pandas-exercises.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings = pd.read_csv('ml-1m/ratings.dat',\n",
    "                      sep='\\n',\n",
    "                      delimiter='::',\n",
    "                      header=None,\n",
    "                      names=['UserID', 'MovieID','Rating','Timestamp'],\n",
    "                      engine='python')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "movies = pd.read_csv('ml-1m/movies.dat',sep='\\n',\n",
    "                     delimiter='::',\n",
    "                     header=None, \n",
    "                     names=['MovieID', 'Title','Genres'], \n",
    "                     engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "users = pd.read_csv('ml-1m/users.dat',sep='\\n',\n",
    "                     delimiter='::',\n",
    "                     header=None, \n",
    "                     names=['UserID', 'Gender','Age', 'Occupation','Zip-code'], \n",
    "                     engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UserID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Zip-code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>56</td>\n",
       "      <td>16</td>\n",
       "      <td>70072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>55117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>45</td>\n",
       "      <td>7</td>\n",
       "      <td>02460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>55455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   UserID Gender  Age  Occupation Zip-code\n",
       "0       1      F    1          10    48067\n",
       "1       2      M   56          16    70072\n",
       "2       3      M   25          15    55117\n",
       "3       4      M   45           7    02460\n",
       "4       5      M   25          20    55455"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MovieID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Animation|Children's|Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children's|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MovieID                               Title                        Genres\n",
       "0        1                    Toy Story (1995)   Animation|Children's|Comedy\n",
       "1        2                      Jumanji (1995)  Adventure|Children's|Fantasy\n",
       "2        3             Grumpier Old Men (1995)                Comedy|Romance\n",
       "3        4            Waiting to Exhale (1995)                  Comedy|Drama\n",
       "4        5  Father of the Bride Part II (1995)                        Comedy"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UserID</th>\n",
       "      <th>MovieID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>978302109</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>914</td>\n",
       "      <td>3</td>\n",
       "      <td>978301968</td>\n",
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       "      <th>3</th>\n",
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      "text/plain": [
       "   UserID  MovieID  Rating  Timestamp\n",
       "0       1     1193       5  978300760\n",
       "1       1      661       3  978302109\n",
       "2       1      914       3  978301968\n",
       "3       1     3408       4  978300275\n",
       "4       1     2355       5  978824291"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MovieID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Animation|Children's|Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children's|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MovieID                               Title                        Genres\n",
       "0        1                    Toy Story (1995)   Animation|Children's|Comedy\n",
       "1        2                      Jumanji (1995)  Adventure|Children's|Fantasy\n",
       "2        3             Grumpier Old Men (1995)                Comedy|Romance\n",
       "3        4            Waiting to Exhale (1995)                  Comedy|Drama\n",
       "4        5  Father of the Bride Part II (1995)                        Comedy"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.set_index(\"MovieID\")\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
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       "      <th></th>\n",
       "      <th>MovieID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Animation|Children's|Comedy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>Adventure|Children's|Fantasy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MovieID                        Title                        Genres  Year\n",
       "0        1                    Toy Story   Animation|Children's|Comedy  1995\n",
       "1        2                      Jumanji  Adventure|Children's|Fantasy  1995\n",
       "2        3             Grumpier Old Men                Comedy|Romance  1995\n",
       "3        4            Waiting to Exhale                  Comedy|Drama  1995\n",
       "4        5  Father of the Bride Part II                        Comedy  1995"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[[\"Title\", \"Year\"]] = movies.Title.str.extract(r\"(.*) \\((\\d{4})\\)\")\n",
    "\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3883"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['MovieID'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['Year']  = movies['Year'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1919</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
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      ],
      "text/plain": [
       "      MovieID  Title  Genres\n",
       "Year                        \n",
       "1919        3      3       3\n",
       "1920        2      2       2\n",
       "1921        1      1       1\n",
       "1922        2      2       2\n",
       "1923        3      3       3"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countByYear = movies.groupby('Year').count()\n",
    "countByYear.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1996    345\n",
       "1995    342\n",
       "1998    337\n",
       "1997    315\n",
       "1999    283\n",
       "Name: Year, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countByYear = movies.Year.value_counts(sort=True)\n",
    "countByYear.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Age</th>\n",
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       "      <th>18</th>\n",
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       "      <th>F</th>\n",
       "      <td>78</td>\n",
       "      <td>298</td>\n",
       "      <td>558</td>\n",
       "      <td>338</td>\n",
       "      <td>189</td>\n",
       "      <td>146</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>144</td>\n",
       "      <td>805</td>\n",
       "      <td>1538</td>\n",
       "      <td>855</td>\n",
       "      <td>361</td>\n",
       "      <td>350</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Age      1    18    25   35   45   50   56\n",
       "Gender                                    \n",
       "F        78  298   558  338  189  146  102\n",
       "M       144  805  1538  855  361  350  278"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sexRatio = pd.crosstab(users.Gender, users.Age)\n",
    "sexRatio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drama          1603\n",
       "Comedy         1200\n",
       "Action          503\n",
       "Thriller        492\n",
       "Romance         471\n",
       "Horror          343\n",
       "Adventure       283\n",
       "Sci-Fi          276\n",
       "Children's      251\n",
       "Crime           211\n",
       "War             143\n",
       "Documentary     127\n",
       "Musical         114\n",
       "Mystery         106\n",
       "Animation       105\n",
       "Western          68\n",
       "Fantasy          68\n",
       "Film-Noir        44\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allGenresAccurances = pd.Series(np.concatenate(movies.Genres.str.split('|'), axis=0))\n",
    "allGenresAccurances.columns = ['Genre']\n",
    "allGenresAccurances.value_counts(sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        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>Title</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Perils of Pauline, The</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Beautiful People</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cup, The (Ph�rpa)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>American Pop</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Passion in the Desert</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Title  Rating\n",
       "0  Perils of Pauline, The     5.0\n",
       "1        Beautiful People     5.0\n",
       "2       Cup, The (Ph�rpa)     5.0\n",
       "3            American Pop     5.0\n",
       "4   Passion in the Desert     5.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_by_movie = pd.merge(movies,ratings, left_index = True, right_on=\"MovieID\").groupby('Title').mean()['Rating'].sort_values(ascending=False)\n",
    "ratings_by_movie = ratings_by_movie.reset_index()\n",
    "ratings_by_movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>Title</th>\n",
       "      <th>Rating_x</th>\n",
       "      <th>Rating_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>Popeye</td>\n",
       "      <td>628</td>\n",
       "      <td>4.560510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>Strawberry and Chocolate (Fresa y chocolate)</td>\n",
       "      <td>2227</td>\n",
       "      <td>4.554558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>Kansas City</td>\n",
       "      <td>2223</td>\n",
       "      <td>4.524966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>Kim</td>\n",
       "      <td>657</td>\n",
       "      <td>4.520548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Guardian Angel</td>\n",
       "      <td>1783</td>\n",
       "      <td>4.517106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Title  Rating_x  Rating_y\n",
       "1369                                        Popeye       628  4.560510\n",
       "1692  Strawberry and Chocolate (Fresa y chocolate)      2227  4.554558\n",
       "941                                    Kansas City      2223  4.524966\n",
       "959                                            Kim       657  4.520548\n",
       "746                                 Guardian Angel      1783  4.517106"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_count = pd.merge(movies,ratings, left_index=True,right_on='MovieID').groupby('Title').count()['Rating'] \n",
    "movies_with_100_ratings = pd.Series(ratings_count[ratings_count > 100]).reset_index()\n",
    "\n",
    "pd.merge(movies_with_100_ratings,ratings_by_movie, on='Title').sort_values('Rating_y', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Zip-code</th>\n",
       "      <th>UserID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Timestamp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MovieID</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>1193</th>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>978300760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>978302109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>978301968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3408</th>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>978300275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48067</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>978824291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Gender  Age  Occupation Zip-code  UserID  Rating  Timestamp\n",
       "MovieID                                                            \n",
       "1193         F    1          10    48067       1       5  978300760\n",
       "661          F    1          10    48067       1       3  978302109\n",
       "914          F    1          10    48067       1       3  978301968\n",
       "3408         F    1          10    48067       1       4  978300275\n",
       "2355         F    1          10    48067       1       5  978824291"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_ratings = pd.merge(users.set_index('UserID'),ratings, left_index=True, right_on='UserID').set_index('MovieID')\n",
    "user_ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>Gender</th>\n",
       "      <th>Title</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>F</td>\n",
       "      <td>Close Shave, A</td>\n",
       "      <td>4.644444</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>M</td>\n",
       "      <td>Godfather, The</td>\n",
       "      <td>4.583333</td>\n",
       "      <td>1740</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Gender           Title      mean  count\n",
       "162       F  Close Shave, A  4.644444    180\n",
       "1450      M  Godfather, The  4.583333   1740"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_ratings_movies = pd.merge(user_ratings, movies, left_index=True, right_on='MovieID')\n",
    "best_movies_by_gender = user_ratings_movies.groupby(['Gender', 'Title']).agg(['mean', 'count'])['Rating']\n",
    "best_movies_by_gender = best_movies_by_gender[best_movies_by_gender['count'] > 100]\n",
    "best_movies_by_gender.reset_index().sort_values(by=['mean','Gender'], ascending=False).drop_duplicates(['Gender'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       mean\n",
       "Age        \n",
       "1    1989.0\n",
       "18   1990.0\n",
       "25   1988.0\n",
       "35   1985.0\n",
       "45   1984.0\n",
       "50   1982.0\n",
       "56   1982.0"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_year_by_age = user_ratings_movies.groupby(['Age']).agg(['mean'])['Year']\n",
    "np.round(mean_movies_by_age)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drama\n",
      "Comedy\n"
     ]
    }
   ],
   "source": [
    "user_ratings_movies_female = user_ratings_movies[user_ratings_movies['Gender'] == 'F']\n",
    "user_ratings_movies_male = user_ratings_movies[user_ratings_movies['Gender'] == 'M']\n",
    "\n",
    "print(pd.Series(user_ratings_movies_female.Genres.str.split(pat = '|', expand=True).values.ravel()).describe().iloc[2])\n",
    "print(pd.Series(user_ratings_movies_male.Genres.str.split(pat = '|', expand=True).values.ravel()).describe().iloc[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "flights = pd.read_csv('nycflights13_flights.csv.gz',\n",
    "                      comment ='#',\n",
    "                      engine='python')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "planes = pd.read_csv('nycflights13_planes.csv.gz',\n",
    "                      comment ='#',\n",
    "                      engine='python')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "weather = pd.read_csv('nycflights13_weather.csv.gz',\n",
    "                      comment ='#',\n",
    "                      engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "airports = pd.read_csv('nycflights13_airports.csv.gz',\n",
    "                      comment ='#',\n",
    "                      engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "airlines = pd.read_csv('nycflights13_airlines.csv.gz',\n",
    "                      comment ='#',\n",
    "                      engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "db_name = 'nycflights13.db'\n",
    "os.remove(os.path.join(os.getcwd(), db_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "db_name = 'nycflights13.db'\n",
    "con = sqlite3.connect(os.path.join(os.getcwd(), db_name))\n",
    "planes.to_sql('planes', con);\n",
    "flights.to_sql('flights', con);\n",
    "airlines.to_sql('airlines', con);\n",
    "weather.to_sql('weather', con);\n",
    "airports.to_sql('airports', con);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count(*)</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>4 Cycle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2750</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>535</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>Turbo-prop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   count(*)         engine\n",
       "0         2        4 Cycle\n",
       "1        28  Reciprocating\n",
       "2      2750      Turbo-fan\n",
       "3       535      Turbo-jet\n",
       "4         2     Turbo-prop\n",
       "5         5    Turbo-shaft"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result3 = pd.read_sql_query('Select count(*), engine from planes group by engine', con)\n",
    "sql_result3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>Turbo-jet</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "   count(*)         engine\n",
       "0         2        4 Cycle\n",
       "1        28  Reciprocating\n",
       "2      2750      Turbo-fan\n",
       "3       535      Turbo-jet\n",
       "4         2     Turbo-prop\n",
       "5         5    Turbo-shaft"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame3 = pd.DataFrame(planes.groupby('engine').count()['manufacturer']).reset_index()[['manufacturer', 'engine']]\n",
    "frame3.columns = ['count(*)', 'engine']\n",
    "frame3\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>Rotorcraft</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   count(*)         engine                      type\n",
       "0         2        4 Cycle  Fixed wing single engine\n",
       "1         5  Reciprocating   Fixed wing multi engine\n",
       "2        23  Reciprocating  Fixed wing single engine\n",
       "3      2750      Turbo-fan   Fixed wing multi engine\n",
       "4       535      Turbo-jet   Fixed wing multi engine\n",
       "5         2     Turbo-prop   Fixed wing multi engine\n",
       "6         5    Turbo-shaft                Rotorcraft"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result4 = pd.read_sql_query('select count(*),engine, type from planes group by engine,type', con)\n",
    "sql_result4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Rotorcraft</td>\n",
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      ],
      "text/plain": [
       "   count(*)         engine                      type\n",
       "0         2        4 Cycle  Fixed wing single engine\n",
       "1         5  Reciprocating   Fixed wing multi engine\n",
       "2        23  Reciprocating  Fixed wing single engine\n",
       "3      2750      Turbo-fan   Fixed wing multi engine\n",
       "4       535      Turbo-jet   Fixed wing multi engine\n",
       "5         2     Turbo-prop   Fixed wing multi engine\n",
       "6         5    Turbo-shaft                Rotorcraft"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame4 = pd.DataFrame(planes.groupby(['engine', 'type']).count()['manufacturer']).reset_index()\n",
    "frame4.columns = ['engine','type','count(*)']\n",
    "frame4 = frame4[['count(*)', 'engine', 'type']]\n",
    "frame4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>2</th>\n",
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       "      <td>Turbo-jet</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <th>4</th>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>Rotorcraft</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   count(*)         engine                      type\n",
       "0         5  Reciprocating   Fixed wing multi engine\n",
       "1      2750      Turbo-fan   Fixed wing multi engine\n",
       "2       535      Turbo-jet   Fixed wing multi engine\n",
       "3         2     Turbo-prop   Fixed wing multi engine\n",
       "4         2        4 Cycle  Fixed wing single engine\n",
       "5        23  Reciprocating  Fixed wing single engine\n",
       "6         5    Turbo-shaft                Rotorcraft"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame4b = pd.crosstab(planes.engine, planes.type).unstack().reset_index()\n",
    "frame4b = frame4b[frame4b[0] != 0]\n",
    "frame4b.columns = ['type', 'engine', 'count(*)']\n",
    "frame4b.reset_index()[['count(*)','engine', 'type']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min(year)</th>\n",
       "      <th>avg(year)</th>\n",
       "      <th>max(year)</th>\n",
       "      <th>engine</th>\n",
       "      <th>manufacturer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1975.000000</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>4 Cycle</td>\n",
       "      <td>CESSNA</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>JOHN G HESS</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>AMERICAN AIRCRAFT INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>AVIAT AIRCRAFT INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>BARKER JACK L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>1971.142857</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>CESSNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>CIRRUS DESIGN CORP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>1959.000000</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>DEHAVILLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1956.0</td>\n",
       "      <td>1956.000000</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>FRIEDEMANN JON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>HURLEY JAMES LARRY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>KILDALL GARY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>LAMBERT RICHARD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>LEBLANC GLENN T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1993.0</td>\n",
       "      <td>1993.000000</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>MARZ BARRY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>PAIR MIKE E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1968.0</td>\n",
       "      <td>1976.400000</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>PIPER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>STEWART MACO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>2007.281734</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AIRBUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1992.0</td>\n",
       "      <td>1998.599251</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1986.0</td>\n",
       "      <td>1986.000000</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AVIONS MARCEL DASSAULT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1965.0</td>\n",
       "      <td>2001.210400</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>BOEING</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1998.0</td>\n",
       "      <td>2004.486188</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1997.0</td>\n",
       "      <td>1997.333333</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>CANADAIR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1979.0</td>\n",
       "      <td>1979.000000</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>CESSNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1998.0</td>\n",
       "      <td>2003.613014</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>EMBRAER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1992.0</td>\n",
       "      <td>1992.000000</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>LEARJET INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1986.0</td>\n",
       "      <td>1989.704545</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1987.0</td>\n",
       "      <td>1989.737864</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>MCDONNELL DOUGLAS AIRCRAFT CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>2002.000000</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>AIRBUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1989.0</td>\n",
       "      <td>1997.439024</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1984.0</td>\n",
       "      <td>1996.368272</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>BOEING</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1974.0</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>CANADAIR LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1999.0</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>EMBRAER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1976.0</td>\n",
       "      <td>1976.000000</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1990.714286</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1991.0</td>\n",
       "      <td>1991.928571</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>MCDONNELL DOUGLAS CORPORATION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1967.0</td>\n",
       "      <td>1969.500000</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>Turbo-prop</td>\n",
       "      <td>BEECH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>2001.000000</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>AGUSTA SPA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1984.500000</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>BELL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>SIKORSKY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    min(year)    avg(year)  max(year)         engine  \\\n",
       "0      1975.0  1975.000000     1975.0        4 Cycle   \n",
       "1         NaN          NaN        NaN        4 Cycle   \n",
       "2         NaN          NaN        NaN  Reciprocating   \n",
       "3      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "4         NaN          NaN        NaN  Reciprocating   \n",
       "5      1959.0  1971.142857     1983.0  Reciprocating   \n",
       "6      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "7      1959.0  1959.000000     1959.0  Reciprocating   \n",
       "8      1956.0  1956.000000     1956.0  Reciprocating   \n",
       "9      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "10        NaN          NaN        NaN  Reciprocating   \n",
       "11     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "12        NaN          NaN        NaN  Reciprocating   \n",
       "13     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "14     1993.0  1993.000000     1993.0  Reciprocating   \n",
       "15        NaN          NaN        NaN  Reciprocating   \n",
       "16     1968.0  1976.400000     1980.0  Reciprocating   \n",
       "17     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "18     2002.0  2007.281734     2013.0      Turbo-fan   \n",
       "19     1992.0  1998.599251     2013.0      Turbo-fan   \n",
       "20     1986.0  1986.000000     1986.0      Turbo-fan   \n",
       "21     1965.0  2001.210400     2013.0      Turbo-fan   \n",
       "22     1998.0  2004.486188     2013.0      Turbo-fan   \n",
       "23     1997.0  1997.333333     1998.0      Turbo-fan   \n",
       "24     1979.0  1979.000000     1979.0      Turbo-fan   \n",
       "25     1998.0  2003.613014     2013.0      Turbo-fan   \n",
       "26     1992.0  1992.000000     1992.0      Turbo-fan   \n",
       "27        NaN          NaN        NaN      Turbo-fan   \n",
       "28     1986.0  1989.704545     1997.0      Turbo-fan   \n",
       "29     1987.0  1989.737864     1993.0      Turbo-fan   \n",
       "30     2002.0  2002.000000     2002.0      Turbo-jet   \n",
       "31     1989.0  1997.439024     2004.0      Turbo-jet   \n",
       "32     1984.0  1996.368272     2005.0      Turbo-jet   \n",
       "33     1974.0  1974.000000     1974.0      Turbo-jet   \n",
       "34     1999.0  1999.000000     1999.0      Turbo-jet   \n",
       "35     1976.0  1976.000000     1976.0      Turbo-jet   \n",
       "36     1975.0  1990.714286     1998.0      Turbo-jet   \n",
       "37     1991.0  1991.928571     1992.0      Turbo-jet   \n",
       "38     1967.0  1969.500000     1972.0     Turbo-prop   \n",
       "39     2001.0  2001.000000     2001.0    Turbo-shaft   \n",
       "40     1975.0  1984.500000     1994.0    Turbo-shaft   \n",
       "41     2012.0  2012.000000     2012.0    Turbo-shaft   \n",
       "42     1985.0  1985.000000     1985.0    Turbo-shaft   \n",
       "\n",
       "                     manufacturer  \n",
       "0                          CESSNA  \n",
       "1                     JOHN G HESS  \n",
       "2           AMERICAN AIRCRAFT INC  \n",
       "3              AVIAT AIRCRAFT INC  \n",
       "4                   BARKER JACK L  \n",
       "5                          CESSNA  \n",
       "6              CIRRUS DESIGN CORP  \n",
       "7                     DEHAVILLAND  \n",
       "8                         DOUGLAS  \n",
       "9                  FRIEDEMANN JON  \n",
       "10             HURLEY JAMES LARRY  \n",
       "11                   KILDALL GARY  \n",
       "12                LAMBERT RICHARD  \n",
       "13                LEBLANC GLENN T  \n",
       "14                     MARZ BARRY  \n",
       "15                    PAIR MIKE E  \n",
       "16                          PIPER  \n",
       "17                   STEWART MACO  \n",
       "18                         AIRBUS  \n",
       "19               AIRBUS INDUSTRIE  \n",
       "20         AVIONS MARCEL DASSAULT  \n",
       "21                         BOEING  \n",
       "22                 BOMBARDIER INC  \n",
       "23                       CANADAIR  \n",
       "24                         CESSNA  \n",
       "25                        EMBRAER  \n",
       "26           GULFSTREAM AEROSPACE  \n",
       "27                    LEARJET INC  \n",
       "28              MCDONNELL DOUGLAS  \n",
       "29  MCDONNELL DOUGLAS AIRCRAFT CO  \n",
       "30                         AIRBUS  \n",
       "31               AIRBUS INDUSTRIE  \n",
       "32                         BOEING  \n",
       "33                   CANADAIR LTD  \n",
       "34                        EMBRAER  \n",
       "35           GULFSTREAM AEROSPACE  \n",
       "36              MCDONNELL DOUGLAS  \n",
       "37  MCDONNELL DOUGLAS CORPORATION  \n",
       "38                          BEECH  \n",
       "39                     AGUSTA SPA  \n",
       "40                           BELL  \n",
       "41         ROBINSON HELICOPTER CO  \n",
       "42                       SIKORSKY  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result5 = pd.read_sql_query('select min(year), avg(year), max(year),engine,manufacturer from planes group by engine, manufacturer',con)\n",
    "sql_result5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "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",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min(year)</th>\n",
       "      <th>avg(year)</th>\n",
       "      <th>max(year)</th>\n",
       "      <th>engine</th>\n",
       "      <th>manufacturer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1975.000000</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>4 Cycle</td>\n",
       "      <td>CESSNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4 Cycle</td>\n",
       "      <td>JOHN G HESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>AMERICAN AIRCRAFT INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>AVIAT AIRCRAFT INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>BARKER JACK L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>1971.142857</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>CESSNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>CIRRUS DESIGN CORP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>1959.000000</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>DEHAVILLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1956.0</td>\n",
       "      <td>1956.000000</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>FRIEDEMANN JON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>HURLEY JAMES LARRY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>KILDALL GARY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>LAMBERT RICHARD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>LEBLANC GLENN T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1993.0</td>\n",
       "      <td>1993.000000</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>MARZ BARRY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>PAIR MIKE E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1968.0</td>\n",
       "      <td>1976.400000</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>PIPER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "      <td>STEWART MACO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>2007.281734</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AIRBUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1992.0</td>\n",
       "      <td>1998.599251</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1986.0</td>\n",
       "      <td>1986.000000</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>AVIONS MARCEL DASSAULT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1965.0</td>\n",
       "      <td>2001.210400</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>BOEING</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1998.0</td>\n",
       "      <td>2004.486188</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1997.0</td>\n",
       "      <td>1997.333333</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>CANADAIR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1979.0</td>\n",
       "      <td>1979.000000</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>CESSNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1998.0</td>\n",
       "      <td>2003.613014</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>EMBRAER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1992.0</td>\n",
       "      <td>1992.000000</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>LEARJET INC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1986.0</td>\n",
       "      <td>1989.704545</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1987.0</td>\n",
       "      <td>1989.737864</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Turbo-fan</td>\n",
       "      <td>MCDONNELL DOUGLAS AIRCRAFT CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>2002.000000</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>AIRBUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1989.0</td>\n",
       "      <td>1997.439024</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1984.0</td>\n",
       "      <td>1996.368272</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>BOEING</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1974.0</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>CANADAIR LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1999.0</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>EMBRAER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1976.0</td>\n",
       "      <td>1976.000000</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1990.714286</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1991.0</td>\n",
       "      <td>1991.928571</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "      <td>MCDONNELL DOUGLAS CORPORATION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1967.0</td>\n",
       "      <td>1969.500000</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>Turbo-prop</td>\n",
       "      <td>BEECH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>2001.000000</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>AGUSTA SPA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1975.0</td>\n",
       "      <td>1984.500000</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>BELL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1985.0</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "      <td>SIKORSKY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    min(year)    avg(year)  max(year)         engine  \\\n",
       "0      1975.0  1975.000000     1975.0        4 Cycle   \n",
       "1         NaN          NaN        NaN        4 Cycle   \n",
       "2         NaN          NaN        NaN  Reciprocating   \n",
       "3      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "4         NaN          NaN        NaN  Reciprocating   \n",
       "5      1959.0  1971.142857     1983.0  Reciprocating   \n",
       "6      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "7      1959.0  1959.000000     1959.0  Reciprocating   \n",
       "8      1956.0  1956.000000     1956.0  Reciprocating   \n",
       "9      2007.0  2007.000000     2007.0  Reciprocating   \n",
       "10        NaN          NaN        NaN  Reciprocating   \n",
       "11     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "12        NaN          NaN        NaN  Reciprocating   \n",
       "13     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "14     1993.0  1993.000000     1993.0  Reciprocating   \n",
       "15        NaN          NaN        NaN  Reciprocating   \n",
       "16     1968.0  1976.400000     1980.0  Reciprocating   \n",
       "17     1985.0  1985.000000     1985.0  Reciprocating   \n",
       "18     2002.0  2007.281734     2013.0      Turbo-fan   \n",
       "19     1992.0  1998.599251     2013.0      Turbo-fan   \n",
       "20     1986.0  1986.000000     1986.0      Turbo-fan   \n",
       "21     1965.0  2001.210400     2013.0      Turbo-fan   \n",
       "22     1998.0  2004.486188     2013.0      Turbo-fan   \n",
       "23     1997.0  1997.333333     1998.0      Turbo-fan   \n",
       "24     1979.0  1979.000000     1979.0      Turbo-fan   \n",
       "25     1998.0  2003.613014     2013.0      Turbo-fan   \n",
       "26     1992.0  1992.000000     1992.0      Turbo-fan   \n",
