Flight Data Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>dep_time</th>\n",
       "      <th>sched_dep_time</th>\n",
       "      <th>dep_delay</th>\n",
       "      <th>arr_time</th>\n",
       "      <th>sched_arr_time</th>\n",
       "      <th>arr_delay</th>\n",
       "      <th>carrier</th>\n",
       "      <th>flight</th>\n",
       "      <th>tailnum</th>\n",
       "      <th>origin</th>\n",
       "      <th>dest</th>\n",
       "      <th>air_time</th>\n",
       "      <th>distance</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th>time_hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>517.0</td>\n",
       "      <td>515</td>\n",
       "      <td>2.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>819</td>\n",
       "      <td>11.0</td>\n",
       "      <td>UA</td>\n",
       "      <td>1545</td>\n",
       "      <td>N14228</td>\n",
       "      <td>EWR</td>\n",
       "      <td>IAH</td>\n",
       "      <td>227.0</td>\n",
       "      <td>1400</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>2013-01-01 05:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>533.0</td>\n",
       "      <td>529</td>\n",
       "      <td>4.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>830</td>\n",
       "      <td>20.0</td>\n",
       "      <td>UA</td>\n",
       "      <td>1714</td>\n",
       "      <td>N24211</td>\n",
       "      <td>LGA</td>\n",
       "      <td>IAH</td>\n",
       "      <td>227.0</td>\n",
       "      <td>1416</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>2013-01-01 05:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>542.0</td>\n",
       "      <td>540</td>\n",
       "      <td>2.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>850</td>\n",
       "      <td>33.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>1141</td>\n",
       "      <td>N619AA</td>\n",
       "      <td>JFK</td>\n",
       "      <td>MIA</td>\n",
       "      <td>160.0</td>\n",
       "      <td>1089</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>2013-01-01 05:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>544.0</td>\n",
       "      <td>545</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>1022</td>\n",
       "      <td>-18.0</td>\n",
       "      <td>B6</td>\n",
       "      <td>725</td>\n",
       "      <td>N804JB</td>\n",
       "      <td>JFK</td>\n",
       "      <td>BQN</td>\n",
       "      <td>183.0</td>\n",
       "      <td>1576</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>2013-01-01 05:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>554.0</td>\n",
       "      <td>600</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>837</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>DL</td>\n",
       "      <td>461</td>\n",
       "      <td>N668DN</td>\n",
       "      <td>LGA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>116.0</td>\n",
       "      <td>762</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-01 06:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  year  month  day  dep_time  sched_dep_time  dep_delay  \\\n",
       "0           1  2013      1    1     517.0             515        2.0   \n",
       "1           2  2013      1    1     533.0             529        4.0   \n",
       "2           3  2013      1    1     542.0             540        2.0   \n",
       "3           4  2013      1    1     544.0             545       -1.0   \n",
       "4           5  2013      1    1     554.0             600       -6.0   \n",
       "\n",
       "   arr_time  sched_arr_time  arr_delay carrier  flight tailnum origin dest  \\\n",
       "0     830.0             819       11.0      UA    1545  N14228    EWR  IAH   \n",
       "1     850.0             830       20.0      UA    1714  N24211    LGA  IAH   \n",
       "2     923.0             850       33.0      AA    1141  N619AA    JFK  MIA   \n",
       "3    1004.0            1022      -18.0      B6     725  N804JB    JFK  BQN   \n",
       "4     812.0             837      -25.0      DL     461  N668DN    LGA  ATL   \n",
       "\n",
       "   air_time  distance  hour  minute            time_hour  \n",
       "0     227.0      1400     5      15  2013-01-01 05:00:00  \n",
       "1     227.0      1416     5      29  2013-01-01 05:00:00  \n",
       "2     160.0      1089     5      40  2013-01-01 05:00:00  \n",
       "3     183.0      1576     5      45  2013-01-01 05:00:00  \n",
       "4     116.0       762     6       0  2013-01-01 06:00:00  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"flights.csv\")\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 336776 entries, 0 to 336775\n",
      "Data columns (total 20 columns):\n",
      " #   Column          Non-Null Count   Dtype  \n",
      "---  ------          --------------   -----  \n",
      " 0   Unnamed: 0      336776 non-null  int64  \n",
      " 1   year            336776 non-null  int64  \n",
      " 2   month           336776 non-null  int64  \n",
      " 3   day             336776 non-null  int64  \n",
      " 4   dep_time        328521 non-null  float64\n",
      " 5   sched_dep_time  336776 non-null  int64  \n",
      " 6   dep_delay       328521 non-null  float64\n",
      " 7   arr_time        328063 non-null  float64\n",
      " 8   sched_arr_time  336776 non-null  int64  \n",
