07-hafta.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1120738c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4d2d36f",
   "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",
       "  </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",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df=pd.read_csv(\"resources/resources/jamesbond.csv\",index_col=\"Film\")\n",
    "jb_df.sort_index(inplace=True)\n",
    "jb_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1587f54a",
   "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>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",
       "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",
       "Casino Royale                3.3  \n",
       "Casino Royale                NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[\"Casino Royale\"] #index stringse .loc[] kullanmamız gerekir. iloc da string olmuyor. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e4712815",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Roger Moore'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[\"A View to a Kill\",\"Actor\"] # index olarak girilen filmin aktorunu getirir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0cb06928",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                      1985\n",
       "Actor                      Ali\n",
       "Director             John Glen\n",
       "Box Office               275.2\n",
       "Budget                    54.5\n",
       "Bond Actor Salary          9.1\n",
       "Name: A View to a Kill, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[\"A View to a Kill\",\"Actor\"]=\"Ali\" #actoru değiştirdik\n",
    "jb_df.loc[\"A View to a Kill\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "acb69e31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                      1985\n",
       "Actor                      Ali\n",
       "Director             John Glen\n",
       "Box Office               275.2\n",
       "Budget                     2.0\n",
       "Bond Actor Salary          3.0\n",
       "Box office                 1.0\n",
       "Name: A View to a Kill, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[\"A View to a Kill\",[\"Box office\",\"Budget\",\"Bond Actor Salary\"]]=[1,2,3]\n",
    "#ilgili indexin verilen  değerlerini sırasıyla değiştirdik\n",
    "jb_df.loc[\"A View to a Kill\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a1a12e4",
   "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",
       "      <th>Box office</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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>NaN</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",
       "      <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",
       "      <td>NaN</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",
       "      <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",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Year         Actor        Director  Box Office  Budget  \\\n",
       "Film                                                                            \n",
       "Diamonds Are Forever   1971  Sean Connery    Guy Hamilton       442.5    34.7   \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",
       "Never Say Never Again  1983  Sean Connery  Irvin Kershner       380.0    86.0   \n",
       "Thunderball            1965  Sean Connery   Terence Young       848.1    41.9   \n",
       "You Only Live Twice    1967  Sean Connery   Lewis Gilbert       514.2    59.9   \n",
       "\n",
       "                       Bond Actor Salary  Box office  \n",
       "Film                                                  \n",
       "Diamonds Are Forever                 5.8         NaN  \n",
       "Dr. No                               0.6         NaN  \n",
       "From Russia with Love                1.6         NaN  \n",
       "Goldfinger                           3.2         NaN  \n",
       "Never Say Never Again                NaN         NaN  \n",
       "Thunderball                          4.7         NaN  \n",
       "You Only Live Twice                  4.4         NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df[jb_df[\"Actor\"]==\"Sean Connery\"] #aktörü sean connery olan tüm filmleri getirdi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a16870f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "Diamonds Are Forever     Sean Connery\n",
       "Dr. No                   Sean Connery\n",
       "From Russia with Love    Sean Connery\n",
       "Goldfinger               Sean Connery\n",
       "Never Say Never Again    Sean Connery\n",
       "Thunderball              Sean Connery\n",
       "You Only Live Twice      Sean Connery\n",
       "Name: Actor, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df[jb_df[\"Actor\"]==\"Sean Connery\"][\"Actor\"] #şarta göre sadece aktör sütununu ve indexi getirir, seri şeklinde döner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "21176659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "Diamonds Are Forever     Sean Connery\n",
       "Dr. No                   Sean Connery\n",
       "From Russia with Love    Sean Connery\n",
       "Goldfinger               Sean Connery\n",
       "Never Say Never Again    Sean Connery\n",
       "Thunderball              Sean Connery\n",
       "You Only Live Twice      Sean Connery\n",
       "Name: Actor, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[jb_df[\"Actor\"]==\"Sean Connery\",\"Actor\"] #üsttekiyle aynı şeyi yapar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6da052d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "Diamonds Are Forever     Veli Git\n",
       "Dr. No                   Veli Git\n",
       "From Russia with Love    Veli Git\n",
       "Goldfinger               Veli Git\n",
       "Never Say Never Again    Veli Git\n",
       "Thunderball              Veli Git\n",
       "You Only Live Twice      Veli Git\n",
       "Name: Actor, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.loc[jb_df[\"Actor\"]==\"Sean Connery\",\"Actor\"]=\"Veli Git\" \n",
    "#sean connery nin aktor olduğu filmlerin aktorunu veli git olarak değiştirdi\n",
    "jb_df.loc[jb_df[\"Actor\"]==\"Veli Git\",\"Actor\"] #aktorü veli git olan aktorleri ve indexlerini getirdi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5f955da1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                        1985\n",
       "Actor                Roger Moore\n",
       "Director               John Glen\n",
       "Box Office                 275.2\n",
       "Budget                       2.0\n",
       "Bond Actor Salary            3.0\n",
       "Box office                   1.0\n",
       "Name: A View to a Kill, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.iloc[0,1]=\"Roger Moore\" #0.satırın 1.sütununu(Actor sütunu) Roger Moore yaptı\n",
    "jb_df.iloc[0] #0.indexi çağırdı"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "025be7d5",
   "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",
       "  </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",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df=pd.read_csv(\"resources/resources/jamesbond.csv\",index_col=\"Film\")\n",
    "jb_df.sort_index(inplace=True)\n",
    "jb_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d9730897",
   "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",
       "    <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>Golden Eye1</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>Zehra</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",
       "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",
       "Golden Eye1                      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",
       "Zehra                            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",
       "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",
       "Golden Eye1                           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",
       "Zehra                                 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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#jb_df.rename(mapper={ #mapper indexte değişiklik yapar ve sözlük bekler\n",
    "   # \"GoldenEye\":\"Golden Eye\",\n",
    "    #\"The World Is Not Enough\":\"Zehra Ç\"\n",
    "#})\n",
    "#jb_df.rename(mapper={ #mapper indexte değişiklik yapar ve sözlük bekler\n",
    "    #\"GoldenEye\":\"Golden Eye\",\n",
    "    #\"The World Is Not Enough\":\"Zehra Ç\"\n",
    "#},axis=0) #default olarak sıfırdır axis,satır bazlı işlem yapıldığını gösterir\n",
    "#axis=0,axis=rows,axis=index hepsi aynı işi yapar,satır bazlı index değiştirmemizi sağlar\n",
    "jb_df.rename(index={\n",
    "    \"GoldenEye\":\"Golden Eye1\",\n",
    "    \"The World Is Not Enough\":\"Zehra\"\n",
    "}) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5a59412b",
   "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>Release Date</th>\n",
       "      <th>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Box Office</th>\n",
       "      <th>Cost</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>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": [
       "                                 Release Date           Actor  \\\n",
       "Film                                                            \n",
       "A View to a Kill                         1985     Roger Moore   \n",
       "Casino Royale                            2006    Daniel Craig   \n",
       "Casino Royale                            1967     David Niven   \n",
       "Diamonds Are Forever                     1971    Sean Connery   \n",
       "Die Another Day                          2002  Pierce Brosnan   \n",
       "Dr. No                                   1962    Sean Connery   \n",
       "For Your Eyes Only                       1981     Roger Moore   \n",
       "From Russia with Love                    1963    Sean Connery   \n",
       "GoldenEye                                1995  Pierce Brosnan   \n",
       "Goldfinger                               1964    Sean Connery   \n",
       "Licence to Kill                          1989  Timothy Dalton   \n",
       "Live and Let Die                         1973     Roger Moore   \n",
       "Moonraker                                1979     Roger Moore   \n",
       "Never Say Never Again                    1983    Sean Connery   \n",
       "Octopussy                                1983     Roger Moore   \n",
       "On Her Majesty's Secret Service          1969  George Lazenby   \n",
       "Quantum of Solace                        2008    Daniel Craig   \n",
       "Skyfall                                  2012    Daniel Craig   \n",
       "Spectre                                  2015    Daniel Craig   \n",
       "The Living Daylights                     1987  Timothy Dalton   \n",
       "The Man with the Golden Gun              1974     Roger Moore   \n",
       "The Spy Who Loved Me                     1977     Roger Moore   \n",
       "The World Is Not Enough                  1999  Pierce Brosnan   \n",
       "Thunderball                              1965    Sean Connery   \n",
       "Tomorrow Never Dies                      1997  Pierce Brosnan   \n",
       "You Only Live Twice                      1967    Sean Connery   \n",
       "\n",
       "                                           Director  Box Office   Cost  \\\n",
