13</td>\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>14</td>\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>15</td>\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>16</td>\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>17</td>\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>18</td>\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>19</td>\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>20</td>\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>21</td>\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>22</td>\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>23</td>\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>24</td>\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>25</td>\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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                             Film  Year           Actor  \\\n",
       "0       0                           Dr. No  1962    Sean Connery   \n",
       "1       1            From Russia with Love  1963    Sean Connery   \n",
       "2       2                       Goldfinger  1964    Sean Connery   \n",
       "3       3                      Thunderball  1965    Sean Connery   \n",
       "4       4                    Casino Royale  1967     David Niven   \n",
       "5       5              You Only Live Twice  1967    Sean Connery   \n",
       "6       6  On Her Majesty's Secret Service  1969  George Lazenby   \n",
       "7       7             Diamonds Are Forever  1971    Sean Connery   \n",
       "8       8                 Live and Let Die  1973     Roger Moore   \n",
       "9       9      The Man with the Golden Gun  1974     Roger Moore   \n",
       "10     10             The Spy Who Loved Me  1977     Roger Moore   \n",
       "11     11                        Moonraker  1979     Roger Moore   \n",
       "12     12               For Your Eyes Only  1981     Roger Moore   \n",
       "13     13            Never Say Never Again  1983    Sean Connery   \n",
       "14     14                        Octopussy  1983     Roger Moore   \n",
       "15     15                 A View to a Kill  1985     Roger Moore   \n",
       "16     16             The Living Daylights  1987  Timothy Dalton   \n",
       "17     17                  Licence to Kill  1989  Timothy Dalton   \n",
       "18     18                        GoldenEye  1995  Pierce Brosnan   \n",
       "19     19              Tomorrow Never Dies  1997  Pierce Brosnan   \n",
       "20     20          The World Is Not Enough  1999  Pierce Brosnan   \n",
       "21     21                  Die Another Day  2002  Pierce Brosnan   \n",
       "22     22                    Casino Royale  2006    Daniel Craig   \n",
       "23     23                Quantum of Solace  2008    Daniel Craig   \n",
       "24     24                          Skyfall  2012    Daniel Craig   \n",
       "25     25                          Spectre  2015    Daniel Craig   \n",
       "\n",
       "              Director  Box Office  Budget  Bond Actor Salary  \n",
       "0        Terence Young       448.8     7.0                0.6  \n",
       "1        Terence Young       543.8    12.6                1.6  \n",
       "2         Guy Hamilton       820.4    18.6                3.2  \n",
       "3        Terence Young       848.1    41.9                4.7  \n",
       "4           Ken Hughes       315.0    85.0                NaN  \n",
       "5        Lewis Gilbert       514.2    59.9                4.4  \n",
       "6        Peter R. Hunt       291.5    37.3                0.6  \n",
       "7         Guy Hamilton       442.5    34.7                5.8  \n",
       "8         Guy Hamilton       460.3    30.8                NaN  \n",
       "9         Guy Hamilton       334.0    27.7                NaN  \n",
       "10       Lewis Gilbert       533.0    45.1                NaN  \n",
       "11       Lewis Gilbert       535.0    91.5                NaN  \n",
       "12           John Glen       449.4    60.2                NaN  \n",
       "13      Irvin Kershner       380.0    86.0                NaN  \n",
       "14           John Glen       373.8    53.9                7.8  \n",
       "15           John Glen       275.2    54.5                9.1  \n",
       "16           John Glen       313.5    68.8                5.2  \n",
       "17           John Glen       250.9    56.7                7.9  \n",
       "18     Martin Campbell       518.5    76.9                5.1  \n",
       "19  Roger Spottiswoode       463.2   133.9               10.0  \n",
       "20       Michael Apted       439.5   158.3               13.5  \n",
       "21        Lee Tamahori       465.4   154.2               17.9  \n",
       "22     Martin Campbell       581.5   145.3                3.3  \n",
       "23        Marc Forster       514.2   181.4                8.1  \n",
       "24          Sam Mendes       943.5   170.2               14.5  \n",
       "25          Sam Mendes       726.7   206.3                NaN  "
      ]
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    "bond.reset_index(inplace= True)\n",
    "bond"
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   "outputs": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Film</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Budget</th>\n",
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       "      <th>Year</th>\n",
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       "      <th>1962</th>\n",
       "      <td>0</td>\n",
       "      <td>Dr. No</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>1963</th>\n",
       "      <td>1</td>\n",
       "      <td>From Russia with Love</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>1964</th>\n",
       "      <td>2</td>\n",
       "      <td>Goldfinger</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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       "      index                   Film         Actor       Director  Box Office  \\\n",
       "Year                                                                          \n",
       "1962      0                 Dr. No  Sean Connery  Terence Young       448.8   \n",
       "1963      1  From Russia with Love  Sean Connery  Terence Young       543.8   \n",
       "1964      2             Goldfinger  Sean Connery   Guy Hamilton       820.4   \n",
       "\n",
       "      Budget  Bond Actor Salary  \n",
       "Year                             \n",
       "1962     7.0                0.6  \n",
       "1963    12.6                1.6  \n",
       "1964    18.6                3.2  "
      ]
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     "execution_count": 9,
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    "bond.set_index(\"Year\", inplace = True)\n",
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