      " 9   arr_delay       327346 non-null  float64\n",
      " 10  carrier         336776 non-null  object \n",
      " 11  flight          336776 non-null  int64  \n",
      " 12  tailnum         334264 non-null  object \n",
      " 13  origin          336776 non-null  object \n",
      " 14  dest            336776 non-null  object \n",
      " 15  air_time        327346 non-null  float64\n",
      " 16  distance        336776 non-null  int64  \n",
      " 17  hour            336776 non-null  int64  \n",
      " 18  minute          336776 non-null  int64  \n",
      " 19  time_hour       336776 non-null  object \n",
      "dtypes: float64(5), int64(10), object(5)\n",
      "memory usage: 51.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>dep_time</th>\n",
       "      <th>sched_dep_time</th>\n",
       "      <th>dep_delay</th>\n",
       "      <th>arr_time</th>\n",
       "      <th>sched_arr_time</th>\n",
       "      <th>arr_delay</th>\n",
       "      <th>flight</th>\n",
       "      <th>air_time</th>\n",
       "      <th>distance</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>336776.000000</td>\n",
       "      <td>336776.0</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>328521.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>328521.000000</td>\n",
       "      <td>328063.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>327346.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>327346.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "      <td>336776.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>168388.500000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>6.548510</td>\n",
       "      <td>15.710787</td>\n",
       "      <td>1349.109947</td>\n",
       "      <td>1344.254840</td>\n",
       "      <td>12.639070</td>\n",
       "      <td>1502.054999</td>\n",
       "      <td>1536.380220</td>\n",
       "      <td>6.895377</td>\n",
       "      <td>1971.923620</td>\n",
       "      <td>150.686460</td>\n",
       "      <td>1039.912604</td>\n",
       "      <td>13.180247</td>\n",
       "      <td>26.230100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>97219.001466</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.414457</td>\n",
       "      <td>8.768607</td>\n",
       "      <td>488.281791</td>\n",
       "      <td>467.335756</td>\n",
       "      <td>40.210061</td>\n",
       "      <td>533.264132</td>\n",
       "      <td>497.457142</td>\n",
       "      <td>44.633292</td>\n",
       "      <td>1632.471938</td>\n",
       "      <td>93.688305</td>\n",
       "      <td>733.233033</td>\n",
       "      <td>4.661316</td>\n",
       "      <td>19.300846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>-43.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-86.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>84194.750000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>907.000000</td>\n",
       "      <td>906.000000</td>\n",
       "      <td>-5.000000</td>\n",
       "      <td>1104.000000</td>\n",
       "      <td>1124.000000</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>553.000000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>502.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>168388.500000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1401.000000</td>\n",
       "      <td>1359.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>1535.000000</td>\n",
       "      <td>1556.000000</td>\n",
       "      <td>-5.000000</td>\n",
       "      <td>1496.000000</td>\n",
       "      <td>129.000000</td>\n",
       "      <td>872.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>29.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>252582.250000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>1744.000000</td>\n",
       "      <td>1729.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1940.000000</td>\n",
       "      <td>1945.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>3465.000000</td>\n",
       "      <td>192.000000</td>\n",
       "      <td>1389.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>44.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>336776.000000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>2400.000000</td>\n",
       "      <td>2359.000000</td>\n",
       "      <td>1301.000000</td>\n",
       "      <td>2400.000000</td>\n",
       "      <td>2359.000000</td>\n",
       "      <td>1272.000000</td>\n",
       "      <td>8500.000000</td>\n",
       "      <td>695.000000</td>\n",
       "      <td>4983.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>59.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0      year          month            day       dep_time  \\\n",
       "count  336776.000000  336776.0  336776.000000  336776.000000  328521.000000   \n",
       "mean   168388.500000    2013.0       6.548510      15.710787    1349.109947   \n",
       "std     97219.001466       0.0       3.414457       8.768607     488.281791   \n",
       "min         1.000000    2013.0       1.000000       1.000000       1.000000   \n",
       "25%     84194.750000    2013.0       4.000000       8.000000     907.000000   \n",
       "50%    168388.500000    2013.0       7.000000      16.000000    1401.000000   \n",
       "75%    252582.250000    2013.0      10.000000      23.000000    1744.000000   \n",