       "Film                                                                     \n",
       "A View to a Kill                          John Glen       275.2   54.5   \n",
       "Casino Royale                       Martin Campbell       581.5  145.3   \n",
       "Casino Royale                            Ken Hughes       315.0   85.0   \n",
       "Diamonds Are Forever                   Guy Hamilton       442.5   34.7   \n",
       "Die Another Day                        Lee Tamahori       465.4  154.2   \n",
       "Dr. No                                Terence Young       448.8    7.0   \n",
       "For Your Eyes Only                        John Glen       449.4   60.2   \n",
       "From Russia with Love                 Terence Young       543.8   12.6   \n",
       "GoldenEye                           Martin Campbell       518.5   76.9   \n",
       "Goldfinger                             Guy Hamilton       820.4   18.6   \n",
       "Licence to Kill                           John Glen       250.9   56.7   \n",
       "Live and Let Die                       Guy Hamilton       460.3   30.8   \n",
       "Moonraker                             Lewis Gilbert       535.0   91.5   \n",
       "Never Say Never Again                Irvin Kershner       380.0   86.0   \n",
       "Octopussy                                 John Glen       373.8   53.9   \n",
       "On Her Majesty's Secret Service       Peter R. Hunt       291.5   37.3   \n",
       "Quantum of Solace                      Marc Forster       514.2  181.4   \n",
       "Skyfall                                  Sam Mendes       943.5  170.2   \n",
       "Spectre                                  Sam Mendes       726.7  206.3   \n",
       "The Living Daylights                      John Glen       313.5   68.8   \n",
       "The Man with the Golden Gun            Guy Hamilton       334.0   27.7   \n",
       "The Spy Who Loved Me                  Lewis Gilbert       533.0   45.1   \n",
       "The World Is Not Enough               Michael Apted       439.5  158.3   \n",
       "Thunderball                           Terence Young       848.1   41.9   \n",
       "Tomorrow Never Dies              Roger Spottiswoode       463.2  133.9   \n",
       "You Only Live Twice                   Lewis Gilbert       514.2   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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SÜTUN ADI DEĞİŞTİRMEK İÇİNN\n",
    "jb_df.rename(mapper={\"Year\":\"Release Date\",\"Budget\":\"Cost\"},axis=1) \n",
    "#axis=1 iken sütun bazlı çalışır,axis=\"columns\" da aynı işi yapar\n",
    "jb_df.rename(columns={\"Year\":\"Release Date\",\"Budget\":\"Cost\"}) #bu kullanımda üsttekiyle aynı\n",
    "#rename de defalut olarak inplace=False "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2ce31437",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Year', 'Actor', 'Director', 'Box Office', 'Budget',\n",
       "       'Bond Actor Salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a13f1abe",
   "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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Year           Actor         Director  Box Office  \\\n",
       "Film                                                                      \n",
       "A View to a Kill      1985     Roger Moore        John Glen       275.2   \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",
       "\n",
       "                      Budget  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  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#columns uzerinden column isminde degislik yapmak istiyorsak butun kolonların adını yazmamız gerekiyor\n",
    "jb_df.columns=['Year', 'Actor', 'Director', 'Box Office', 'Budget','Salary'] #yaptığı değişikliği kaydediyor\n",
    "jb_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b89f4c94",
   "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",
       "  </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",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df=pd.read_csv(\"resources/resources/jamesbond.csv\",index_col=\"Film\")\n",
    "jb_df.sort_index(inplace=True)\n",
    "jb_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9a9ee212",
   "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>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>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": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.drop(\"A View to a Kill\") #axis i default olarak 0 yani tüm silmeler satır bazlı yapılacak\n",
    "#inplace=False default olarak "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "16dacb52",
   "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>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",
       "A View to a Kill                 1985     Roger Moore           John Glen   \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",
       "A View to a Kill                      275.2    54.5                9.1  \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": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.drop(\"Casino Royale\") #bu etikete sahip tüm kayıtları siler "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6564aa2b",
   "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>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",
       "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",
       "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": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.drop([\"A View to a Kill\",\"Casino Royale\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ce05ccb9",
   "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>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",
       "    </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>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>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>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>Guy Hamilton</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>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>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>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>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>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>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>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>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>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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.drop(\"Box Office\",axis=1) #sütun silmek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5b893734",
   "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>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>John Glen</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>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>NaN</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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",
       "                                 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": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.drop([\"Box Office\",\"Budget\"],axis=1) #Box Office ve Budget sütunlarını sildik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d1164a4e",
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A View to a Kill</th>\n",
       "      <td>1985</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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            Director  Box Office  Budget  \\\n",
       "Film                                                                            \n",
       "A View to a Kill                 1985           John Glen       275.2    54.5   \n",
       "Casino Royale                    2006     Martin Campbell       581.5   145.3   \n",
       "Casino Royale                    1967          Ken Hughes       315.0    85.0   \n",
       "Diamonds Are Forever             1971        Guy Hamilton       442.5    34.7   \n",
       "Die Another Day                  2002        Lee Tamahori       465.4   154.2   \n",
       "Dr. No                           1962       Terence Young       448.8     7.0   \n",
       "For Your Eyes Only               1981           John Glen       449.4    60.2   \n",
       "From Russia with Love            1963       Terence Young       543.8    12.6   \n",
       "GoldenEye                        1995     Martin Campbell       518.5    76.9   \n",
       "Goldfinger                       1964        Guy Hamilton       820.4    18.6   \n",
       "Licence to Kill                  1989           John Glen       250.9    56.7   \n",
       "Live and Let Die                 1973        Guy Hamilton       460.3    30.8   \n",
       "Moonraker                        1979       Lewis Gilbert       535.0    91.5   \n",
       "Never Say Never Again            1983      Irvin Kershner       380.0    86.0   \n",
       "Octopussy                        1983           John Glen       373.8    53.9   \n",
       "On Her Majesty's Secret Service  1969       Peter R. Hunt       291.5    37.3   \n",
       "Quantum of Solace                2008        Marc Forster       514.2   181.4   \n",
       "Skyfall                          2012          Sam Mendes       943.5   170.2   \n",
       "Spectre                          2015          Sam Mendes       726.7   206.3   \n",
       "The Living Daylights             1987           John Glen       313.5    68.8   \n",
       "The Man with the Golden Gun      1974        Guy Hamilton       334.0    27.7   \n",
       "The Spy Who Loved Me             1977       Lewis Gilbert       533.0    45.1   \n",
       "The World Is Not Enough          1999       Michael Apted       439.5   158.3   \n",
       "Thunderball                      1965       Terence Young       848.1    41.9   \n",
       "Tomorrow Never Dies              1997  Roger Spottiswoode       463.2   133.9   \n",
       "You Only Live Twice              1967       Lewis Gilbert       514.2    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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor = jb_df.pop(\"Actor\") #dataframe den Actor sütununu siler ve değişkene eşitler \n",
    "jb_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "40aea199",
   "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>Director</th>\n",
       "      <th>Box Office</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>John Glen</td>\n",
       "      <td>275.2</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>2006</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>581.5</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>1967</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>315.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>1971</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>2002</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>465.4</td>\n",