       "27        NaN          NaN        NaN      Turbo-fan   \n",
       "28     1986.0  1989.704545     1997.0      Turbo-fan   \n",
       "29     1987.0  1989.737864     1993.0      Turbo-fan   \n",
       "30     2002.0  2002.000000     2002.0      Turbo-jet   \n",
       "31     1989.0  1997.439024     2004.0      Turbo-jet   \n",
       "32     1984.0  1996.368272     2005.0      Turbo-jet   \n",
       "33     1974.0  1974.000000     1974.0      Turbo-jet   \n",
       "34     1999.0  1999.000000     1999.0      Turbo-jet   \n",
       "35     1976.0  1976.000000     1976.0      Turbo-jet   \n",
       "36     1975.0  1990.714286     1998.0      Turbo-jet   \n",
       "37     1991.0  1991.928571     1992.0      Turbo-jet   \n",
       "38     1967.0  1969.500000     1972.0     Turbo-prop   \n",
       "39     2001.0  2001.000000     2001.0    Turbo-shaft   \n",
       "40     1975.0  1984.500000     1994.0    Turbo-shaft   \n",
       "41     2012.0  2012.000000     2012.0    Turbo-shaft   \n",
       "42     1985.0  1985.000000     1985.0    Turbo-shaft   \n",
       "\n",
       "                     manufacturer  \n",
       "0                          CESSNA  \n",
       "1                     JOHN G HESS  \n",
       "2           AMERICAN AIRCRAFT INC  \n",
       "3              AVIAT AIRCRAFT INC  \n",
       "4                   BARKER JACK L  \n",
       "5                          CESSNA  \n",
       "6              CIRRUS DESIGN CORP  \n",
       "7                     DEHAVILLAND  \n",
       "8                         DOUGLAS  \n",
       "9                  FRIEDEMANN JON  \n",
       "10             HURLEY JAMES LARRY  \n",
       "11                   KILDALL GARY  \n",
       "12                LAMBERT RICHARD  \n",
       "13                LEBLANC GLENN T  \n",
       "14                     MARZ BARRY  \n",
       "15                    PAIR MIKE E  \n",
       "16                          PIPER  \n",
       "17                   STEWART MACO  \n",
       "18                         AIRBUS  \n",
       "19               AIRBUS INDUSTRIE  \n",
       "20         AVIONS MARCEL DASSAULT  \n",
       "21                         BOEING  \n",
       "22                 BOMBARDIER INC  \n",
       "23                       CANADAIR  \n",
       "24                         CESSNA  \n",
       "25                        EMBRAER  \n",
       "26           GULFSTREAM AEROSPACE  \n",
       "27                    LEARJET INC  \n",
       "28              MCDONNELL DOUGLAS  \n",
       "29  MCDONNELL DOUGLAS AIRCRAFT CO  \n",
       "30                         AIRBUS  \n",
       "31               AIRBUS INDUSTRIE  \n",
       "32                         BOEING  \n",
       "33                   CANADAIR LTD  \n",
       "34                        EMBRAER  \n",
       "35           GULFSTREAM AEROSPACE  \n",
       "36              MCDONNELL DOUGLAS  \n",
       "37  MCDONNELL DOUGLAS CORPORATION  \n",
       "38                          BEECH  \n",
       "39                     AGUSTA SPA  \n",
       "40                           BELL  \n",
       "41         ROBINSON HELICOPTER CO  \n",
       "42                       SIKORSKY  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame5 = pd.DataFrame(planes.groupby(['engine', 'manufacturer']).agg(['min','mean','max'])['year']).reset_index()\n",
    "frame5.columns = ['engine','manufacturer','min(year)','avg(year)','max(year)']\n",
    "frame5[['min(year)','avg(year)','max(year)','engine','manufacturer']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>424</td>\n",
       "      <td>N201AA</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>427</td>\n",
       "      <td>N202AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>421C</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>821</td>\n",
       "      <td>N350AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-31-350</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>893</td>\n",
       "      <td>N364AA</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>310Q</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>167.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1027</td>\n",
       "      <td>N378AA</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172E</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1037</td>\n",
       "      <td>N381AA</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>DOUGLAS</td>\n",
       "      <td>DC-7BF</td>\n",
       "      <td>4</td>\n",
       "      <td>102</td>\n",
       "      <td>232.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1190</td>\n",
       "      <td>N425AA</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-28-180</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1430</td>\n",
       "      <td>N508AA</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Rotorcraft</td>\n",
       "      <td>BELL</td>\n",
       "      <td>206B</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1480</td>\n",
       "      <td>N519MQ</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>A185F</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>127.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1515</td>\n",
       "      <td>N525AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-31-350</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1589</td>\n",
       "      <td>N545AA</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-32R-300</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1694</td>\n",
       "      <td>N567AA</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>DEHAVILLAND</td>\n",
       "      <td>OTTER DHC-3</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1813</td>\n",
       "      <td>N600TR</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1867</td>\n",
       "      <td>N615AA</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BEECH</td>\n",
       "      <td>65-A90</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>202.0</td>\n",
       "      <td>Turbo-prop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1883</td>\n",
       "      <td>N621AA</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172M</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>108.0</td>\n",
       "      <td>4 Cycle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2131</td>\n",
       "      <td>N675MC</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2309</td>\n",
       "      <td>N737MQ</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172N</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2402</td>\n",
       "      <td>N762NC</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2432</td>\n",
       "      <td>N767NC</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2472</td>\n",
       "      <td>N774NC</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2483</td>\n",
       "      <td>N777NC</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2492</td>\n",
       "      <td>N779NC</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2503</td>\n",
       "      <td>N782NC</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index tailnum    year                      type       manufacturer  \\\n",
       "0     424  N201AA  1959.0  Fixed wing single engine             CESSNA   \n",
       "1     427  N202AA  1980.0   Fixed wing multi engine             CESSNA   \n",
       "2     821  N350AA  1980.0   Fixed wing multi engine              PIPER   \n",
       "3     893  N364AA  1973.0   Fixed wing multi engine             CESSNA   \n",
       "4    1027  N378AA  1963.0  Fixed wing single engine             CESSNA   \n",
       "5    1037  N381AA  1956.0   Fixed wing multi engine            DOUGLAS   \n",
       "6    1190  N425AA  1968.0  Fixed wing single engine              PIPER   \n",
       "7    1430  N508AA  1975.0                Rotorcraft               BELL   \n",
       "8    1480  N519MQ  1983.0  Fixed wing single engine             CESSNA   \n",
       "9    1515  N525AA  1980.0   Fixed wing multi engine              PIPER   \n",
       "10   1589  N545AA  1976.0  Fixed wing single engine              PIPER   \n",
       "11   1694  N567AA  1959.0  Fixed wing single engine        DEHAVILLAND   \n",
       "12   1813  N600TR  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "13   1867  N615AA  1967.0   Fixed wing multi engine              BEECH   \n",
       "14   1883  N621AA  1975.0  Fixed wing single engine             CESSNA   \n",
       "15   2131  N675MC  1975.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "16   2309  N737MQ  1977.0  Fixed wing single engine             CESSNA   \n",
       "17   2402  N762NC  1976.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "18   2432  N767NC  1977.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "19   2472  N774NC  1978.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "20   2483  N777NC  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "21   2492  N779NC  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "22   2503  N782NC  1980.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "\n",
       "          model  engines  seats  speed         engine  \n",
       "0           150        1      2   90.0  Reciprocating  \n",
       "1          421C        2      8   90.0  Reciprocating  \n",
       "2     PA-31-350        2      8  162.0  Reciprocating  \n",
       "3          310Q        2      6  167.0  Reciprocating  \n",
       "4          172E        1      4  105.0  Reciprocating  \n",
       "5        DC-7BF        4    102  232.0  Reciprocating  \n",
       "6     PA-28-180        1      4  107.0  Reciprocating  \n",
       "7          206B        1      5  112.0    Turbo-shaft  \n",
       "8         A185F        1      6  127.0  Reciprocating  \n",
       "9     PA-31-350        2      8  162.0  Reciprocating  \n",
       "10   PA-32R-300        1      7  126.0  Reciprocating  \n",
       "11  OTTER DHC-3        1     16   95.0  Reciprocating  \n",
       "12      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "13       65-A90        2      9  202.0     Turbo-prop  \n",
       "14         172M        1      4  108.0        4 Cycle  \n",
       "15      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "16         172N        1      4  105.0  Reciprocating  \n",
       "17      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "18      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "19      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "20      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "21      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "22      DC-9-51        2    139  432.0      Turbo-jet  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result6 = pd.read_sql_query('select * from planes where speed is not null', con)\n",
    "sql_result6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>N201AA</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>N202AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>421C</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>N350AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-31-350</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>N364AA</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>310Q</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>167.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>N378AA</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172E</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>N381AA</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>DOUGLAS</td>\n",
       "      <td>DC-7BF</td>\n",
       "      <td>4</td>\n",
       "      <td>102</td>\n",
       "      <td>232.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>N425AA</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-28-180</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>N508AA</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Rotorcraft</td>\n",
       "      <td>BELL</td>\n",
       "      <td>206B</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>N519MQ</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>A185F</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>127.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1515</th>\n",
       "      <td>N525AA</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-31-350</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1589</th>\n",
       "      <td>N545AA</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>PIPER</td>\n",
       "      <td>PA-32R-300</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1694</th>\n",
       "      <td>N567AA</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>DEHAVILLAND</td>\n",
       "      <td>OTTER DHC-3</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1813</th>\n",
       "      <td>N600TR</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>N615AA</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BEECH</td>\n",
       "      <td>65-A90</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>202.0</td>\n",
       "      <td>Turbo-prop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>N621AA</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172M</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>108.0</td>\n",
       "      <td>4 Cycle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2131</th>\n",
       "      <td>N675MC</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2309</th>\n",
       "      <td>N737MQ</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Fixed wing single engine</td>\n",
       "      <td>CESSNA</td>\n",
       "      <td>172N</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Reciprocating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>N762NC</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2432</th>\n",
       "      <td>N767NC</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2472</th>\n",
       "      <td>N774NC</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2483</th>\n",
       "      <td>N777NC</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2492</th>\n",
       "      <td>N779NC</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2503</th>\n",
       "      <td>N782NC</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>DC-9-51</td>\n",
       "      <td>2</td>\n",
       "      <td>139</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tailnum    year                      type       manufacturer  \\\n",
       "424   N201AA  1959.0  Fixed wing single engine             CESSNA   \n",
       "427   N202AA  1980.0   Fixed wing multi engine             CESSNA   \n",
       "821   N350AA  1980.0   Fixed wing multi engine              PIPER   \n",
       "893   N364AA  1973.0   Fixed wing multi engine             CESSNA   \n",
       "1027  N378AA  1963.0  Fixed wing single engine             CESSNA   \n",
       "1037  N381AA  1956.0   Fixed wing multi engine            DOUGLAS   \n",
       "1190  N425AA  1968.0  Fixed wing single engine              PIPER   \n",
       "1430  N508AA  1975.0                Rotorcraft               BELL   \n",
       "1480  N519MQ  1983.0  Fixed wing single engine             CESSNA   \n",
       "1515  N525AA  1980.0   Fixed wing multi engine              PIPER   \n",
       "1589  N545AA  1976.0  Fixed wing single engine              PIPER   \n",
       "1694  N567AA  1959.0  Fixed wing single engine        DEHAVILLAND   \n",
       "1813  N600TR  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "1867  N615AA  1967.0   Fixed wing multi engine              BEECH   \n",
       "1883  N621AA  1975.0  Fixed wing single engine             CESSNA   \n",
       "2131  N675MC  1975.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2309  N737MQ  1977.0  Fixed wing single engine             CESSNA   \n",
       "2402  N762NC  1976.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2432  N767NC  1977.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2472  N774NC  1978.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2483  N777NC  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2492  N779NC  1979.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "2503  N782NC  1980.0   Fixed wing multi engine  MCDONNELL DOUGLAS   \n",
       "\n",
       "            model  engines  seats  speed         engine  \n",
       "424           150        1      2   90.0  Reciprocating  \n",
       "427          421C        2      8   90.0  Reciprocating  \n",
       "821     PA-31-350        2      8  162.0  Reciprocating  \n",
       "893          310Q        2      6  167.0  Reciprocating  \n",
       "1027         172E        1      4  105.0  Reciprocating  \n",
       "1037       DC-7BF        4    102  232.0  Reciprocating  \n",
       "1190    PA-28-180        1      4  107.0  Reciprocating  \n",
       "1430         206B        1      5  112.0    Turbo-shaft  \n",
       "1480        A185F        1      6  127.0  Reciprocating  \n",
       "1515    PA-31-350        2      8  162.0  Reciprocating  \n",
       "1589   PA-32R-300        1      7  126.0  Reciprocating  \n",
       "1694  OTTER DHC-3        1     16   95.0  Reciprocating  \n",
       "1813      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "1867       65-A90        2      9  202.0     Turbo-prop  \n",
       "1883         172M        1      4  108.0        4 Cycle  \n",
       "2131      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2309         172N        1      4  105.0  Reciprocating  \n",
       "2402      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2432      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2472      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2483      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2492      DC-9-51        2    139  432.0      Turbo-jet  \n",
       "2503      DC-9-51        2    139  432.0      Turbo-jet  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame6 = planes[~planes.speed.isnull()]\n",
    "frame6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>N127UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N128UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N150UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N151UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N152UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>N153UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>N154UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>N155UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>N156UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>N157UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>N198UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N199UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N205FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N206FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N207FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N208FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N20904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>N209FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>N210FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>N211FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>N213FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>N214FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>N216FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>N26906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>N272PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>N27477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>N27901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>N279PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>N28457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>N28478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>N913JB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>N943WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>N944WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>N945WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>N946WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>N947WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>N948WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>N949WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>N950WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>N951WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>N952FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>N952WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>N953FR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>N953WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>N954WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>N955WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>N956WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>N957WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>N958WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>N959WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>N960WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>N961WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>N962WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>N963WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>N964WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>N965WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>N966WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>N967WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>N968WN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>N969WN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>301 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    tailnum\n",
       "0    N127UW\n",
       "1    N128UW\n",
       "2    N150UW\n",
       "3    N151UW\n",
       "4    N152UW\n",
       "5    N153UW\n",
       "6    N154UW\n",
       "7    N155UW\n",
       "8    N156UW\n",
       "9    N157UW\n",
       "10   N198UW\n",
       "11   N199UW\n",
       "12   N205FR\n",
       "13   N206FR\n",
       "14   N207FR\n",
       "15   N208FR\n",
       "16   N20904\n",
       "17   N209FR\n",
       "18   N210FR\n",
       "19   N211FR\n",
       "20   N213FR\n",
       "21   N214FR\n",
       "22   N216FR\n",
       "23   N26906\n",
       "24   N272PQ\n",
       "25   N27477\n",
       "26   N27901\n",
       "27   N279PQ\n",
       "28   N28457\n",
       "29   N28478\n",
       "..      ...\n",
       "271  N913JB\n",
       "272  N943WN\n",
       "273  N944WN\n",
       "274  N945WN\n",
       "275  N946WN\n",
       "276  N947WN\n",
       "277  N948WN\n",
       "278  N949WN\n",
       "279  N950WN\n",
       "280  N951WN\n",
       "281  N952FR\n",
       "282  N952WN\n",
       "283  N953FR\n",
       "284  N953WN\n",
       "285  N954WN\n",
       "286  N955WN\n",
       "287  N956WN\n",
       "288  N957WN\n",
       "289  N958WN\n",
       "290  N959WN\n",
       "291  N960WN\n",
       "292  N961WN\n",
       "293  N962WN\n",
       "294  N963WN\n",
       "295  N964WN\n",
       "296  N965WN\n",
       "297  N966WN\n",
       "298  N967WN\n",
       "299  N968WN\n",
       "300  N969WN\n",
       "\n",
       "[301 rows x 1 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result7 = pd.read_sql_query('select tailnum from planes where year >= 2010', con)\n",
    "sql_result7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame7 = pd.DataFrame(planes[['year','tailnum']][planes.year >= 2010]).reset_index(drop=True)\n",
    "pd.DataFrame(frame7['tailnum']).equals(sql_result7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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>tailnum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N102UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N103US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N104UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N105UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N107US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>N108UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>N109UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>N110UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>N111US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>N11206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>N112US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N113UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N114UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N117UW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N118US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N119US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N12109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>N12114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>N12116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>N12125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tailnum\n",
       "0   N102UW\n",
       "1   N103US\n",
       "2   N104UW\n",
       "3   N105UW\n",
       "4   N107US\n",
       "5   N108UW\n",
       "6   N109UW\n",
       "7   N110UW\n",
       "8   N111US\n",
       "9   N11206\n",
       "10  N112US\n",
       "11  N113UW\n",
       "12  N114UW\n",
       "13  N117UW\n",
       "14  N118US\n",
       "15  N119US\n",
       "16  N12109\n",
       "17  N12114\n",
       "18  N12116\n",
       "19  N12125"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result8 = pd.read_sql_query('select tailnum from planes where seats between 100 and 200 limit 20', con)\n",
    "sql_result8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0     N102UW\n",
       "1     N103US\n",
       "2     N104UW\n",
       "3     N105UW\n",
       "4     N107US\n",
       "5     N108UW\n",
       "6     N109UW\n",
       "7     N110UW\n",
       "8     N111US\n",
       "9     N11206\n",
       "10    N112US\n",
       "11    N113UW\n",
       "12    N114UW\n",
       "13    N117UW\n",
       "14    N118US\n",
       "15    N119US\n",
       "16    N12109\n",
       "17    N12114\n",
       "18    N12116\n",
       "19    N12125\n",
       "Name: tailnum, dtype: object"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame8 = pd.DataFrame(planes[['tailnum','seats']][planes.seats >= 100][planes.seats <= 200]).reset_index(drop=True)['tailnum']\n",
    "frame8.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>N10156</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>N10575</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>N11106</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>N11107</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>N11109</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13</td>\n",
       "      <td>N11113</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>14</td>\n",
       "      <td>N11119</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>15</td>\n",
       "      <td>N11121</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16</td>\n",
       "      <td>N11127</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>17</td>\n",
       "      <td>N11137</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>18</td>\n",
       "      <td>N11140</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19</td>\n",
       "      <td>N11150</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>20</td>\n",
       "      <td>N11155</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21</td>\n",
       "      <td>N11164</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22</td>\n",
       "      <td>N11165</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>23</td>\n",
       "      <td>N11176</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>24</td>\n",
       "      <td>N11181</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25</td>\n",
       "      <td>N11184</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>26</td>\n",
       "      <td>N11187</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>27</td>\n",
       "      <td>N11189</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>28</td>\n",
       "      <td>N11191</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>29</td>\n",
       "      <td>N11192</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>30</td>\n",
       "      <td>N11193</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>31</td>\n",
       "      <td>N11194</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>32</td>\n",
       "      <td>N11199</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>34</td>\n",
       "      <td>N11206</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-824</td>\n",
       "      <td>2</td>\n",
       "      <td>149</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>38</td>\n",
       "      <td>N11535</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>39</td>\n",
       "      <td>N11536</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>40</td>\n",
       "      <td>N11539</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>41</td>\n",
       "      <td>N11544</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>3259</td>\n",
       "      <td>N968AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2236</th>\n",
       "      <td>3261</td>\n",
       "      <td>N968WN</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-7H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2237</th>\n",
       "      <td>3262</td>\n",
       "      <td>N969AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2238</th>\n",
       "      <td>3264</td>\n",
       "      <td>N969WN</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-7H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2239</th>\n",
       "      <td>3265</td>\n",
       "      <td>N970AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2240</th>\n",
       "      <td>3267</td>\n",
       "      <td>N971AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2241</th>\n",
       "      <td>3269</td>\n",
       "      <td>N972AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2242</th>\n",
       "      <td>3272</td>\n",
       "      <td>N974AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2243</th>\n",
       "      <td>3274</td>\n",
       "      <td>N975AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2244</th>\n",
       "      <td>3277</td>\n",
       "      <td>N977AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2245</th>\n",
       "      <td>3279</td>\n",
       "      <td>N978AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2246</th>\n",
       "      <td>3282</td>\n",
       "      <td>N979AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2247</th>\n",
       "      <td>3284</td>\n",
       "      <td>N980AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2248</th>\n",
       "      <td>3286</td>\n",
       "      <td>N981AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>3288</td>\n",
       "      <td>N982AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2250</th>\n",
       "      <td>3290</td>\n",
       "      <td>N983AT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2251</th>\n",
       "      <td>3293</td>\n",
       "      <td>N985AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2252</th>\n",
       "      <td>3295</td>\n",
       "      <td>N986AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2253</th>\n",
       "      <td>3297</td>\n",
       "      <td>N987AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2254</th>\n",
       "      <td>3299</td>\n",
       "      <td>N988AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2255</th>\n",
       "      <td>3301</td>\n",
       "      <td>N989AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2256</th>\n",
       "      <td>3303</td>\n",
       "      <td>N990AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2257</th>\n",
       "      <td>3305</td>\n",
       "      <td>N991AT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2258</th>\n",
       "      <td>3307</td>\n",
       "      <td>N992AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2259</th>\n",
       "      <td>3309</td>\n",
       "      <td>N993AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2260</th>\n",
       "      <td>3311</td>\n",
       "      <td>N994AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>3313</td>\n",
       "      <td>N995AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2262</th>\n",
       "      <td>3315</td>\n",
       "      <td>N996AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2263</th>\n",
       "      <td>3317</td>\n",
       "      <td>N997AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>3319</td>\n",
       "      <td>N998AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2265 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index tailnum    year                     type manufacturer      model  \\\n",
       "0         0  N10156  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "1         4  N10575  2002.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "2        10  N11106  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "3        11  N11107  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "4        12  N11109  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "5        13  N11113  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "6        14  N11119  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "7        15  N11121  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "8        16  N11127  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "9        17  N11137  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "10       18  N11140  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "11       19  N11150  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "12       20  N11155  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "13       21  N11164  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "14       22  N11165  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "15       23  N11176  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "16       24  N11181  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "17       25  N11184  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "18       26  N11187  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "19       27  N11189  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "20       28  N11191  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "21       29  N11192  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "22       30  N11193  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "23       31  N11194  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "24       32  N11199  2006.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "25       34  N11206  2000.0  Fixed wing multi engine       BOEING    737-824   \n",
       "26       38  N11535  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "27       39  N11536  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "28       40  N11539  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "29       41  N11544  2002.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "...     ...     ...     ...                      ...          ...        ...   \n",
       "2235   3259  N968AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2236   3261  N968WN  2011.0  Fixed wing multi engine       BOEING    737-7H4   \n",
       "2237   3262  N969AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2238   3264  N969WN  2011.0  Fixed wing multi engine       BOEING    737-7H4   \n",
       "2239   3265  N970AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2240   3267  N971AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2241   3269  N972AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2242   3272  N974AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2243   3274  N975AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2244   3277  N977AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2245   3279  N978AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2246   3282  N979AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2247   3284  N980AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2248   3286  N981AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2249   3288  N982AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2250   3290  N983AT     NaN  Fixed wing multi engine       BOEING    717-200   \n",
       "2251   3293  N985AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2252   3295  N986AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2253   3297  N987AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2254   3299  N988AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2255   3301  N989AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2256   3303  N990AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2257   3305  N991AT     NaN  Fixed wing multi engine       BOEING    717-200   \n",
       "2258   3307  N992AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2259   3309  N993AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2260   3311  N994AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2261   3313  N995AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2262   3315  N996AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2263   3317  N997AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2264   3319  N998AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "\n",
       "      engines  seats speed     engine  \n",
       "0           2     55  None  Turbo-fan  \n",