       "max    336776.000000    2013.0      12.000000      31.000000    2400.000000   \n",
       "\n",
       "       sched_dep_time      dep_delay       arr_time  sched_arr_time  \\\n",
       "count   336776.000000  328521.000000  328063.000000   336776.000000   \n",
       "mean      1344.254840      12.639070    1502.054999     1536.380220   \n",
       "std        467.335756      40.210061     533.264132      497.457142   \n",
       "min        106.000000     -43.000000       1.000000        1.000000   \n",
       "25%        906.000000      -5.000000    1104.000000     1124.000000   \n",
       "50%       1359.000000      -2.000000    1535.000000     1556.000000   \n",
       "75%       1729.000000      11.000000    1940.000000     1945.000000   \n",
       "max       2359.000000    1301.000000    2400.000000     2359.000000   \n",
       "\n",
       "           arr_delay         flight       air_time       distance  \\\n",
       "count  327346.000000  336776.000000  327346.000000  336776.000000   \n",
       "mean        6.895377    1971.923620     150.686460    1039.912604   \n",
       "std        44.633292    1632.471938      93.688305     733.233033   \n",
       "min       -86.000000       1.000000      20.000000      17.000000   \n",
       "25%       -17.000000     553.000000      82.000000     502.000000   \n",
       "50%        -5.000000    1496.000000     129.000000     872.000000   \n",
       "75%        14.000000    3465.000000     192.000000    1389.000000   \n",
       "max      1272.000000    8500.000000     695.000000    4983.000000   \n",
       "\n",
       "                hour         minute  \n",
       "count  336776.000000  336776.000000  \n",
       "mean       13.180247      26.230100  \n",
       "std         4.661316      19.300846  \n",
       "min         1.000000       0.000000  \n",
       "25%         9.000000       8.000000  \n",
       "50%        13.000000      29.000000  \n",
       "75%        17.000000      44.000000  \n",
       "max        23.000000      59.000000  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0           0\n",
       "year                 0\n",
       "month                0\n",
       "day                  0\n",
       "dep_time          8255\n",
       "sched_dep_time       0\n",
       "dep_delay         8255\n",
       "arr_time          8713\n",
       "sched_arr_time       0\n",
       "arr_delay         9430\n",
       "carrier              0\n",
       "flight               0\n",
       "tailnum           2512\n",
       "origin               0\n",
       "dest                 0\n",
       "air_time          9430\n",
       "distance             0\n",
       "hour                 0\n",
       "minute               0\n",
       "time_hour            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.dropna()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>minute</th>\n",
       "      <td>0.022327</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1.000000</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                Unnamed: 0  year     month       day  dep_time  \\\n",
       "Unnamed: 0        1.000000   NaN  0.069908  0.087998  0.001921   \n",
       "year                   NaN   NaN       NaN       NaN       NaN   \n",
       "month             0.069908   NaN  1.000000  0.005036 -0.003735   \n",
       "day               0.087998   NaN  0.005036  1.000000 -0.000393   \n",
       "dep_time          0.001921   NaN -0.003735 -0.000393  1.000000   \n",
       "sched_dep_time    0.000332   NaN -0.003358  0.000077  0.954827   \n",
       "dep_delay         0.049187   NaN -0.020055  0.000591  0.259613   \n",
       "arr_time         -0.024916   NaN -0.002457 -0.005404  0.662509   \n",
       "sched_arr_time   -0.016895   NaN -0.003145 -0.002286  0.784442   \n",
       "arr_delay         0.018613   NaN -0.017382 -0.000319  0.232306   \n",
       "flight           -0.000234   NaN  0.000980 -0.000849  0.041530   \n",
       "air_time         -0.032866   NaN  0.010924  0.002236 -0.014619   \n",
       "distance          0.014855   NaN  0.020399  0.003216 -0.014134   \n",
       "hour             -0.000591   NaN -0.003986  0.000041  0.953515   \n",
       "minute            0.022327   NaN  0.014984  0.000874  0.091416   \n",
       "\n",
       "                sched_dep_time  dep_delay  arr_time  sched_arr_time  \\\n",
       "Unnamed: 0            0.000332   0.049187 -0.024916       -0.016895   \n",
       "year                       NaN        NaN       NaN             NaN   \n",
       "month                -0.003358  -0.020055 -0.002457       -0.003145   \n",
       "day                   0.000077   0.000591 -0.005404       -0.002286   \n",
       "dep_time              0.954827   0.259613  0.662509        0.784442   \n",
       "sched_dep_time        1.000000   0.198924  0.644387        0.780587   \n",
       "dep_delay             0.198924   1.000000  0.029421        0.160497   \n",
       "arr_time              0.644387   0.029421  1.000000        0.790789   \n",
       "sched_arr_time        0.780587   0.160497  0.790789        1.000000   \n",
       "arr_delay             0.173896   0.914803  0.024482        0.133261   \n",
       "flight                0.028401   0.053970  0.025007        0.013947   \n",
       "air_time             -0.015532  -0.022405  0.054296        0.078918   \n",