       "      <td>17.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>1962</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>448.8</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>1981</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>449.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>1963</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>543.8</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>1995</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>518.5</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>1964</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>820.4</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>1989</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>250.9</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>460.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>1979</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>535.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>1983</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>380.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>1983</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>373.8</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>Peter R. Hunt</td>\n",
       "      <td>291.5</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>2008</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>514.2</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>2012</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>943.5</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>2015</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>726.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>1987</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>313.5</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>Guy Hamilton</td>\n",
       "      <td>334.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>1977</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>533.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>1999</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>439.5</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>1965</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>848.1</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>1997</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>463.2</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>1967</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>514.2</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year            Director  Box Office  \\\n",
       "Film                                                                    \n",
       "A View to a Kill                 1985           John Glen       275.2   \n",
       "Casino Royale                    2006     Martin Campbell       581.5   \n",
       "Casino Royale                    1967          Ken Hughes       315.0   \n",
       "Diamonds Are Forever             1971        Guy Hamilton       442.5   \n",
       "Die Another Day                  2002        Lee Tamahori       465.4   \n",
       "Dr. No                           1962       Terence Young       448.8   \n",
       "For Your Eyes Only               1981           John Glen       449.4   \n",
       "From Russia with Love            1963       Terence Young       543.8   \n",
       "GoldenEye                        1995     Martin Campbell       518.5   \n",
       "Goldfinger                       1964        Guy Hamilton       820.4   \n",
       "Licence to Kill                  1989           John Glen       250.9   \n",
       "Live and Let Die                 1973        Guy Hamilton       460.3   \n",
       "Moonraker                        1979       Lewis Gilbert       535.0   \n",
       "Never Say Never Again            1983      Irvin Kershner       380.0   \n",
       "Octopussy                        1983           John Glen       373.8   \n",
       "On Her Majesty's Secret Service  1969       Peter R. Hunt       291.5   \n",
       "Quantum of Solace                2008        Marc Forster       514.2   \n",
       "Skyfall                          2012          Sam Mendes       943.5   \n",
       "Spectre                          2015          Sam Mendes       726.7   \n",
       "The Living Daylights             1987           John Glen       313.5   \n",
       "The Man with the Golden Gun      1974        Guy Hamilton       334.0   \n",
       "The Spy Who Loved Me             1977       Lewis Gilbert       533.0   \n",
       "The World Is Not Enough          1999       Michael Apted       439.5   \n",
       "Thunderball                      1965       Terence Young       848.1   \n",
       "Tomorrow Never Dies              1997  Roger Spottiswoode       463.2   \n",
       "You Only Live Twice              1967       Lewis Gilbert       514.2   \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": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del jb_df[\"Budget\"] #del de sütun siler ama dönderme işlemi yapmaz\n",
    "#pop ve del de yapılan işlemlerin hepsi dataframe de değişiklik yapar kalıcı olarak.\n",
    "jb_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cfb9c771",
   "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",
       "  </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",
       "\n",
       "                  Bond Actor Salary  \n",
       "Film                                 \n",
       "A View to a Kill                9.1  \n",
       "Casino Royale                   3.3  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df=pd.read_csv(\"resources/resources/jamesbond.csv\",index_col=\"Film\")\n",
    "jb_df.sort_index(inplace=True)\n",
    "jb_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e008bcf1",
   "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>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>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>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>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  \\\n",
       "Film                                                                          \n",
       "A View to a Kill             1985   Roger Moore       John Glen       275.2   \n",
       "Casino Royale                1967   David Niven      Ken Hughes       315.0   \n",
       "Never Say Never Again        1983  Sean Connery  Irvin Kershner       380.0   \n",
       "The Man with the Golden Gun  1974   Roger Moore    Guy Hamilton       334.0   \n",
       "Spectre                      2015  Daniel Craig      Sam Mendes       726.7   \n",
       "\n",
       "                             Budget  Bond Actor Salary  \n",
       "Film                                                    \n",
       "A View to a Kill               54.5                9.1  \n",
       "Casino Royale                  85.0                NaN  \n",
       "Never Say Never Again          86.0                NaN  \n",
       "The Man with the Golden Gun    27.7                NaN  \n",
       "Spectre                       206.3                NaN  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.sample(5) #sample->rastgele kayıt seçer,default olarak 1 kayıt seçer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "864e57da",
   "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>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>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>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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor       Director  \\\n",
       "Film                                                                   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby  Peter R. Hunt   \n",
       "Thunderball                      1965    Sean Connery  Terence Young   \n",
       "The Spy Who Loved Me             1977     Roger Moore  Lewis Gilbert   \n",
       "Quantum of Solace                2008    Daniel Craig   Marc Forster   \n",
       "Goldfinger                       1964    Sean Connery   Guy Hamilton   \n",
       "Dr. No                           1962    Sean Connery  Terence Young   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "The Spy Who Loved Me                  533.0    45.1                NaN  \n",
       "Quantum of Solace                     514.2   181.4                8.1  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Dr. No                                448.8     7.0                0.6  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.sample(frac=.25) #frac= ile kayıt sayısının yüzde değerini veririz o kadar kayıt seçer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "eeb94126",
   "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>Actor</th>\n",
       "      <th>Director</th>\n",
       "      <th>Budget</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Film</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>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>54.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>145.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casino Royale</th>\n",
       "      <td>David Niven</td>\n",
       "      <td>Ken Hughes</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diamonds Are Forever</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Another Day</th>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Lee Tamahori</td>\n",
       "      <td>154.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. No</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>For Your Eyes Only</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>60.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Russia with Love</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>12.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoldenEye</th>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldfinger</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Licence to Kill</th>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>56.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moonraker</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>91.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Say Never Again</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Octopussy</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>53.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On Her Majesty's Secret Service</th>\n",
       "      <td>George Lazenby</td>\n",
       "      <td>Peter R. Hunt</td>\n",
       "      <td>37.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantum of Solace</th>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>181.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyfall</th>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>170.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>Daniel Craig</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>206.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Living Daylights</th>\n",
       "      <td>Timothy Dalton</td>\n",
       "      <td>John Glen</td>\n",
       "      <td>68.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Man with the Golden Gun</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Spy Who Loved Me</th>\n",
       "      <td>Roger Moore</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>45.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The World Is Not Enough</th>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Michael Apted</td>\n",
       "      <td>158.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderball</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Terence Young</td>\n",
       "      <td>41.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomorrow Never Dies</th>\n",
       "      <td>Pierce Brosnan</td>\n",
       "      <td>Roger Spottiswoode</td>\n",
       "      <td>133.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Only Live Twice</th>\n",
       "      <td>Sean Connery</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>59.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Actor            Director  Budget\n",