       "1           2     55  None  Turbo-fan  \n",
       "2           2     55  None  Turbo-fan  \n",
       "3           2     55  None  Turbo-fan  \n",
       "4           2     55  None  Turbo-fan  \n",
       "5           2     55  None  Turbo-fan  \n",
       "6           2     55  None  Turbo-fan  \n",
       "7           2     55  None  Turbo-fan  \n",
       "8           2     55  None  Turbo-fan  \n",
       "9           2     55  None  Turbo-fan  \n",
       "10          2     55  None  Turbo-fan  \n",
       "11          2     55  None  Turbo-fan  \n",
       "12          2     55  None  Turbo-fan  \n",
       "13          2     55  None  Turbo-fan  \n",
       "14          2     55  None  Turbo-fan  \n",
       "15          2     55  None  Turbo-fan  \n",
       "16          2     55  None  Turbo-fan  \n",
       "17          2     55  None  Turbo-fan  \n",
       "18          2     55  None  Turbo-fan  \n",
       "19          2     55  None  Turbo-fan  \n",
       "20          2     55  None  Turbo-fan  \n",
       "21          2     55  None  Turbo-fan  \n",
       "22          2     55  None  Turbo-fan  \n",
       "23          2     55  None  Turbo-fan  \n",
       "24          2     55  None  Turbo-fan  \n",
       "25          2    149  None  Turbo-fan  \n",
       "26          2     55  None  Turbo-fan  \n",
       "27          2     55  None  Turbo-fan  \n",
       "28          2     55  None  Turbo-fan  \n",
       "29          2     55  None  Turbo-fan  \n",
       "...       ...    ...   ...        ...  \n",
       "2235        2    100  None  Turbo-fan  \n",
       "2236        2    140  None  Turbo-fan  \n",
       "2237        2    100  None  Turbo-fan  \n",
       "2238        2    140  None  Turbo-fan  \n",
       "2239        2    100  None  Turbo-fan  \n",
       "2240        2    100  None  Turbo-fan  \n",
       "2241        2    100  None  Turbo-fan  \n",
       "2242        2    100  None  Turbo-fan  \n",
       "2243        2    100  None  Turbo-fan  \n",
       "2244        2    100  None  Turbo-fan  \n",
       "2245        2    100  None  Turbo-fan  \n",
       "2246        2    100  None  Turbo-fan  \n",
       "2247        2    100  None  Turbo-fan  \n",
       "2248        2    100  None  Turbo-fan  \n",
       "2249        2    100  None  Turbo-fan  \n",
       "2250        2    100  None  Turbo-fan  \n",
       "2251        2    100  None  Turbo-fan  \n",
       "2252        2    100  None  Turbo-fan  \n",
       "2253        2    100  None  Turbo-fan  \n",
       "2254        2    100  None  Turbo-fan  \n",
       "2255        2    100  None  Turbo-fan  \n",
       "2256        2    100  None  Turbo-fan  \n",
       "2257        2    100  None  Turbo-fan  \n",
       "2258        2    100  None  Turbo-fan  \n",
       "2259        2    100  None  Turbo-fan  \n",
       "2260        2    100  None  Turbo-fan  \n",
       "2261        2    100  None  Turbo-fan  \n",
       "2262        2    100  None  Turbo-fan  \n",
       "2263        2    100  None  Turbo-fan  \n",
       "2264        2    100  None  Turbo-fan  \n",
       "\n",
       "[2265 rows x 10 columns]"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result9 = pd.read_sql_query('select * from planes where manufacturer in (\"BOEING\",\"AIRBUS\",\"EMBRAER\")',con)\n",
    "sql_result9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>N10156</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>N10575</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>N11106</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>N11107</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>N11109</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13</td>\n",
       "      <td>N11113</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>14</td>\n",
       "      <td>N11119</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>15</td>\n",
       "      <td>N11121</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16</td>\n",
       "      <td>N11127</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>17</td>\n",
       "      <td>N11137</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>18</td>\n",
       "      <td>N11140</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19</td>\n",
       "      <td>N11150</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>20</td>\n",
       "      <td>N11155</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21</td>\n",
       "      <td>N11164</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22</td>\n",
       "      <td>N11165</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>23</td>\n",
       "      <td>N11176</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>24</td>\n",
       "      <td>N11181</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25</td>\n",
       "      <td>N11184</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>26</td>\n",
       "      <td>N11187</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>27</td>\n",
       "      <td>N11189</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>28</td>\n",
       "      <td>N11191</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>29</td>\n",
       "      <td>N11192</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>30</td>\n",
       "      <td>N11193</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>31</td>\n",
       "      <td>N11194</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>32</td>\n",
       "      <td>N11199</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145XR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>34</td>\n",
       "      <td>N11206</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-824</td>\n",
       "      <td>2</td>\n",
       "      <td>149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>38</td>\n",
       "      <td>N11535</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>39</td>\n",
       "      <td>N11536</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>40</td>\n",
       "      <td>N11539</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>41</td>\n",
       "      <td>N11544</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>EMB-145LR</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>3259</td>\n",
       "      <td>N968AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2236</th>\n",
       "      <td>3261</td>\n",
       "      <td>N968WN</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-7H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2237</th>\n",
       "      <td>3262</td>\n",
       "      <td>N969AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2238</th>\n",
       "      <td>3264</td>\n",
       "      <td>N969WN</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-7H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2239</th>\n",
       "      <td>3265</td>\n",
       "      <td>N970AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2240</th>\n",
       "      <td>3267</td>\n",
       "      <td>N971AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2241</th>\n",
       "      <td>3269</td>\n",
       "      <td>N972AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2242</th>\n",
       "      <td>3272</td>\n",
       "      <td>N974AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2243</th>\n",
       "      <td>3274</td>\n",
       "      <td>N975AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2244</th>\n",
       "      <td>3277</td>\n",
       "      <td>N977AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2245</th>\n",
       "      <td>3279</td>\n",
       "      <td>N978AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2246</th>\n",
       "      <td>3282</td>\n",
       "      <td>N979AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2247</th>\n",
       "      <td>3284</td>\n",
       "      <td>N980AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2248</th>\n",
       "      <td>3286</td>\n",
       "      <td>N981AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>3288</td>\n",
       "      <td>N982AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2250</th>\n",
       "      <td>3290</td>\n",
       "      <td>N983AT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2251</th>\n",
       "      <td>3293</td>\n",
       "      <td>N985AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2252</th>\n",
       "      <td>3295</td>\n",
       "      <td>N986AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2253</th>\n",
       "      <td>3297</td>\n",
       "      <td>N987AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2254</th>\n",
       "      <td>3299</td>\n",
       "      <td>N988AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2255</th>\n",
       "      <td>3301</td>\n",
       "      <td>N989AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2256</th>\n",
       "      <td>3303</td>\n",
       "      <td>N990AT</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2257</th>\n",
       "      <td>3305</td>\n",
       "      <td>N991AT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2258</th>\n",
       "      <td>3307</td>\n",
       "      <td>N992AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2259</th>\n",
       "      <td>3309</td>\n",
       "      <td>N993AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2260</th>\n",
       "      <td>3311</td>\n",
       "      <td>N994AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>3313</td>\n",
       "      <td>N995AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2262</th>\n",
       "      <td>3315</td>\n",
       "      <td>N996AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2263</th>\n",
       "      <td>3317</td>\n",
       "      <td>N997AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>3319</td>\n",
       "      <td>N998AT</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>717-200</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2265 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index tailnum    year                     type manufacturer      model  \\\n",
       "0         0  N10156  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "1         4  N10575  2002.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "2        10  N11106  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "3        11  N11107  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "4        12  N11109  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "5        13  N11113  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "6        14  N11119  2002.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "7        15  N11121  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "8        16  N11127  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "9        17  N11137  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "10       18  N11140  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "11       19  N11150  2003.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "12       20  N11155  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "13       21  N11164  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "14       22  N11165  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "15       23  N11176  2004.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "16       24  N11181  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "17       25  N11184  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "18       26  N11187  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "19       27  N11189  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "20       28  N11191  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "21       29  N11192  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "22       30  N11193  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "23       31  N11194  2005.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "24       32  N11199  2006.0  Fixed wing multi engine      EMBRAER  EMB-145XR   \n",
       "25       34  N11206  2000.0  Fixed wing multi engine       BOEING    737-824   \n",
       "26       38  N11535  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "27       39  N11536  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "28       40  N11539  2001.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "29       41  N11544  2002.0  Fixed wing multi engine      EMBRAER  EMB-145LR   \n",
       "...     ...     ...     ...                      ...          ...        ...   \n",
       "2235   3259  N968AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2236   3261  N968WN  2011.0  Fixed wing multi engine       BOEING    737-7H4   \n",
       "2237   3262  N969AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2238   3264  N969WN  2011.0  Fixed wing multi engine       BOEING    737-7H4   \n",
       "2239   3265  N970AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2240   3267  N971AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2241   3269  N972AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2242   3272  N974AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2243   3274  N975AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2244   3277  N977AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2245   3279  N978AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2246   3282  N979AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2247   3284  N980AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2248   3286  N981AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2249   3288  N982AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2250   3290  N983AT     NaN  Fixed wing multi engine       BOEING    717-200   \n",
       "2251   3293  N985AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2252   3295  N986AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2253   3297  N987AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2254   3299  N988AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2255   3301  N989AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2256   3303  N990AT  2001.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2257   3305  N991AT     NaN  Fixed wing multi engine       BOEING    717-200   \n",
       "2258   3307  N992AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2259   3309  N993AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2260   3311  N994AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2261   3313  N995AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2262   3315  N996AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2263   3317  N997AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "2264   3319  N998AT  2002.0  Fixed wing multi engine       BOEING    717-200   \n",
       "\n",
       "      engines  seats  speed     engine  \n",
       "0           2     55    NaN  Turbo-fan  \n",
       "1           2     55    NaN  Turbo-fan  \n",
       "2           2     55    NaN  Turbo-fan  \n",
       "3           2     55    NaN  Turbo-fan  \n",
       "4           2     55    NaN  Turbo-fan  \n",
       "5           2     55    NaN  Turbo-fan  \n",
       "6           2     55    NaN  Turbo-fan  \n",
       "7           2     55    NaN  Turbo-fan  \n",
       "8           2     55    NaN  Turbo-fan  \n",
       "9           2     55    NaN  Turbo-fan  \n",
       "10          2     55    NaN  Turbo-fan  \n",
       "11          2     55    NaN  Turbo-fan  \n",
       "12          2     55    NaN  Turbo-fan  \n",
       "13          2     55    NaN  Turbo-fan  \n",
       "14          2     55    NaN  Turbo-fan  \n",
       "15          2     55    NaN  Turbo-fan  \n",
       "16          2     55    NaN  Turbo-fan  \n",
       "17          2     55    NaN  Turbo-fan  \n",
       "18          2     55    NaN  Turbo-fan  \n",
       "19          2     55    NaN  Turbo-fan  \n",
       "20          2     55    NaN  Turbo-fan  \n",
       "21          2     55    NaN  Turbo-fan  \n",
       "22          2     55    NaN  Turbo-fan  \n",
       "23          2     55    NaN  Turbo-fan  \n",
       "24          2     55    NaN  Turbo-fan  \n",
       "25          2    149    NaN  Turbo-fan  \n",
       "26          2     55    NaN  Turbo-fan  \n",
       "27          2     55    NaN  Turbo-fan  \n",
       "28          2     55    NaN  Turbo-fan  \n",
       "29          2     55    NaN  Turbo-fan  \n",
       "...       ...    ...    ...        ...  \n",
       "2235        2    100    NaN  Turbo-fan  \n",
       "2236        2    140    NaN  Turbo-fan  \n",
       "2237        2    100    NaN  Turbo-fan  \n",
       "2238        2    140    NaN  Turbo-fan  \n",
       "2239        2    100    NaN  Turbo-fan  \n",
       "2240        2    100    NaN  Turbo-fan  \n",
       "2241        2    100    NaN  Turbo-fan  \n",
       "2242        2    100    NaN  Turbo-fan  \n",
       "2243        2    100    NaN  Turbo-fan  \n",
       "2244        2    100    NaN  Turbo-fan  \n",
       "2245        2    100    NaN  Turbo-fan  \n",
       "2246        2    100    NaN  Turbo-fan  \n",
       "2247        2    100    NaN  Turbo-fan  \n",
       "2248        2    100    NaN  Turbo-fan  \n",
       "2249        2    100    NaN  Turbo-fan  \n",
       "2250        2    100    NaN  Turbo-fan  \n",
       "2251        2    100    NaN  Turbo-fan  \n",
       "2252        2    100    NaN  Turbo-fan  \n",
       "2253        2    100    NaN  Turbo-fan  \n",
       "2254        2    100    NaN  Turbo-fan  \n",
       "2255        2    100    NaN  Turbo-fan  \n",
       "2256        2    100    NaN  Turbo-fan  \n",
       "2257        2    100    NaN  Turbo-fan  \n",
       "2258        2    100    NaN  Turbo-fan  \n",
       "2259        2    100    NaN  Turbo-fan  \n",
       "2260        2    100    NaN  Turbo-fan  \n",
       "2261        2    100    NaN  Turbo-fan  \n",
       "2262        2    100    NaN  Turbo-fan  \n",
       "2263        2    100    NaN  Turbo-fan  \n",
       "2264        2    100    NaN  Turbo-fan  \n",
       "\n",
       "[2265 rows x 10 columns]"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame9 = pd.DataFrame(planes[planes.manufacturer.isin([\"BOEING\",\"AIRBUS\",\"EMBRAER\"])]).reset_index()\n",
    "frame9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td>N1200K</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>N1201P</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>69</td>\n",
       "      <td>N121DE</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>117</td>\n",
       "      <td>N136DL</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>122</td>\n",
       "      <td>N137DL</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>183</td>\n",
       "      <td>N143DA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>241</td>\n",
       "      <td>N1602</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>242</td>\n",
       "      <td>N1603</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>243</td>\n",
       "      <td>N1604R</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>244</td>\n",
       "      <td>N1605</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>245</td>\n",
       "      <td>N16065</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>246</td>\n",
       "      <td>N1607B</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>247</td>\n",
       "      <td>N1608</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>248</td>\n",
       "      <td>N1609</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>249</td>\n",
       "      <td>N1610D</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>251</td>\n",
       "      <td>N1611B</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>252</td>\n",
       "      <td>N1612T</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>253</td>\n",
       "      <td>N1613B</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>293</td>\n",
       "      <td>N169DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>312</td>\n",
       "      <td>N171DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>313</td>\n",
       "      <td>N171DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>319</td>\n",
       "      <td>N172DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>320</td>\n",
       "      <td>N172DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>323</td>\n",
       "      <td>N173DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>326</td>\n",
       "      <td>N174DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>327</td>\n",
       "      <td>N174DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>331</td>\n",
       "      <td>N175DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>332</td>\n",
       "      <td>N175DZ</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>334</td>\n",
       "      <td>N176DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>335</td>\n",
       "      <td>N176DZ</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2062</td>\n",
       "      <td>N661UA</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2071</td>\n",
       "      <td>N663UA</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2074</td>\n",
       "      <td>N664UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2078</td>\n",
       "      <td>N665UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2081</td>\n",
       "      <td>N666UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2084</td>\n",
       "      <td>N667UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2089</td>\n",
       "      <td>N668UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2093</td>\n",
       "      <td>N669UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2108</td>\n",
       "      <td>N670UA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2109</td>\n",
       "      <td>N670US</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>747-451</td>\n",
       "      <td>4</td>\n",
       "      <td>450</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2120</td>\n",
       "      <td>N671UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2123</td>\n",
       "      <td>N672UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2126</td>\n",
       "      <td>N673UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2128</td>\n",
       "      <td>N674UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2132</td>\n",
       "      <td>N675UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2136</td>\n",
       "      <td>N676UA</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2138</td>\n",
       "      <td>N677UA</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2441</td>\n",
       "      <td>N77012</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2485</td>\n",
       "      <td>N777UA</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-222</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2494</td>\n",
       "      <td>N78003</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2495</td>\n",
       "      <td>N78013</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2519</td>\n",
       "      <td>N787UA</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-222</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2567</td>\n",
       "      <td>N809NW</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-323</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2764</td>\n",
       "      <td>N854NW</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-223</td>\n",
       "      <td>3</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2771</td>\n",
       "      <td>N856NW</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-223</td>\n",
       "      <td>3</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2804</td>\n",
       "      <td>N862DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2806</td>\n",
       "      <td>N863DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2809</td>\n",
       "      <td>N865DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2919</td>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2982</td>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>193 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index tailnum    year                     type manufacturer     model  \\\n",
       "0       49  N1200K  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "1       50  N1201P  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "2       69  N121DE  1987.0  Fixed wing multi engine       BOEING   767-332   \n",
       "3      117  N136DL  1991.0  Fixed wing multi engine       BOEING   767-332   \n",
       "4      122  N137DL  1991.0  Fixed wing multi engine       BOEING   767-332   \n",
       "5      183  N143DA  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "6      241   N1602  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "7      242   N1603  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "8      243  N1604R  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "9      244   N1605  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "10     245  N16065  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "11     246  N1607B  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "12     247   N1608  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "13     248   N1609  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "14     249  N1610D  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "15     251  N1611B  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "16     252  N1612T  2001.0  Fixed wing multi engine       BOEING   767-332   \n",
       "17     253  N1613B  2001.0  Fixed wing multi engine       BOEING   767-332   \n",
       "18     293  N169DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "19     312  N171DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "20     313  N171DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "21     319  N172DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "22     320  N172DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "23     323  N173DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "24     326  N174DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "25     327  N174DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "26     331  N175DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "27     332  N175DZ  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "28     334  N176DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "29     335  N176DZ  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "..     ...     ...     ...                      ...          ...       ...   \n",
       "163   2062  N661UA  1993.0  Fixed wing multi engine       BOEING   767-322   \n",
       "164   2071  N663UA  1993.0  Fixed wing multi engine       BOEING   767-322   \n",
       "165   2074  N664UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "166   2078  N665UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "167   2081  N666UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "168   2084  N667UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "169   2089  N668UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "170   2093  N669UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "171   2108  N670UA     NaN  Fixed wing multi engine       BOEING   767-322   \n",
       "172   2109  N670US  1990.0  Fixed wing multi engine       BOEING   747-451   \n",
       "173   2120  N671UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "174   2123  N672UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "175   2126  N673UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "176   2128  N674UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "177   2132  N675UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "178   2136  N676UA  2001.0  Fixed wing multi engine       BOEING   767-322   \n",
       "179   2138  N677UA  2001.0  Fixed wing multi engine       BOEING   767-322   \n",
       "180   2441  N77012  1999.0  Fixed wing multi engine       BOEING   777-224   \n",
       "181   2485  N777UA  1995.0  Fixed wing multi engine       BOEING   777-222   \n",
       "182   2494  N78003  1998.0  Fixed wing multi engine       BOEING   777-224   \n",
       "183   2495  N78013  1999.0  Fixed wing multi engine       BOEING   777-224   \n",
       "184   2519  N787UA  1997.0  Fixed wing multi engine       BOEING   777-222   \n",
       "185   2567  N809NW  2005.0  Fixed wing multi engine       AIRBUS  A330-323   \n",
       "186   2764  N854NW  2004.0  Fixed wing multi engine       AIRBUS  A330-223   \n",
       "187   2771  N856NW  2004.0  Fixed wing multi engine       AIRBUS  A330-223   \n",
       "188   2804  N862DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "189   2806  N863DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "190   2809  N865DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "191   2919  N903JB  2013.0  Fixed wing multi engine       AIRBUS  A321-231   \n",
       "192   2982  N913JB  2013.0  Fixed wing multi engine       AIRBUS  A321-231   \n",
       "\n",
       "     engines  seats speed     engine  \n",
       "0          2    330  None  Turbo-fan  \n",
       "1          2    330  None  Turbo-fan  \n",
       "2          2    330  None  Turbo-fan  \n",
       "3          2    330  None  Turbo-fan  \n",
       "4          2    330  None  Turbo-fan  \n",
       "5          2    330  None  Turbo-fan  \n",
       "6          2    330  None  Turbo-fan  \n",
       "7          2    330  None  Turbo-fan  \n",
       "8          2    330  None  Turbo-fan  \n",
       "9          2    330  None  Turbo-fan  \n",
       "10         2    330  None  Turbo-fan  \n",
       "11         2    330  None  Turbo-fan  \n",
       "12         2    330  None  Turbo-fan  \n",
       "13         2    330  None  Turbo-fan  \n",
       "14         2    330  None  Turbo-fan  \n",
       "15         2    330  None  Turbo-fan  \n",
       "16         2    330  None  Turbo-fan  \n",
       "17         2    330  None  Turbo-fan  \n",
       "18         2    330  None  Turbo-fan  \n",
       "19         2    330  None  Turbo-fan  \n",
       "20         2    330  None  Turbo-fan  \n",
       "21         2    330  None  Turbo-fan  \n",
       "22         2    330  None  Turbo-fan  \n",
       "23         2    330  None  Turbo-fan  \n",
       "24         2    330  None  Turbo-fan  \n",
       "25         2    330  None  Turbo-fan  \n",
       "26         2    330  None  Turbo-fan  \n",
       "27         2    330  None  Turbo-fan  \n",
       "28         2    330  None  Turbo-fan  \n",
       "29         2    330  None  Turbo-fan  \n",
       "..       ...    ...   ...        ...  \n",
       "163        2    330  None  Turbo-fan  \n",
       "164        2    330  None  Turbo-fan  \n",
       "165        2    330  None  Turbo-fan  \n",
       "166        2    330  None  Turbo-fan  \n",
       "167        2    330  None  Turbo-fan  \n",
       "168        2    330  None  Turbo-fan  \n",
       "169        2    330  None  Turbo-fan  \n",
       "170        2    330  None  Turbo-fan  \n",
       "171        2    330  None  Turbo-fan  \n",
       "172        4    450  None  Turbo-jet  \n",
       "173        2    330  None  Turbo-fan  \n",
       "174        2    330  None  Turbo-fan  \n",
       "175        2    330  None  Turbo-fan  \n",
       "176        2    330  None  Turbo-fan  \n",
       "177        2    330  None  Turbo-fan  \n",
       "178        2    330  None  Turbo-fan  \n",
       "179        2    330  None  Turbo-fan  \n",
       "180        2    400  None  Turbo-fan  \n",
       "181        2    400  None  Turbo-fan  \n",
       "182        2    400  None  Turbo-fan  \n",
       "183        2    400  None  Turbo-fan  \n",
       "184        2    400  None  Turbo-fan  \n",
       "185        2    379  None  Turbo-fan  \n",
       "186        3    379  None  Turbo-fan  \n",
       "187        3    379  None  Turbo-fan  \n",
       "188        2    400  None  Turbo-jet  \n",
       "189        2    400  None  Turbo-jet  \n",
       "190        2    400  None  Turbo-jet  \n",
       "191        2    379  None  Turbo-fan  \n",
       "192        2    379  None  Turbo-fan  \n",
       "\n",
       "[193 rows x 10 columns]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result10 = pd.read_sql_query('select * from planes where manufacturer in (\"BOEING\",\"AIRBUS\",\"EMBRAER\") and seats>300',con)\n",
    "sql_result10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td>N1200K</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>N1201P</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>69</td>\n",
       "      <td>N121DE</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>117</td>\n",
       "      <td>N136DL</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>122</td>\n",
       "      <td>N137DL</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>183</td>\n",
       "      <td>N143DA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>241</td>\n",
       "      <td>N1602</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>242</td>\n",
       "      <td>N1603</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>243</td>\n",
       "      <td>N1604R</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>244</td>\n",
       "      <td>N1605</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>245</td>\n",
       "      <td>N16065</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>246</td>\n",
       "      <td>N1607B</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>247</td>\n",
       "      <td>N1608</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>248</td>\n",
       "      <td>N1609</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>249</td>\n",
       "      <td>N1610D</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>251</td>\n",
       "      <td>N1611B</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>252</td>\n",
       "      <td>N1612T</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>253</td>\n",
       "      <td>N1613B</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>293</td>\n",
       "      <td>N169DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>312</td>\n",
       "      <td>N171DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>313</td>\n",
       "      <td>N171DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>319</td>\n",
       "      <td>N172DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>320</td>\n",
       "      <td>N172DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>323</td>\n",
       "      <td>N173DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>326</td>\n",
       "      <td>N174DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>327</td>\n",
       "      <td>N174DZ</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>331</td>\n",
       "      <td>N175DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>332</td>\n",
       "      <td>N175DZ</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>334</td>\n",
       "      <td>N176DN</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>335</td>\n",
       "      <td>N176DZ</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-332</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2062</td>\n",
       "      <td>N661UA</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2071</td>\n",
       "      <td>N663UA</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2074</td>\n",
       "      <td>N664UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2078</td>\n",
       "      <td>N665UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2081</td>\n",
       "      <td>N666UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2084</td>\n",
       "      <td>N667UA</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2089</td>\n",
       "      <td>N668UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2093</td>\n",
       "      <td>N669UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2108</td>\n",
       "      <td>N670UA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2109</td>\n",
       "      <td>N670US</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>747-451</td>\n",
       "      <td>4</td>\n",
       "      <td>450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2120</td>\n",
       "      <td>N671UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2123</td>\n",
       "      <td>N672UA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2126</td>\n",
       "      <td>N673UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2128</td>\n",
       "      <td>N674UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2132</td>\n",
       "      <td>N675UA</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2136</td>\n",
       "      <td>N676UA</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2138</td>\n",
       "      <td>N677UA</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>767-322</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2441</td>\n",
       "      <td>N77012</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2485</td>\n",
       "      <td>N777UA</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-222</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2494</td>\n",
       "      <td>N78003</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2495</td>\n",
       "      <td>N78013</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-224</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2519</td>\n",