       "distance             -0.012933  -0.021681  0.047189        0.073614   \n",
       "hour                  0.999149   0.198269  0.644368        0.780562   \n",
       "minute                0.083106   0.028251  0.040746        0.049435   \n",
       "\n",
       "                arr_delay    flight  air_time  distance      hour    minute  \n",
       "Unnamed: 0       0.018613 -0.000234 -0.032866  0.014855 -0.000591  0.022327  \n",
       "year                  NaN       NaN       NaN       NaN       NaN       NaN  \n",
       "month           -0.017382  0.000980  0.010924  0.020399 -0.003986  0.014984  \n",
       "day             -0.000319 -0.000849  0.002236  0.003216  0.000041  0.000874  \n",
       "dep_time         0.232306  0.041530 -0.014619 -0.014134  0.953515  0.091416  \n",
       "sched_dep_time   0.173896  0.028401 -0.015532 -0.012933  0.999149  0.083106  \n",
       "dep_delay        0.914803  0.053970 -0.022405 -0.021681  0.198269  0.028251  \n",
       "arr_time         0.024482  0.025007  0.054296  0.047189  0.644368  0.040746  \n",
       "sched_arr_time   0.133261  0.013947  0.078918  0.073614  0.780562  0.049435  \n",
       "arr_delay        1.000000  0.072862 -0.035297 -0.061868  0.173456  0.021522  \n",
       "flight           0.072862  1.000000 -0.472838 -0.481460  0.027781  0.016756  \n",
       "air_time        -0.035297 -0.472838  1.000000  0.990650 -0.016277  0.017032  \n",
       "distance        -0.061868 -0.481460  0.990650  1.000000 -0.013731  0.018472  \n",
       "hour             0.173456  0.027781 -0.016277 -0.013731  1.000000  0.041931  \n",
       "minute           0.021522  0.016756  0.017032  0.018472  0.041931  1.000000  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.corr(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df2.corr(numeric_only=True), annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='dep_time', ylabel='sched_dep_time'>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Relationship between dep_time and sched_dep_time\n",
    "sns.scatterplot(x=\"dep_time\", y=\"sched_dep_time\", data=df2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='carrier', ylabel='dep_delay'>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"carrier\", y=\"dep_delay\", data=df2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EWR', 'LGA', 'JFK'], dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"origin\"].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1, 10, 11, 12,  2,  3,  4,  5,  6,  7,  8,  9])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"month\"].unique()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate Analysis\n",
    "\n",
    "1. Which months did we have the most flights?\n",
    "2. Do people fly more during the weekends? Friday, Saturday, Sunday\n",
    "3. Do you have more flights in the morning, afternoon, or evening?\n",
    "\n",
    "## Bivariate Analysis\n",
    "\n",
    "4. Which airline has the most delays?\n",
    "5. Which origin has the most delays?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/2742241391.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"month_name\"] = df2[\"month\"].map(year_map)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of Flights')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Months with the most flights, sorted by month number\n",
    "year_map = {\n",
    "    1: \"Jan\",\n",
    "    2: \"Feb\",\n",
    "    3: \"Mar\",\n",
    "    4: \"Apr\",\n",
    "    5: \"May\",\n",
    "    6: \"Jun\",\n",
    "    7: \"Jul\",\n",
    "    8: \"Aug\",\n",
    "    9: \"Sep\",\n",
    "    10: \"Oct\",\n",
    "    11: \"Nov\",\n",
    "    12: \"Dec\",\n",
    "}\n",
    "df2[\"month_name\"] = df2[\"month\"].map(year_map)\n",
    "sns.countplot(x=\"month_name\", data=df2, order=year_map.values())\n",
    "plt.xlabel(\"Month\")\n",
    "plt.ylabel(\"Number of Flights\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/1848948295.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"date\"] = pd.to_datetime(df2[[\"year\", \"month\", \"day\"]])\n",
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/1848948295.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"day_of_week\"] = df2[\"date\"].dt.dayofweek.apply(\n"
     ]
    },
    {
     "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>date</th>\n",
       "      <th>day_of_week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>336765</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>Weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336766</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>Weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336767</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>Weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336768</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>Weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336769</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>Weekday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             date day_of_week\n",
       "336765 2013-09-30     Weekday\n",
       "336766 2013-09-30     Weekday\n",
       "336767 2013-09-30     Weekday\n",
       "336768 2013-09-30     Weekday\n",
       "336769 2013-09-30     Weekday"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge year, month, day into one date column\n",