       "Film                                                                       \n",
       "A View to a Kill                    Roger Moore           John Glen    54.5\n",
       "Casino Royale                      Daniel Craig     Martin Campbell   145.3\n",
       "Casino Royale                       David Niven          Ken Hughes    85.0\n",
       "Diamonds Are Forever               Sean Connery        Guy Hamilton    34.7\n",
       "Die Another Day                  Pierce Brosnan        Lee Tamahori   154.2\n",
       "Dr. No                             Sean Connery       Terence Young     7.0\n",
       "For Your Eyes Only                  Roger Moore           John Glen    60.2\n",
       "From Russia with Love              Sean Connery       Terence Young    12.6\n",
       "GoldenEye                        Pierce Brosnan     Martin Campbell    76.9\n",
       "Goldfinger                         Sean Connery        Guy Hamilton    18.6\n",
       "Licence to Kill                  Timothy Dalton           John Glen    56.7\n",
       "Live and Let Die                    Roger Moore        Guy Hamilton    30.8\n",
       "Moonraker                           Roger Moore       Lewis Gilbert    91.5\n",
       "Never Say Never Again              Sean Connery      Irvin Kershner    86.0\n",
       "Octopussy                           Roger Moore           John Glen    53.9\n",
       "On Her Majesty's Secret Service  George Lazenby       Peter R. Hunt    37.3\n",
       "Quantum of Solace                  Daniel Craig        Marc Forster   181.4\n",
       "Skyfall                            Daniel Craig          Sam Mendes   170.2\n",
       "Spectre                            Daniel Craig          Sam Mendes   206.3\n",
       "The Living Daylights             Timothy Dalton           John Glen    68.8\n",
       "The Man with the Golden Gun         Roger Moore        Guy Hamilton    27.7\n",
       "The Spy Who Loved Me                Roger Moore       Lewis Gilbert    45.1\n",
       "The World Is Not Enough          Pierce Brosnan       Michael Apted   158.3\n",
       "Thunderball                        Sean Connery       Terence Young    41.9\n",
       "Tomorrow Never Dies              Pierce Brosnan  Roger Spottiswoode   133.9\n",
       "You Only Live Twice                Sean Connery       Lewis Gilbert    59.9"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.sample(n=3,axis=1) #n ile istediğimiz kadar sütun seçtirebiliriz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "d849818c",
   "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>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",
       "    </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",
       "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": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.nlargest(3,\"Box Office\") #en büyük 3 tane box office e sahip kaydını gösterdi "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e78ebbb4",
   "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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor       Director  \\\n",
       "Film                                                                   \n",
       "Licence to Kill                  1989  Timothy Dalton      John Glen   \n",
       "A View to a Kill                 1985     Roger Moore      John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby  Peter R. Hunt   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "Licence to Kill                       250.9    56.7                7.9  \n",
       "A View to a Kill                      275.2    54.5                9.1  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.nsmallest(3,\"Box Office\") #en düşük 3 tane box office e sahip kaydı gösterir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a6c4982e",
   "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>1985.0</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>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>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>Diamonds Are Forever</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>Die Another Day</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>Dr. No</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>For Your Eyes Only</th>\n",
       "      <td>1981.0</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>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>GoldenEye</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>Goldfinger</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",
       "    <tr>\n",
       "      <th>Live and Let Die</th>\n",
       "      <td>1973.0</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>1979.0</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>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>Octopussy</th>\n",
       "      <td>1983.0</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>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>Quantum of Solace</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>Skyfall</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>Spectre</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>The Man with the Golden Gun</th>\n",
       "      <td>1974.0</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>1977.0</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>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>Thunderball</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>Tomorrow Never Dies</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>You Only Live Twice</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",
       "A View to a Kill                 1985.0  Roger Moore      John Glen   \n",
       "Casino Royale                       NaN          NaN            NaN   \n",
       "Casino Royale                       NaN          NaN            NaN   \n",
       "Diamonds Are Forever                NaN          NaN            NaN   \n",
       "Die Another Day                     NaN          NaN            NaN   \n",
       "Dr. No                              NaN          NaN            NaN   \n",
       "For Your Eyes Only               1981.0  Roger Moore      John Glen   \n",
       "From Russia with Love               NaN          NaN            NaN   \n",
       "GoldenEye                           NaN          NaN            NaN   \n",
       "Goldfinger                          NaN          NaN            NaN   \n",
       "Licence to Kill                     NaN          NaN            NaN   \n",
       "Live and Let Die                 1973.0  Roger Moore   Guy Hamilton   \n",
       "Moonraker                        1979.0  Roger Moore  Lewis Gilbert   \n",
       "Never Say Never Again               NaN          NaN            NaN   \n",
       "Octopussy                        1983.0  Roger Moore      John Glen   \n",
       "On Her Majesty's Secret Service     NaN          NaN            NaN   \n",
       "Quantum of Solace                   NaN          NaN            NaN   \n",
       "Skyfall                             NaN          NaN            NaN   \n",
       "Spectre                             NaN          NaN            NaN   \n",
       "The Living Daylights                NaN          NaN            NaN   \n",
       "The Man with the Golden Gun      1974.0  Roger Moore   Guy Hamilton   \n",
       "The Spy Who Loved Me             1977.0  Roger Moore  Lewis Gilbert   \n",
       "The World Is Not Enough             NaN          NaN            NaN   \n",
       "Thunderball                         NaN          NaN            NaN   \n",
       "Tomorrow Never Dies                 NaN          NaN            NaN   \n",
       "You Only Live Twice                 NaN          NaN            NaN   \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                           NaN     NaN                NaN  \n",
       "Casino Royale                           NaN     NaN                NaN  \n",
       "Diamonds Are Forever                    NaN     NaN                NaN  \n",
       "Die Another Day                         NaN     NaN                NaN  \n",
       "Dr. No                                  NaN     NaN                NaN  \n",
       "For Your Eyes Only                    449.4    60.2                NaN  \n",
       "From Russia with Love                   NaN     NaN                NaN  \n",
       "GoldenEye                               NaN     NaN                NaN  \n",
       "Goldfinger                              NaN     NaN                NaN  \n",
       "Licence to Kill                         NaN     NaN                NaN  \n",
       "Live and Let Die                      460.3    30.8                NaN  \n",
       "Moonraker                             535.0    91.5                NaN  \n",
       "Never Say Never Again                   NaN     NaN                NaN  \n",
       "Octopussy                             373.8    53.9                7.8  \n",
       "On Her Majesty's Secret Service         NaN     NaN                NaN  \n",
       "Quantum of Solace                       NaN     NaN                NaN  \n",
       "Skyfall                                 NaN     NaN                NaN  \n",
       "Spectre                                 NaN     NaN                NaN  \n",
       "The Living Daylights                    NaN     NaN                NaN  \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                 NaN     NaN                NaN  \n",
       "Thunderball                             NaN     NaN                NaN  \n",
       "Tomorrow Never Dies                     NaN     NaN                NaN  \n",
       "You Only Live Twice                     NaN     NaN                NaN  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.where(jb_df[\"Actor\"]==\"Roger Moore\") #belli şartı sağlayan kayıtları listeleriz \n",
    "#olmayanları nan olarak getirir "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "be654642",
   "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>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>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>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>Diamonds Are Forever</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>Die Another Day</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>Dr. No</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>For Your Eyes Only</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>From Russia with Love</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>GoldenEye</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>Goldfinger</th>\n",
       "      <td>1964.0</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>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>Live and Let Die</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>Moonraker</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>Never Say Never Again</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>Octopussy</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>Quantum of Solace</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>Skyfall</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>Spectre</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>The Man with the Golden Gun</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 Spy Who Loved Me</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 World Is Not Enough</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>Thunderball</th>\n",