       "      <td>N787UA</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-222</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2567</td>\n",
       "      <td>N809NW</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-323</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2764</td>\n",
       "      <td>N854NW</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-223</td>\n",
       "      <td>3</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2771</td>\n",
       "      <td>N856NW</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-223</td>\n",
       "      <td>3</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2804</td>\n",
       "      <td>N862DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2806</td>\n",
       "      <td>N863DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2809</td>\n",
       "      <td>N865DA</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>777-232</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-jet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2919</td>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2982</td>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>193 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index tailnum    year                     type manufacturer     model  \\\n",
       "0       49  N1200K  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "1       50  N1201P  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "2       69  N121DE  1987.0  Fixed wing multi engine       BOEING   767-332   \n",
       "3      117  N136DL  1991.0  Fixed wing multi engine       BOEING   767-332   \n",
       "4      122  N137DL  1991.0  Fixed wing multi engine       BOEING   767-332   \n",
       "5      183  N143DA  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "6      241   N1602  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "7      242   N1603  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "8      243  N1604R  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "9      244   N1605  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "10     245  N16065  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "11     246  N1607B  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "12     247   N1608  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "13     248   N1609  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "14     249  N1610D  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "15     251  N1611B  2000.0  Fixed wing multi engine       BOEING   767-332   \n",
       "16     252  N1612T  2001.0  Fixed wing multi engine       BOEING   767-332   \n",
       "17     253  N1613B  2001.0  Fixed wing multi engine       BOEING   767-332   \n",
       "18     293  N169DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "19     312  N171DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "20     313  N171DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "21     319  N172DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "22     320  N172DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "23     323  N173DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "24     326  N174DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "25     327  N174DZ  1998.0  Fixed wing multi engine       BOEING   767-332   \n",
       "26     331  N175DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "27     332  N175DZ  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "28     334  N176DN  1990.0  Fixed wing multi engine       BOEING   767-332   \n",
       "29     335  N176DZ  1999.0  Fixed wing multi engine       BOEING   767-332   \n",
       "..     ...     ...     ...                      ...          ...       ...   \n",
       "163   2062  N661UA  1993.0  Fixed wing multi engine       BOEING   767-322   \n",
       "164   2071  N663UA  1993.0  Fixed wing multi engine       BOEING   767-322   \n",
       "165   2074  N664UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "166   2078  N665UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "167   2081  N666UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "168   2084  N667UA  1998.0  Fixed wing multi engine       BOEING   767-322   \n",
       "169   2089  N668UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "170   2093  N669UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "171   2108  N670UA     NaN  Fixed wing multi engine       BOEING   767-322   \n",
       "172   2109  N670US  1990.0  Fixed wing multi engine       BOEING   747-451   \n",
       "173   2120  N671UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "174   2123  N672UA  1999.0  Fixed wing multi engine       BOEING   767-322   \n",
       "175   2126  N673UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "176   2128  N674UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "177   2132  N675UA  2000.0  Fixed wing multi engine       BOEING   767-322   \n",
       "178   2136  N676UA  2001.0  Fixed wing multi engine       BOEING   767-322   \n",
       "179   2138  N677UA  2001.0  Fixed wing multi engine       BOEING   767-322   \n",
       "180   2441  N77012  1999.0  Fixed wing multi engine       BOEING   777-224   \n",
       "181   2485  N777UA  1995.0  Fixed wing multi engine       BOEING   777-222   \n",
       "182   2494  N78003  1998.0  Fixed wing multi engine       BOEING   777-224   \n",
       "183   2495  N78013  1999.0  Fixed wing multi engine       BOEING   777-224   \n",
       "184   2519  N787UA  1997.0  Fixed wing multi engine       BOEING   777-222   \n",
       "185   2567  N809NW  2005.0  Fixed wing multi engine       AIRBUS  A330-323   \n",
       "186   2764  N854NW  2004.0  Fixed wing multi engine       AIRBUS  A330-223   \n",
       "187   2771  N856NW  2004.0  Fixed wing multi engine       AIRBUS  A330-223   \n",
       "188   2804  N862DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "189   2806  N863DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "190   2809  N865DA  1999.0  Fixed wing multi engine       BOEING   777-232   \n",
       "191   2919  N903JB  2013.0  Fixed wing multi engine       AIRBUS  A321-231   \n",
       "192   2982  N913JB  2013.0  Fixed wing multi engine       AIRBUS  A321-231   \n",
       "\n",
       "     engines  seats  speed     engine  \n",
       "0          2    330    NaN  Turbo-fan  \n",
       "1          2    330    NaN  Turbo-fan  \n",
       "2          2    330    NaN  Turbo-fan  \n",
       "3          2    330    NaN  Turbo-fan  \n",
       "4          2    330    NaN  Turbo-fan  \n",
       "5          2    330    NaN  Turbo-fan  \n",
       "6          2    330    NaN  Turbo-fan  \n",
       "7          2    330    NaN  Turbo-fan  \n",
       "8          2    330    NaN  Turbo-fan  \n",
       "9          2    330    NaN  Turbo-fan  \n",
       "10         2    330    NaN  Turbo-fan  \n",
       "11         2    330    NaN  Turbo-fan  \n",
       "12         2    330    NaN  Turbo-fan  \n",
       "13         2    330    NaN  Turbo-fan  \n",
       "14         2    330    NaN  Turbo-fan  \n",
       "15         2    330    NaN  Turbo-fan  \n",
       "16         2    330    NaN  Turbo-fan  \n",
       "17         2    330    NaN  Turbo-fan  \n",
       "18         2    330    NaN  Turbo-fan  \n",
       "19         2    330    NaN  Turbo-fan  \n",
       "20         2    330    NaN  Turbo-fan  \n",
       "21         2    330    NaN  Turbo-fan  \n",
       "22         2    330    NaN  Turbo-fan  \n",
       "23         2    330    NaN  Turbo-fan  \n",
       "24         2    330    NaN  Turbo-fan  \n",
       "25         2    330    NaN  Turbo-fan  \n",
       "26         2    330    NaN  Turbo-fan  \n",
       "27         2    330    NaN  Turbo-fan  \n",
       "28         2    330    NaN  Turbo-fan  \n",
       "29         2    330    NaN  Turbo-fan  \n",
       "..       ...    ...    ...        ...  \n",
       "163        2    330    NaN  Turbo-fan  \n",
       "164        2    330    NaN  Turbo-fan  \n",
       "165        2    330    NaN  Turbo-fan  \n",
       "166        2    330    NaN  Turbo-fan  \n",
       "167        2    330    NaN  Turbo-fan  \n",
       "168        2    330    NaN  Turbo-fan  \n",
       "169        2    330    NaN  Turbo-fan  \n",
       "170        2    330    NaN  Turbo-fan  \n",
       "171        2    330    NaN  Turbo-fan  \n",
       "172        4    450    NaN  Turbo-jet  \n",
       "173        2    330    NaN  Turbo-fan  \n",
       "174        2    330    NaN  Turbo-fan  \n",
       "175        2    330    NaN  Turbo-fan  \n",
       "176        2    330    NaN  Turbo-fan  \n",
       "177        2    330    NaN  Turbo-fan  \n",
       "178        2    330    NaN  Turbo-fan  \n",
       "179        2    330    NaN  Turbo-fan  \n",
       "180        2    400    NaN  Turbo-fan  \n",
       "181        2    400    NaN  Turbo-fan  \n",
       "182        2    400    NaN  Turbo-fan  \n",
       "183        2    400    NaN  Turbo-fan  \n",
       "184        2    400    NaN  Turbo-fan  \n",
       "185        2    379    NaN  Turbo-fan  \n",
       "186        3    379    NaN  Turbo-fan  \n",
       "187        3    379    NaN  Turbo-fan  \n",
       "188        2    400    NaN  Turbo-jet  \n",
       "189        2    400    NaN  Turbo-jet  \n",
       "190        2    400    NaN  Turbo-jet  \n",
       "191        2    379    NaN  Turbo-fan  \n",
       "192        2    379    NaN  Turbo-fan  \n",
       "\n",
       "[193 rows x 10 columns]"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame10 = pd.DataFrame(planes[planes.manufacturer.isin([\"BOEING\",\"AIRBUS\",\"EMBRAER\"]) & (planes.seats > 300)]).reset_index()\n",
    "frame10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>COUNT(*)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       manufacturer  COUNT(*)\n",
       "0            AIRBUS        66\n",
       "1  AIRBUS INDUSTRIE         4\n",
       "2            BOEING       225"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result11 = pd.read_sql_query('select manufacturer, COUNT(*) from planes where seats>200 group by manufacturer',con)\n",
    "sql_result11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>COUNT(*)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       manufacturer  COUNT(*)\n",
       "0            AIRBUS        66\n",
       "1  AIRBUS INDUSTRIE         4\n",
       "2            BOEING       225"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame11 = pd.DataFrame(planes[planes.seats > 200]).groupby('manufacturer').count()['tailnum'].reset_index()\n",
    "frame11.columns = ['manufacturer','COUNT(*)']\n",
    "frame11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "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>manufacturer</th>\n",
       "      <th>COUNT(*)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  manufacturer  COUNT(*)\n",
       "0       AIRBUS        66\n",
       "1       BOEING       225"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result12 = pd.read_sql_query('select manufacturer, COUNT(*) from planes where seats>200 group by manufacturer having count(*) > 10',con)\n",
    "sql_result12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "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>index</th>\n",
       "      <th>manufacturer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index  manufacturer\n",
       "0  BOEING           225\n",
       "1  AIRBUS            66"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame12 = pd.DataFrame(planes[planes.seats > 200]).manufacturer.value_counts().reset_index()\n",
    "frame12[frame12.manufacturer > 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\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>manufacturer</th>\n",
       "      <th>howmany</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGUSTA SPA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AVIAT AIRCRAFT INC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AVIONS MARCEL DASSAULT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BARKER JACK L</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CANADAIR LTD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CIRRUS DESIGN CORP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DEHAVILLAND</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DOUGLAS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FRIEDEMANN JON</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>HURLEY JAMES LARRY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>JOHN G HESS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>KILDALL GARY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>LAMBERT RICHARD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>LEARJET INC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>LEBLANC GLENN T</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MARZ BARRY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PAIR MIKE E</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SIKORSKY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>AMERICAN AIRCRAFT INC</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BEECH</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BELL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>STEWART MACO</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>PIPER</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CANADAIR</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CESSNA</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>MCDONNELL DOUGLAS CORPORATION</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>MCDONNELL DOUGLAS AIRCRAFT CO</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>1630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     manufacturer  howmany\n",
       "0                      AGUSTA SPA        1\n",
       "1              AVIAT AIRCRAFT INC        1\n",
       "2          AVIONS MARCEL DASSAULT        1\n",
       "3                   BARKER JACK L        1\n",
       "4                    CANADAIR LTD        1\n",
       "5              CIRRUS DESIGN CORP        1\n",
       "6                     DEHAVILLAND        1\n",
       "7                         DOUGLAS        1\n",
       "8                  FRIEDEMANN JON        1\n",
       "9              HURLEY JAMES LARRY        1\n",
       "10                    JOHN G HESS        1\n",
       "11                   KILDALL GARY        1\n",
       "12                LAMBERT RICHARD        1\n",
       "13                    LEARJET INC        1\n",
       "14                LEBLANC GLENN T        1\n",
       "15                     MARZ BARRY        1\n",
       "16                    PAIR MIKE E        1\n",
       "17         ROBINSON HELICOPTER CO        1\n",
       "18                       SIKORSKY        1\n",
       "19          AMERICAN AIRCRAFT INC        2\n",
       "20                          BEECH        2\n",
       "21                           BELL        2\n",
       "22           GULFSTREAM AEROSPACE        2\n",
       "23                   STEWART MACO        2\n",
       "24                          PIPER        5\n",
       "25                       CANADAIR        9\n",
       "26                         CESSNA        9\n",
       "27  MCDONNELL DOUGLAS CORPORATION       14\n",
       "28  MCDONNELL DOUGLAS AIRCRAFT CO      103\n",
       "29              MCDONNELL DOUGLAS      120\n",
       "30                        EMBRAER      299\n",
       "31                         AIRBUS      336\n",
       "32                 BOMBARDIER INC      368\n",
       "33               AIRBUS INDUSTRIE      400\n",
       "34                         BOEING     1630"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result14 = pd.read_sql_query('SELECT manufacturer, COUNT(*) AS howmany FROM planes GROUP BY manufacturer ORDER BY howmany',con)\n",
    "sql_result14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>manufacturer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>AGUSTA SPA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AVIAT AIRCRAFT INC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AVIONS MARCEL DASSAULT</td>\n",
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       "    <tr>\n",
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       "      <td>BARKER JACK L</td>\n",
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       "      <td>CANADAIR LTD</td>\n",
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       "    <tr>\n",
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       "      <td>CIRRUS DESIGN CORP</td>\n",
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       "      <td>DEHAVILLAND</td>\n",
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       "      <th>3</th>\n",
       "      <td>DOUGLAS</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>HURLEY JAMES LARRY</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>JOHN G HESS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>KILDALL GARY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LAMBERT RICHARD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LEARJET INC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>LEBLANC GLENN T</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>MARZ BARRY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PAIR MIKE E</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SIKORSKY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>AMERICAN AIRCRAFT INC</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BEECH</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>BELL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>GULFSTREAM AEROSPACE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>STEWART MACO</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>PIPER</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CANADAIR</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CESSNA</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>MCDONNELL DOUGLAS CORPORATION</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>MCDONNELL DOUGLAS AIRCRAFT CO</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>MCDONNELL DOUGLAS</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>BOEING</td>\n",
       "      <td>1630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            index  manufacturer\n",
       "15                     AGUSTA SPA             1\n",
       "11             AVIAT AIRCRAFT INC             1\n",
       "6          AVIONS MARCEL DASSAULT             1\n",
       "1                   BARKER JACK L             1\n",
       "9                    CANADAIR LTD             1\n",
       "17             CIRRUS DESIGN CORP             1\n",
       "10                    DEHAVILLAND             1\n",
       "3                         DOUGLAS             1\n",
       "7                  FRIEDEMANN JON             1\n",
       "14             HURLEY JAMES LARRY             1\n",
       "5                     JOHN G HESS             1\n",
       "13                   KILDALL GARY             1\n",
       "2                 LAMBERT RICHARD             1\n",
       "4                     LEARJET INC             1\n",
       "16                LEBLANC GLENN T             1\n",
       "8                      MARZ BARRY             1\n",
       "0                     PAIR MIKE E             1\n",
       "18         ROBINSON HELICOPTER CO             1\n",
       "12                       SIKORSKY             1\n",
       "22          AMERICAN AIRCRAFT INC             2\n",
       "20                          BEECH             2\n",
       "23                           BELL             2\n",
       "19           GULFSTREAM AEROSPACE             2\n",
       "21                   STEWART MACO             2\n",
       "24                          PIPER             5\n",
       "26                       CANADAIR             9\n",
       "25                         CESSNA             9\n",
       "27  MCDONNELL DOUGLAS CORPORATION            14\n",
       "28  MCDONNELL DOUGLAS AIRCRAFT CO           103\n",
       "29              MCDONNELL DOUGLAS           120\n",
       "30                        EMBRAER           299\n",
       "31                         AIRBUS           336\n",
       "32                 BOMBARDIER INC           368\n",
       "33               AIRBUS INDUSTRIE           400\n",
       "34                         BOEING          1630"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planes.manufacturer.value_counts(ascending=True).reset_index().sort_values(by=['manufacturer','index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <tbody>\n",
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       "      <td>368</td>\n",
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       "      <th>3</th>\n",
       "      <td>AIRBUS</td>\n",
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       "      <td>14</td>\n",
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       "      <th>8</th>\n",
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       "      <td>9</td>\n",
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       "      <td>9</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                    manufacturer  howmany\n",
       "0                         BOEING     1630\n",
       "1               AIRBUS INDUSTRIE      400\n",
       "2                 BOMBARDIER INC      368\n",
       "3                         AIRBUS      336\n",
       "4                        EMBRAER      299\n",
       "5              MCDONNELL DOUGLAS      120\n",
       "6  MCDONNELL DOUGLAS AIRCRAFT CO      103\n",
       "7  MCDONNELL DOUGLAS CORPORATION       14\n",
       "8                       CANADAIR        9\n",
       "9                         CESSNA        9"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result15 = pd.read_sql_query('SELECT manufacturer, COUNT(*) AS howmany FROM planes GROUP BY manufacturer ORDER BY howmany DESC LIMIT 10',con)\n",
    "sql_result15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>MCDONNELL DOUGLAS AIRCRAFT CO</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>MCDONNELL DOUGLAS CORPORATION</td>\n",
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       "      <td>9</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            index  manufacturer\n",
       "34                         BOEING          1630\n",
       "33               AIRBUS INDUSTRIE           400\n",
       "32                 BOMBARDIER INC           368\n",
       "31                         AIRBUS           336\n",
       "30                        EMBRAER           299\n",
       "29              MCDONNELL DOUGLAS           120\n",
       "28  MCDONNELL DOUGLAS AIRCRAFT CO           103\n",
       "27  MCDONNELL DOUGLAS CORPORATION            14\n",
       "25                         CESSNA             9\n",
       "26                       CANADAIR             9"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planes.manufacturer.value_counts(ascending=True).reset_index().sort_values(by=['manufacturer','index'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
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       "      <td>N348JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>825</td>\n",
       "      <td>N351JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>837</td>\n",
       "      <td>N353JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2630</td>\n",
       "      <td>N8301J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2631</td>\n",
       "      <td>N8302F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2633</td>\n",
       "      <td>N8305E</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2634</td>\n",
       "      <td>N8306H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2635</td>\n",
       "      <td>N8307K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2636</td>\n",
       "      <td>N8308K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2637</td>\n",
       "      <td>N8309C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2642</td>\n",
       "      <td>N8310C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2643</td>\n",
       "      <td>N8311Q</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2644</td>\n",
       "      <td>N8312C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2645</td>\n",
       "      <td>N8313F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2646</td>\n",
       "      <td>N8314L</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2647</td>\n",
       "      <td>N8315C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2648</td>\n",
       "      <td>N8316H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2649</td>\n",
       "      <td>N8317M</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2650</td>\n",
       "      <td>N8318F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2651</td>\n",
       "      <td>N8319F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2656</td>\n",
       "      <td>N8320J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2657</td>\n",
       "      <td>N8321D</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2658</td>\n",
       "      <td>N8322X</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2659</td>\n",
       "      <td>N8323C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2660</td>\n",
       "      <td>N8324A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2661</td>\n",
       "      <td>N8325D</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2662</td>\n",
       "      <td>N8326F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2663</td>\n",
       "      <td>N8327A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2664</td>\n",
       "      <td>N8328A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>230</td>\n",
       "      <td>N156UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>233</td>\n",
       "      <td>N157UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>418</td>\n",
       "      <td>N198UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>421</td>\n",
       "      <td>N199UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2618</td>\n",
       "      <td>N827JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2623</td>\n",
       "      <td>N828JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2675</td>\n",
       "      <td>N834JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1147</td>\n",
       "      <td>N409AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1160</td>\n",
       "      <td>N413AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1173</td>\n",
       "      <td>N419AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1184</td>\n",
       "      <td>N423AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1207</td>\n",
       "      <td>N431AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1214</td>\n",
       "      <td>N433AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1223</td>\n",
       "      <td>N435AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1241</td>\n",
       "      <td>N440AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1248</td>\n",
       "      <td>N442AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1083</td>\n",
       "      <td>N390HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1088</td>\n",
       "      <td>N391HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1092</td>\n",
       "      <td>N392HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1096</td>\n",
       "      <td>N393HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1110</td>\n",
       "      <td>N395HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1696</td>\n",
       "      <td>N567UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1702</td>\n",
       "      <td>N568UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1707</td>\n",
       "      <td>N569UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1713</td>\n",
       "      <td>N570UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1718</td>\n",
       "      <td>N571UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1719</td>\n",
       "      <td>N572UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2919</td>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2945</td>\n",
       "      <td>N907JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2982</td>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index tailnum    year                     type            manufacturer  \\\n",
       "0     1564  N537JB  2012.0               Rotorcraft  ROBINSON HELICOPTER CO   \n",
       "1      815  N348JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "2      825  N351JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "3      837  N353JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "4     2630  N8301J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "5     2631  N8302F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "6     2633  N8305E  2012.0  Fixed wing multi engine                  BOEING   \n",
       "7     2634  N8306H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "8     2635  N8307K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "9     2636  N8308K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "10    2637  N8309C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "11    2642  N8310C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "12    2643  N8311Q  2012.0  Fixed wing multi engine                  BOEING   \n",
       "13    2644  N8312C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "14    2645  N8313F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "15    2646  N8314L  2012.0  Fixed wing multi engine                  BOEING   \n",
       "16    2647  N8315C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "17    2648  N8316H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "18    2649  N8317M  2012.0  Fixed wing multi engine                  BOEING   \n",
       "19    2650  N8318F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "20    2651  N8319F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "21    2656  N8320J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "22    2657  N8321D  2012.0  Fixed wing multi engine                  BOEING   \n",
       "23    2658  N8322X  2012.0  Fixed wing multi engine                  BOEING   \n",
       "24    2659  N8323C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "25    2660  N8324A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "26    2661  N8325D  2012.0  Fixed wing multi engine                  BOEING   \n",
       "27    2662  N8326F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "28    2663  N8327A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "29    2664  N8328A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "..     ...     ...     ...                      ...                     ...   \n",
       "157    230  N156UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "158    233  N157UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "159    418  N198UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "160    421  N199UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "161   2618  N827JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "162   2623  N828JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "163   2675  N834JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "164   1147  N409AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "165   1160  N413AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "166   1173  N419AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "167   1184  N423AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "168   1207  N431AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "169   1214  N433AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "170   1223  N435AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "171   1241  N440AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "172   1248  N442AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "173   1083  N390HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "174   1088  N391HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "175   1092  N392HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "176   1096  N393HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "177   1110  N395HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "178   1696  N567UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "179   1702  N568UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "180   1707  N569UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "181   1713  N570UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "182   1718  N571UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "183   1719  N572UW  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "184   2919  N903JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "185   2945  N907JB  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "186   2982  N913JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "\n",
       "               model  engines  seats speed       engine  \n",
       "0                R66        1      5  None  Turbo-shaft  \n",
       "1    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "2    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "3    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "4            737-8H4        2    140  None    Turbo-fan  \n",
       "5            737-8H4        2    140  None    Turbo-fan  \n",
       "6            737-8H4        2    140  None    Turbo-fan  \n",
       "7            737-8H4        2    140  None    Turbo-fan  \n",
       "8            737-8H4        2    140  None    Turbo-fan  \n",
       "9            737-8H4        2    140  None    Turbo-fan  \n",
       "10           737-8H4        2    140  None    Turbo-fan  \n",
       "11           737-8H4        2    140  None    Turbo-fan  \n",
       "12           737-8H4        2    140  None    Turbo-fan  \n",
       "13           737-8H4        2    140  None    Turbo-fan  \n",
       "14           737-8H4        2    140  None    Turbo-fan  \n",
       "15           737-8H4        2    140  None    Turbo-fan  \n",
       "16           737-8H4        2    140  None    Turbo-fan  \n",
       "17           737-8H4        2    140  None    Turbo-fan  \n",
       "18           737-8H4        2    140  None    Turbo-fan  \n",
       "19           737-8H4        2    140  None    Turbo-fan  \n",
       "20           737-8H4        2    140  None    Turbo-fan  \n",
       "21           737-8H4        2    140  None    Turbo-fan  \n",
       "22           737-8H4        2    140  None    Turbo-fan  \n",
       "23           737-8H4        2    140  None    Turbo-fan  \n",
       "24           737-8H4        2    140  None    Turbo-fan  \n",
       "25           737-8H4        2    140  None    Turbo-fan  \n",
       "26           737-8H4        2    140  None    Turbo-fan  \n",
       "27           737-8H4        2    140  None    Turbo-fan  \n",
       "28           737-8H4        2    140  None    Turbo-fan  \n",
       "29           737-8H4        2    140  None    Turbo-fan  \n",
       "..               ...      ...    ...   ...          ...  \n",
       "157         A321-211        2    199  None    Turbo-fan  \n",
       "158         A321-211        2    199  None    Turbo-fan  \n",
       "159         A321-211        2    199  None    Turbo-fan  \n",
       "160         A321-211        2    199  None    Turbo-fan  \n",
       "161         A320-232        2    200  None    Turbo-fan  \n",
       "162         A320-232        2    200  None    Turbo-fan  \n",
       "163         A320-232        2    200  None    Turbo-fan  \n",
       "164        737-990ER        2    222  None    Turbo-fan  \n",
       "165        737-990ER        2    222  None    Turbo-fan  \n",
       "166        737-990ER        2    222  None    Turbo-fan  \n",
       "167        737-990ER        2    222  None    Turbo-fan  \n",
       "168        737-990ER        2    222  None    Turbo-fan  \n",
       "169        737-990ER        2    222  None    Turbo-fan  \n",
       "170        737-990ER        2    222  None    Turbo-fan  \n",
       "171        737-990ER        2    222  None    Turbo-fan  \n",
       "172        737-990ER        2    222  None    Turbo-fan  \n",
       "173         A330-243        2    377  None    Turbo-fan  \n",
       "174         A330-243        2    377  None    Turbo-fan  \n",
       "175         A330-243        2    377  None    Turbo-fan  \n",
       "176         A330-243        2    377  None    Turbo-fan  \n",
       "177         A330-243        2    377  None    Turbo-fan  \n",
       "178         A321-231        2    379  None    Turbo-fan  \n",
       "179         A321-231        2    379  None    Turbo-fan  \n",
       "180         A321-231        2    379  None    Turbo-fan  \n",
       "181         A321-231        2    379  None    Turbo-fan  \n",
       "182         A321-231        2    379  None    Turbo-fan  \n",
       "183         A321-231        2    379  None    Turbo-fan  \n",
       "184         A321-231        2    379  None    Turbo-fan  \n",
       "185         A321-231        2    379  None    Turbo-fan  \n",
       "186         A321-231        2    379  None    Turbo-fan  \n",
       "\n",
       "[187 rows x 10 columns]"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result16 = pd.read_sql_query('SELECT * FROM planes WHERE year >= 2012 ORDER BY year,seats',con)\n",