    "df2[\"date\"] = pd.to_datetime(df2[[\"year\", \"month\", \"day\"]])\n",
    "df2[\"day_of_week\"] = df2[\"date\"].dt.dayofweek.apply(\n",
    "    lambda x: \"Weekday\" if x < 5 else \"Weekend\"\n",
    ")\n",
    "df2[[\"date\", \"day_of_week\"]].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of Flights')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weekday flights vs weekend flights\n",
    "sns.countplot(x=\"day_of_week\", data=df2)\n",
    "plt.xlabel(\"Day of Week\")\n",
    "plt.ylabel(\"Number of Flights\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have more flights on\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Do you have more flights in the morning, afternoon, or evening?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/1826142031.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"time_of_day\"] = df2[\"hour\"].apply(time_of_day)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>hour</th>\n",
       "      <th>time_of_day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>Morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>Morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>Morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>Morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>Morning</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   hour time_of_day\n",
       "0     5     Morning\n",
       "1     5     Morning\n",
       "2     5     Morning\n",
       "3     5     Morning\n",
       "4     6     Morning"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Categorise flights by morning, afternoon or evening\n",
    "def time_of_day(x):\n",
    "    if x < 12:\n",
    "        return \"Morning\"\n",
    "    elif x < 17:\n",
    "        return \"Afternoon\"\n",
    "    else:\n",
    "        return \"Evening\"\n",
    "\n",
    "\n",
    "df2[\"time_of_day\"] = df2[\"hour\"].apply(time_of_day)\n",
    "df2[[\"hour\", \"time_of_day\"]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Morning, afternoon, evening flights in pie chart\n",
    "df2[\"time_of_day\"].value_counts().plot(kind=\"pie\", autopct=\"%1.1f%%\")\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most flights were in the morning, followed by the afternoon, and the least flights were in the evening.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/1152072678.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"origin\"] = df2[\"origin\"].replace(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of Flights')"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6devqySefVLdu3bR3715JP81SLVy4UFOnTtUTTzyh5s2b691339X58+e1ceNGSVJqaqri4+O1fPlyhYaGqkOHDlq8eLHef/99nT9/XpK0evVq3bp1S++8846aNm2qPn366MUXX9SCBQtsWRYtWqTu3btrwoQJaty4sV5++WW1bNnSNmsHAADKNodLVVBQkJKSkpSTk6P4+Hh169ZNknTlyhV5eXkZGu7hhx9WQkKCTpw4IUk6dOiQvvzySz322GOSpNOnTys9PV3h4eG2x/j6+io0NFRJSUmSpKSkJFWpUkWtW7e2jQkPD5ebm5v27NljG/PII4/Iw8PDNiYiIkJpaWm6cuWKbcydz3N7zO3nuZubN28qOzvb7gYAAEond0cfMGbMGPXv31+VKlVSnTp11LlzZ0k/vS0YEhJiaLjJkycrOztbjRo1Urly5VRQUKBXX31V/fv3lySlp6dLkvz9/e0e5+/vb9uXnp6uGjVq2O13d3dX1apV7cYEBwcXOcbtfX5+fkpPT//F57mbWbNmacaMGY6+bAAA4IIcLlUvvPCCQkNDdfbsWXXt2lVubj9Ndt1///169dVXDQ33wQcfaPXq1XrvvffUtGlTpaSkaMyYMQoMDNTAgQMNfa6SMGXKFMXExNjuZ2dnKygoyMREAACgpDj89t/MmTPVuHFj/fnPf1alSpVs2//rv/5Ln3/+uaHhJkyYoMmTJ6tPnz4KCQnRM888o7Fjx2rWrFmSpICAAElSRkaG3eMyMjJs+wICAnTx4kW7/fn5+bp8+bLdmLsd487n+Lkxt/ffjaenp3x8fOxuAACgdHK4VM2YMaPIcgSSlJuba/hbXbm5ubaZsNvKlSunwsJCSVJwcLACAgKUkJBg25+dna09e/YoLCxMkhQWFqbMzEwlJyfbxmzbtk2FhYUKDQ21jUlMTFReXp5tzNatW9WwYUP5+fnZxtz5PLfH3H4eAABQtjlcqqxWqywWS5Hthw4dsn0q0CiPP/64Xn31VW3ZskXfffedNmzYoAULFujPf/6zJMlisWjMmDF65ZVXtGnTJh05ckQDBgxQYGCgoqKiJEmNGzdW9+7dNXToUO3du1e7du3SyJEj1adPHwUGBkqS+vXrJw8PD0VHR+vYsWNau3atFi1aZPfW3ejRoxUfH6/58+fr+PHjmj59uvbv36+RI0ca+poBAIBrKvY1VX5+frJYLLJYLHrggQfsilVBQYGuXbum4cOHGxpu8eLFmjZtml544QVdvHhRgYGBeu655xQbG2sbM3HiROXk5GjYsGHKzMxUhw4dFB8fb/dJxNWrV2vkyJHq0qWL3Nzc1KtXL8XFxdn2+/r66rPPPtOIESPUqlUr3XfffYqNjbVby+rhhx/We++9p6lTp+p//ud/1KBBA23cuFHNmjUz9DUDAADXZLHeuTz5L1i1apWsVqsGDx6shQsXytfX17bPw8NDdevW5a2wX5GdnS1fX19lZWU59fVVdSdvMTtCqfHd7EizI5QanJfG4Jw0DuekcZz9vCzu3+9iz1Td/rRdcHCwHn74YZUvX/73pwQAACglHF5SoVOnTiosLNSJEyd08eJF20Xjtz3yyCOGhQMAAHAVDpeqr776Sv369dOZM2f0n+8cWiwWFRQUGBYOAADAVThcqoYPH67WrVtry5Ytqlmz5l0/CQgAAFDWOFyqvvnmG/3rX/9S/fr1SyIPAACAS3J4narQ0FCdPHmyJLIAAAC4rGLNVB0+fNj286hRozRu3Dilp6crJCSkyKcAmzdvbmxCAAAAF1CsUtWiRQtZLBa7C9MHDx5s+/n2Pi5UBwAAZVWxStXp06dLOgcAAIBLK1apqlOnTknnAAAAcGkOf/pv06ZNd91usVjk5eWl+vXrKzg4+HcHAwAAcCUOl6qoqKgi11dJ9tdVdejQQRs3bpSfn59hQQEAAJyZw0sqbN26VW3atNHWrVuVlZWlrKwsbd26VaGhodq8ebMSExP1448/avz48SWRFwAAwCk5PFM1evRovfXWW3r44Ydt27p06SIvLy8NGzZMx44d08KFC+0+HQgAAFDaOTxTderUKfn4+BTZ7uPjo2+//VaS1KBBA/3www+/Px0AAICLcLhUtWrVShMmTNClS5ds2y5duqSJEyeqTZs2kn76KpugoCDjUgIAADg5h9/+W7FihZ544gnVqlXLVpzOnTun+++/X//+978lSdeuXdPUqVONTQoAAODEHC5VDRs21Ndff63PPvtMJ06csG3r2rWr3Nx+mviKiooyNCQAAICzc7hUSZKbm5u6d++u7t27G50HAADAJRWrVMXFxWnYsGHy8vJSXFzcL4598cUXDQkGAADgSopVql5//XX1799fXl5eev311392nMVioVQBAIAyyeEvVObLlQEAAIpyeEkFAAAAFFWsmaqYmJhiH3DBggW/OQwAAICrKlapOnjwYLEOZrFYflcYAAAAV1WsUrV9+/aSzgEAAODSin1N1bfffiur1VqSWQAAAFxWsUtVgwYN7L7vr3fv3srIyCiRUAAAAK6m2KXqP2epPv74Y+Xk5BgeCAAAwBWxpAIAAIABil2qLBZLkU/38Wk/AACAnxT7C5WtVqueffZZeXp6SpJu3Lih4cOHq2LFinbj1q9fb2xCAAAAF1DsUjVw4EC7+08//bThYQAAAFxVsUvV3//+95LMAQAA4NK4UB0AAMAAlCoAAAADUKoAAAAMQKkCAAAwQLFKVcuWLXXlyhVJ0syZM5Wbm1uioQAAAFxNsUpVamqq7StpZsyYoWvXrpVoKAAAAFdTrCUVWrRooUGDBqlDhw6yWq3661