       "      <td>1965.0</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>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>You Only Live Twice</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",
       "A View to a Kill                    NaN           NaN            NaN   \n",
       "Casino Royale                       NaN           NaN            NaN   \n",
       "Casino Royale                       NaN           NaN            NaN   \n",
       "Diamonds Are Forever                NaN           NaN            NaN   \n",
       "Die Another Day                     NaN           NaN            NaN   \n",
       "Dr. No                              NaN           NaN            NaN   \n",
       "For Your Eyes Only                  NaN           NaN            NaN   \n",
       "From Russia with Love               NaN           NaN            NaN   \n",
       "GoldenEye                           NaN           NaN            NaN   \n",
       "Goldfinger                       1964.0  Sean Connery   Guy Hamilton   \n",
       "Licence to Kill                     NaN           NaN            NaN   \n",
       "Live and Let Die                    NaN           NaN            NaN   \n",
       "Moonraker                           NaN           NaN            NaN   \n",
       "Never Say Never Again               NaN           NaN            NaN   \n",
       "Octopussy                           NaN           NaN            NaN   \n",
       "On Her Majesty's Secret Service     NaN           NaN            NaN   \n",
       "Quantum of Solace                   NaN           NaN            NaN   \n",
       "Skyfall                             NaN           NaN            NaN   \n",
       "Spectre                             NaN           NaN            NaN   \n",
       "The Living Daylights                NaN           NaN            NaN   \n",
       "The Man with the Golden Gun         NaN           NaN            NaN   \n",
       "The Spy Who Loved Me                NaN           NaN            NaN   \n",
       "The World Is Not Enough             NaN           NaN            NaN   \n",
       "Thunderball                      1965.0  Sean Connery  Terence Young   \n",
       "Tomorrow Never Dies                 NaN           NaN            NaN   \n",
       "You Only Live Twice                 NaN           NaN            NaN   \n",
       "\n",
       "                                 Box Office  Budget  Bond Actor Salary  \n",
       "Film                                                                    \n",
       "A View to a Kill                        NaN     NaN                NaN  \n",
       "Casino Royale                           NaN     NaN                NaN  \n",
       "Casino Royale                           NaN     NaN                NaN  \n",
       "Diamonds Are Forever                    NaN     NaN                NaN  \n",
       "Die Another Day                         NaN     NaN                NaN  \n",
       "Dr. No                                  NaN     NaN                NaN  \n",
       "For Your Eyes Only                      NaN     NaN                NaN  \n",
       "From Russia with Love                   NaN     NaN                NaN  \n",
       "GoldenEye                               NaN     NaN                NaN  \n",
       "Goldfinger                            820.4    18.6                3.2  \n",
       "Licence to Kill                         NaN     NaN                NaN  \n",
       "Live and Let Die                        NaN     NaN                NaN  \n",
       "Moonraker                               NaN     NaN                NaN  \n",
       "Never Say Never Again                   NaN     NaN                NaN  \n",
       "Octopussy                               NaN     NaN                NaN  \n",
       "On Her Majesty's Secret Service         NaN     NaN                NaN  \n",
       "Quantum of Solace                       NaN     NaN                NaN  \n",
       "Skyfall                                 NaN     NaN                NaN  \n",
       "Spectre                                 NaN     NaN                NaN  \n",
       "The Living Daylights                    NaN     NaN                NaN  \n",
       "The Man with the Golden Gun             NaN     NaN                NaN  \n",
       "The Spy Who Loved Me                    NaN     NaN                NaN  \n",
       "The World Is Not Enough                 NaN     NaN                NaN  \n",
       "Thunderball                           848.1    41.9                4.7  \n",
       "Tomorrow Never Dies                     NaN     NaN                NaN  \n",
       "You Only Live Twice                     NaN     NaN                NaN  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.where((jb_df[\"Actor\"]==\"Sean Connery\")&(jb_df[\"Box Office\"]>800)) \n",
    "#aktorü ve sean connery olan box office i 800 den büyük olanları getirir.Şartı sağlamayanları nan olarak gösterir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "05e47583",
   "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>Goldfinger</th>\n",
       "      <td>1964.0</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>1965.0</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Year         Actor       Director  Box Office  Budget  \\\n",
       "Film                                                                   \n",
       "Goldfinger   1964.0  Sean Connery   Guy Hamilton       820.4    18.6   \n",
       "Thunderball  1965.0  Sean Connery  Terence Young       848.1    41.9   \n",
       "\n",
       "             Bond Actor Salary  \n",
       "Film                            \n",
       "Goldfinger                 3.2  \n",
       "Thunderball                4.7  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.where((jb_df[\"Actor\"]==\"Sean Connery\")&(jb_df[\"Box Office\"]>800)).dropna()\n",
    "#aktorü ve sean connery olan box office i 800 den büyük olanları getirir.\n",
    "#Şartı sağlamayanları nan olarak görmemek için dropna ile sınırlandırabiliriz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "384b1490",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Year', 'Actor', 'Director', 'Box Office', 'Budget',\n",
       "       'Bond Actor Salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2f861bd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Year', 'Actor', 'Director', 'Box_Office', 'Budget', 'Bond_Actor_Salary']"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[column.replace(\" \",\"_\")for column in jb_df.columns] #replace ile boşlukları _ ile doldurduk\n",
    "#list comprehansion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e2986105",
   "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": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.columns=[column.replace(\" \",\"_\")for column in jb_df.columns] #kaydetti\n",
    "jb_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "cbaf074e",
   "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>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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Year        Actor       Director  Box_Office  \\\n",
       "Film                                                                        \n",
       "A View to a Kill             1985  Roger Moore      John Glen       275.2   \n",
       "For Your Eyes Only           1981  Roger Moore      John Glen       449.4   \n",
       "Live and Let Die             1973  Roger Moore   Guy Hamilton       460.3   \n",
       "Moonraker                    1979  Roger Moore  Lewis Gilbert       535.0   \n",
       "Octopussy                    1983  Roger Moore      John Glen       373.8   \n",
       "The Man with the Golden Gun  1974  Roger Moore   Guy Hamilton       334.0   \n",
       "The Spy Who Loved Me         1977  Roger Moore  Lewis Gilbert       533.0   \n",
       "\n",
       "                             Budget  Bond_Actor_Salary  \n",
       "Film                                                    \n",
       "A View to a Kill               54.5                9.1  \n",
       "For Your Eyes Only             60.2                NaN  \n",
       "Live and Let Die               30.8                NaN  \n",
       "Moonraker                      91.5                NaN  \n",
       "Octopussy                      53.9                7.8  \n",
       "The Man with the Golden Gun    27.7                NaN  \n",
       "The Spy Who Loved Me           45.1                NaN  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.query(\"Actor=='Roger Moore'\") # query() kullanabilmek için boşluk karakteri olmamalı\n",
    "#query sql e yakın bi sorgu yapmamızı sağlıyor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "bc2fa127",
   "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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Year         Actor       Director  Box_Office  Budget  \\\n",
       "Film                                                                 \n",
       "Goldfinger   1964  Sean Connery   Guy Hamilton       820.4    18.6   \n",
       "Skyfall      2012  Daniel Craig     Sam Mendes       943.5   170.2   \n",
       "Spectre      2015  Daniel Craig     Sam Mendes       726.7   206.3   \n",
       "Thunderball  1965  Sean Connery  Terence Young       848.1    41.9   \n",
       "\n",
       "             Bond_Actor_Salary  \n",
       "Film                            \n",
       "Goldfinger                 3.2  \n",
       "Skyfall                   14.5  \n",
       "Spectre                    NaN  \n",
       "Thunderball                4.7  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.query(\"Box_Office>600\") # box office i 600 den büyük olanları getiriyo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "15d61401",
   "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>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>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  Budget  \\\n",
       "Film                                                                   \n",
       "A View to a Kill    1985  Roger Moore  John Glen       275.2    54.5   \n",
       "For Your Eyes Only  1981  Roger Moore  John Glen       449.4    60.2   \n",
       "Octopussy           1983  Roger Moore  John Glen       373.8    53.9   \n",
       "\n",
       "                    Bond_Actor_Salary  \n",
       "Film                                   \n",
       "A View to a Kill                  9.1  \n",
       "For Your Eyes Only                NaN  \n",
       "Octopussy                         7.8  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.query(\"Actor=='Roger Moore' and Director=='John Glen'\")\n",
    "#actoru roger moore olanları ver directoru da john glen olanları getiriyor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "4284f4c4",
   "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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Year           Actor       Director  \\\n",
       "Film                                                                   \n",
       "Licence to Kill                  1989  Timothy Dalton      John Glen   \n",
       "On Her Majesty's Secret Service  1969  George Lazenby  Peter R. Hunt   \n",