    "sql_result16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "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>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>N537JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Rotorcraft</td>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "      <td>R66</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>N348JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>N351JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>N353JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2630</th>\n",
       "      <td>N8301J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>N8302F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>N8305E</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>N8306H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>N8307K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2636</th>\n",
       "      <td>N8308K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2637</th>\n",
       "      <td>N8309C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2642</th>\n",
       "      <td>N8310C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2643</th>\n",
       "      <td>N8311Q</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2644</th>\n",
       "      <td>N8312C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2645</th>\n",
       "      <td>N8313F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2646</th>\n",
       "      <td>N8314L</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2647</th>\n",
       "      <td>N8315C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2648</th>\n",
       "      <td>N8316H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2649</th>\n",
       "      <td>N8317M</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2650</th>\n",
       "      <td>N8318F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2651</th>\n",
       "      <td>N8319F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2656</th>\n",
       "      <td>N8320J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2657</th>\n",
       "      <td>N8321D</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2658</th>\n",
       "      <td>N8322X</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2659</th>\n",
       "      <td>N8323C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2660</th>\n",
       "      <td>N8324A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2661</th>\n",
       "      <td>N8325D</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2662</th>\n",
       "      <td>N8326F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2663</th>\n",
       "      <td>N8327A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2664</th>\n",
       "      <td>N8328A</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>N156UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>N157UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>N198UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>N199UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-211</td>\n",
       "      <td>2</td>\n",
       "      <td>199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2618</th>\n",
       "      <td>N827JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2623</th>\n",
       "      <td>N828JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2675</th>\n",
       "      <td>N834JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A320-232</td>\n",
       "      <td>2</td>\n",
       "      <td>200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>N409AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>N413AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>N419AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>N423AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>N431AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>N433AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>N435AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1241</th>\n",
       "      <td>N440AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>N442AS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-990ER</td>\n",
       "      <td>2</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>N390HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>N391HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>N392HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>N393HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>N395HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1696</th>\n",
       "      <td>N567UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>N568UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>N569UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>N570UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1718</th>\n",
       "      <td>N571UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>N572UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>N907JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     tailnum    year                     type            manufacturer  \\\n",
       "1564  N537JB  2012.0               Rotorcraft  ROBINSON HELICOPTER CO   \n",
       "815   N348JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "825   N351JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "837   N353JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "2630  N8301J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2631  N8302F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2633  N8305E  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2634  N8306H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2635  N8307K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2636  N8308K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2637  N8309C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2642  N8310C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2643  N8311Q  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2644  N8312C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2645  N8313F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2646  N8314L  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2647  N8315C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2648  N8316H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2649  N8317M  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2650  N8318F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2651  N8319F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2656  N8320J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2657  N8321D  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2658  N8322X  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2659  N8323C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2660  N8324A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2661  N8325D  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2662  N8326F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2663  N8327A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2664  N8328A  2012.0  Fixed wing multi engine                  BOEING   \n",
       "...      ...     ...                      ...                     ...   \n",
       "230   N156UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "233   N157UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "418   N198UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "421   N199UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "2618  N827JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "2623  N828JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "2675  N834JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1147  N409AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1160  N413AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1173  N419AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1184  N423AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1207  N431AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1214  N433AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1223  N435AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1241  N440AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1248  N442AS  2013.0  Fixed wing multi engine                  BOEING   \n",
       "1083  N390HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1088  N391HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1092  N392HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1096  N393HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1110  N395HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1696  N567UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1702  N568UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1707  N569UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1713  N570UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1718  N571UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1719  N572UW  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "2919  N903JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "2945  N907JB  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "2982  N913JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "\n",
       "                model  engines  seats  speed       engine  \n",
       "1564              R66        1      5    NaN  Turbo-shaft  \n",
       "815   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "825   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "837   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "2630          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2631          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2633          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2634          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2635          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2636          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2637          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2642          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2643          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2644          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2645          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2646          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2647          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2648          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2649          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2650          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2651          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2656          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2657          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2658          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2659          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2660          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2661          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2662          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2663          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2664          737-8H4        2    140    NaN    Turbo-fan  \n",
       "...               ...      ...    ...    ...          ...  \n",
       "230          A321-211        2    199    NaN    Turbo-fan  \n",
       "233          A321-211        2    199    NaN    Turbo-fan  \n",
       "418          A321-211        2    199    NaN    Turbo-fan  \n",
       "421          A321-211        2    199    NaN    Turbo-fan  \n",
       "2618         A320-232        2    200    NaN    Turbo-fan  \n",
       "2623         A320-232        2    200    NaN    Turbo-fan  \n",
       "2675         A320-232        2    200    NaN    Turbo-fan  \n",
       "1147        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1160        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1173        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1184        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1207        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1214        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1223        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1241        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1248        737-990ER        2    222    NaN    Turbo-fan  \n",
       "1083         A330-243        2    377    NaN    Turbo-fan  \n",
       "1088         A330-243        2    377    NaN    Turbo-fan  \n",
       "1092         A330-243        2    377    NaN    Turbo-fan  \n",
       "1096         A330-243        2    377    NaN    Turbo-fan  \n",
       "1110         A330-243        2    377    NaN    Turbo-fan  \n",
       "1696         A321-231        2    379    NaN    Turbo-fan  \n",
       "1702         A321-231        2    379    NaN    Turbo-fan  \n",
       "1707         A321-231        2    379    NaN    Turbo-fan  \n",
       "1713         A321-231        2    379    NaN    Turbo-fan  \n",
       "1718         A321-231        2    379    NaN    Turbo-fan  \n",
       "1719         A321-231        2    379    NaN    Turbo-fan  \n",
       "2919         A321-231        2    379    NaN    Turbo-fan  \n",
       "2945         A321-231        2    379    NaN    Turbo-fan  \n",
       "2982         A321-231        2    379    NaN    Turbo-fan  \n",
       "\n",
       "[187 rows x 9 columns]"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planes[planes.year >= 2012].sort_values(by=['year','seats'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "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>index</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1564</td>\n",
       "      <td>N537JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Rotorcraft</td>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "      <td>R66</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>815</td>\n",
       "      <td>N348JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>825</td>\n",
       "      <td>N351JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>837</td>\n",
       "      <td>N353JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>843</td>\n",
       "      <td>N354JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>848</td>\n",
       "      <td>N355JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>859</td>\n",
       "      <td>N358JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>908</td>\n",
       "      <td>N368JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>956</td>\n",
       "      <td>N373JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>989</td>\n",
       "      <td>N374JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1003</td>\n",
       "      <td>N375JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>578</td>\n",
       "      <td>N272PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>600</td>\n",
       "      <td>N279PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>628</td>\n",
       "      <td>N292PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>630</td>\n",
       "      <td>N293PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>633</td>\n",
       "      <td>N294PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>636</td>\n",
       "      <td>N295PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>639</td>\n",
       "      <td>N296PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>642</td>\n",
       "      <td>N297PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>645</td>\n",
       "      <td>N298PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>650</td>\n",
       "      <td>N299PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2630</td>\n",
       "      <td>N8301J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2631</td>\n",
       "      <td>N8302F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2633</td>\n",
       "      <td>N8305E</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2634</td>\n",
       "      <td>N8306H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2635</td>\n",
       "      <td>N8307K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2636</td>\n",
       "      <td>N8308K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2637</td>\n",
       "      <td>N8309C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2642</td>\n",
       "      <td>N8310C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2643</td>\n",
       "      <td>N8311Q</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1293</td>\n",
       "      <td>N45905</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>787-8</td>\n",
       "      <td>2</td>\n",
       "      <td>260</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1065</td>\n",
       "      <td>N385HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1068</td>\n",
       "      <td>N386HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1075</td>\n",
       "      <td>N388HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1083</td>\n",
       "      <td>N390HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1088</td>\n",
       "      <td>N391HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1092</td>\n",
       "      <td>N392HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1096</td>\n",
       "      <td>N393HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1110</td>\n",
       "      <td>N395HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1637</td>\n",
       "      <td>N555AY</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1646</td>\n",
       "      <td>N556UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1652</td>\n",
       "      <td>N557UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1657</td>\n",
       "      <td>N558UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1662</td>\n",
       "      <td>N559UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1666</td>\n",
       "      <td>N560UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1670</td>\n",
       "      <td>N561UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1674</td>\n",
       "      <td>N562UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1678</td>\n",
       "      <td>N563UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1683</td>\n",
       "      <td>N564UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1688</td>\n",
       "      <td>N565UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1693</td>\n",
       "      <td>N566UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1696</td>\n",
       "      <td>N567UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1702</td>\n",
       "      <td>N568UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1707</td>\n",
       "      <td>N569UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1713</td>\n",
       "      <td>N570UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1718</td>\n",
       "      <td>N571UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1719</td>\n",
       "      <td>N572UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2919</td>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2945</td>\n",
       "      <td>N907JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2982</td>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>None</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index tailnum    year                     type            manufacturer  \\\n",
       "0     1564  N537JB  2012.0               Rotorcraft  ROBINSON HELICOPTER CO   \n",
       "1      815  N348JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "2      825  N351JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "3      837  N353JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "4      843  N354JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "5      848  N355JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "6      859  N358JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "7      908  N368JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "8      956  N373JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "9      989  N374JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "10    1003  N375JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "11     578  N272PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "12     600  N279PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "13     628  N292PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "14     630  N293PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "15     633  N294PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "16     636  N295PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "17     639  N296PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "18     642  N297PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "19     645  N298PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "20     650  N299PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "21    2630  N8301J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "22    2631  N8302F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "23    2633  N8305E  2012.0  Fixed wing multi engine                  BOEING   \n",
       "24    2634  N8306H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "25    2635  N8307K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "26    2636  N8308K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "27    2637  N8309C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "28    2642  N8310C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "29    2643  N8311Q  2012.0  Fixed wing multi engine                  BOEING   \n",
       "..     ...     ...     ...                      ...                     ...   \n",
       "157   1293  N45905  2012.0  Fixed wing multi engine                  BOEING   \n",
       "158   1065  N385HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "159   1068  N386HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "160   1075  N388HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "161   1083  N390HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "162   1088  N391HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "163   1092  N392HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "164   1096  N393HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "165   1110  N395HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "166   1637  N555AY  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "167   1646  N556UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "168   1652  N557UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "169   1657  N558UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "170   1662  N559UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "171   1666  N560UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "172   1670  N561UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "173   1674  N562UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "174   1678  N563UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "175   1683  N564UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "176   1688  N565UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "177   1693  N566UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "178   1696  N567UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "179   1702  N568UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "180   1707  N569UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "181   1713  N570UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "182   1718  N571UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "183   1719  N572UW  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "184   2919  N903JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "185   2945  N907JB  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "186   2982  N913JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "\n",
       "               model  engines  seats speed       engine  \n",
       "0                R66        1      5  None  Turbo-shaft  \n",
       "1    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "2    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "3    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "4    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "5    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "6    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "7    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "8    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "9    ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "10   ERJ 190-100 IGW        2     20  None    Turbo-fan  \n",
       "11       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "12       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "13       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "14       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "15       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "16       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "17       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "18       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "19       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "20       CL-600-2D24        2     95  None    Turbo-fan  \n",
       "21           737-8H4        2    140  None    Turbo-fan  \n",
       "22           737-8H4        2    140  None    Turbo-fan  \n",
       "23           737-8H4        2    140  None    Turbo-fan  \n",
       "24           737-8H4        2    140  None    Turbo-fan  \n",
       "25           737-8H4        2    140  None    Turbo-fan  \n",
       "26           737-8H4        2    140  None    Turbo-fan  \n",
       "27           737-8H4        2    140  None    Turbo-fan  \n",
       "28           737-8H4        2    140  None    Turbo-fan  \n",
       "29           737-8H4        2    140  None    Turbo-fan  \n",
       "..               ...      ...    ...   ...          ...  \n",
       "157            787-8        2    260  None    Turbo-fan  \n",
       "158         A330-243        2    377  None    Turbo-fan  \n",
       "159         A330-243        2    377  None    Turbo-fan  \n",
       "160         A330-243        2    377  None    Turbo-fan  \n",
       "161         A330-243        2    377  None    Turbo-fan  \n",
       "162         A330-243        2    377  None    Turbo-fan  \n",
       "163         A330-243        2    377  None    Turbo-fan  \n",
       "164         A330-243        2    377  None    Turbo-fan  \n",
       "165         A330-243        2    377  None    Turbo-fan  \n",
       "166         A321-231        2    379  None    Turbo-fan  \n",
       "167         A321-231        2    379  None    Turbo-fan  \n",
       "168         A321-231        2    379  None    Turbo-fan  \n",
       "169         A321-231        2    379  None    Turbo-fan  \n",
       "170         A321-231        2    379  None    Turbo-fan  \n",
       "171         A321-231        2    379  None    Turbo-fan  \n",
       "172         A321-231        2    379  None    Turbo-fan  \n",
       "173         A321-231        2    379  None    Turbo-fan  \n",
       "174         A321-231        2    379  None    Turbo-fan  \n",
       "175         A321-231        2    379  None    Turbo-fan  \n",
       "176         A321-231        2    379  None    Turbo-fan  \n",
       "177         A321-231        2    379  None    Turbo-fan  \n",
       "178         A321-231        2    379  None    Turbo-fan  \n",
       "179         A321-231        2    379  None    Turbo-fan  \n",
       "180         A321-231        2    379  None    Turbo-fan  \n",
       "181         A321-231        2    379  None    Turbo-fan  \n",
       "182         A321-231        2    379  None    Turbo-fan  \n",
       "183         A321-231        2    379  None    Turbo-fan  \n",
       "184         A321-231        2    379  None    Turbo-fan  \n",
       "185         A321-231        2    379  None    Turbo-fan  \n",
       "186         A321-231        2    379  None    Turbo-fan  \n",
       "\n",
       "[187 rows x 10 columns]"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_result17 = pd.read_sql_query('SELECT * FROM planes WHERE year >= 2012 ORDER BY seats, year',con)\n",
    "sql_result17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "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>tailnum</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>engines</th>\n",
       "      <th>seats</th>\n",
       "      <th>speed</th>\n",
       "      <th>engine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>N537JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Rotorcraft</td>\n",
       "      <td>ROBINSON HELICOPTER CO</td>\n",
       "      <td>R66</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>N348JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>N351JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>N353JB</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>N354JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>N355JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>N358JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>N368JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>N373JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>N374JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>N375JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>EMBRAER</td>\n",
       "      <td>ERJ 190-100 IGW</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>N272PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>N279PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>N292PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>N293PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>N294PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>N295PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>N296PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>N297PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>N298PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>N299PQ</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOMBARDIER INC</td>\n",
       "      <td>CL-600-2D24</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2630</th>\n",
       "      <td>N8301J</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>N8302F</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>N8305E</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>N8306H</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>N8307K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2636</th>\n",
       "      <td>N8308K</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2637</th>\n",
       "      <td>N8309C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2642</th>\n",
       "      <td>N8310C</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2643</th>\n",
       "      <td>N8311Q</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>737-8H4</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>N45905</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>BOEING</td>\n",
       "      <td>787-8</td>\n",
       "      <td>2</td>\n",
       "      <td>260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>N385HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>N386HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>N388HA</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>N390HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>N391HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>N392HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>N393HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>N395HA</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A330-243</td>\n",
       "      <td>2</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1637</th>\n",
       "      <td>N555AY</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1646</th>\n",
       "      <td>N556UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>N557UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1657</th>\n",
       "      <td>N558UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1662</th>\n",
       "      <td>N559UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>N560UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>N561UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>N562UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>N563UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>N564UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>N565UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1693</th>\n",
       "      <td>N566UW</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1696</th>\n",
       "      <td>N567UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>N568UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>N569UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>N570UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1718</th>\n",
       "      <td>N571UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>N572UW</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>N903JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>N907JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>N913JB</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Fixed wing multi engine</td>\n",
       "      <td>AIRBUS</td>\n",
       "      <td>A321-231</td>\n",
       "      <td>2</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turbo-fan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     tailnum    year                     type            manufacturer  \\\n",
       "1564  N537JB  2012.0               Rotorcraft  ROBINSON HELICOPTER CO   \n",
       "815   N348JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "825   N351JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "837   N353JB  2012.0  Fixed wing multi engine                 EMBRAER   \n",
       "843   N354JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "848   N355JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "859   N358JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "908   N368JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "956   N373JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "989   N374JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "1003  N375JB  2013.0  Fixed wing multi engine                 EMBRAER   \n",
       "578   N272PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "600   N279PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "628   N292PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "630   N293PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "633   N294PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "636   N295PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "639   N296PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "642   N297PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "645   N298PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "650   N299PQ  2013.0  Fixed wing multi engine          BOMBARDIER INC   \n",
       "2630  N8301J  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2631  N8302F  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2633  N8305E  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2634  N8306H  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2635  N8307K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2636  N8308K  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2637  N8309C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2642  N8310C  2012.0  Fixed wing multi engine                  BOEING   \n",
       "2643  N8311Q  2012.0  Fixed wing multi engine                  BOEING   \n",
       "...      ...     ...                      ...                     ...   \n",
       "1293  N45905  2012.0  Fixed wing multi engine                  BOEING   \n",
       "1065  N385HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1068  N386HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1075  N388HA  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1083  N390HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1088  N391HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1092  N392HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1096  N393HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1110  N395HA  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1637  N555AY  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1646  N556UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1652  N557UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1657  N558UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1662  N559UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1666  N560UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1670  N561UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1674  N562UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1678  N563UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1683  N564UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1688  N565UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1693  N566UW  2012.0  Fixed wing multi engine                  AIRBUS   \n",
       "1696  N567UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1702  N568UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1707  N569UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1713  N570UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1718  N571UW  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "1719  N572UW  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "2919  N903JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "2945  N907JB  2013.0  Fixed wing multi engine        AIRBUS INDUSTRIE   \n",