       "The Living Daylights             1987  Timothy Dalton      John Glen   \n",
       "\n",
       "                                 Box_Office  Budget  Bond_Actor_Salary  \n",
       "Film                                                                    \n",
       "Licence to Kill                       250.9    56.7                7.9  \n",
       "On Her Majesty's Secret Service       291.5    37.3                0.6  \n",
       "The Living Daylights                  313.5    68.8                5.2  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.query(\"Actor in['Timothy Dalton','George Lazenby']\") #actoru timothy ve ya george da biri olanları getiriyor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "0bdebd46",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_text(number):\n",
    "    return str(number) + \" Million $\" #gelen numberı stringe çevirip yanına million $ ibaresini ekledi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9288ef85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                   275.2 Million $\n",
       "Casino Royale                      581.5 Million $\n",
       "Casino Royale                      315.0 Million $\n",
       "Diamonds Are Forever               442.5 Million $\n",
       "Die Another Day                    465.4 Million $\n",
       "Dr. No                             448.8 Million $\n",
       "For Your Eyes Only                 449.4 Million $\n",
       "From Russia with Love              543.8 Million $\n",
       "GoldenEye                          518.5 Million $\n",
       "Goldfinger                         820.4 Million $\n",
       "Licence to Kill                    250.9 Million $\n",
       "Live and Let Die                   460.3 Million $\n",
       "Moonraker                          535.0 Million $\n",
       "Never Say Never Again              380.0 Million $\n",
       "Octopussy                          373.8 Million $\n",
       "On Her Majesty's Secret Service    291.5 Million $\n",
       "Quantum of Solace                  514.2 Million $\n",
       "Skyfall                            943.5 Million $\n",
       "Spectre                            726.7 Million $\n",
       "The Living Daylights               313.5 Million $\n",
       "The Man with the Golden Gun        334.0 Million $\n",
       "The Spy Who Loved Me               533.0 Million $\n",
       "The World Is Not Enough            439.5 Million $\n",
       "Thunderball                        848.1 Million $\n",
       "Tomorrow Never Dies                463.2 Million $\n",
       "You Only Live Twice                514.2 Million $\n",
       "Name: Box_Office, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df[\"Box_Office\"].apply(add_text) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "91c33781",
   "metadata": {},
   "outputs": [],
   "source": [
    "def iyi_film(row):\n",
    "    actor = row[1]\n",
    "    budget = row[4]\n",
    "\n",
    "    if budget == 20:\n",
    "        return 1\n",
    "    elif budget>40:\n",
    "\n",
    "        return 2\n",
    "    else:\n",
    "        return 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "9c5ff9c6",
   "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>2</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>2</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>2</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>Guy Hamilton</td>\n",
       "      <td>442.5</td>\n",
       "      <td>3</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>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>3</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>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>3</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>2</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>3</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>2</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>3</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>2</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>2</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>2</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>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>2</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>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>2</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>2</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>3</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>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>2</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>2</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>2</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>2</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",
       "                                 Box_Office  Budget  Bond_Actor_Salary  \n",
       "Film                                                                    \n",
       "A View to a Kill                      275.2       2                9.1  \n",
       "Casino Royale                         581.5       2                3.3  \n",
       "Casino Royale                         315.0       2                NaN  \n",
       "Diamonds Are Forever                  442.5       3                5.8  \n",
       "Die Another Day                       465.4       2               17.9  \n",
       "Dr. No                                448.8       3                0.6  \n",
       "For Your Eyes Only                    449.4       2                NaN  \n",
       "From Russia with Love                 543.8       3                1.6  \n",
       "GoldenEye                             518.5       2                5.1  \n",
       "Goldfinger                            820.4       3                3.2  \n",
       "Licence to Kill                       250.9       2                7.9  \n",
       "Live and Let Die                      460.3       3                NaN  \n",
       "Moonraker                             535.0       2                NaN  \n",
       "Never Say Never Again                 380.0       2                NaN  \n",
       "Octopussy                             373.8       2                7.8  \n",
       "On Her Majesty's Secret Service       291.5       3                0.6  \n",
       "Quantum of Solace                     514.2       2                8.1  \n",
       "Skyfall                               943.5       2               14.5  \n",
       "Spectre                               726.7       2                NaN  \n",
       "The Living Daylights                  313.5       2                5.2  \n",
       "The Man with the Golden Gun           334.0       3                NaN  \n",
       "The Spy Who Loved Me                  533.0       2                NaN  \n",
       "The World Is Not Enough               439.5       2               13.5  \n",
       "Thunderball                           848.1       2                4.7  \n",
       "Tomorrow Never Dies                   463.2       2               10.0  \n",
       "You Only Live Twice                   514.2       2                4.4  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df[\"Budget\"]=jb_df.apply(iyi_film,axis=1) # normalde axis=1 dememizmde çalışmaması lazımdı\n",
    "#fakat tüm satırlara uygulanmasını istiyorsak\n",
    "#apply da axis e 1 vermemiz gerekiyo \n",
    "jb_df\n",
    "# Budget columunu fonsiyonda istediğimiz gibi değiştirdi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "06e75a65",
   "metadata": {},
   "outputs": [],
   "source": [
    "def iyi_film(row):\n",
    "    aktor=row[1]\n",
    "    budget=row[4]\n",
    "   \n",
    "    \n",
    "    if aktor==\"Pierce Brosnan\":\n",
    "        return \"EN İYİ\"\n",
    "    elif aktor==\"Roger Moore\":\n",
    "        return \"EĞLENCELİ\"\n",
    "    else:\n",
    "        return \"fikrim yok\"\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "e1a330f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Film\n",
       "A View to a Kill                    EĞLENCELİ\n",
       "Casino Royale                      fikrim yok\n",
       "Casino Royale                      fikrim yok\n",
       "Diamonds Are Forever               fikrim yok\n",
       "Die Another Day                        EN İYİ\n",
       "Dr. No                             fikrim yok\n",
       "For Your Eyes Only                  EĞLENCELİ\n",
       "From Russia with Love              fikrim yok\n",
       "GoldenEye                              EN İYİ\n",
       "Goldfinger                         fikrim yok\n",
       "Licence to Kill                    fikrim yok\n",
       "Live and Let Die                    EĞLENCELİ\n",
       "Moonraker                           EĞLENCELİ\n",
       "Never Say Never Again              fikrim yok\n",
       "Octopussy                           EĞLENCELİ\n",
       "On Her Majesty's Secret Service    fikrim yok\n",
       "Quantum of Solace                  fikrim yok\n",
       "Skyfall                            fikrim yok\n",
       "Spectre                            fikrim yok\n",
       "The Living Daylights               fikrim yok\n",
       "The Man with the Golden Gun         EĞLENCELİ\n",
       "The Spy Who Loved Me                EĞLENCELİ\n",
       "The World Is Not Enough                EN İYİ\n",
       "Thunderball                        fikrim yok\n",
       "Tomorrow Never Dies                    EN İYİ\n",
       "You Only Live Twice                fikrim yok\n",
       "dtype: object"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_df.apply(iyi_film,axis=1) #garip ama burda axis bir olmalı"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "6a88d23e",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AARON,  ELVIA J</td>\n",
       "      <td>WATER RATE TAKER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$90744.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AARON,  JEFFERY M</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AARON,  KARINA</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AARON,  KIMBERLEI R</td>\n",
       "      <td>CHIEF CONTRACT EXPEDITER</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$89880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABAD JR,  VICENTE M</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32058</th>\n",
       "      <td>ZYGOWICZ,  PETER J</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32059</th>\n",
       "      <td>ZYMANTAS,  MARK E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32060</th>\n",
       "      <td>ZYRKOWSKI,  CARLO E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32061</th>\n",
       "      <td>ZYSKOWSKI,  DARIUSZ</td>\n",
       "      <td>CHIEF DATA BASE ANALYST</td>\n",
       "      <td>DoIT</td>\n",
       "      <td>$113664.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32062</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32063 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name            Position Title        Department  \\\n",
       "0          AARON,  ELVIA J          WATER RATE TAKER       WATER MGMNT   \n",
       "1        AARON,  JEFFERY M            POLICE OFFICER            POLICE   \n",
       "2           AARON,  KARINA            POLICE OFFICER            POLICE   \n",
       "3      AARON,  KIMBERLEI R  CHIEF CONTRACT EXPEDITER  GENERAL SERVICES   \n",
       "4      ABAD JR,  VICENTE M         CIVIL ENGINEER IV       WATER MGMNT   \n",
       "...                    ...                       ...               ...   \n",
       "32058   ZYGOWICZ,  PETER J            POLICE OFFICER            POLICE   \n",
       "32059    ZYMANTAS,  MARK E            POLICE OFFICER            POLICE   \n",
       "32060  ZYRKOWSKI,  CARLO E            POLICE OFFICER            POLICE   \n",
       "32061  ZYSKOWSKI,  DARIUSZ   CHIEF DATA BASE ANALYST              DoIT   \n",
       "32062                  NaN                       NaN               NaN   \n",
       "\n",
       "      Employee Annual Salary  \n",
       "0                  $90744.00  \n",
       "1                  $84450.00  \n",
       "2                  $84450.00  \n",
       "3                  $89880.00  \n",
       "4                 $106836.00  \n",
       "...                      ...  \n",
       "32058              $87384.00  \n",
       "32059              $84450.00  \n",
       "32060              $87384.00  \n",
       "32061             $113664.00  \n",
       "32062                    NaN  \n",
       "\n",
       "[32063 rows x 4 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df=pd.read_csv(\"resources/resources/chicago.csv\")\n",
    "city_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4a47279e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32063 entries, 0 to 32062\n",
      "Data columns (total 4 columns):\n",
      " #   Column                  Non-Null Count  Dtype \n",
      "---  ------                  --------------  ----- \n",
      " 0   Name                    32062 non-null  object\n",
      " 1   Position Title          32062 non-null  object\n",
      " 2   Department              32062 non-null  object\n",
      " 3   Employee Annual Salary  32062 non-null  object\n",
      "dtypes: object(4)\n",
      "memory usage: 1002.1+ KB\n"
     ]
    }
   ],
   "source": [
    "city_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "10d5b61d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1093"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Position Title\"].nunique() #kaç adet unique benzersiz değer olduğunu gösterir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "cfcd7894",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "bd23adbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "city_df[\"Department\"]=city_df[\"Department\"].astype(\"category\") #tür dönüşümü yaptık bellekten kazanç sağladık"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "a6e00c94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32063 entries, 0 to 32062\n",
      "Data columns (total 4 columns):\n",
      " #   Column                  Non-Null Count  Dtype   \n",
      "---  ------                  --------------  -----   \n",
      " 0   Name                    32062 non-null  object  \n",
      " 1   Position Title          32062 non-null  object  \n",
      " 2   Department              32062 non-null  category\n",
      " 3   Employee Annual Salary  32062 non-null  object  \n",
      "dtypes: category(1), object(3)\n",
      "memory usage: 784.2+ KB\n"
     ]
    }
   ],
   "source": [
    "city_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "a13ddd50",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32057</th>\n",
       "      <td>ZYGADLO,  MICHAEL J</td>\n",
       "      <td>FRM OF MACHINISTS - AUTOMOTIVE</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$99528.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32058</th>\n",
       "      <td>ZYGOWICZ,  PETER J</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32059</th>\n",
       "      <td>ZYMANTAS,  MARK E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32060</th>\n",
       "      <td>ZYRKOWSKI,  CARLO E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32061</th>\n",
       "      <td>ZYSKOWSKI,  DARIUSZ</td>\n",
       "      <td>CHIEF DATA BASE ANALYST</td>\n",
       "      <td>DoIT</td>\n",
       "      <td>$113664.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name                  Position Title        Department  \\\n",
       "32057  ZYGADLO,  MICHAEL J  FRM OF MACHINISTS - AUTOMOTIVE  GENERAL SERVICES   \n",
       "32058   ZYGOWICZ,  PETER J                  POLICE OFFICER            POLICE   \n",
       "32059    ZYMANTAS,  MARK E                  POLICE OFFICER            POLICE   \n",
       "32060  ZYRKOWSKI,  CARLO E                  POLICE OFFICER            POLICE   \n",
       "32061  ZYSKOWSKI,  DARIUSZ         CHIEF DATA BASE ANALYST              DoIT   \n",
       "\n",
       "      Employee Annual Salary  \n",
       "32057              $99528.00  \n",
       "32058              $87384.00  \n",
       "32059              $84450.00  \n",
       "32060              $87384.00  \n",
       "32061             $113664.00  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df.dropna(how=\"all\",inplace=True) #bütün sütunları null olan değerleri sildi ve kaydetti\n",
    "city_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "b57bb98f",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'title'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [68]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mcity_df\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDepartment\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtitle\u001b[49m()\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:5575\u001b[0m, in \u001b[0;36mNDFrame.__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5568\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m   5569\u001b[0m     name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_internal_names_set\n\u001b[0;32m   5570\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_metadata\n\u001b[0;32m   5571\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_accessors\n\u001b[0;32m   5572\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_info_axis\u001b[38;5;241m.\u001b[39m_can_hold_identifiers_and_holds_name(name)\n\u001b[0;32m   5573\u001b[0m ):\n\u001b[0;32m   5574\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m[name]\n\u001b[1;32m-> 5575\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mobject\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__getattribute__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'title'"
     ]
    }
   ],
   "source": [
    "city_df[\"Department\"].title() #serilerin title diye bi fonku yok hata verir.Fakat str üzerinden kullanabiliriz "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "466facd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             Water Mgmnt\n",
       "1                  Police\n",
       "2                  Police\n",
       "3        General Services\n",
       "4             Water Mgmnt\n",
       "               ...       \n",
       "32057    General Services\n",
       "32058              Police\n",
       "32059              Police\n",
       "32060              Police\n",
       "32061                Doit\n",
       "Name: Department, Length: 32062, dtype: object"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].str.title() #title ilk harflerini büyük yapar diğerlerini küçük yapar\n",
    "#otomatik olarak kaydetmez"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "11f21ada",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             water mgmnt\n",
       "1                  police\n",
       "2                  police\n",
       "3        general services\n",
       "4             water mgmnt\n",
       "               ...       \n",
       "32057    general services\n",
       "32058              police\n",
       "32059              police\n",
       "32060              police\n",
       "32061                doit\n",
       "Name: Department, Length: 32062, dtype: object"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].str.lower() #hepsini küçük yapar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3e8ee27f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        11\n",
       "1         6\n",
       "2         6\n",
       "3        16\n",
       "4        11\n",
       "         ..\n",
       "32057    16\n",
       "32058     6\n",
       "32059     6\n",
       "32060     6\n",
       "32061     4\n",
       "Name: Department, Length: 32062, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].str.len() #uzuluklarını verir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f9ab5b4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             WATER MGMNT\n",
       "1                  POLICE\n",
       "2                  POLICE\n",
       "3        GENERAL SERVICES\n",
       "4             WATER MGMNT\n",
       "               ...       \n",
       "32058              POLICE\n",
       "32059              POLICE\n",
       "32060              POLICE\n",
       "32061                DOIT\n",
       "32062                 NaN\n",
       "Name: Department, Length: 32063, dtype: object"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].str.upper() #hepsini büyük yapar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "1a401056",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AARON,  ELVIA J</td>\n",
       "      <td>WATER RATE TAKER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$90744.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AARON,  JEFFERY M</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AARON,  KARINA</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AARON,  KIMBERLEI R</td>\n",
       "      <td>CHIEF CONTRACT EXPEDITER</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$89880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABAD JR,  VICENTE M</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32057</th>\n",
       "      <td>ZYGADLO,  MICHAEL J</td>\n",
       "      <td>FRM OF MACHINISTS - AUTOMOTIVE</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$99528.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32058</th>\n",
       "      <td>ZYGOWICZ,  PETER J</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32059</th>\n",
       "      <td>ZYMANTAS,  MARK E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32060</th>\n",
       "      <td>ZYRKOWSKI,  CARLO E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32061</th>\n",
       "      <td>ZYSKOWSKI,  DARIUSZ</td>\n",
       "      <td>CHIEF DATA BASE ANALYST</td>\n",
       "      <td>DoIT</td>\n",
       "      <td>$113664.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32062 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name                  Position Title        Department  \\\n",
       "0          AARON,  ELVIA J                WATER RATE TAKER       WATER MGMNT   \n",
       "1        AARON,  JEFFERY M                  POLICE OFFICER            POLICE   \n",
       "2           AARON,  KARINA                  POLICE OFFICER            POLICE   \n",
       "3      AARON,  KIMBERLEI R        CHIEF CONTRACT EXPEDITER  GENERAL SERVICES   \n",
       "4      ABAD JR,  VICENTE M               CIVIL ENGINEER IV       WATER MGMNT   \n",
       "...                    ...                             ...               ...   \n",
       "32057  ZYGADLO,  MICHAEL J  FRM OF MACHINISTS - AUTOMOTIVE  GENERAL SERVICES   \n",
       "32058   ZYGOWICZ,  PETER J                  POLICE OFFICER            POLICE   \n",
       "32059    ZYMANTAS,  MARK E                  POLICE OFFICER            POLICE   \n",
       "32060  ZYRKOWSKI,  CARLO E                  POLICE OFFICER            POLICE   \n",