       "2982  N913JB  2013.0  Fixed wing multi engine                  AIRBUS   \n",
       "\n",
       "                model  engines  seats  speed       engine  \n",
       "1564              R66        1      5    NaN  Turbo-shaft  \n",
       "815   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "825   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "837   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "843   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "848   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "859   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "908   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "956   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "989   ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "1003  ERJ 190-100 IGW        2     20    NaN    Turbo-fan  \n",
       "578       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "600       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "628       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "630       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "633       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "636       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "639       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "642       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "645       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "650       CL-600-2D24        2     95    NaN    Turbo-fan  \n",
       "2630          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2631          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2633          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2634          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2635          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2636          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2637          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2642          737-8H4        2    140    NaN    Turbo-fan  \n",
       "2643          737-8H4        2    140    NaN    Turbo-fan  \n",
       "...               ...      ...    ...    ...          ...  \n",
       "1293            787-8        2    260    NaN    Turbo-fan  \n",
       "1065         A330-243        2    377    NaN    Turbo-fan  \n",
       "1068         A330-243        2    377    NaN    Turbo-fan  \n",
       "1075         A330-243        2    377    NaN    Turbo-fan  \n",
       "1083         A330-243        2    377    NaN    Turbo-fan  \n",
       "1088         A330-243        2    377    NaN    Turbo-fan  \n",
       "1092         A330-243        2    377    NaN    Turbo-fan  \n",
       "1096         A330-243        2    377    NaN    Turbo-fan  \n",
       "1110         A330-243        2    377    NaN    Turbo-fan  \n",
       "1637         A321-231        2    379    NaN    Turbo-fan  \n",
       "1646         A321-231        2    379    NaN    Turbo-fan  \n",
       "1652         A321-231        2    379    NaN    Turbo-fan  \n",
       "1657         A321-231        2    379    NaN    Turbo-fan  \n",
       "1662         A321-231        2    379    NaN    Turbo-fan  \n",
       "1666         A321-231        2    379    NaN    Turbo-fan  \n",
       "1670         A321-231        2    379    NaN    Turbo-fan  \n",
       "1674         A321-231        2    379    NaN    Turbo-fan  \n",
       "1678         A321-231        2    379    NaN    Turbo-fan  \n",
       "1683         A321-231        2    379    NaN    Turbo-fan  \n",
       "1688         A321-231        2    379    NaN    Turbo-fan  \n",
       "1693         A321-231        2    379    NaN    Turbo-fan  \n",
       "1696         A321-231        2    379    NaN    Turbo-fan  \n",
       "1702         A321-231        2    379    NaN    Turbo-fan  \n",
       "1707         A321-231        2    379    NaN    Turbo-fan  \n",
       "1713         A321-231        2    379    NaN    Turbo-fan  \n",
       "1718         A321-231        2    379    NaN    Turbo-fan  \n",
       "1719         A321-231        2    379    NaN    Turbo-fan  \n",
       "2919         A321-231        2    379    NaN    Turbo-fan  \n",
       "2945         A321-231        2    379    NaN    Turbo-fan  \n",
       "2982         A321-231        2    379    NaN    Turbo-fan  \n",
       "\n",
       "[187 rows x 9 columns]"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planes[planes.year >= 2012].sort_values(by=['seats','year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
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       "\n",
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       "        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>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>LIT</td>\n",
       "      <td>Adams Fld</td>\n",
       "      <td>34.729444</td>\n",
       "      <td>-92.224306</td>\n",
       "      <td>262</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>MCW</td>\n",
       "      <td>Mason City Municipal</td>\n",
       "      <td>43.224700</td>\n",
       "      <td>-93.406700</td>\n",
       "      <td>1243</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>DAW</td>\n",
       "      <td>Skyhaven Airport</td>\n",
       "      <td>43.284056</td>\n",
       "      <td>-70.929278</td>\n",
       "      <td>321</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>SBS</td>\n",
       "      <td>Steamboat Springs Airport-Bob Adams Field</td>\n",
       "      <td>40.516250</td>\n",
       "      <td>-106.866306</td>\n",
       "      <td>6882</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>MKG</td>\n",
       "      <td>Muskegon County Airport</td>\n",
       "      <td>43.169500</td>\n",
       "      <td>-86.238200</td>\n",
       "      <td>628</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>COD</td>\n",
       "      <td>Yellowstone Rgnl</td>\n",
       "      <td>44.520194</td>\n",
       "      <td>-109.023806</td>\n",
       "      <td>5102</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>CDI</td>\n",
       "      <td>Cambridge Municipal Airport</td>\n",
       "      <td>39.975028</td>\n",
       "      <td>-81.577583</td>\n",
       "      <td>799</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>SDY</td>\n",
       "      <td>Sidney-Richland Municipal Airport</td>\n",
       "      <td>47.706944</td>\n",
       "      <td>-104.192500</td>\n",
       "      <td>1984</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>C47</td>\n",
       "      <td>Portage Municipal Airport</td>\n",
       "      <td>43.560314</td>\n",
       "      <td>-89.482861</td>\n",
       "      <td>825</td>\n",
       "      <td>-6</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>MGM</td>\n",
       "      <td>Montgomery Regional Airport</td>\n",
       "      <td>32.300639</td>\n",
       "      <td>-86.393972</td>\n",
       "      <td>221</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>JBR</td>\n",
       "      <td>Jonesboro Muni</td>\n",
       "      <td>35.831708</td>\n",
       "      <td>-90.646417</td>\n",
       "      <td>262</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>LFI</td>\n",
       "      <td>Langley Afb</td>\n",
       "      <td>37.082881</td>\n",
       "      <td>-76.360547</td>\n",
       "      <td>11</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>CIC</td>\n",
       "      <td>Chico Muni</td>\n",
       "      <td>39.795383</td>\n",
       "      <td>-121.858422</td>\n",
       "      <td>238</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>GSO</td>\n",
       "      <td>Piedmont Triad</td>\n",
       "      <td>36.097750</td>\n",
       "      <td>-79.937306</td>\n",
       "      <td>925</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>CSG</td>\n",
       "      <td>Columbus Metropolitan Airport</td>\n",
       "      <td>32.516333</td>\n",
       "      <td>-84.938861</td>\n",
       "      <td>397</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>PSG</td>\n",
       "      <td>Petersburg James A. Johnson</td>\n",
       "      <td>56.801667</td>\n",
       "      <td>-132.945278</td>\n",
       "      <td>105</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>SGR</td>\n",
       "      <td>Sugar Land Regional Airport</td>\n",
       "      <td>29.622250</td>\n",
       "      <td>-95.656528</td>\n",
       "      <td>82</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>TNX</td>\n",
       "      <td>Tonopah Test Range</td>\n",
       "      <td>37.798836</td>\n",
       "      <td>-116.780750</td>\n",
       "      <td>5549</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>MOD</td>\n",
       "      <td>Modesto City Co Harry Sham</td>\n",
       "      <td>37.625817</td>\n",
       "      <td>-120.954422</td>\n",
       "      <td>97</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>LKP</td>\n",
       "      <td>Lake Placid Airport</td>\n",
       "      <td>44.264444</td>\n",
       "      <td>-73.961944</td>\n",
       "      <td>1747</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>SFO</td>\n",
       "      <td>San Francisco Intl</td>\n",
       "      <td>37.618972</td>\n",
       "      <td>-122.374889</td>\n",
       "      <td>13</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>TKI</td>\n",
       "      <td>Collin County Regional Airport at Mc Kinney</td>\n",
       "      <td>33.177944</td>\n",
       "      <td>-96.590528</td>\n",
       "      <td>585</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>HTS</td>\n",
       "      <td>Tri State Milton J Ferguson Field</td>\n",
       "      <td>38.366700</td>\n",
       "      <td>-82.558000</td>\n",
       "      <td>828</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>LAA</td>\n",
       "      <td>Lamar Muni</td>\n",
       "      <td>38.069694</td>\n",
       "      <td>-102.688500</td>\n",
       "      <td>3706</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>MOU</td>\n",
       "      <td>Mountain Village Airport</td>\n",
       "      <td>62.095400</td>\n",
       "      <td>-163.682000</td>\n",
       "      <td>337</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>DUT</td>\n",
       "      <td>Unalaska</td>\n",
       "      <td>53.900139</td>\n",
       "      <td>-166.543500</td>\n",
       "      <td>22</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>GST</td>\n",
       "      <td>Gustavus Airport</td>\n",
       "      <td>58.425300</td>\n",
       "      <td>-135.707000</td>\n",
       "      <td>34</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>NUW</td>\n",
       "      <td>Whidbey Island Nas</td>\n",
       "      <td>48.351803</td>\n",
       "      <td>-122.655906</td>\n",
       "      <td>47</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>OWD</td>\n",
       "      <td>Norwood Memorial Airport</td>\n",
       "      <td>42.190528</td>\n",
       "      <td>-71.172944</td>\n",
       "      <td>49</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>LSF</td>\n",
       "      <td>Lawson Aaf</td>\n",
       "      <td>32.337322</td>\n",
       "      <td>-84.991283</td>\n",
       "      <td>232</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>RIL</td>\n",
       "      <td>Garfield County Regional Airport</td>\n",
       "      <td>39.526306</td>\n",
       "      <td>-107.726944</td>\n",
       "      <td>5548</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>STJ</td>\n",
       "      <td>Rosecrans Mem</td>\n",
       "      <td>39.771944</td>\n",
       "      <td>-94.909706</td>\n",
       "      <td>826</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>RKP</td>\n",
       "      <td>Aransas County Airport</td>\n",
       "      <td>28.086222</td>\n",
       "      <td>-97.043694</td>\n",
       "      <td>24</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1347</th>\n",
       "      <td>TYS</td>\n",
       "      <td>Mc Ghee Tyson</td>\n",
       "      <td>35.810972</td>\n",
       "      <td>-83.994028</td>\n",
       "      <td>981</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>LNR</td>\n",
       "      <td>Tri-County Regional Airport</td>\n",
       "      <td>43.211667</td>\n",
       "      <td>-90.181667</td>\n",
       "      <td>718</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>OLH</td>\n",
       "      <td>Old Harbor Airport</td>\n",
       "      <td>57.218056</td>\n",
       "      <td>-153.269722</td>\n",
       "      <td>55</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>SPG</td>\n",
       "      <td>Albert Whitted</td>\n",
       "      <td>27.765111</td>\n",
       "      <td>-82.626972</td>\n",
       "      <td>7</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>WWT</td>\n",
       "      <td>Newtok Airport</td>\n",
       "      <td>60.939167</td>\n",
       "      <td>-164.641111</td>\n",
       "      <td>25</td>\n",
       "      <td>-9</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>TPL</td>\n",
       "      <td>Draughon Miller Central Texas Rgnl</td>\n",
       "      <td>31.152500</td>\n",
       "      <td>-97.407778</td>\n",
       "      <td>682</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>FLO</td>\n",
       "      <td>Florence Rgnl</td>\n",
       "      <td>34.185361</td>\n",
       "      <td>-79.723889</td>\n",
       "      <td>146</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>RIU</td>\n",
       "      <td>Rancho Murieta</td>\n",
       "      <td>38.486778</td>\n",
       "      <td>-121.102778</td>\n",
       "      <td>141</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>MHT</td>\n",
       "      <td>Manchester Regional Airport</td>\n",
       "      <td>42.932556</td>\n",
       "      <td>-71.435667</td>\n",
       "      <td>266</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>WKL</td>\n",
       "      <td>Waikoloa Heliport</td>\n",
       "      <td>19.913600</td>\n",
       "      <td>-155.864000</td>\n",
       "      <td>109</td>\n",
       "      <td>-10</td>\n",
       "      <td>N</td>\n",
       "      <td>Pacific/Honolulu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>4B8</td>\n",
       "      <td>Robertson Field</td>\n",
       "      <td>41.689333</td>\n",
       "      <td>-72.864694</td>\n",
       "      <td>202</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>TAN</td>\n",
       "      <td>Taunton Municipal Airport - King Field</td>\n",
       "      <td>41.874402</td>\n",
       "      <td>-71.016645</td>\n",
       "      <td>43</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>KOZ</td>\n",
       "      <td>Ouzinkie Airport</td>\n",
       "      <td>57.922876</td>\n",
       "      <td>-152.500511</td>\n",
       "      <td>55</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>HSH</td>\n",
       "      <td>Henderson Executive Airport</td>\n",
       "      <td>35.972778</td>\n",
       "      <td>-115.134444</td>\n",
       "      <td>1881</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>MPI</td>\n",
       "      <td>MariposaYosemite</td>\n",
       "      <td>37.303900</td>\n",
       "      <td>-120.022200</td>\n",
       "      <td>2454</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>CZN</td>\n",
       "      <td>Chisana Airport</td>\n",
       "      <td>62.071111</td>\n",
       "      <td>-142.048333</td>\n",
       "      <td>1011</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>ABE</td>\n",
       "      <td>Lehigh Valley Intl</td>\n",
       "      <td>40.652083</td>\n",
       "      <td>-75.440806</td>\n",
       "      <td>393</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>CMX</td>\n",
       "      <td>Houghton County Memorial Airport</td>\n",
       "      <td>47.168400</td>\n",
       "      <td>-88.489100</td>\n",
       "      <td>1095</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>VNY</td>\n",
       "      <td>Van Nuys</td>\n",
       "      <td>34.209811</td>\n",
       "      <td>-118.489972</td>\n",
       "      <td>802</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>MTH</td>\n",
       "      <td>Florida Keys Marathon Airport</td>\n",
       "      <td>24.726111</td>\n",
       "      <td>-81.051389</td>\n",
       "      <td>7</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>MFD</td>\n",
       "      <td>Mansfield Lahm Regional</td>\n",
       "      <td>40.821417</td>\n",
       "      <td>-82.516639</td>\n",
       "      <td>1297</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>DRG</td>\n",
       "      <td>Deering Airport</td>\n",
       "      <td>66.069600</td>\n",
       "      <td>-162.766000</td>\n",
       "      <td>21</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>DQH</td>\n",
       "      <td>Douglas Municipal Airport</td>\n",
       "      <td>31.476738</td>\n",
       "      <td>-82.860566</td>\n",
       "      <td>257</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1142</th>\n",
       "      <td>RDU</td>\n",
       "      <td>Raleigh Durham Intl</td>\n",
       "      <td>35.877639</td>\n",
       "      <td>-78.787472</td>\n",
       "      <td>435</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>BVY</td>\n",
       "      <td>Beverly Municipal Airport</td>\n",
       "      <td>42.584141</td>\n",
       "      <td>-70.916144</td>\n",
       "      <td>107</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>MTM</td>\n",
       "      <td>Metlakatla Seaplane Base</td>\n",
       "      <td>55.131111</td>\n",
       "      <td>-131.578056</td>\n",
       "      <td>0</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>FFO</td>\n",
       "      <td>Wright Patterson Afb</td>\n",
       "      <td>39.826111</td>\n",
       "      <td>-84.048332</td>\n",
       "      <td>823</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      faa                                         name        lat         lon  \\\n",
       "795   LIT                                    Adams Fld  34.729444  -92.224306   \n",
       "853   MCW                         Mason City Municipal  43.224700  -93.406700   \n",
       "353   DAW                             Skyhaven Airport  43.284056  -70.929278   \n",
       "1195  SBS    Steamboat Springs Airport-Bob Adams Field  40.516250 -106.866306   \n",
       "883   MKG                      Muskegon County Airport  43.169500  -86.238200   \n",
       "314   COD                             Yellowstone Rgnl  44.520194 -109.023806   \n",
       "266   CDI                  Cambridge Municipal Airport  39.975028  -81.577583   \n",
       "1207  SDY            Sidney-Richland Municipal Airport  47.706944 -104.192500   \n",
       "253   C47                    Portage Municipal Airport  43.560314  -89.482861   \n",
       "867   MGM                  Montgomery Regional Airport  32.300639  -86.393972   \n",
       "687   JBR                               Jonesboro Muni  35.831708  -90.646417   \n",
       "783   LFI                                  Langley Afb  37.082881  -76.360547   \n",
       "291   CIC                                   Chico Muni  39.795383 -121.858422   \n",
       "561   GSO                               Piedmont Triad  36.097750  -79.937306   \n",
       "327   CSG                Columbus Metropolitan Airport  32.516333  -84.938861   \n",
       "1106  PSG                  Petersburg James A. Johnson  56.801667 -132.945278   \n",
       "1221  SGR                  Sugar Land Regional Airport  29.622250  -95.656528   \n",
       "1321  TNX                           Tonopah Test Range  37.798836 -116.780750   \n",
       "905   MOD                   Modesto City Co Harry Sham  37.625817 -120.954422   \n",
       "799   LKP                          Lake Placid Airport  44.264444  -73.961944   \n",
       "1216  SFO                           San Francisco Intl  37.618972 -122.374889   \n",
       "1311  TKI  Collin County Regional Airport at Mc Kinney  33.177944  -96.590528   \n",
       "621   HTS            Tri State Milton J Ferguson Field  38.366700  -82.558000   \n",
       "762   LAA                                   Lamar Muni  38.069694 -102.688500   \n",
       "907   MOU                     Mountain Village Airport  62.095400 -163.682000   \n",
       "394   DUT                                     Unalaska  53.900139 -166.543500   \n",
       "563   GST                             Gustavus Airport  58.425300 -135.707000   \n",
       "986   NUW                           Whidbey Island Nas  48.351803 -122.655906   \n",
       "1040  OWD                     Norwood Memorial Airport  42.190528  -71.172944   \n",
       "818   LSF                                   Lawson Aaf  32.337322  -84.991283   \n",
       "...   ...                                          ...        ...         ...   \n",
       "1150  RIL             Garfield County Regional Airport  39.526306 -107.726944   \n",
       "1271  STJ                                Rosecrans Mem  39.771944  -94.909706   \n",
       "1157  RKP                       Aransas County Airport  28.086222  -97.043694   \n",
       "1347  TYS                                Mc Ghee Tyson  35.810972  -83.994028   \n",
       "804   LNR                  Tri-County Regional Airport  43.211667  -90.181667   \n",
       "1011  OLH                           Old Harbor Airport  57.218056 -153.269722   \n",
       "1257  SPG                               Albert Whitted  27.765111  -82.626972   \n",
       "1419  WWT                               Newtok Airport  60.939167 -164.641111   \n",
       "1328  TPL           Draughon Miller Central Texas Rgnl  31.152500  -97.407778   \n",
       "489   FLO                                Florence Rgnl  34.185361  -79.723889   \n",
       "1152  RIU                               Rancho Murieta  38.486778 -121.102778   \n",
       "874   MHT                  Manchester Regional Airport  42.932556  -71.435667   \n",
       "1403  WKL                            Waikoloa Heliport  19.913600 -155.864000   \n",
       "50    4B8                              Robertson Field  41.689333  -72.864694   \n",
       "1295  TAN       Taunton Municipal Airport - King Field  41.874402  -71.016645   \n",
       "737   KOZ                             Ouzinkie Airport  57.922876 -152.500511   \n",
       "616   HSH                  Henderson Executive Airport  35.972778 -115.134444   \n",
       "909   MPI                             MariposaYosemite  37.303900 -120.022200   \n",
       "350   CZN                              Chisana Airport  62.071111 -142.048333   \n",
       "84    ABE                           Lehigh Valley Intl  40.652083  -75.440806   \n",
       "310   CMX             Houghton County Memorial Airport  47.168400  -88.489100   \n",
       "1380  VNY                                     Van Nuys  34.209811 -118.489972   \n",
       "926   MTH                Florida Keys Marathon Airport  24.726111  -81.051389   \n",
       "860   MFD                      Mansfield Lahm Regional  40.821417  -82.516639   \n",
       "382   DRG                              Deering Airport  66.069600 -162.766000   \n",
       "381   DQH                    Douglas Municipal Airport  31.476738  -82.860566   \n",
       "1142  RDU                          Raleigh Durham Intl  35.877639  -78.787472   \n",
       "241   BVY                    Beverly Municipal Airport  42.584141  -70.916144   \n",
       "928   MTM                     Metlakatla Seaplane Base  55.131111 -131.578056   \n",
       "480   FFO                         Wright Patterson Afb  39.826111  -84.048332   \n",
       "\n",
       "       alt  tz dst                tzone  \n",
       "795    262  -6   A      America/Chicago  \n",
       "853   1243  -6   A      America/Chicago  \n",
       "353    321  -5   A     America/New_York  \n",
       "1195  6882  -7   A       America/Denver  \n",
       "883    628  -5   A     America/New_York  \n",
       "314   5102  -7   A       America/Denver  \n",
       "266    799  -5   U     America/New_York  \n",
       "1207  1984  -7   A       America/Denver  \n",
       "253    825  -6   U      America/Chicago  \n",
       "867    221  -6   A      America/Chicago  \n",
       "687    262  -6   A      America/Chicago  \n",
       "783     11  -5   A     America/New_York  \n",
       "291    238  -8   A  America/Los_Angeles  \n",
       "561    925  -5   A     America/New_York  \n",
       "327    397  -5   A     America/New_York  \n",
       "1106   105  -9   A    America/Anchorage  \n",
       "1221    82  -6   A      America/Chicago  \n",
       "1321  5549  -8   A  America/Los_Angeles  \n",
       "905     97  -8   A  America/Los_Angeles  \n",
       "799   1747  -5   A     America/New_York  \n",
       "1216    13  -8   A  America/Los_Angeles  \n",
       "1311   585  -6   A      America/Chicago  \n",
       "621    828  -5   A     America/New_York  \n",
       "762   3706  -7   A       America/Denver  \n",
       "907    337  -9   A    America/Anchorage  \n",
       "394     22  -9   A    America/Anchorage  \n",
       "563     34  -9   A    America/Anchorage  \n",
       "986     47  -8   A  America/Los_Angeles  \n",
       "1040    49  -5   A     America/New_York  \n",
       "818    232  -5   A     America/New_York  \n",
       "...    ...  ..  ..                  ...  \n",
       "1150  5548  -7   A       America/Denver  \n",
       "1271   826  -6   A      America/Chicago  \n",
       "1157    24  -6   A      America/Chicago  \n",
       "1347   981  -5   A     America/New_York  \n",
       "804    718  -6   A      America/Chicago  \n",
       "1011    55  -9   A    America/Anchorage  \n",
       "1257     7  -5   A     America/New_York  \n",
       "1419    25  -9   U    America/Anchorage  \n",
       "1328   682  -6   A      America/Chicago  \n",
       "489    146  -5   A     America/New_York  \n",
       "1152   141  -8   A  America/Los_Angeles  \n",
       "874    266  -5   A     America/New_York  \n",
       "1403   109 -10   N     Pacific/Honolulu  \n",
       "50     202  -5   A     America/New_York  \n",
       "1295    43  -5   A     America/New_York  \n",
       "737     55  -9   A    America/Anchorage  \n",
       "616   1881  -8   A  America/Los_Angeles  \n",
       "909   2454  -8   A  America/Los_Angeles  \n",
       "350   1011  -9   A    America/Anchorage  \n",
       "84     393  -5   A     America/New_York  \n",
       "310   1095  -5   A     America/New_York  \n",
       "1380   802  -8   A  America/Los_Angeles  \n",
       "926      7  -5   A     America/New_York  \n",
       "860   1297  -5   A     America/New_York  \n",
       "382     21  -9   A    America/Anchorage  \n",
       "381    257  -5   A     America/New_York  \n",
       "1142   435  -5   A     America/New_York  \n",
       "241    107  -5   A     America/New_York  \n",
       "928      0  -9   A    America/Anchorage  \n",
       "480    823  -5   A     America/New_York  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airports.sample(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "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>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>DKX</td>\n",
       "      <td>Knoxville Downtown Island Airport</td>\n",
       "      <td>35.963833</td>\n",
       "      <td>-83.873667</td>\n",
       "      <td>833</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70J</td>\n",
       "      <td>Cairo-Grady County Airport</td>\n",
       "      <td>30.887977</td>\n",
       "      <td>-84.154735</td>\n",
       "      <td>265</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>ZRP</td>\n",
       "      <td>Newark Penn Station</td>\n",
       "      <td>40.734722</td>\n",
       "      <td>-74.164167</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>SHD</td>\n",
       "      <td>Shenandoah Valley Regional Airport</td>\n",
       "      <td>38.263889</td>\n",
       "      <td>-78.896389</td>\n",
       "      <td>1201</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>CIU</td>\n",
       "      <td>Chippewa County International Airport</td>\n",
       "      <td>46.250800</td>\n",
       "      <td>-84.472400</td>\n",
       "      <td>800</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>YKM</td>\n",
       "      <td>Yakima Air Terminal McAllister Field</td>\n",
       "      <td>46.568200</td>\n",
       "      <td>-120.544000</td>\n",
       "      <td>1095</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>KKH</td>\n",
       "      <td>Kongiganak Airport</td>\n",
       "      <td>59.960833</td>\n",
       "      <td>-162.881111</td>\n",
       "      <td>30</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>ARV</td>\n",
       "      <td>Lakeland</td>\n",
       "      <td>45.927778</td>\n",
       "      <td>-89.730833</td>\n",
       "      <td>1629</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>ZBP</td>\n",
       "      <td>Penn Station</td>\n",
       "      <td>39.307222</td>\n",
       "      <td>-76.615556</td>\n",
       "      <td>66</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>ILN</td>\n",
       "      <td>Wilmington Airborne Airpark</td>\n",
       "      <td>39.427920</td>\n",
       "      <td>-83.792118</td>\n",
       "      <td>1077</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>CAR</td>\n",
       "      <td>Caribou Muni</td>\n",
       "      <td>46.871500</td>\n",
       "      <td>-68.017917</td>\n",
       "      <td>626</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>OSH</td>\n",
       "      <td>Wittman Regional Airport</td>\n",
       "      <td>44.024983</td>\n",
       "      <td>-88.551336</td>\n",
       "      <td>790</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>ISN</td>\n",
       "      <td>Sloulin Fld Intl</td>\n",
       "      <td>48.177939</td>\n",
       "      <td>-103.642347</td>\n",
       "      <td>1982</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>HBR</td>\n",
       "      <td>Hobart Muni</td>\n",
       "      <td>34.991308</td>\n",
       "      <td>-99.051353</td>\n",
       "      <td>1564</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>CAE</td>\n",
       "      <td>Columbia Metropolitan</td>\n",
       "      <td>33.938833</td>\n",
       "      <td>-81.119528</td>\n",
       "      <td>236</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>WBB</td>\n",
       "      <td>Stebbins Airport</td>\n",
       "      <td>63.515833</td>\n",
       "      <td>-162.278056</td>\n",
       "      <td>14</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>MUO</td>\n",
       "      <td>Mountain Home Afb</td>\n",
       "      <td>43.043603</td>\n",
       "      <td>-115.872431</td>\n",
       "      <td>2996</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>GHG</td>\n",
       "      <td>Marshfield Municipal Airport</td>\n",
       "      <td>42.098250</td>\n",
       "      <td>-70.672139</td>\n",
       "      <td>9</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>IJD</td>\n",
       "      <td>Windham Airport</td>\n",
       "      <td>41.744028</td>\n",
       "      <td>-72.180222</td>\n",
       "      <td>246</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>MQI</td>\n",
       "      <td>Dare County Regional</td>\n",
       "      <td>35.551400</td>\n",
       "      <td>-75.417300</td>\n",
       "      <td>13</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>FBS</td>\n",
       "      <td>Friday Harbor Seaplane Base</td>\n",
       "      <td>48.537222</td>\n",
       "      <td>-123.009722</td>\n",
       "      <td>0</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>FDY</td>\n",
       "      <td>Findlay Airport</td>\n",
       "      <td>41.012028</td>\n",
       "      <td>-83.668611</td>\n",
       "      <td>819</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1240</th>\n",
       "      <td>SLK</td>\n",
       "      <td>Adirondack Regional Airport</td>\n",
       "      <td>44.385300</td>\n",
       "      <td>-74.206200</td>\n",
       "      <td>1663</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>LFT</td>\n",
       "      <td>Lafayette Rgnl</td>\n",
       "      <td>30.205278</td>\n",
       "      <td>-91.987611</td>\n",
       "      <td>43</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>7A4</td>\n",
       "      <td>Foster Field</td>\n",
       "      <td>42.466444</td>\n",
       "      <td>-90.169389</td>\n",
       "      <td>990</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>EMK</td>\n",
       "      <td>Emmonak Airport</td>\n",
       "      <td>62.786111</td>\n",
       "      <td>-164.490833</td>\n",
       "      <td>13</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>TTN</td>\n",
       "      <td>Trenton Mercer</td>\n",
       "      <td>40.276692</td>\n",
       "      <td>-74.813469</td>\n",
       "      <td>213</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>CZG</td>\n",
       "      <td>Tri-Cities</td>\n",
       "      <td>42.047100</td>\n",
       "      <td>-76.057800</td>\n",
       "      <td>833</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>PBX</td>\n",
       "      <td>Pike County Airport - Hatcher Field</td>\n",
       "      <td>37.561764</td>\n",
       "      <td>-82.566389</td>\n",
       "      <td>1473</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1103</th>\n",
       "      <td>PRC</td>\n",
       "      <td>Ernest A Love Fld</td>\n",
       "      <td>34.654472</td>\n",
       "      <td>-112.419583</td>\n",
       "      <td>5045</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>AZO</td>\n",
       "      <td>Kalamazoo</td>\n",
       "      <td>42.234875</td>\n",
       "      <td>-85.552058</td>\n",
       "      <td>874</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>EEK</td>\n",
       "      <td>Eek Airport</td>\n",
       "      <td>60.213611</td>\n",
       "      <td>-162.043889</td>\n",
       "      <td>15</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>IPT</td>\n",
       "      <td>Williamsport Rgnl</td>\n",
       "      <td>41.241836</td>\n",
       "      <td>-76.921094</td>\n",
       "      <td>529</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>X01</td>\n",
       "      <td>Everglades Airpark</td>\n",
       "      <td>25.848861</td>\n",
       "      <td>-81.390278</td>\n",
       "      <td>5</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>BET</td>\n",
       "      <td>Bethel</td>\n",
       "      <td>60.779778</td>\n",
       "      <td>-161.838000</td>\n",
       "      <td>121</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>VEL</td>\n",
       "      <td>Vernal Regional Airport</td>\n",
       "      <td>40.440833</td>\n",
       "      <td>-109.510000</td>\n",
       "      <td>5278</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>FRD</td>\n",
       "      <td>Friday Harbor Airport</td>\n",
       "      <td>48.521944</td>\n",
       "      <td>-123.024444</td>\n",
       "      <td>113</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>KVC</td>\n",
       "      <td>King Cove Airport</td>\n",
       "      <td>55.116300</td>\n",
       "      <td>-162.266000</td>\n",
       "      <td>155</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>RBM</td>\n",
       "      <td>Robinson Aaf</td>\n",
       "      <td>34.850089</td>\n",
       "      <td>-92.300153</td>\n",
       "      <td>587</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>VBG</td>\n",
       "      <td>Vandenberg Afb</td>\n",
       "      <td>34.737333</td>\n",
       "      <td>-120.584306</td>\n",
       "      <td>369</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>OAR</td>\n",
       "      <td>Marina Muni</td>\n",
       "      <td>36.681878</td>\n",
       "      <td>-121.762347</td>\n",
       "      <td>134</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>OWD</td>\n",
       "      <td>Norwood Memorial Airport</td>\n",
       "      <td>42.190528</td>\n",
       "      <td>-71.172944</td>\n",
       "      <td>49</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>PDX</td>\n",
       "      <td>Portland Intl</td>\n",
       "      <td>45.588722</td>\n",
       "      <td>-122.597500</td>\n",
       "      <td>30</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>EEN</td>\n",
       "      <td>Dillant Hopkins Airport</td>\n",
       "      <td>72.270833</td>\n",
       "      <td>42.898333</td>\n",
       "      <td>149</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>CMH</td>\n",
       "      <td>Port Columbus Intl</td>\n",
       "      <td>39.997972</td>\n",
       "      <td>-82.891889</td>\n",
       "      <td>815</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>BYW</td>\n",
       "      <td>Blakely Island Airport</td>\n",
       "      <td>48.560250</td>\n",
       "      <td>-122.802430</td>\n",
       "      <td>0</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>PUW</td>\n",
       "      <td>Pullman-Moscow Rgnl</td>\n",
       "      <td>46.743861</td>\n",
       "      <td>-117.109583</td>\n",
       "      <td>2556</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>ZSY</td>\n",
       "      <td>Scottsdale Airport</td>\n",
       "      <td>33.622889</td>\n",
       "      <td>-111.910528</td>\n",
       "      <td>1519</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>MGJ</td>\n",
       "      <td>Orange County Airport</td>\n",
       "      <td>41.509988</td>\n",
       "      <td>-74.264644</td>\n",
       "      <td>364</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>GJT</td>\n",
       "      <td>Grand Junction Regional</td>\n",
       "      <td>39.122413</td>\n",
       "      <td>-108.526735</td>\n",
       "      <td>4858</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>ACJ</td>\n",
       "      <td>Jimmy Carter Regional</td>\n",
       "      <td>32.066500</td>\n",
       "      <td>-84.113300</td>\n",
       "      <td>468</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>ROC</td>\n",
       "      <td>Greater Rochester Intl</td>\n",
       "      <td>43.118866</td>\n",
       "      <td>-77.672389</td>\n",
       "      <td>559</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>GVL</td>\n",
       "      <td>Lee Gilmer Memorial Airport</td>\n",
       "      <td>34.272627</td>\n",
       "      <td>-83.830223</td>\n",
       "      <td>1276</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>JHW</td>\n",
       "      <td>Chautauqua County-Jamestown</td>\n",
       "      <td>42.153333</td>\n",
       "      <td>-79.258056</td>\n",
       "      <td>525</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>PAH</td>\n",
       "      <td>Barkley Regional Airport</td>\n",
       "      <td>37.060288</td>\n",
       "      <td>-88.772958</td>\n",
       "      <td>410</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>COU</td>\n",
       "      <td>Columbia Rgnl</td>\n",
       "      <td>38.818094</td>\n",
       "      <td>-92.219631</td>\n",
       "      <td>889</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>OSU</td>\n",
       "      <td>Ohio State University Airport</td>\n",
       "      <td>40.079800</td>\n",
       "      <td>-83.073000</td>\n",
       "      <td>905</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>HDI</td>\n",
       "      <td>Hardwick Field Airport</td>\n",
       "      <td>35.219999</td>\n",
       "      <td>-84.832369</td>\n",
       "      <td>874</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>CEU</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>34.672222</td>\n",
       "      <td>-82.885889</td>\n",
       "      <td>891</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>BEH</td>\n",
       "      <td>Southwest Michigan Regional Airport</td>\n",
       "      <td>42.128583</td>\n",
       "      <td>-86.428500</td>\n",
       "      <td>643</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>73 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      faa                                   name        lat         lon   alt  \\\n",
       "370   DKX      Knoxville Downtown Island Airport  35.963833  -83.873667   833   \n",
       "69    70J             Cairo-Grady County Airport  30.887977  -84.154735   265   \n",
       "1446  ZRP                    Newark Penn Station  40.734722  -74.164167     0   \n",
       "1224  SHD     Shenandoah Valley Regional Airport  38.263889  -78.896389  1201   \n",
       "295   CIU  Chippewa County International Airport  46.250800  -84.472400   800   \n",
       "1436  YKM   Yakima Air Terminal McAllister Field  46.568200 -120.544000  1095   \n",
       "725   KKH                     Kongiganak Airport  59.960833 -162.881111    30   \n",
       "148   ARV                               Lakeland  45.927778  -89.730833  1629   \n",
       "1441  ZBP                           Penn Station  39.307222  -76.615556    66   \n",
       "658   ILN            Wilmington Airborne Airpark  39.427920  -83.792118  1077   \n",
       "259   CAR                           Caribou Muni  46.871500  -68.017917   626   \n",
       "1034  OSH               Wittman Regional Airport  44.024983  -88.551336   790   \n",
       "674   ISN                       Sloulin Fld Intl  48.177939 -103.642347  1982   \n",
       "577   HBR                            Hobart Muni  34.991308  -99.051353  1564   \n",
       "257   CAE                  Columbia Metropolitan  33.938833  -81.119528   236   \n",
       "1392  WBB                       Stebbins Airport  63.515833 -162.278056    14   \n",
       "932   MUO                      Mountain Home Afb  43.043603 -115.872431  2996   \n",
       "538   GHG           Marshfield Municipal Airport  42.098250  -70.672139     9   \n",
       "650   IJD                        Windham Airport  41.744028  -72.180222   246   \n",
       "912   MQI                   Dare County Regional  35.551400  -75.417300    13   \n",
       "472   FBS            Friday Harbor Seaplane Base  48.537222 -123.009722     0   \n",
       "477   FDY                        Findlay Airport  41.012028  -83.668611   819   \n",
       "1240  SLK            Adirondack Regional Airport  44.385300  -74.206200  1663   \n",
       "785   LFT                         Lafayette Rgnl  30.205278  -91.987611    43   \n",
       "71    7A4                           Foster Field  42.466444  -90.169389   990   \n",
       "437   EMK                        Emmonak Airport  62.786111 -164.490833    13   \n",
       "1333  TTN                         Trenton Mercer  40.276692  -74.813469   213   \n",
       "349   CZG                             Tri-Cities  42.047100  -76.057800   833   \n",
       "1056  PBX    Pike County Airport - Hatcher Field  37.561764  -82.566389  1473   \n",
       "1103  PRC                      Ernest A Love Fld  34.654472 -112.419583  5045   \n",
       "...   ...                                    ...        ...         ...   ...   \n",
       "168   AZO                              Kalamazoo  42.234875  -85.552058   874   \n",
       "416   EEK                            Eek Airport  60.213611 -162.043889    15   \n",
       "670   IPT                      Williamsport Rgnl  41.241836  -76.921094   529   \n",
       "1421  X01                     Everglades Airpark  25.848861  -81.390278     5   \n",
       "181   BET                                 Bethel  60.779778 -161.838000   121   \n",
       "1375  VEL                Vernal Regional Airport  40.440833 -109.510000  5278   \n",
       "501   FRD                  Friday Harbor Airport  48.521944 -123.024444   113   \n",
       "750   KVC                      King Cove Airport  55.116300 -162.266000   155   \n",
       "1132  RBM                           Robinson Aaf  34.850089  -92.300153   587   \n",
       "1369  VBG                         Vandenberg Afb  34.737333 -120.584306   369   \n",
       "999   OAR                            Marina Muni  36.681878 -121.762347   134   \n",
       "1040  OWD               Norwood Memorial Airport  42.190528  -71.172944    49   \n",
       "1062  PDX                          Portland Intl  45.588722 -122.597500    30   \n",
       "417   EEN                Dillant Hopkins Airport  72.270833   42.898333   149   \n",
       "308   CMH                     Port Columbus Intl  39.997972  -82.891889   815   \n",
       "249   BYW                 Blakely Island Airport  48.560250 -122.802430     0   \n",
       "1117  PUW                    Pullman-Moscow Rgnl  46.743861 -117.109583  2556   \n",
       "1450  ZSY                     Scottsdale Airport  33.622889 -111.910528  1519   \n",
       "866   MGJ                  Orange County Airport  41.509988  -74.264644   364   \n",
       "540   GJT                Grand Junction Regional  39.122413 -108.526735  4858   \n",
       "90    ACJ                  Jimmy Carter Regional  32.066500  -84.113300   468   \n",
       "1168  ROC                 Greater Rochester Intl  43.118866  -77.672389   559   \n",
       "571   GVL            Lee Gilmer Memorial Airport  34.272627  -83.830223  1276   \n",
       "694   JHW            Chautauqua County-Jamestown  42.153333  -79.258056   525   \n",
       "1048  PAH               Barkley Regional Airport  37.060288  -88.772958   410   \n",
       "321   COU                          Columbia Rgnl  38.818094  -92.219631   889   \n",
       "1035  OSU          Ohio State University Airport  40.079800  -83.073000   905   \n",
       "581   HDI                 Hardwick Field Airport  35.219999  -84.832369   874   \n",
       "276   CEU                                Clemson  34.672222  -82.885889   891   \n",
       "180   BEH    Southwest Michigan Regional Airport  42.128583  -86.428500   643   \n",
       "\n",
       "      tz dst                tzone  \n",
       "370   -5   A     America/New_York  \n",
       "69    -5   A     America/New_York  \n",
       "1446  -5   A     America/New_York  \n",
       "1224  -5   A     America/New_York  \n",
       "295   -5   A     America/New_York  \n",
       "1436  -8   A  America/Los_Angeles  \n",
       "725   -9   A    America/Anchorage  \n",
       "148   -6   A      America/Chicago  \n",
       "1441  -5   A     America/New_York  \n",
       "658   -5   U     America/New_York  \n",
       "259   -5   A     America/New_York  \n",
       "1034  -6   A      America/Chicago  \n",
       "674   -6   A      America/Chicago  \n",
       "577   -6   A      America/Chicago  \n",
       "257   -5   A     America/New_York  \n",
       "1392  -9   A    America/Anchorage  \n",
       "932   -7   A       America/Denver  \n",
       "538   -5   A     America/New_York  \n",
       "650   -5   A     America/New_York  \n",
       "912   -5   A     America/New_York  \n",
       "472   -8   A  America/Los_Angeles  \n",
       "477   -5   U     America/New_York  \n",
       "1240  -5   A     America/New_York  \n",
       "785   -6   A      America/Chicago  \n",
       "71    -6   A      America/Chicago  \n",
       "437   -9   A    America/Anchorage  \n",
       "1333  -5   A     America/New_York  \n",
       "349   -5   A     America/New_York  \n",
       "1056  -5   A     America/New_York  \n",
       "1103  -7   A      America/Phoenix  \n",
       "...   ..  ..                  ...  \n",
       "168   -5   A     America/New_York  \n",
       "416   -9   A    America/Anchorage  \n",
       "670   -5   A     America/New_York  \n",
       "1421  -5   U     America/New_York  \n",
       "181   -9   A    America/Anchorage  \n",
       "1375  -7   A       America/Denver  \n",
       "501   -8   A  America/Los_Angeles  \n",
       "750   -9   A    America/Anchorage  \n",
       "1132  -6   A      America/Chicago  \n",
       "1369  -8   A  America/Los_Angeles  \n",
       "999   -8   A  America/Los_Angeles  \n",
       "1040  -5   A     America/New_York  \n",
       "1062  -8   A  America/Los_Angeles  \n",
       "417   -5   A                   \\N  \n",
       "308   -5   A     America/New_York  \n",
       "249   -8   A  America/Los_Angeles  \n",
       "1117  -8   A  America/Los_Angeles  \n",
       "1450  -7   A      America/Phoenix  \n",
       "866   -5   A     America/New_York  \n",
       "540   -7   A       America/Denver  \n",
       "90    -5   A     America/New_York  \n",
       "1168  -5   A     America/New_York  \n",
       "571   -5   A     America/New_York  \n",
       "694   -5   A     America/New_York  \n",
       "1048  -6   A      America/Chicago  \n",
       "321   -6   A      America/Chicago  \n",
       "1035  -5   U     America/New_York  \n",
       "581   -5   A     America/New_York  \n",
       "276   -5   A     America/New_York  \n",
       "180   -5   A     America/New_York  \n",
       "\n",
       "[73 rows x 8 columns]"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airports.sample(frac=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "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>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>04G</td>\n",
       "      <td>Lansdowne Airport</td>\n",
       "      <td>41.130472</td>\n",
       "      <td>-80.619583</td>\n",
       "      <td>1044</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06A</td>\n",
       "      <td>Moton Field Municipal Airport</td>\n",
       "      <td>32.460572</td>\n",
       "      <td>-85.680028</td>\n",
       "      <td>264</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06C</td>\n",
       "      <td>Schaumburg Regional</td>\n",
       "      <td>41.989341</td>\n",
       "      <td>-88.101243</td>\n",
       "      <td>801</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06N</td>\n",
       "      <td>Randall Airport</td>\n",
       "      <td>41.431912</td>\n",
       "      <td>-74.391561</td>\n",
       "      <td>523</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09J</td>\n",
       "      <td>Jekyll Island Airport</td>\n",
       "      <td>31.074472</td>\n",
       "      <td>-81.427778</td>\n",
       "      <td>11</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0A9</td>\n",
       "      <td>Elizabethton Municipal Airport</td>\n",
       "      <td>36.371222</td>\n",
       "      <td>-82.173417</td>\n",
       "      <td>1593</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0G6</td>\n",
       "      <td>Williams County Airport</td>\n",
       "      <td>41.467306</td>\n",
       "      <td>-84.506778</td>\n",
       "      <td>730</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0G7</td>\n",
       "      <td>Finger Lakes Regional Airport</td>\n",
       "      <td>42.883565</td>\n",
       "      <td>-76.781232</td>\n",
       "      <td>492</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0P2</td>\n",
       "      <td>Shoestring Aviation Airfield</td>\n",
       "      <td>39.794824</td>\n",
       "      <td>-76.647191</td>\n",
       "      <td>1000</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0S9</td>\n",
       "      <td>Jefferson County Intl</td>\n",
       "      <td>48.053809</td>\n",
       "      <td>-122.810644</td>\n",
       "      <td>108</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0W3</td>\n",
       "      <td>Harford County Airport</td>\n",
       "      <td>39.566838</td>\n",
       "      <td>-76.202403</td>\n",
       "      <td>409</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10C</td>\n",
       "      <td>Galt Field Airport</td>\n",
       "      <td>42.402889</td>\n",
       "      <td>-88.375111</td>\n",
       "      <td>875</td>\n",
       "      <td>-6</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>17G</td>\n",
       "      <td>Port Bucyrus-Crawford County Airport</td>\n",
       "      <td>40.781556</td>\n",
       "      <td>-82.974806</td>\n",
       "      <td>1003</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19A</td>\n",
       "      <td>Jackson County Airport</td>\n",
       "      <td>34.175864</td>\n",
       "      <td>-83.561597</td>\n",
       "      <td>951</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1A3</td>\n",
       "      <td>Martin Campbell Field Airport</td>\n",
       "      <td>35.015806</td>\n",
       "      <td>-84.346833</td>\n",
       "      <td>1789</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1B9</td>\n",
       "      <td>Mansfield Municipal</td>\n",
       "      <td>42.000133</td>\n",
       "      <td>-71.196771</td>\n",
       "      <td>122</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1C9</td>\n",
       "      <td>Frazier Lake Airpark</td>\n",
       "      <td>54.013333</td>\n",
       "      <td>-124.768333</td>\n",
       "      <td>152</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Vancouver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1CS</td>\n",
       "      <td>Clow International Airport</td>\n",
       "      <td>41.695974</td>\n",
       "      <td>-88.129231</td>\n",
       "      <td>670</td>\n",
       "      <td>-6</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1G3</td>\n",
       "      <td>Kent State Airport</td>\n",
       "      <td>41.151389</td>\n",
       "      <td>-81.415111</td>\n",
       "      <td>1134</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1G4</td>\n",
       "      <td>Grand Canyon West Airport</td>\n",
       "      <td>35.899904</td>\n",
       "      <td>-113.815674</td>\n",
       "      <td>4813</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1H2</td>\n",
       "      <td>Effingham Memorial Airport</td>\n",
       "      <td>39.070000</td>\n",
       "      <td>-88.534000</td>\n",
       "      <td>585</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1OH</td>\n",
       "      <td>Fortman Airport</td>\n",
       "      <td>40.555325</td>\n",
       "      <td>-84.386619</td>\n",
       "      <td>885</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1RL</td>\n",
       "      <td>Point Roberts Airpark</td>\n",
       "      <td>48.979722</td>\n",
       "      <td>-123.078889</td>\n",
       "      <td>10</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23M</td>\n",
       "      <td>Clarke CO</td>\n",
       "      <td>32.051700</td>\n",
       "      <td>-88.443400</td>\n",
       "      <td>320</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24C</td>\n",
       "      <td>Lowell City Airport</td>\n",
       "      <td>42.953920</td>\n",
       "      <td>-85.343906</td>\n",
       "      <td>681</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>24J</td>\n",
       "      <td>Suwannee County Airport</td>\n",
       "      <td>30.300125</td>\n",
       "      <td>-83.024694</td>\n",
       "      <td>104</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25D</td>\n",
       "      <td>Forest Lake Airport</td>\n",
       "      <td>45.247746</td>\n",
       "      <td>-92.994385</td>\n",
       "      <td>925</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>29D</td>\n",
       "      <td>Grove City Airport</td>\n",
       "      <td>41.146028</td>\n",
       "      <td>-80.167750</td>\n",
       "      <td>1371</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2A0</td>\n",
       "      <td>Mark Anton Airport</td>\n",
       "      <td>35.486250</td>\n",
       "      <td>-84.931083</td>\n",
       "      <td>718</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2B2</td>\n",
       "      <td>Plum Island Airport</td>\n",
       "      <td>42.795361</td>\n",
       "      <td>-70.839444</td>\n",
       "      <td>11</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70N</td>\n",
       "      <td>Spring Hill Airport</td>\n",
       "      <td>41.347357</td>\n",
       "      <td>-75.415897</td>\n",
       "      <td>1729</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>7A4</td>\n",
       "      <td>Foster Field</td>\n",
       "      <td>42.466444</td>\n",
       "      <td>-90.169389</td>\n",
       "      <td>990</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>7D9</td>\n",
       "      <td>Germack Airport</td>\n",
       "      <td>41.777832</td>\n",
       "      <td>-80.903980</td>\n",
       "      <td>820</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>7N7</td>\n",
       "      <td>Spitfire Aerodrome</td>\n",
       "      <td>39.735563</td>\n",
       "      <td>-75.397721</td>\n",
       "      <td>40</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>8M8</td>\n",
       "      <td>Garland Airport</td>\n",
       "      <td>44.806528</td>\n",
       "      <td>-84.276194</td>\n",
       "      <td>1218</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>93C</td>\n",
       "      <td>Richland Airport</td>\n",
       "      <td>43.283358</td>\n",
       "      <td>-90.298282</td>\n",
       "      <td>742</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>99N</td>\n",
       "      <td>Bamberg County Airport</td>\n",
       "      <td>33.304528</td>\n",
       "      <td>-81.108417</td>\n",
       "      <td>231</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>9A1</td>\n",
       "      <td>Covington Municipal Airport</td>\n",
       "      <td>33.632308</td>\n",
       "      <td>-83.847447</td>\n",
       "      <td>809</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>9A5</td>\n",
       "      <td>Barwick Lafayette Airport</td>\n",
       "      <td>34.688479</td>\n",
       "      <td>-85.290332</td>\n",
       "      <td>777</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>9G1</td>\n",
       "      <td>Rock Airport</td>\n",
       "      <td>40.603546</td>\n",
       "      <td>-79.826119</td>\n",
       "      <td>1063</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>A39</td>\n",
       "      <td>Phoenix Regional Airport</td>\n",
       "      <td>32.991699</td>\n",
       "      <td>-111.920998</td>\n",
       "      <td>1300</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>A50</td>\n",
       "      <td>Colorado Springs East</td>\n",
       "      <td>38.870000</td>\n",
       "      <td>-104.410000</td>\n",
       "      <td>6145</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>AAF</td>\n",
       "      <td>Apalachicola Regional Airport</td>\n",
       "      <td>29.727607</td>\n",
       "      <td>-85.027442</td>\n",
       "      <td>20</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>AAP</td>\n",
       "      <td>Andrau Airport</td>\n",
       "      <td>29.430000</td>\n",
       "      <td>-95.350000</td>\n",
       "      <td>80</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>ABE</td>\n",
       "      <td>Lehigh Valley Intl</td>\n",
       "      <td>40.652083</td>\n",
       "      <td>-75.440806</td>\n",
       "      <td>393</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>ABI</td>\n",
       "      <td>Abilene Rgnl</td>\n",
       "      <td>32.411319</td>\n",
       "      <td>-99.681897</td>\n",
       "      <td>1791</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>ABL</td>\n",
       "      <td>Ambler Airport</td>\n",
       "      <td>67.106389</td>\n",
       "      <td>-157.857500</td>\n",
       "      <td>334</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>ABQ</td>\n",
       "      <td>Albuquerque International Sunport</td>\n",
       "      <td>35.040222</td>\n",
       "      <td>-106.609194</td>\n",
       "      <td>5355</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>ABR</td>\n",
       "      <td>Aberdeen Regional Airport</td>\n",
       "      <td>45.449100</td>\n",
       "      <td>-98.421800</td>\n",
       "      <td>1302</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>ABY</td>\n",
       "      <td>Southwest Georgia Regional Airport</td>\n",
       "      <td>31.535500</td>\n",
       "      <td>-84.194500</td>\n",
       "      <td>197</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>ACJ</td>\n",
       "      <td>Jimmy Carter Regional</td>\n",
       "      <td>32.066500</td>\n",
       "      <td>-84.113300</td>\n",
       "      <td>468</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>ACK</td>\n",
       "      <td>Nantucket Mem</td>\n",
       "      <td>41.253053</td>\n",
       "      <td>-70.060181</td>\n",
       "      <td>48</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>ACT</td>\n",
       "      <td>Waco Rgnl</td>\n",
       "      <td>31.611289</td>\n",
       "      <td>-97.230519</td>\n",
       "      <td>516</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>ACV</td>\n",
       "      <td>Arcata</td>\n",
       "      <td>40.978111</td>\n",
       "      <td>-124.108611</td>\n",
       "      <td>221</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>ACY</td>\n",
       "      <td>Atlantic City Intl</td>\n",
       "      <td>39.457583</td>\n",
       "      <td>-74.577167</td>\n",
       "      <td>75</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>ADK</td>\n",
       "      <td>Adak Airport</td>\n",
       "      <td>51.878000</td>\n",
       "      <td>-176.646000</td>\n",
       "      <td>18</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>ADM</td>\n",
       "      <td>Ardmore Muni</td>\n",
       "      <td>34.300833</td>\n",
       "      <td>-97.008889</td>\n",
       "      <td>762</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>ADQ</td>\n",
       "      <td>Kodiak</td>\n",
       "      <td>57.749967</td>\n",
       "      <td>-152.493856</td>\n",
       "      <td>78</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>ADS</td>\n",
       "      <td>Addison</td>\n",
       "      <td>32.968559</td>\n",
       "      <td>-96.836448</td>\n",
       "      <td>644</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>ADW</td>\n",
       "      <td>Andrews Afb</td>\n",
       "      <td>38.810806</td>\n",
       "      <td>-76.867028</td>\n",
       "      <td>280</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    faa                                  name        lat         lon   alt  \\\n",
       "0   04G                     Lansdowne Airport  41.130472  -80.619583  1044   \n",
       "1   06A         Moton Field Municipal Airport  32.460572  -85.680028   264   \n",
       "2   06C                   Schaumburg Regional  41.989341  -88.101243   801   \n",
       "3   06N                       Randall Airport  41.431912  -74.391561   523   \n",
       "4   09J                 Jekyll Island Airport  31.074472  -81.427778    11   \n",
       "5   0A9        Elizabethton Municipal Airport  36.371222  -82.173417  1593   \n",
       "6   0G6               Williams County Airport  41.467306  -84.506778   730   \n",
       "7   0G7         Finger Lakes Regional Airport  42.883565  -76.781232   492   \n",
       "8   0P2          Shoestring Aviation Airfield  39.794824  -76.647191  1000   \n",
       "9   0S9                 Jefferson County Intl  48.053809 -122.810644   108   \n",
       "10  0W3                Harford County Airport  39.566838  -76.202403   409   \n",
       "11  10C                    Galt Field Airport  42.402889  -88.375111   875   \n",
       "12  17G  Port Bucyrus-Crawford County Airport  40.781556  -82.974806  1003   \n",
       "13  19A                Jackson County Airport  34.175864  -83.561597   951   \n",
       "14  1A3         Martin Campbell Field Airport  35.015806  -84.346833  1789   \n",
       "15  1B9                   Mansfield Municipal  42.000133  -71.196771   122   \n",
       "16  1C9                  Frazier Lake Airpark  54.013333 -124.768333   152   \n",
       "17  1CS            Clow International Airport  41.695974  -88.129231   670   \n",
       "18  1G3                    Kent State Airport  41.151389  -81.415111  1134   \n",
       "19  1G4             Grand Canyon West Airport  35.899904 -113.815674  4813   \n",
       "20  1H2            Effingham Memorial Airport  39.070000  -88.534000   585   \n",
       "21  1OH                       Fortman Airport  40.555325  -84.386619   885   \n",
       "22  1RL                 Point Roberts Airpark  48.979722 -123.078889    10   \n",
       "23  23M                             Clarke CO  32.051700  -88.443400   320   \n",
       "24  24C                   Lowell City Airport  42.953920  -85.343906   681   \n",
       "25  24J               Suwannee County Airport  30.300125  -83.024694   104   \n",
       "26  25D                   Forest Lake Airport  45.247746  -92.994385   925   \n",
       "27  29D                    Grove City Airport  41.146028  -80.167750  1371   \n",
       "28  2A0                    Mark Anton Airport  35.486250  -84.931083   718   \n",
       "29  2B2                   Plum Island Airport  42.795361  -70.839444    11   \n",
       "..  ...                                   ...        ...         ...   ...   \n",
       "70  70N                   Spring Hill Airport  41.347357  -75.415897  1729   \n",
       "71  7A4                          Foster Field  42.466444  -90.169389   990   \n",
       "72  7D9                       Germack Airport  41.777832  -80.903980   820   \n",
       "73  7N7                    Spitfire Aerodrome  39.735563  -75.397721    40   \n",
       "74  8M8                       Garland Airport  44.806528  -84.276194  1218   \n",
       "75  93C                      Richland Airport  43.283358  -90.298282   742   \n",
       "76  99N                Bamberg County Airport  33.304528  -81.108417   231   \n",
       "77  9A1           Covington Municipal Airport  33.632308  -83.847447   809   \n",
       "78  9A5             Barwick Lafayette Airport  34.688479  -85.290332   777   \n",
       "79  9G1                          Rock Airport  40.603546  -79.826119  1063   \n",
       "80  A39              Phoenix Regional Airport  32.991699 -111.920998  1300   \n",
       "81  A50                 Colorado Springs East  38.870000 -104.410000  6145   \n",
       "82  AAF         Apalachicola Regional Airport  29.727607  -85.027442    20   \n",
       "83  AAP                        Andrau Airport  29.430000  -95.350000    80   \n",
       "84  ABE                    Lehigh Valley Intl  40.652083  -75.440806   393   \n",
       "85  ABI                          Abilene Rgnl  32.411319  -99.681897  1791   \n",
       "86  ABL                        Ambler Airport  67.106389 -157.857500   334   \n",
       "87  ABQ     Albuquerque International Sunport  35.040222 -106.609194  5355   \n",
       "88  ABR             Aberdeen Regional Airport  45.449100  -98.421800  1302   \n",
       "89  ABY    Southwest Georgia Regional Airport  31.535500  -84.194500   197   \n",
       "90  ACJ                 Jimmy Carter Regional  32.066500  -84.113300   468   \n",
       "91  ACK                         Nantucket Mem  41.253053  -70.060181    48   \n",
       "92  ACT                             Waco Rgnl  31.611289  -97.230519   516   \n",
       "93  ACV                                Arcata  40.978111 -124.108611   221   \n",
       "94  ACY                    Atlantic City Intl  39.457583  -74.577167    75   \n",
       "95  ADK                          Adak Airport  51.878000 -176.646000    18   \n",
       "96  ADM                          Ardmore Muni  34.300833  -97.008889   762   \n",
       "97  ADQ                                Kodiak  57.749967 -152.493856    78   \n",
       "98  ADS                               Addison  32.968559  -96.836448   644   \n",
       "99  ADW                           Andrews Afb  38.810806  -76.867028   280   \n",
       "\n",
       "    tz dst                tzone  \n",
       "0   -5   A     America/New_York  \n",
       "1   -6   A      America/Chicago  \n",
       "2   -6   A      America/Chicago  \n",
       "3   -5   A     America/New_York  \n",
       "4   -5   A     America/New_York  \n",
       "5   -5   A     America/New_York  \n",
       "6   -5   A     America/New_York  \n",
       "7   -5   A     America/New_York  \n",
       "8   -5   U     America/New_York  \n",
       "9   -8   A  America/Los_Angeles  \n",
       "10  -5   A     America/New_York  \n",
       "11  -6   U      America/Chicago  \n",
       "12  -5   A     America/New_York  \n",
       "13  -5   U     America/New_York  \n",
       "14  -5   A     America/New_York  \n",
       "15  -5   A     America/New_York  \n",
       "16  -8   A    America/Vancouver  \n",
       "17  -6   U      America/Chicago  \n",
       "18  -5   A     America/New_York  \n",
       "19  -7   A      America/Phoenix  \n",
       "20  -6   A      America/Chicago  \n",
       "21  -5   U     America/New_York  \n",
       "22  -8   A  America/Los_Angeles  \n",
       "23  -6   A      America/Chicago  \n",
       "24  -5   A     America/New_York  \n",
       "25  -5   A     America/New_York  \n",
       "26  -6   A      America/Chicago  \n",
       "27  -5   A     America/New_York  \n",
       "28  -5   A     America/New_York  \n",
       "29  -5   A     America/New_York  \n",
       "..  ..  ..                  ...  \n",
       "70  -5   A     America/New_York  \n",
       "71  -6   A      America/Chicago  \n",
       "72  -5   A     America/New_York  \n",
       "73  -5   A     America/New_York  \n",
       "74  -5   A     America/New_York  \n",
       "75  -6   A      America/Chicago  \n",
       "76  -5   A     America/New_York  \n",
       "77  -5   A     America/New_York  \n",
       "78  -5   A     America/New_York  \n",
       "79  -5   A     America/New_York  \n",
       "80  -7   A      America/Phoenix  \n",
       "81  -7   A       America/Denver  \n",
       "82  -5   A     America/New_York  \n",
       "83  -6   A      America/Chicago  \n",
       "84  -5   A     America/New_York  \n",
       "85  -6   A      America/Chicago  \n",
       "86  -9   A    America/Anchorage  \n",
       "87  -7   A       America/Denver  \n",
       "88  -6   A      America/Chicago  \n",
       "89  -5   A     America/New_York  \n",
       "90  -5   A     America/New_York  \n",
       "91  -5   A     America/New_York  \n",
       "92  -6   A      America/Chicago  \n",
       "93  -8   A  America/Los_Angeles  \n",
       "94  -5   A     America/New_York  \n",
       "95  -9   A    America/Anchorage  \n",
       "96  -6   A      America/Chicago  \n",
       "97  -9   A    America/Anchorage  \n",
       "98  -6   A      America/Chicago  \n",
       "99  -5   A     America/New_York  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airports.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "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>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1358</th>\n",
       "      <td>UPP</td>\n",
       "      <td>Upolu</td>\n",
       "      <td>20.265256</td>\n",
       "      <td>-155.859989</td>\n",
       "      <td>96</td>\n",
       "      <td>-10</td>\n",
       "      <td>A</td>\n",
       "      <td>Pacific/Honolulu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>UST</td>\n",
       "      <td>St. Augustine Airport</td>\n",
       "      <td>29.959167</td>\n",
       "      <td>-81.339722</td>\n",
       "      <td>10</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>UT3</td>\n",
       "      <td>Hite Airport</td>\n",
       "      <td>37.891655</td>\n",
       "      <td>-110.384029</td>\n",
       "      <td>3840</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>UTM</td>\n",
       "      <td>Tunica Municipal Airport</td>\n",
       "      <td>34.681000</td>\n",
       "      <td>-90.346700</td>\n",
       "      <td>194</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>UTO</td>\n",
       "      <td>Indian Mountain Lrrs</td>\n",
       "      <td>65.992794</td>\n",
       "      <td>-153.704289</td>\n",
       "      <td>1220</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1363</th>\n",
       "      <td>UUK</td>\n",
       "      <td>Ugnu-Kuparuk Airport</td>\n",
       "      <td>70.330833</td>\n",
       "      <td>-149.597500</td>\n",
       "      <td>67</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1364</th>\n",
       "      <td>UUU</td>\n",
       "      <td>Newport State</td>\n",
       "      <td>41.533056</td>\n",
       "      <td>-71.282222</td>\n",
       "      <td>172</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>UVA</td>\n",
       "      <td>Garner Field</td>\n",
       "      <td>29.215429</td>\n",
       "      <td>-99.748962</td>\n",
       "      <td>942</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>VAD</td>\n",
       "      <td>Moody Afb</td>\n",
       "      <td>30.967833</td>\n",
       "      <td>-83.193000</td>\n",
       "      <td>233</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>VAK</td>\n",
       "      <td>Chevak Airport</td>\n",
       "      <td>61.533800</td>\n",
       "      <td>-165.584000</td>\n",
       "      <td>75</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>VAY</td>\n",
       "      <td>South Jersey Regional Airport</td>\n",
       "      <td>39.942889</td>\n",
       "      <td>-74.845750</td>\n",
       "      <td>53</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>VBG</td>\n",
       "      <td>Vandenberg Afb</td>\n",
       "      <td>34.737333</td>\n",
       "      <td>-120.584306</td>\n",
       "      <td>369</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>VCT</td>\n",
       "      <td>Victoria Regional Airport</td>\n",
       "      <td>28.852600</td>\n",
       "      <td>-96.918500</td>\n",
       "      <td>115</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>VCV</td>\n",
       "      <td>Southern California Logistics</td>\n",
       "      <td>34.597453</td>\n",
       "      <td>-117.382997</td>\n",
       "      <td>2885</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>VDF</td>\n",
       "      <td>Tampa Executive Airport</td>\n",
       "      <td>28.013977</td>\n",
       "      <td>-82.345278</td>\n",
       "      <td>22</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>VDZ</td>\n",
       "      <td>Valdez Pioneer Fld</td>\n",
       "      <td>61.133949</td>\n",
       "      <td>-146.248342</td>\n",
       "      <td>118</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>VEE</td>\n",
       "      <td>Venetie Airport</td>\n",
       "      <td>67.008611</td>\n",
       "      <td>-146.366389</td>\n",
       "      <td>574</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>VEL</td>\n",
       "      <td>Vernal Regional Airport</td>\n",
       "      <td>40.440833</td>\n",
       "      <td>-109.510000</td>\n",
       "      <td>5278</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>VGT</td>\n",
       "      <td>North Las Vegas Airport</td>\n",
       "      <td>36.210694</td>\n",
       "      <td>-115.194444</td>\n",
       "      <td>2205</td>\n",
       "      <td>-8</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>VIS</td>\n",
       "      <td>Visalia Municipal Airport</td>\n",
       "      <td>36.318611</td>\n",
       "      <td>-119.392778</td>\n",
       "      <td>295</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>VLD</td>\n",
       "      <td>Valdosta Regional Airport</td>\n",
       "      <td>30.782500</td>\n",