       "32061  ZYSKOWSKI,  DARIUSZ         CHIEF DATA BASE ANALYST              DoIT   \n",
       "\n",
       "      Employee Annual Salary  \n",
       "0                  $90744.00  \n",
       "1                  $84450.00  \n",
       "2                  $84450.00  \n",
       "3                  $89880.00  \n",
       "4                 $106836.00  \n",
       "...                      ...  \n",
       "32057              $99528.00  \n",
       "32058              $87384.00  \n",
       "32059              $84450.00  \n",
       "32060              $87384.00  \n",
       "32061             $113664.00  \n",
       "\n",
       "[32062 rows x 4 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "ebb949d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        WATER management\n",
       "1                  POLICE\n",
       "2                  POLICE\n",
       "3        GENERAL SERVICES\n",
       "4        WATER management\n",
       "               ...       \n",
       "32057    GENERAL SERVICES\n",
       "32058              POLICE\n",
       "32059              POLICE\n",
       "32060              POLICE\n",
       "32061                DoIT\n",
       "Name: Department, Length: 32062, dtype: object"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[\"Department\"].str.replace(\"MGMNT\",\"management\") #MGMNT olanları management olarak değiştirdi. \n",
    "#her yerden değiştirdi.değişiklikleri kaydetmez"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "82d14db8",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AARON,  ELVIA J</td>\n",
       "      <td>WATER RATE TAKER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$90744.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AARON,  JEFFERY M</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AARON,  KARINA</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AARON,  KIMBERLEI R</td>\n",
       "      <td>CHIEF CONTRACT EXPEDITER</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$89880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABAD JR,  VICENTE M</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>$106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32057</th>\n",
       "      <td>ZYGADLO,  MICHAEL J</td>\n",
       "      <td>FRM OF MACHINISTS - AUTOMOTIVE</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>$99528.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32058</th>\n",
       "      <td>ZYGOWICZ,  PETER J</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32059</th>\n",
       "      <td>ZYMANTAS,  MARK E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32060</th>\n",
       "      <td>ZYRKOWSKI,  CARLO E</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>$87384.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32061</th>\n",
       "      <td>ZYSKOWSKI,  DARIUSZ</td>\n",
       "      <td>CHIEF DATA BASE ANALYST</td>\n",
       "      <td>DoIT</td>\n",
       "      <td>$113664.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32062 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name                  Position Title        Department  \\\n",
       "0          AARON,  ELVIA J                WATER RATE TAKER       WATER MGMNT   \n",
       "1        AARON,  JEFFERY M                  POLICE OFFICER            POLICE   \n",
       "2           AARON,  KARINA                  POLICE OFFICER            POLICE   \n",
       "3      AARON,  KIMBERLEI R        CHIEF CONTRACT EXPEDITER  GENERAL SERVICES   \n",
       "4      ABAD JR,  VICENTE M               CIVIL ENGINEER IV       WATER MGMNT   \n",
       "...                    ...                             ...               ...   \n",
       "32057  ZYGADLO,  MICHAEL J  FRM OF MACHINISTS - AUTOMOTIVE  GENERAL SERVICES   \n",
       "32058   ZYGOWICZ,  PETER J                  POLICE OFFICER            POLICE   \n",
       "32059    ZYMANTAS,  MARK E                  POLICE OFFICER            POLICE   \n",
       "32060  ZYRKOWSKI,  CARLO E                  POLICE OFFICER            POLICE   \n",
       "32061  ZYSKOWSKI,  DARIUSZ         CHIEF DATA BASE ANALYST              DoIT   \n",
       "\n",
       "      Employee Annual Salary  \n",
       "0                  $90744.00  \n",
       "1                  $84450.00  \n",
       "2                  $84450.00  \n",
       "3                  $89880.00  \n",
       "4                 $106836.00  \n",
       "...                      ...  \n",
       "32057              $99528.00  \n",
       "32058              $87384.00  \n",
       "32059              $84450.00  \n",
       "32060              $87384.00  \n",
       "32061             $113664.00  \n",
       "\n",
       "[32062 rows x 4 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "08e956cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "city_df[\"Employee Annual Salary\"]=city_df[\"Employee Annual Salary\"].str.replace(\"$\",\" \",regex=False)\n",
    "#$ gördüğü yerleri replace ile boşluğa çevirdik.\n",
    "#regex false hata almamak için\n",
    "# $ i sildik floata çevirdik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "5b55fac6",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AARON,  ELVIA J</td>\n",
       "      <td>WATER RATE TAKER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>90744.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AARON,  JEFFERY M</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AARON,  KARINA</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>POLICE</td>\n",
       "      <td>84450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AARON,  KIMBERLEI R</td>\n",
       "      <td>CHIEF CONTRACT EXPEDITER</td>\n",
       "      <td>GENERAL SERVICES</td>\n",
       "      <td>89880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABAD JR,  VICENTE M</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>106836.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Name            Position Title        Department  \\\n",
       "0      AARON,  ELVIA J          WATER RATE TAKER       WATER MGMNT   \n",
       "1    AARON,  JEFFERY M            POLICE OFFICER            POLICE   \n",
       "2       AARON,  KARINA            POLICE OFFICER            POLICE   \n",
       "3  AARON,  KIMBERLEI R  CHIEF CONTRACT EXPEDITER  GENERAL SERVICES   \n",
       "4  ABAD JR,  VICENTE M         CIVIL ENGINEER IV       WATER MGMNT   \n",
       "\n",
       "  Employee Annual Salary  \n",
       "0               90744.00  \n",
       "1               84450.00  \n",
       "2               84450.00  \n",
       "3               89880.00  \n",
       "4              106836.00  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "9e86502f",
   "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>Name</th>\n",
       "      <th>Position Title</th>\n",
       "      <th>Department</th>\n",
       "      <th>Employee Annual Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AARON,  ELVIA J</td>\n",
       "      <td>WATER RATE TAKER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>90744.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABAD JR,  VICENTE M</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ABDUL-KARIM,  MUHAMMAD A</td>\n",
       "      <td>ENGINEERING TECHNICIAN VI</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>108228.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ABDULSATTAR,  MUDHAR</td>\n",
       "      <td>CIVIL ENGINEER II</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>58536.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ABRAHAM,  GIRLEY T</td>\n",
       "      <td>CIVIL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31983</th>\n",
       "      <td>ZIVAT,  MICHAEL</td>\n",
       "      <td>CONSTRUCTION LABORER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>81536.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31984</th>\n",
       "      <td>ZIZUMBO,  DANIEL</td>\n",
       "      <td>POOL MOTOR TRUCK DRIVER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>72862.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32008</th>\n",
       "      <td>ZOTTA,  SANDINO</td>\n",
       "      <td>MECHANICAL ENGINEER IV</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>106836.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32038</th>\n",
       "      <td>ZUNO,  ERIK</td>\n",
       "      <td>LABORER - APPRENTICE</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>73382.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32050</th>\n",
       "      <td>ZWARYCZ,  THOMAS J</td>\n",
       "      <td>POOL MOTOR TRUCK DRIVER</td>\n",
       "      <td>WATER MGMNT</td>\n",
       "      <td>72862.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1840 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Name             Position Title   Department  \\\n",
       "0               AARON,  ELVIA J           WATER RATE TAKER  WATER MGMNT   \n",
       "4           ABAD JR,  VICENTE M          CIVIL ENGINEER IV  WATER MGMNT   \n",
       "20     ABDUL-KARIM,  MUHAMMAD A  ENGINEERING TECHNICIAN VI  WATER MGMNT   \n",
       "25         ABDULSATTAR,  MUDHAR          CIVIL ENGINEER II  WATER MGMNT   \n",
       "34           ABRAHAM,  GIRLEY T          CIVIL ENGINEER IV  WATER MGMNT   \n",
       "...                         ...                        ...          ...   \n",
       "31983           ZIVAT,  MICHAEL       CONSTRUCTION LABORER  WATER MGMNT   \n",
       "31984          ZIZUMBO,  DANIEL    POOL MOTOR TRUCK DRIVER  WATER MGMNT   \n",
       "32008           ZOTTA,  SANDINO     MECHANICAL ENGINEER IV  WATER MGMNT   \n",
       "32038               ZUNO,  ERIK       LABORER - APPRENTICE  WATER MGMNT   \n",
       "32050        ZWARYCZ,  THOMAS J    POOL MOTOR TRUCK DRIVER  WATER MGMNT   \n",
       "\n",
       "      Employee Annual Salary  \n",
       "0                   90744.00  \n",
       "4                  106836.00  \n",
       "20                 108228.00  \n",
       "25                  58536.00  \n",
       "34                 106836.00  \n",
       "...                      ...  \n",
       "31983               81536.00  \n",
       "31984               72862.40  \n",
       "32008              106836.00  \n",
       "32038               73382.40  \n",
       "32050               72862.40  \n",
       "\n",
       "[1840 rows x 4 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df[city_df[\"Department\"].str.lower().str.startswith(\"water\")] #her işlemden sonra str yapmak zorundayız\n",
    "#str.startswith()-->içine yazılan ile başlayanları alır"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "91cce67c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Williams     293\n",
       "Johnson      244\n",
       "Smith        241\n",
       "Brown        185\n",
       "Jones        183\n",
       "            ... \n",
       "Horkavy        1\n",
       "Horn           1\n",
       "Horne Jr       1\n",
       "Horner         1\n",
       "Zyskowski      1\n",
       "Name: Name, Length: 13829, dtype: int64"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_df = pd.read_csv(\"resources/resources/chicago.csv\") \n",
    "city_df[\"Name\"].str.strip() # srtip() sağ soldaki boşlukları siler\n",
    "city_df\n",
    "city_df[\"Name\"].str.split(\",\").str.get(0).str.title().value_counts() #her bir kayıttan kaç tane geçtiğini gördük"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "594c4342",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}