       "      <td>-83.276700</td>\n",
       "      <td>203</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>VNW</td>\n",
       "      <td>Van Wert County Airport</td>\n",
       "      <td>40.863830</td>\n",
       "      <td>-84.606358</td>\n",
       "      <td>787</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>VNY</td>\n",
       "      <td>Van Nuys</td>\n",
       "      <td>34.209811</td>\n",
       "      <td>-118.489972</td>\n",
       "      <td>802</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>VOK</td>\n",
       "      <td>Volk Fld</td>\n",
       "      <td>43.938956</td>\n",
       "      <td>-90.253433</td>\n",
       "      <td>912</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1382</th>\n",
       "      <td>VPC</td>\n",
       "      <td>Cartersville Airport</td>\n",
       "      <td>34.123147</td>\n",
       "      <td>-84.848707</td>\n",
       "      <td>759</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>VPS</td>\n",
       "      <td>Eglin Afb</td>\n",
       "      <td>30.483250</td>\n",
       "      <td>-86.525400</td>\n",
       "      <td>87</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>VRB</td>\n",
       "      <td>Vero Beach Muni</td>\n",
       "      <td>27.655556</td>\n",
       "      <td>-80.417944</td>\n",
       "      <td>24</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>VSF</td>\n",
       "      <td>Hartness State</td>\n",
       "      <td>43.343333</td>\n",
       "      <td>-72.517222</td>\n",
       "      <td>577</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>VYS</td>\n",
       "      <td>Illinois Valley Regional</td>\n",
       "      <td>41.351944</td>\n",
       "      <td>-89.153056</td>\n",
       "      <td>654</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>W04</td>\n",
       "      <td>Ocean Shores Municipal</td>\n",
       "      <td>46.599500</td>\n",
       "      <td>-124.085400</td>\n",
       "      <td>15</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>X59</td>\n",
       "      <td>Valkaria Municipal</td>\n",
       "      <td>27.960861</td>\n",
       "      <td>-80.558333</td>\n",
       "      <td>26</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>XFL</td>\n",
       "      <td>Flagler County Airport</td>\n",
       "      <td>29.282100</td>\n",
       "      <td>-81.121200</td>\n",
       "      <td>33</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>XNA</td>\n",
       "      <td>NW Arkansas Regional</td>\n",
       "      <td>36.281869</td>\n",
       "      <td>-94.306811</td>\n",
       "      <td>1287</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>XZK</td>\n",
       "      <td>Amherst Amtrak Station AMM</td>\n",
       "      <td>42.375000</td>\n",
       "      <td>-72.511389</td>\n",
       "      <td>258</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>Y51</td>\n",
       "      <td>Municipal Airport</td>\n",
       "      <td>43.579360</td>\n",
       "      <td>-90.896474</td>\n",
       "      <td>1292</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>Y72</td>\n",
       "      <td>Bloyer Field</td>\n",
       "      <td>43.976222</td>\n",
       "      <td>-90.480611</td>\n",
       "      <td>966</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>YAK</td>\n",
       "      <td>Yakutat</td>\n",
       "      <td>59.301200</td>\n",
       "      <td>-139.393700</td>\n",
       "      <td>33</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>YIP</td>\n",
       "      <td>Willow Run</td>\n",
       "      <td>42.237928</td>\n",
       "      <td>-83.530408</td>\n",
       "      <td>716</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>YKM</td>\n",
       "      <td>Yakima Air Terminal McAllister Field</td>\n",
       "      <td>46.568200</td>\n",
       "      <td>-120.544000</td>\n",
       "      <td>1095</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>YKN</td>\n",
       "      <td>Chan Gurney</td>\n",
       "      <td>42.871100</td>\n",
       "      <td>-97.396900</td>\n",
       "      <td>1200</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>YNG</td>\n",
       "      <td>Youngstown Warren Rgnl</td>\n",
       "      <td>41.260736</td>\n",
       "      <td>-80.679097</td>\n",
       "      <td>1196</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>YUM</td>\n",
       "      <td>Yuma Mcas Yuma Intl</td>\n",
       "      <td>32.656578</td>\n",
       "      <td>-114.605980</td>\n",
       "      <td>216</td>\n",
       "      <td>-7</td>\n",
       "      <td>N</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>Z84</td>\n",
       "      <td>Clear</td>\n",
       "      <td>64.301203</td>\n",
       "      <td>-149.120144</td>\n",
       "      <td>552</td>\n",
       "      <td>-9</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Anchorage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>ZBP</td>\n",
       "      <td>Penn Station</td>\n",
       "      <td>39.307222</td>\n",
       "      <td>-76.615556</td>\n",
       "      <td>66</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>ZFV</td>\n",
       "      <td>Philadelphia 30th St Station</td>\n",
       "      <td>39.955700</td>\n",
       "      <td>-75.182000</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>ZPH</td>\n",
       "      <td>Municipal Airport</td>\n",
       "      <td>28.228056</td>\n",
       "      <td>-82.155833</td>\n",
       "      <td>90</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>ZRA</td>\n",
       "      <td>Atlantic City Rail Terminal</td>\n",
       "      <td>39.366500</td>\n",
       "      <td>-74.442000</td>\n",
       "      <td>8</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>ZRD</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>37.534300</td>\n",
       "      <td>-77.429450</td>\n",
       "      <td>26</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>ZRP</td>\n",
       "      <td>Newark Penn Station</td>\n",
       "      <td>40.734722</td>\n",
       "      <td>-74.164167</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>ZRT</td>\n",
       "      <td>Hartford Union Station</td>\n",
       "      <td>41.768880</td>\n",
       "      <td>-72.681500</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>ZRZ</td>\n",
       "      <td>New Carrollton Rail Station</td>\n",
       "      <td>38.948000</td>\n",
       "      <td>-76.871900</td>\n",
       "      <td>39</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>ZSF</td>\n",
       "      <td>Springfield Amtrak Station</td>\n",
       "      <td>42.106000</td>\n",
       "      <td>-72.593054</td>\n",
       "      <td>65</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>ZSY</td>\n",
       "      <td>Scottsdale Airport</td>\n",
       "      <td>33.622889</td>\n",
       "      <td>-111.910528</td>\n",
       "      <td>1519</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Phoenix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>ZTF</td>\n",
       "      <td>Stamford Amtrak Station</td>\n",
       "      <td>41.046937</td>\n",
       "      <td>-73.541493</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>ZTY</td>\n",
       "      <td>Boston Back Bay Station</td>\n",
       "      <td>42.347800</td>\n",
       "      <td>-71.075000</td>\n",
       "      <td>20</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>ZUN</td>\n",
       "      <td>Black Rock</td>\n",
       "      <td>35.083228</td>\n",
       "      <td>-108.791778</td>\n",
       "      <td>6454</td>\n",
       "      <td>-7</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>ZVE</td>\n",
       "      <td>New Haven Rail Station</td>\n",
       "      <td>41.298669</td>\n",
       "      <td>-72.925992</td>\n",
       "      <td>7</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>ZWI</td>\n",
       "      <td>Wilmington Amtrak Station</td>\n",
       "      <td>39.736667</td>\n",
       "      <td>-75.551667</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>ZWU</td>\n",
       "      <td>Washington Union Station</td>\n",
       "      <td>38.897460</td>\n",
       "      <td>-77.006430</td>\n",
       "      <td>76</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>ZYP</td>\n",
       "      <td>Penn Station</td>\n",
       "      <td>40.750500</td>\n",
       "      <td>-73.993500</td>\n",
       "      <td>35</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      faa                                  name        lat         lon   alt  \\\n",
       "1358  UPP                                 Upolu  20.265256 -155.859989    96   \n",
       "1359  UST                 St. Augustine Airport  29.959167  -81.339722    10   \n",
       "1360  UT3                          Hite Airport  37.891655 -110.384029  3840   \n",
       "1361  UTM              Tunica Municipal Airport  34.681000  -90.346700   194   \n",
       "1362  UTO                  Indian Mountain Lrrs  65.992794 -153.704289  1220   \n",
       "1363  UUK                  Ugnu-Kuparuk Airport  70.330833 -149.597500    67   \n",
       "1364  UUU                         Newport State  41.533056  -71.282222   172   \n",
       "1365  UVA                          Garner Field  29.215429  -99.748962   942   \n",
       "1366  VAD                             Moody Afb  30.967833  -83.193000   233   \n",
       "1367  VAK                        Chevak Airport  61.533800 -165.584000    75   \n",
       "1368  VAY         South Jersey Regional Airport  39.942889  -74.845750    53   \n",
       "1369  VBG                        Vandenberg Afb  34.737333 -120.584306   369   \n",
       "1370  VCT             Victoria Regional Airport  28.852600  -96.918500   115   \n",
       "1371  VCV         Southern California Logistics  34.597453 -117.382997  2885   \n",
       "1372  VDF               Tampa Executive Airport  28.013977  -82.345278    22   \n",
       "1373  VDZ                    Valdez Pioneer Fld  61.133949 -146.248342   118   \n",
       "1374  VEE                       Venetie Airport  67.008611 -146.366389   574   \n",
       "1375  VEL               Vernal Regional Airport  40.440833 -109.510000  5278   \n",
       "1376  VGT               North Las Vegas Airport  36.210694 -115.194444  2205   \n",
       "1377  VIS             Visalia Municipal Airport  36.318611 -119.392778   295   \n",
       "1378  VLD             Valdosta Regional Airport  30.782500  -83.276700   203   \n",
       "1379  VNW               Van Wert County Airport  40.863830  -84.606358   787   \n",
       "1380  VNY                              Van Nuys  34.209811 -118.489972   802   \n",
       "1381  VOK                              Volk Fld  43.938956  -90.253433   912   \n",
       "1382  VPC                  Cartersville Airport  34.123147  -84.848707   759   \n",
       "1383  VPS                             Eglin Afb  30.483250  -86.525400    87   \n",
       "1384  VRB                       Vero Beach Muni  27.655556  -80.417944    24   \n",
       "1385  VSF                        Hartness State  43.343333  -72.517222   577   \n",
       "1386  VYS              Illinois Valley Regional  41.351944  -89.153056   654   \n",
       "1387  W04                Ocean Shores Municipal  46.599500 -124.085400    15   \n",
       "...   ...                                   ...        ...         ...   ...   \n",
       "1428  X59                    Valkaria Municipal  27.960861  -80.558333    26   \n",
       "1429  XFL                Flagler County Airport  29.282100  -81.121200    33   \n",
       "1430  XNA                  NW Arkansas Regional  36.281869  -94.306811  1287   \n",
       "1431  XZK            Amherst Amtrak Station AMM  42.375000  -72.511389   258   \n",
       "1432  Y51                     Municipal Airport  43.579360  -90.896474  1292   \n",
       "1433  Y72                          Bloyer Field  43.976222  -90.480611   966   \n",
       "1434  YAK                               Yakutat  59.301200 -139.393700    33   \n",
       "1435  YIP                            Willow Run  42.237928  -83.530408   716   \n",
       "1436  YKM  Yakima Air Terminal McAllister Field  46.568200 -120.544000  1095   \n",
       "1437  YKN                           Chan Gurney  42.871100  -97.396900  1200   \n",
       "1438  YNG                Youngstown Warren Rgnl  41.260736  -80.679097  1196   \n",
       "1439  YUM                   Yuma Mcas Yuma Intl  32.656578 -114.605980   216   \n",
       "1440  Z84                                 Clear  64.301203 -149.120144   552   \n",
       "1441  ZBP                          Penn Station  39.307222  -76.615556    66   \n",
       "1442  ZFV          Philadelphia 30th St Station  39.955700  -75.182000     0   \n",
       "1443  ZPH                     Municipal Airport  28.228056  -82.155833    90   \n",
       "1444  ZRA           Atlantic City Rail Terminal  39.366500  -74.442000     8   \n",
       "1445  ZRD                         Train Station  37.534300  -77.429450    26   \n",
       "1446  ZRP                   Newark Penn Station  40.734722  -74.164167     0   \n",
       "1447  ZRT                Hartford Union Station  41.768880  -72.681500     0   \n",
       "1448  ZRZ           New Carrollton Rail Station  38.948000  -76.871900    39   \n",
       "1449  ZSF            Springfield Amtrak Station  42.106000  -72.593054    65   \n",
       "1450  ZSY                    Scottsdale Airport  33.622889 -111.910528  1519   \n",
       "1451  ZTF               Stamford Amtrak Station  41.046937  -73.541493     0   \n",
       "1452  ZTY               Boston Back Bay Station  42.347800  -71.075000    20   \n",
       "1453  ZUN                            Black Rock  35.083228 -108.791778  6454   \n",
       "1454  ZVE                New Haven Rail Station  41.298669  -72.925992     7   \n",
       "1455  ZWI             Wilmington Amtrak Station  39.736667  -75.551667     0   \n",
       "1456  ZWU              Washington Union Station  38.897460  -77.006430    76   \n",
       "1457  ZYP                          Penn Station  40.750500  -73.993500    35   \n",
       "\n",
       "      tz dst                tzone  \n",
       "1358 -10   A     Pacific/Honolulu  \n",
       "1359  -5   A     America/New_York  \n",
       "1360  -7   A       America/Denver  \n",
       "1361  -6   A      America/Chicago  \n",
       "1362  -9   A    America/Anchorage  \n",
       "1363  -9   A    America/Anchorage  \n",
       "1364  -5   A     America/New_York  \n",
       "1365  -6   A      America/Chicago  \n",
       "1366  -5   A     America/New_York  \n",
       "1367  -9   A    America/Anchorage  \n",
       "1368  -5   A     America/New_York  \n",
       "1369  -8   A  America/Los_Angeles  \n",
       "1370  -6   A      America/Chicago  \n",
       "1371  -8   A  America/Los_Angeles  \n",
       "1372  -5   A     America/New_York  \n",
       "1373  -9   A    America/Anchorage  \n",
       "1374  -9   A    America/Anchorage  \n",
       "1375  -7   A       America/Denver  \n",
       "1376  -8   U  America/Los_Angeles  \n",
       "1377  -8   A  America/Los_Angeles  \n",
       "1378  -5   A     America/New_York  \n",
       "1379  -5   A     America/New_York  \n",
       "1380  -8   A  America/Los_Angeles  \n",
       "1381  -6   A      America/Chicago  \n",
       "1382  -5   A     America/New_York  \n",
       "1383  -6   A      America/Chicago  \n",
       "1384  -5   A     America/New_York  \n",
       "1385  -5   A     America/New_York  \n",
       "1386  -6   A      America/Chicago  \n",
       "1387  -8   A  America/Los_Angeles  \n",
       "...   ..  ..                  ...  \n",
       "1428  -5   A     America/New_York  \n",
       "1429  -5   A     America/New_York  \n",
       "1430  -6   A      America/Chicago  \n",
       "1431  -5   A     America/New_York  \n",
       "1432  -6   A      America/Chicago  \n",
       "1433  -6   A      America/Chicago  \n",
       "1434  -9   A                   \\N  \n",
       "1435  -5   A     America/New_York  \n",
       "1436  -8   A  America/Los_Angeles  \n",
       "1437  -6   A      America/Chicago  \n",
       "1438  -5   A     America/New_York  \n",
       "1439  -7   N      America/Phoenix  \n",
       "1440  -9   A    America/Anchorage  \n",
       "1441  -5   A     America/New_York  \n",
       "1442  -5   A     America/New_York  \n",
       "1443  -5   A     America/New_York  \n",
       "1444  -5   A     America/New_York  \n",
       "1445  -5   A     America/New_York  \n",
       "1446  -5   A     America/New_York  \n",
       "1447  -5   A     America/New_York  \n",
       "1448  -5   A     America/New_York  \n",
       "1449  -5   A     America/New_York  \n",
       "1450  -7   A      America/Phoenix  \n",
       "1451  -5   A     America/New_York  \n",
       "1452  -5   A     America/New_York  \n",
       "1453  -7   A       America/Denver  \n",
       "1454  -5   A     America/New_York  \n",
       "1455  -5   A     America/New_York  \n",
       "1456  -5   A     America/New_York  \n",
       "1457  -5   A     America/New_York  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airports.tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = airports.head(10)\n",
    "B = airports[6:16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>04G</td>\n",
       "      <td>Lansdowne Airport</td>\n",
       "      <td>41.130472</td>\n",
       "      <td>-80.619583</td>\n",
       "      <td>1044</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06A</td>\n",
       "      <td>Moton Field Municipal Airport</td>\n",
       "      <td>32.460572</td>\n",
       "      <td>-85.680028</td>\n",
       "      <td>264</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06C</td>\n",
       "      <td>Schaumburg Regional</td>\n",
       "      <td>41.989341</td>\n",
       "      <td>-88.101243</td>\n",
       "      <td>801</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06N</td>\n",
       "      <td>Randall Airport</td>\n",
       "      <td>41.431912</td>\n",
       "      <td>-74.391561</td>\n",
       "      <td>523</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09J</td>\n",
       "      <td>Jekyll Island Airport</td>\n",
       "      <td>31.074472</td>\n",
       "      <td>-81.427778</td>\n",
       "      <td>11</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0A9</td>\n",
       "      <td>Elizabethton Municipal Airport</td>\n",
       "      <td>36.371222</td>\n",
       "      <td>-82.173417</td>\n",
       "      <td>1593</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0G6</td>\n",
       "      <td>Williams County Airport</td>\n",
       "      <td>41.467306</td>\n",
       "      <td>-84.506778</td>\n",
       "      <td>730</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0G7</td>\n",
       "      <td>Finger Lakes Regional Airport</td>\n",
       "      <td>42.883565</td>\n",
       "      <td>-76.781232</td>\n",
       "      <td>492</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0P2</td>\n",
       "      <td>Shoestring Aviation Airfield</td>\n",
       "      <td>39.794824</td>\n",
       "      <td>-76.647191</td>\n",
       "      <td>1000</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0S9</td>\n",
       "      <td>Jefferson County Intl</td>\n",
       "      <td>48.053809</td>\n",
       "      <td>-122.810644</td>\n",
       "      <td>108</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0W3</td>\n",
       "      <td>Harford County Airport</td>\n",
       "      <td>39.566838</td>\n",
       "      <td>-76.202403</td>\n",
       "      <td>409</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10C</td>\n",
       "      <td>Galt Field Airport</td>\n",
       "      <td>42.402889</td>\n",
       "      <td>-88.375111</td>\n",
       "      <td>875</td>\n",
       "      <td>-6</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>17G</td>\n",
       "      <td>Port Bucyrus-Crawford County Airport</td>\n",
       "      <td>40.781556</td>\n",
       "      <td>-82.974806</td>\n",
       "      <td>1003</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19A</td>\n",
       "      <td>Jackson County Airport</td>\n",
       "      <td>34.175864</td>\n",
       "      <td>-83.561597</td>\n",
       "      <td>951</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1A3</td>\n",
       "      <td>Martin Campbell Field Airport</td>\n",
       "      <td>35.015806</td>\n",
       "      <td>-84.346833</td>\n",
       "      <td>1789</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1B9</td>\n",
       "      <td>Mansfield Municipal</td>\n",
       "      <td>42.000133</td>\n",
       "      <td>-71.196771</td>\n",
       "      <td>122</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    faa                                  name        lat         lon   alt  \\\n",
       "0   04G                     Lansdowne Airport  41.130472  -80.619583  1044   \n",
       "1   06A         Moton Field Municipal Airport  32.460572  -85.680028   264   \n",
       "2   06C                   Schaumburg Regional  41.989341  -88.101243   801   \n",
       "3   06N                       Randall Airport  41.431912  -74.391561   523   \n",
       "4   09J                 Jekyll Island Airport  31.074472  -81.427778    11   \n",
       "5   0A9        Elizabethton Municipal Airport  36.371222  -82.173417  1593   \n",
       "6   0G6               Williams County Airport  41.467306  -84.506778   730   \n",
       "7   0G7         Finger Lakes Regional Airport  42.883565  -76.781232   492   \n",
       "8   0P2          Shoestring Aviation Airfield  39.794824  -76.647191  1000   \n",
       "9   0S9                 Jefferson County Intl  48.053809 -122.810644   108   \n",
       "10  0W3                Harford County Airport  39.566838  -76.202403   409   \n",
       "11  10C                    Galt Field Airport  42.402889  -88.375111   875   \n",
       "12  17G  Port Bucyrus-Crawford County Airport  40.781556  -82.974806  1003   \n",
       "13  19A                Jackson County Airport  34.175864  -83.561597   951   \n",
       "14  1A3         Martin Campbell Field Airport  35.015806  -84.346833  1789   \n",
       "15  1B9                   Mansfield Municipal  42.000133  -71.196771   122   \n",
       "\n",
       "    tz dst                tzone  \n",
       "0   -5   A     America/New_York  \n",
       "1   -6   A      America/Chicago  \n",
       "2   -6   A      America/Chicago  \n",
       "3   -5   A     America/New_York  \n",
       "4   -5   A     America/New_York  \n",
       "5   -5   A     America/New_York  \n",
       "6   -5   A     America/New_York  \n",
       "7   -5   A     America/New_York  \n",
       "8   -5   U     America/New_York  \n",
       "9   -8   A  America/Los_Angeles  \n",
       "10  -5   A     America/New_York  \n",
       "11  -6   U      America/Chicago  \n",
       "12  -5   A     America/New_York  \n",
       "13  -5   U     America/New_York  \n",
       "14  -5   A     America/New_York  \n",
       "15  -5   A     America/New_York  "
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([A,B]).drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
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       "      <th>tzone</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>04G</td>\n",
       "      <td>Lansdowne Airport</td>\n",
       "      <td>41.130472</td>\n",
       "      <td>-80.619583</td>\n",
       "      <td>1044</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06A</td>\n",
       "      <td>Moton Field Municipal Airport</td>\n",
       "      <td>32.460572</td>\n",
       "      <td>-85.680028</td>\n",
       "      <td>264</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06C</td>\n",
       "      <td>Schaumburg Regional</td>\n",
       "      <td>41.989341</td>\n",
       "      <td>-88.101243</td>\n",
       "      <td>801</td>\n",
       "      <td>-6</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06N</td>\n",
       "      <td>Randall Airport</td>\n",
       "      <td>41.431912</td>\n",
       "      <td>-74.391561</td>\n",
       "      <td>523</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09J</td>\n",
       "      <td>Jekyll Island Airport</td>\n",
       "      <td>31.074472</td>\n",
       "      <td>-81.427778</td>\n",
       "      <td>11</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0A9</td>\n",
       "      <td>Elizabethton Municipal Airport</td>\n",
       "      <td>36.371222</td>\n",
       "      <td>-82.173417</td>\n",
       "      <td>1593</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0G6</td>\n",
       "      <td>Williams County Airport</td>\n",
       "      <td>41.467306</td>\n",
       "      <td>-84.506778</td>\n",
       "      <td>730</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0G7</td>\n",
       "      <td>Finger Lakes Regional Airport</td>\n",
       "      <td>42.883565</td>\n",
       "      <td>-76.781232</td>\n",
       "      <td>492</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0P2</td>\n",
       "      <td>Shoestring Aviation Airfield</td>\n",
       "      <td>39.794824</td>\n",
       "      <td>-76.647191</td>\n",
       "      <td>1000</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0S9</td>\n",
       "      <td>Jefferson County Intl</td>\n",
       "      <td>48.053809</td>\n",
       "      <td>-122.810644</td>\n",
       "      <td>108</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0G6</td>\n",
       "      <td>Williams County Airport</td>\n",
       "      <td>41.467306</td>\n",
       "      <td>-84.506778</td>\n",
       "      <td>730</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0G7</td>\n",
       "      <td>Finger Lakes Regional Airport</td>\n",
       "      <td>42.883565</td>\n",
       "      <td>-76.781232</td>\n",
       "      <td>492</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0P2</td>\n",
       "      <td>Shoestring Aviation Airfield</td>\n",
       "      <td>39.794824</td>\n",
       "      <td>-76.647191</td>\n",
       "      <td>1000</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0S9</td>\n",
       "      <td>Jefferson County Intl</td>\n",
       "      <td>48.053809</td>\n",
       "      <td>-122.810644</td>\n",
       "      <td>108</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0W3</td>\n",
       "      <td>Harford County Airport</td>\n",
       "      <td>39.566838</td>\n",
       "      <td>-76.202403</td>\n",
       "      <td>409</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10C</td>\n",
       "      <td>Galt Field Airport</td>\n",
       "      <td>42.402889</td>\n",
       "      <td>-88.375111</td>\n",
       "      <td>875</td>\n",
       "      <td>-6</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17G</td>\n",
       "      <td>Port Bucyrus-Crawford County Airport</td>\n",
       "      <td>40.781556</td>\n",
       "      <td>-82.974806</td>\n",
       "      <td>1003</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19A</td>\n",
       "      <td>Jackson County Airport</td>\n",
       "      <td>34.175864</td>\n",
       "      <td>-83.561597</td>\n",
       "      <td>951</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1A3</td>\n",
       "      <td>Martin Campbell Field Airport</td>\n",
       "      <td>35.015806</td>\n",
       "      <td>-84.346833</td>\n",
       "      <td>1789</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1B9</td>\n",
       "      <td>Mansfield Municipal</td>\n",
       "      <td>42.000133</td>\n",
       "      <td>-71.196771</td>\n",
       "      <td>122</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    faa                                  name        lat         lon   alt  \\\n",
       "0   04G                     Lansdowne Airport  41.130472  -80.619583  1044   \n",
       "1   06A         Moton Field Municipal Airport  32.460572  -85.680028   264   \n",
       "2   06C                   Schaumburg Regional  41.989341  -88.101243   801   \n",
       "3   06N                       Randall Airport  41.431912  -74.391561   523   \n",
       "4   09J                 Jekyll Island Airport  31.074472  -81.427778    11   \n",
       "5   0A9        Elizabethton Municipal Airport  36.371222  -82.173417  1593   \n",
       "6   0G6               Williams County Airport  41.467306  -84.506778   730   \n",
       "7   0G7         Finger Lakes Regional Airport  42.883565  -76.781232   492   \n",
       "8   0P2          Shoestring Aviation Airfield  39.794824  -76.647191  1000   \n",
       "9   0S9                 Jefferson County Intl  48.053809 -122.810644   108   \n",
       "10  0G6               Williams County Airport  41.467306  -84.506778   730   \n",
       "11  0G7         Finger Lakes Regional Airport  42.883565  -76.781232   492   \n",
       "12  0P2          Shoestring Aviation Airfield  39.794824  -76.647191  1000   \n",
       "13  0S9                 Jefferson County Intl  48.053809 -122.810644   108   \n",
       "14  0W3                Harford County Airport  39.566838  -76.202403   409   \n",
       "15  10C                    Galt Field Airport  42.402889  -88.375111   875   \n",
       "16  17G  Port Bucyrus-Crawford County Airport  40.781556  -82.974806  1003   \n",
       "17  19A                Jackson County Airport  34.175864  -83.561597   951   \n",
       "18  1A3         Martin Campbell Field Airport  35.015806  -84.346833  1789   \n",
       "19  1B9                   Mansfield Municipal  42.000133  -71.196771   122   \n",
       "\n",
       "    tz dst                tzone  \n",
       "0   -5   A     America/New_York  \n",
       "1   -6   A      America/Chicago  \n",
       "2   -6   A      America/Chicago  \n",
       "3   -5   A     America/New_York  \n",
       "4   -5   A     America/New_York  \n",
       "5   -5   A     America/New_York  \n",
       "6   -5   A     America/New_York  \n",
       "7   -5   A     America/New_York  \n",
       "8   -5   U     America/New_York  \n",
       "9   -8   A  America/Los_Angeles  \n",
       "10  -5   A     America/New_York  \n",
       "11  -5   A     America/New_York  \n",
       "12  -5   U     America/New_York  \n",
       "13  -8   A  America/Los_Angeles  \n",
       "14  -5   A     America/New_York  \n",
       "15  -6   U      America/Chicago  \n",
       "16  -5   A     America/New_York  \n",
       "17  -5   U     America/New_York  \n",
       "18  -5   A     America/New_York  \n",
       "19  -5   A     America/New_York  "
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([A,B], ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\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>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0G6</td>\n",
       "      <td>Williams County Airport</td>\n",
       "      <td>41.467306</td>\n",
       "      <td>-84.506778</td>\n",
       "      <td>730</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0G7</td>\n",
       "      <td>Finger Lakes Regional Airport</td>\n",
       "      <td>42.883565</td>\n",
       "      <td>-76.781232</td>\n",
       "      <td>492</td>\n",
       "      <td>-5</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0P2</td>\n",
       "      <td>Shoestring Aviation Airfield</td>\n",
       "      <td>39.794824</td>\n",
       "      <td>-76.647191</td>\n",
       "      <td>1000</td>\n",
       "      <td>-5</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0S9</td>\n",
       "      <td>Jefferson County Intl</td>\n",
       "      <td>48.053809</td>\n",
       "      <td>-122.810644</td>\n",
       "      <td>108</td>\n",
       "      <td>-8</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   faa                           name        lat         lon   alt  tz dst  \\\n",
       "0  0G6        Williams County Airport  41.467306  -84.506778   730  -5   A   \n",
       "1  0G7  Finger Lakes Regional Airport  42.883565  -76.781232   492  -5   A   \n",
       "2  0P2   Shoestring Aviation Airfield  39.794824  -76.647191  1000  -5   U   \n",
       "3  0S9          Jefferson County Intl  48.053809 -122.810644   108  -8   A   \n",
       "\n",
       "                 tzone  \n",
       "0     America/New_York  \n",
       "1     America/New_York  \n",
       "2     America/New_York  \n",
       "3  America/Los_Angeles  "
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.merge(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>04G</td>\n",
       "      <td>Lansdowne Airport</td>\n",
       "      <td>41.130472</td>\n",
       "      <td>-80.619583</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06A</td>\n",
       "      <td>Moton Field Municipal Airport</td>\n",
       "      <td>32.460572</td>\n",
       "      <td>-85.680028</td>\n",
       "      <td>264.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06C</td>\n",
       "      <td>Schaumburg Regional</td>\n",
       "      <td>41.989341</td>\n",
       "      <td>-88.101243</td>\n",
       "      <td>801.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06N</td>\n",
       "      <td>Randall Airport</td>\n",
       "      <td>41.431912</td>\n",
       "      <td>-74.391561</td>\n",
       "      <td>523.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09J</td>\n",
       "      <td>Jekyll Island Airport</td>\n",
       "      <td>31.074472</td>\n",
       "      <td>-81.427778</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0A9</td>\n",
       "      <td>Elizabethton Municipal Airport</td>\n",
       "      <td>36.371222</td>\n",
       "      <td>-82.173417</td>\n",
       "      <td>1593.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   faa                            name        lat        lon     alt   tz dst  \\\n",
       "0  04G               Lansdowne Airport  41.130472 -80.619583  1044.0 -5.0   A   \n",
       "1  06A   Moton Field Municipal Airport  32.460572 -85.680028   264.0 -6.0   A   \n",
       "2  06C             Schaumburg Regional  41.989341 -88.101243   801.0 -6.0   A   \n",
       "3  06N                 Randall Airport  41.431912 -74.391561   523.0 -5.0   A   \n",
       "4  09J           Jekyll Island Airport  31.074472 -81.427778    11.0 -5.0   A   \n",
       "5  0A9  Elizabethton Municipal Airport  36.371222 -82.173417  1593.0 -5.0   A   \n",
       "\n",
       "              tzone  \n",
       "0  America/New_York  \n",
       "1   America/Chicago  \n",
       "2   America/Chicago  \n",
       "3  America/New_York  \n",
       "4  America/New_York  \n",
       "5  America/New_York  "
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A[~A.isin(B)].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faa</th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>alt</th>\n",
       "      <th>tz</th>\n",
       "      <th>dst</th>\n",
       "      <th>tzone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0W3</td>\n",
       "      <td>Harford County Airport</td>\n",
       "      <td>39.566838</td>\n",
       "      <td>-76.202403</td>\n",
       "      <td>409.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10C</td>\n",
       "      <td>Galt Field Airport</td>\n",
       "      <td>42.402889</td>\n",
       "      <td>-88.375111</td>\n",
       "      <td>875.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>U</td>\n",
       "      <td>America/Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>17G</td>\n",
       "      <td>Port Bucyrus-Crawford County Airport</td>\n",
       "      <td>40.781556</td>\n",
       "      <td>-82.974806</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19A</td>\n",
       "      <td>Jackson County Airport</td>\n",
       "      <td>34.175864</td>\n",
       "      <td>-83.561597</td>\n",
       "      <td>951.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>U</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1A3</td>\n",
       "      <td>Martin Campbell Field Airport</td>\n",
       "      <td>35.015806</td>\n",
       "      <td>-84.346833</td>\n",
       "      <td>1789.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1B9</td>\n",
       "      <td>Mansfield Municipal</td>\n",
       "      <td>42.000133</td>\n",
       "      <td>-71.196771</td>\n",
       "      <td>122.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>A</td>\n",
       "      <td>America/New_York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    faa                                  name        lat        lon     alt  \\\n",
       "10  0W3                Harford County Airport  39.566838 -76.202403   409.0   \n",
       "11  10C                    Galt Field Airport  42.402889 -88.375111   875.0   \n",
       "12  17G  Port Bucyrus-Crawford County Airport  40.781556 -82.974806  1003.0   \n",
       "13  19A                Jackson County Airport  34.175864 -83.561597   951.0   \n",
       "14  1A3         Martin Campbell Field Airport  35.015806 -84.346833  1789.0   \n",
       "15  1B9                   Mansfield Municipal  42.000133 -71.196771   122.0   \n",
       "\n",
       "     tz dst             tzone  \n",
       "10 -5.0   A  America/New_York  \n",
       "11 -6.0   U   America/Chicago  \n",
       "12 -5.0   A  America/New_York  \n",
       "13 -5.0   U  America/New_York  \n",
       "14 -5.0   A  America/New_York  \n",
       "15 -5.0   A  America/New_York  "
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B[~B.isin(A)].dropna()"
   ]
  }
 ],
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