//qkqVKt11bGxsrKEBAQAAXEGxStXKlSv10ksvafPmzbJYLPrkk0/k7l70oRaLhVIFAADKpGKVqoYNG+r999+XJLm5uSkhIUE1atQo0WAAAACupNgrqt9WWFhYEjkAAABcmsOlSpJOnTqlhQsXKjU1VZLUpEkTjR49WvXq1TM0HAAAgKtweJ2qTz/9VE2aNNHevXvVvHlzNW/eXHv27FHTpk21devWksgIAADg9ByeqZo8ebLGjh2r2bNnF9k+adIkde3a1bBwAAAArsLhmarU1FRFR0cX2T548GB9/fXXhoQCAABwNQ6XqurVqyslJaXI9pSUFD4RCAAAyiyHS9XQoUM1bNgwzZkzR1988YW++OILzZ49W88995yGDh1qeMD//d//1dNPP61q1arJ29tbISEh2r9/v22/1WpVbGysatasKW9vb4WHh+ubb76xO8bly5fVv39/+fj4qEqVKoqOji6yKvzhw4fVsWNHeXl5KSgoSHPnzi2SZd26dWrUqJG8vLwUEhKijz/+2PDXCwAAXJPDpWratGmKjY3V4sWL1alTJ3Xq1ElLlizR9OnTNXXqVEPDXblyRe3bt1f58uX1ySef6Ouvv9b8+fPl5+dnGzN37lzFxcVp2bJl2rNnjypWrKiIiAjduHHDNqZ///46duyYtm7dqs2bNysxMVHDhg2z7c/Ozla3bt1Up04dJScna968eZo+fbreeust25jdu3erb9++io6O1sGDBxUVFaWoqCgdPXrU0NcMAABck8VqtVp/64OvXr0qSapcubJhge40efJk7dq1S1988cVd91utVgUGBmrcuHEaP368JCkrK0v+/v5auXKl+vTpo9TUVDVp0kT79u1T69atJUnx8fHq0aOHvv/+ewUGBmrp0qX6y1/+ovT0dHl4eNiee+PGjTp+/LgkqXfv3srJydHmzZttz9+uXTu1aNFCy5YtK9bryc7Olq+vr7KysuTj4/Obfy8lre7kLWZHKDW+mx1pdoRSg/PSGJyTxuGcNI6zn5fF/fvt8EzVnSpXrlxihUqSNm3apNatW+u///u/VaNGDT300EN6++23bftPnz6t9PR0hYeH27b5+voqNDRUSUlJkqSkpCRVqVLFVqgkKTw8XG5ubtqzZ49tzCOPPGIrVJIUERGhtLQ0XblyxTbmzue5Peb289zNzZs3lZ2dbXcDAACl0+8qVSXt22+/1dKlS9WgQQN9+umnev755/Xiiy9q1apVkqT09HRJkr+/v93j/P39bfvS09OLXEDv7u6uqlWr2o252zHufI6fG3N7/93MmjVLvr6+tltQUJBDrx8AALgOpy5VhYWFatmypV577TU99NBDGjZsmIYOHVrst9vMNmXKFGVlZdlu586dMzsSAAAoIU5dqmrWrKkmTZrYbWvcuLHOnj0rSQoICJAkZWRk2I3JyMiw7QsICNDFixft9ufn5+vy5ct2Y+52jDuf4+fG3N5/N56envLx8bG7AQCA0smhUpWXl6cuXboUWbKgpLRv315paWl2206cOKE6depIkoKDgxUQEKCEhATb/uzsbO3Zs0dhYWGSpLCwMGVmZio5Odk2Ztu2bSosLFRoaKhtTGJiovLy8mxjtm7dqoYNG9o+aRgWFmb3PLfH3H4eAABQtjlUqsqXL6/Dhw+XVJYixo4dq6+++kqvvfaaTp48qffee09vvfWWRowYIUmyWCwaM2aMXnnlFW3atElHjhzRgAEDFBgYqKioKEk/zWx1795dQ4cO1d69e7Vr1y6NHDlSffr0UWBgoCSpX79+8vDwUHR0tI4dO6a1a9dq0aJFiomJsWUZPXq04uPjNX/+fB0/flzTp0/X/v37NXLkyHv2+wAAAM7L4bf/nn76aa1YsaIkshTRpk0bbdiwQWvWrFGzZs308ssva+HCherfv79tzMSJEzVq1CgNGzZMbdq00bVr1xQfHy8vLy/bmNWrV6tRo0bq0qWLevTooQ4dOtitQeXr66vPPvtMp0+fVqtWrTRu3DjFxsbarWX18MMP20rdgw8+qH/961/auHGjmjVrdk9+FwAAwLk5vE7VqFGj9O6776pBgwZq1aqVKlasaLd/wYIFhgYsTVinquxx9rVXXAnnpTE4J43DOWkcZz8vi/v3293RAx89elQtW7aU9NP1TXeyWCyOHg4AAKBUcLhUbd++vSRyAAAAuLTfvKTCyZMn9emnn+r69euSfvrKGAAAgLLK4VL1448/qkuXLnrggQfUo0cPXbhwQZIUHR2tcePGGR4QAADAFThcqsaOHavy5cvr7NmzqlChgm177969FR8fb2g4AAAAV+HwNVWfffaZPv30U9WqVctue4MGDXTmzBnDggEAALgSh2eqcnJy7Gaobrt8+bI8PT0NCQUAAOBqHC5VHTt21Lvvvmu7b7FYVFhYqLlz5+rRRx81NBwAAICrcPjtv7lz56pLly7av3+/bt26pYkTJ+rYsWO6fPmydu3aVRIZAQAAnJ7DM1XNmjXTiRMn1KFDBz3xxBPKyclRz549dfDgQdWrV68kMgIAADg9h2eqpJ++K+8vf/mL0VkAAABc1m8qVVeuXNGKFSuUmpoqSWrSpIkGDRqkqlWrGhoOAADAVTj89l9iYqLq1q2ruLg4XblyRVeuXFFcXJyCg4OVmJhYEhkBAACcnsMzVSNGjFDv3r21dOlSlStXTpJUUFCgF154QSNGjNCRI0cMDwkAAODsHJ6pOnnypMaNG2crVJJUrlw5xcTE6OTJk4aGAwAAcBUOl6qWLVvarqW6U2pqqh588EFDQgEAALiaYr39d/jwYdvPL774okaPHq2TJ0+qXbt2kqSvvvpKb7zxhmbPnl0yKQEAAJxcsUpVixYtZLFYZLVabdsmTpxYZFy/fv3Uu3dv49IBAAC4iGKVqtOnT5d0DgAAAJdWrFJVp06dks4BAADg0n7T4p/nz5/Xl19+qYsXL6qwsNBu34svvmhIMAAAAFficKlauXKlnnvuOXl4eKhatWqyWCy2fRaLhVIFAADKJIdL1bRp0xQbG6spU6bIzc3hFRkAAABKJYdbUW5urvr06UOhAgAAuIPDzSg6Olrr1q0riSwAAAAuy+G3/2bNmqU//vGPio+PV0hIiMqXL2+3f8GCBYaFAwAAcBW/qVR9+umnatiwoSQVuVAdAACgLHK4VM2fP1/vvPOOnn322RKIAwAA4JocvqbK09NT7du3L4ksAAAALsvhUjV69GgtXry4JLIAAAC4LIff/tu7d6+2bdumzZs3q2nTpkUuVF+/fr1h4QAAAFyFw6WqSpUq6tmzZ0lkAQAAcFkOl6q///3vJZEDAADApbEsOgAAgAEcnqkKDg7+xfWovv32298VCAAAwBU5XKrGjBljdz8vL08HDx5UfHy8JkyYYFQuAAAAl+JwqRo9evRdt7/xxhvav3//7w4EAADgigy7puqxxx7Thx9+aNThAAAAXIphpepf//qXqlatatThAAAAXIrDb/899NBDdheqW61Wpaen69KlS3rzzTcNDQcAAOAqHC5VUVFRdvfd3NxUvXp1de7cWY0aNTIqFwAAgEtxuFS99NJLJZEDAADApbH4JwAAgAGKPVPl5ub2i4t+SpLFYlF+fv7vDgUAAOBqil2qNmzY8LP7kpKSFBcXp8LCQkNCAQAAuJpil6onnniiyLa0tDRNnjxZH330kfr376+ZM2caGg4AAMBV/KZrqs6fP6+hQ4cqJCRE+fn5SklJ0apVq1SnTh2j8wEAALgEh0pVVlaWJk2apPr16+vYsWNKSEjQRx99pGbNmpVUPgAAAJdQ7Lf/5s6dqzlz5iggIEBr1qy569uBAAAAZVWxZ6omT56sGzduqH79+lq1apV69ux511tJmj17tiwWi8aMGWPbduPGDY0YMULVqlVTpUqV1KtXL2VkZNg97uzZs4qMjFSFChVUo0YNTZgwocinFHfs2KGWLVvK09NT9evX18qVK4s8/xtvvKG6devKy8tLoaGh2rt3b0m8TAAA4IKKPVM1YMCAX11SoSTt27dPf/vb39S8eXO77WPHjtWWLVu0bt06+fr6auTIkerZs6d27dolSSooKFBkZKQCAgK0e/duXbhwQQMGDFD58uX12muvSZJOnz6tyMhIDR8+XKtXr1ZCQoKGDBmimjVrKiIiQpK0du1axcTEaNmyZQoNDdXChQsVERGhtLQ01ahR497+MgAAgNOxWK1Wq9khfs21a9fUsmVLvfnmm3rllVfUokULLVy4UFlZWapevbree+89Pfnkk5Kk48ePq3HjxkpKSlK7du30ySef6I9//KPOnz8vf39/SdKyZcs0adIkXbp0SR4eHpo0aZK2bNmio0eP2p6zT58+yszMVHx8vCQpNDRUbdq00ZIlSyRJhYWFCgoK0qhRozR58uRivY7s7Gz5+voqKytLPj4+Rv6KDFV38hazI5Qa382ONDtCqcF5aQzOSeNwThrH2c/L4v79dokV1UeMGKHIyEiFh4fbbU9OTlZeXp7d9kaNGql27dpKSkqS9NMaWiEhIbZCJUkRERHKzs7WsWPHbGP+89gRERG2Y9y6dUvJycl2Y9zc3BQeHm4bczc3b95Udna23Q0AAJRODn/33732/vvv68CBA9q3b1+Rfenp6fLw8FCVKlXstvv7+ys9Pd025s5CdXv/7X2/NCY7O1vXr1/XlStXVFBQcNcxx48f/9nss2bN0owZM4r3QgEAgEtz6pmqc+fOafTo0Vq9erW8vLzMjuOwKVOmKCsry3Y7d+6c2ZEAAEAJcepSlZycrIsXL6ply5Zyd3eXu7u7du7cqbi4OLm7u8vf31+3bt1SZmam3eMyMjIUEBAgSQoICCjyacDb939tjI+Pj7y9vXXfffepXLlydx1z+xh34+npKR8fH7sbAAAonZy6VHXp0kVHjhxRSkqK7da6dWv179/f9nP58uWVkJBge0xaWprOnj2rsLAwSVJYWJiOHDmiixcv2sZs3bpVPj4+atKkiW3Mnce4Peb2MTw8PNSqVSu7MYWFhUpISLCNAQAAZZtTX1NVuXLlIqu1V6xYUdWqVbNtj46OVkxMjKpWrSofHx+NGjVKYWFhateunSSpW7duatKkiZ555hnNnTtX6enpmjp1qkaMGCFPT09J0vDhw7VkyRJNnDhRgwcP1rZt2/TBBx9oy5b//2RHTEyMBg4cqNatW6tt27ZauHChcnJyNGjQoHv02wAAAM7MqUtVcbz++utyc3NTr169dPPmTUVEROjNN9+07S9Xrpw2b96s559/XmFhYapYsaIGDhxo9+XPwcHB2rJli8aOHatFixapVq1aWr58uW2NKknq3bu3Ll26pNjYWKWnp6tFixaKj48vcvE6AAAom1xinarSgnWqyh5nX3vFlXBeGoNz0jick8Zx9vOyVK1TBQAA4OwoVQAAAAagVAEAABiAUgUAAGAAShUAAIABKFUAAAAGoFQBAAAYgFIFAABgAEoVAACAAShVAAAABqBUAQAAGIBSBQAAYABKFQAAgAEoVQAAAAagVAEAABiAUgUAAGAAShUAAIABKFUAAAAGoFQBAAAYgFIFAABgAEoVAACAAShVAAAABqBUAQAAGIBSBQAAYABKFQAAgAEoVQAAAAagVAEAABiAUgUAAGAAShUAAIABKFUAAAAGoFQBAAAYgFIFAABgAEoVAACAAShVAAAABqBUAQAAGIBSBQAAYABKFQAAgAEoVQAAAAagVAEAABiAUgUAAGAAShUAAIABKFUAAAAGoFQBAAAYgFIFAABgAEoVAACAAShVAAAABqBUAQAAGIBSBQAAYABKFQAAgAGculTNmjVLbdq0UeXKlVWjRg1FRUUpLS3NbsyNGzc0YsQIVatWTZUqVVKvXr2UkZFhN+bs2bOKjIxUhQoVVKNGDU2YMEH5+fl2Y3bs2KGWLVvK09NT9evX18qVK4vkeeONN1S3bl15eXkpNDRUe/fuNfw1AwAA1+TUpWrnzp0aMWKEvvrqK23dulV5eXnq1q2bcnJybGPGjh2rjz76SOvWrdPOnTt1/vx59ezZ07a/oKBAkZGRunXrlnbv3q1Vq1Zp5cqVio2NtY05ffq0IiMj9eijjyolJUVjxozRkCFD9Omnn9rGrF27VjExMXrppZd04MABPfjgg4qIiNDFixfvzS8DAAA4NYvVarWaHaK4Ll26pBo1amjnzp165JFHlJWVperVq+u9997Tk08+KUk6fvy4GjdurKSkJLVr106ffPKJ/vjHP+r8+fPy9/eXJC1btkyTJk3SpUuX5OHhoUmTJmnLli06evSo7bn69OmjzMxMxcfHS5JCQ0PVpk0bLVmyRJJUWFiooKAgjRo1SpMnTy5W/uzsbPn6+iorK0s+Pj5G/moMVXfyFrMjlBrfzY40O0KpwXlpDM5J43BOGsfZz8vi/v126pmq/5SVlSVJqlq1qiQpOTlZeXl5Cg8Pt41p1KiRateuraSkJElSUlKSQkJCbIVKkiIiIpSdna1jx47Zxtx5jNtjbh/j1q1bSk5Othvj5uam8PBw25i7uXnzprKzs+1uAACgdHKZUlVYWKgxY8aoffv2atasmSQpPT1dHh4eqlKlit1Yf39/paen28bcWahu77+975fGZGdn6/r16/rhhx9UUFBw1zG3j3E3s2bNkq+vr+0WFBTk+AsHAAAuwWVK1YgRI3T06FG9//77ZkcptilTpigrK8t2O3funNmRAABACXE3O0BxjBw5Ups3b1ZiYqJq1apl2x4QEKBbt24pMzPTbrYqIyNDAQEBtjH/+Sm9258OvHPMf35iMCMjQz4+PvL29la5cuVUrly5u465fYy78fT0lKenp+MvGAAAuBynnqmyWq0aOXKkNmzYoG3btik4ONhuf6tWrVS+fHklJCTYtqWlpens2bMKCwuTJIWFhenIkSN2n9LbunWrfHx81KRJE9uYO49xe8ztY3h4eKhVq1Z2YwoLC5WQkGAbAwAAyjannqkaMWKE3nvvPf373/9W5cqVbdcv+fr6ytvbW76+voqOjlZMTIyqVq0qHx8fjRo1SmFhYWrXrp0kqVu3bmrSpImeeeYZzZ07V+np6Zo6dapGjBhhm0UaPny4lixZookTJ2rw4MHatm2bPvjgA23Z8v+f7IiJidHAgQPVunVrtW3bVgsXLlROTo4GDRp0738xAADA6Th1qVq6dKkkqXPnznbb//73v+vZZ5+VJL3++utyc3NTr169dPPmTUVEROjNN9+0jS1Xrpw2b96s559/XmFhYapYsaIGDhyomTNn2sYEBwdry5YtGjt2rBYtWqRatWpp+fLlioiIsI3p3bu3Ll26pNjYWKWnp6tFixaKj48vcvE6AAAom1xqnSpXxzpVZY+zr73iSjgvjcE5aRzOSeM4+3lZKtepAgAAcFaUKgAAAANQqgAAAAxAqQIAADAApQoAAMAAlCoAAAADUKoAAAAMQKkCAAAwAKUKAADAAJQqAAAAA1CqAAAADECpAgAAMAClCgAAwACUKgAAAANQqgAAAAxAqQIAADAApQoAAMAAlCoAAAADUKoAAAAMQKkCAAAwAKUKAADAAJQqAAAAA1CqAAAADECpAgAAMAClCgAAwACUKgAAAANQqgAAAAxAqQIAADAApQoAAMAAlCoAAAADUKoAAAAMQKkCAAAwAKUKAADAAJQqAAAAA1CqAAAADECpAgAAMAClCgAAwACUKgAAAANQqgAAAAxAqQIAADAApQoAAMAAlCoAAAADUKoAAAAMQKkCAAAwAKUKAADAAJQqAAAAA1CqAAAADECpAgAAMAClCgAAwACUKge98cYbqlu3rry8vBQaGqq9e/eaHQkAADgBSpUD1q5dq5iYGL300ks6cOCAHnzwQUVEROjixYtmRwMAACajVDlgwYIFGjp0qAYNGqQmTZpo2bJlqlChgt555x2zowEAAJO5mx3AVdy6dUvJycmaMmWKbZubm5vCw8OVlJR018fcvHlTN2/etN3PysqSJGVnZ5ds2N+p8Gau2RFKDWf/b+1KOC+NwTlpHM5J4zj7eXk7n9Vq/cVxlKpi+uGHH1RQUCB/f3+77f7+/jp+/PhdHzNr1izNmDGjyPagoKASyQjn47vQ7ASAPc5JOCNXOS+vXr0qX1/fn91PqSpBU6ZMUUxMjO1+YWGhLl++rGrVqslisZiYzPVlZ2crKChI586dk4+Pj9lxAM5JOB3OSeNYrVZdvXpVgYGBvziOUlVM9913n8qVK6eMjAy77RkZGQoICLjrYzw9PeXp6Wm3rUqVKiUVsUzy8fHhfxZwKpyTcDack8b4pRmq27hQvZg8PDzUqlUrJSQk2LYVFhYqISFBYWFhJiYDAADOgJkqB8TExGjgwIFq3bq12rZtq4ULFyonJ0eDBg0yOxoAADAZpcoBvXv31qVLlxQbG6v09HS1aNFC8fHxRS5eR8nz9PTUSy+9VOTtVcAsnJNwNpyT957F+mufDwQAAMCv4poqAAAAA1CqAAAADECpAgAAMAClCgAAwACUKgBw0Lfffmt2BABOiFIFAA6qX7++Hn30Uf3zn//UjRs3zI4DwElQquAyvv/++5/d99VXX93DJCjrDhw4oObNmysmJkYBAQF67rnntHfvXrNjATAZ61TBZTRp0kRffvmlqlatard9165dioyMVGZmpjnBUGbl5+dr06ZNWrlypeLj4/XAAw9o8ODBeuaZZ1S9enWz4wG6ceOGbt26ZbeN7wEsOcxUwWW0a9dO3bp109WrV23bEhMT1aNHD7300ksmJkNZ5e7urp49e2rdunWaM2eOTp48qfHjxysoKEgDBgzQhQsXzI6IMig3N1cjR45UjRo1VLFiRfn5+dndUHIoVXAZy5cvV+3atfX444/r5s2b2r59uyIjIzVz5kyNHTvW7Hgog/bv368XXnhBNWvW1IIFCzR+/HidOnVKW7du1fnz5/XEE0+YHRFl0IQJE7Rt2zYtXbpUnp6eWr58uWbMmKHAwEC9++67Zscr1Xj7Dy7l1q1bioyMVG5urg4fPqxZs2Zp5MiRZsdCGbNgwQL9/e9/V1pamnr06KEhQ4aoR48ecnP7/3+nfv/996pbt67y8/NNTIqyqHbt2nr33XfVuXNn+fj46MCBA6pfv77+8Y9/aM2aNfr444/NjlhqUarg1A4fPlxk29WrV9W3b19FRkbq+eeft21v3rz5vYyGMqxBgwYaPHiwnn32WdWsWfOuY27duqU1a9Zo4MCB9zgdyrpKlSrp66+/Vu3atVWrVi2tX79ebdu21enTpxUSEqJr166ZHbHUolTBqbm5uclisejO0/TO+7d/tlgsKigoMCsmADiN5s2ba/HixerUqZPCw8PVokUL/fWvf1VcXJzmzp37i5+kxu/jbnYA4JecPn3a7AiApLvPmv4cZk1hpkGDBunQoUPq1KmTJk+erMcff1xLlixRXl6eFixYYHa8Uo2ZKriEvLw8Pffcc5o2bZqCg4PNjoMy6D9nTS0Wy8+OZdYUzuTMmTNKTk5W/fr1KfwljFIFl+Hr66uUlBRKFUxx5swZ288HDx7U+PHjNWHCBIWFhUmSkpKSNH/+fM2dO1dRUVEmpQRgJkoVXMbAgQPVokULlk+A6dq2bavp06erR48edts//vhjTZs2TcnJySYlQ1kVFxenYcOGycvLS3Fxcb849sUXX7xHqcoeShVcxiuvvKL58+erS5cuatWqlSpWrGi3n/9R4F7x9vbWgQMH1LhxY7vtqampatmypa5fv25SMpRVwcHB2r9/v6pVq/aLs/kWi4UvBC9BlCq4DP5HAWfRsmVLNWvWTMuXL5eHh4ekn5ZQGDJkiI4ePaoDBw6YnBCAGShVAOCgvXv36vHHH5fVarVd+Hv48GFZLBZ99NFHatu2rckJAZiBUgUAv0FOTo5Wr16t48ePS5IaN26sfv36FXlbGrgXYmJiij2WZRVKDqUKLuX777/Xpk2bdPbs2SLfvM7/KACUVY8++qjd/QMHDig/P18NGzaUJJ04cULlypVTq1attG3bNjMilgks/gmXkZCQoD/96U+6//77dfz4cTVr1kzfffedrFarWrZsaXY8lDH/+Mc/9Le//U3ffvutkpKSVKdOHb3++uu6//77+SJl3HPbt2+3/bxgwQJVrlxZq1atkp+fnyTpypUrGjRokDp27GhWxDLB7deHAM5hypQpGj9+vI4cOSIvLy99+OGHOnfunDp16qT//u//NjseypClS5cqJiZGjz32mK5cuWJb7NPPz08LFy40NxzKvPnz52vWrFm2QiX9dG7e/gQ1Sg6lCi4jNTVVAwYMkCS5u7vr+vXrqlSpkmbOnKk5c+aYnA5lyeLFi/X222/rL3/5i9zd/3/Cv3Xr1jpy5IiJyQApOztbly5dKrL90qVLunr1qgmJyg5KFVxGxYoVbddR1axZU6dOnbLt++GHH8yKhTLo9OnTeuihh4ps9/T0VE5OjgmJgP/35z//WYMGDdL69ev1/fff6/vvv9eHH36o6Oho9ezZ0+x4pRrXVMFltGvXTl9++aUaN26sHj16aNy4cTpy5IjWr1+vdu3amR0PZUhwcLBSUlJUp04du+3x8fFFFgQF7rVly5Zp/Pjx6tevn/Ly8iT9NLsfHR2tefPmmZyudKNUwWUsWLBA165dkyTNmDFD165d09q1a9WgQQM++Yd7KiYmRiNGjNCNGzdktVq1d+9erVmzRrNmzdLy5cvNjocyrKCgQPv379err76qefPm2Wb069Wrx3If9wBLKgDAb7B69WpNnz7d9kcrMDBQM2bMUHR0tMnJUNZ5eXkpNTWVL583AaUKLiM2NlaPPvqowsLC5OXlZXYcQJKUm5ura9euqUaNGmZHAST99IGJOXPmqEuXLmZHKXMoVXAZXbt2VVJSkvLz89WmTRt16tRJnTt3Vvv27eXt7W12PABwCvHx8ZoyZYpefvnlu375vI+Pj0nJSj9KFVxKfn6+9uzZo8TERO3cuVO7d+/WzZs31aZNG3355Zdmx0MZkZGRofHjxyshIUEXL17Uf/5v9Pa6VYAZ3Nz+/4P9FovF9rPVapXFYuH8LEFcqA6X4u7urvbt26t69eqqWrWqKleurI0bN9q+fw24F5599lmdPXtW06ZNU82aNe3+cAFmu3N1ddxbzFTBZbz11lvasWOHdu7cqZs3b6pjx47q3LmzOnfurObNm/OHDfdM5cqV9cUXX6hFixZmRwHgRJipgssYPny4qlevrnHjxumFF15QpUqVzI6EMiooKKjIW36As8nNzb3rl883b97cpESlHzNVcBkbN25UYmKiduzYodTUVD300EO2maoOHTqoQoUKZkdEGfHZZ59p/vz5+tvf/qa6deuaHQewc+nSJQ0aNEiffPLJXfdzTVXJoVTBJWVlZemLL77QunXrtGbNGrm5uenGjRtmx0IZ4efnp9zcXOXn56tChQoqX7683f7Lly+blAyQ+vfvrzNnzmjhwoXq3LmzNmzYoIyMDNsXKkdGRpodsdTi7T+4lB9//FE7d+7Ujh07tGPHDh07dkx+fn7q2LGj2dFQhixcuNDsCMDP2rZtm/7973+rdevWcnNzU506ddS1a1f5+Pho1qxZlKoSRKmCywgJCVFqaqr8/Pz0yCOPaOjQoerUqRPXB+CeGzhwoNkRgJ+Vk5NjW4zWz89Ply5d0gMPPKCQkBAdOHDA5HSlG6UKLmP48OHq1KmTmjVrZnYUQIWFhTp58qQuXryowsJCu32PPPKISakAqWHDhkpLS1PdunX14IMP2q79W7ZsmWrWrGl2vFKNa6rgcm7duqXTp0+rXr16cnfn3wW497766iv169dPZ86cKfIpQBZXhNn++c9/Kj8/X88++6ySk5PVvXt3Xb58WR4eHlq5cqV69+5tdsRSi1IFl3H9+nWNHDlSq1atkiSdOHFC999/v0aNGqU//OEPmjx5sskJUVa0aNFCDzzwgGbMmHHXxT99fX1NSgYUlZubq+PHj6t27dq67777zI5Tqrn9+hDAOUyePFmHDh3Sjh077L5QOTw8XGvXrjUxGcqab775Rq+99poaN26sKlWqyNfX1+4GOJMKFSqoZcuWFKp7gPdO4DI2btyotWvXql27dnYzA02bNtWpU6dMTIayJjQ0VCdPnlT9+vXNjgIUMXjw4F/c/84779yjJGUPpQou49KlS7ZPtNwpJyeHr6jBPTVq1CiNGzdO6enpCgkJKbJOFZ9IhZmuXLlidz8vL09Hjx5VZmam/uu//sukVGUDpQouo3Xr1tqyZYtGjRol6f+/fX358uUKCwszMxrKmF69ekmynxGwWCyyWq1cqA7Tbdiwoci2wsJCPf/886pXr54JicoOLlSHy/jyyy/12GOP6emnn9bKlSv13HPP6euvv9bu3bu1c+dOtWrVyuyIKCPOnDnzi/vr1Klzj5IAxZeWlqbOnTvrwoULZkcptZipgsvo0KGDUlJSNHv2bIWEhOizzz5Ty5YtlZSUpJCQELPjoQyhNMEVnTp1Svn5+WbHKNWYqQKA3+Af//iHli1bptOnTyspKUl16tTRwoULFRwcrCeeeMLseCjDYmJi7O5brVZduHBBW7Zs0cCBA7VkyRKTkpV+LKkAp+fm5qZy5cr94o1FQHEvLV26VDExMerRo4cyMzNt11BVqVKF7wWE6Q4ePGh3O3z4sCRp/vz5nJ8ljJkqOL1///vfP7svKSlJcXFxKiws1I0bN+5hKpRlTZo00WuvvaaoqChVrlxZhw4d0v3336+jR4+qc+fO+uGHH8yOCMAE/PMeTu9ub6WkpaVp8uTJ+uijj9S/f3/NnDnThGQoq06fPq2HHnqoyHZPT0/l5OSYkAiAM+DtP7iU8+fPa+jQoQoJCVF+fr5SUlK0atUqLhzGPRUcHKyUlJQi2+Pj49W4ceN7HwjQTxei37nMR+3atVW1alXbrXr16kpLSzMxYenHTBVcQlZWll577TUtXrxYLVq0UEJCgjp27Gh2LJRRMTExGjFihG7cuCGr1aq9e/dqzZo1mjVrlpYvX252PJRRixcvlr+/v+3+lStXFBsba1s0ee3atXr99de1bNkysyKWepQqOL25c+dqzpw5CggI0Jo1a/hkFUw3ZMgQeXt7a+rUqcrNzVW/fv0UGBioRYsW6cknnzQ7HsqohIQErVixwm5br169dP/990uS6tatqyFDhpgRrczgQnU4PTc3N3l7eys8PFzlypX72XHr16+/h6lQFn3wwQd66qmn7Lbl5ubq2rVrqlGjhvLz8/XUU09xLsIUlStXVmpqqmrVqiVJGjt2rKZOnapq1apJ+mnR2kaNGun69etmxizVmKmC0xswYADf7QenMGDAAPn5+alr1662bRUqVFCFChVUUFCg3r17KykpycSEKMvc3Nx0/vx5W6l6/fXX7fZnZGQU+Z5KGItSBae3cuVKsyMAkqQ5c+aoZ8+e+vzzzxUaGmrbXlBQoKeeekpffvmltm3bZmJClGVNmzbV559/rrZt2951/6effqpmzZrd41RlC5/+A4BiGj16tG3Rz2PHjkmSbYbqiy++UEJCgpo2bWpySpRVgwYN0quvvqotW7YU2ffRRx9p9uzZGjRokAnJyg6uqQIAB40aNUrr16/X9u3bNXXqVG3fvl0JCQlq3ry52dFQxvXt21dr165Vo0aN1LBhQ0k/reuXlpamXr166YMPPjA5YelGqQKA3+Dpp5/Whx9+qEqVKlGo4FTef/99vf/++zpx4oQkqUGDBurbt6/69OljcrLSj1IFAMV05xfV5uXl6e2331bHjh0VEhJiN27BggX3OhoAJ0CpAoBievTRR391jMVi4WJ1OI0bN27o1q1bdtt8fHxMSlP6UaoAAChFcnJyNGnSJH3wwQf68ccfi+wvKCgwIVXZwKf/AAAoRSZOnKht27Zp6dKl8vT01PLlyzVjxgwFBgbq3XffNTteqcZMFQAApUjt2rX17rvvqnPnzvLx8dGBAwdUv359/eMf/9CaNWv08ccfmx2x1GKmCgCAUuTy5cu27/vz8fHR5cuXJUkdOnRQYmKimdFKPUoVAAClyP3336/Tp09Lkho1amRbm+qjjz6Sr6+vmdFKPd7+AwCgFHn99ddVrlw5vfjii/r888/1+OOPy2q1Ki8vTwsWLNDo0aPNjlhqUaoAACjFzpw5o+TkZN1333365z//qbfeesvsSKUWpQoADNK4cWOdOHGCj6zDKR06dEgtW7bk/CxBXFMFAMUUGxur3Nxc2/0rV67Y7Z81a5beeeedex0LgJNgpgoAiqlcuXK6cOGCatSoIemnT1alpKTYPmkFODNmqkoeM1UAUEz/+W9Q/k0K4E7uZgcAAAC/X8+ePX9xf2Zm5r0JUoZRqgCgmCwWi65evSovLy9ZrVZZLBZdu3ZN2dnZduP4wlqY4dfWoPL19dWAAQPuUZqyiWuqAKCY3NzcZLFYbPdvF6v/vM81K0DZxEwVABTT9u3bzY4AwIkxUwUAAGAAPv0HAABgAEoVAACAAShVAAAABqBUAQAAGIBSBQAAYACWVAAAB+Xk5Gj27NlKSEjQxYsXVVhYaLf/22+/NSkZADNRqgDAQUOGDNHOnTv1zDPPqGbNmnYLgAIou1inCgAcVKVKFW3ZskXt27c3OwoAJ8I1VQDgID8/P1WtWtXsGACcDKUKABz08ssvKzY2Vrm5uWZHAeBEePsPABz00EMP6dSpU7Jarapbt67Kly9vt//AgQMmJQNgJi5UBwAHRUVFmR0BgBNipgoAAMAAzFQBwG9069atu65TVbt2bZMSATATpQoAHHTixAlFR0dr9+7ddtutVqssFosKCgpMSgbATJQqAHDQoEGD5O7urs2bN7P4JwAbrqkCAAdVrFhRycnJatSokdlRADgR1qkCAAc1adJEP/zwg9kxADgZZqoAoBiys7NtP+/fv19Tp07Va6+9ppCQkCLrVPn4+NzreACcAKUKAIrBzc3N7tqp2xel34kL1YGyjQvVAaAYtm/fbnYEAE6OmSoAAAADMFMFAL9BZmamVqxYodTUVElS06ZNNXjwYPn6+pqcDIBZmKkCAAft379fERER8vb2Vtu2bSVJ+/bt0/Xr1/XZZ5+pZcuWJicEYAZKFQA4qGPHjqpfv77efvttubv/NOGfn5+vIUOG6Ntvv1ViYqLJCQGYgVIFAA7y9vbWwYMHiyz++fXXX6t169bKzc01KRkAM7H4JwA4yMfHR2fPni2y/dy5c6pcubIJiQA4A0oVADiod+/eio6O1tq1a3Xu3DmdO3dO77//voYMGaK+ffuaHQ+ASfj0HwA46K9//assFosGDBig/Px8Wa1WeXh46Pnnn9fs2bPNjgfAJFxTBQC/UW5urk6dOiVJqlevnipUqGByIgBmYqYKAIqpZ8+evzrG3d1dAQEB6tq1qx5//PF7kAqAs+CaKgAoJl9f31+9eXt765tvvlHv3r0VGxtrdmQA9xBv/wFACdi8ebNeeOGFu35KEEDpxEwVAJSADh06qHXr1mbHAHAPMVMFAABgAGaqAAAADECpAgAAMAClCgAAwACUKgAAAANQqgDgDjt27JDFYlFmZqbZUQC4GEoVgDIpKSlJ5cqVU2RkpN32hx9+WBcuXJCvr69JyaTp06erRYsWpj0/gN+GUgWgTFqxYoVGjRqlxMREnT9/3rbdw8NDAQEBslgsd31cQUGBCgsLSyST1WpVfn5+iRwbQMmjVAEoc65du6a1a9fq+eefV2RkpFauXGnb959v/61cuVJVqlTRpk2b1KRJE3l6eurs2bN69tlnFRUVpRkzZqh69ery8fHR8OHDdevWLduxbt68qRdffFE1atSQl5eXOnTooH379hV5rk8++UStWrWSp6en/vnPf2rGjBk6dOiQLBaLLBaLXT4AzotSBaDM+eCDD9SoUSM1bNhQTz/9tN555x390jrIubm5mjNnjpYvX65jx46pRo0akqSEhASlpqZqx44dWrNmjdavX68ZM2bYHjdx4kR9+OGHWrVqlQ4cOKD69esrIiJCly9ftjv+5MmTNXv2bKWmpqpr164aN26cmjZtqgsXLujChQvq3bt3yfwiABiKUgWgzFmxYoWefvppSVL37t2VlZWlnTt3/uz4vLw8vfnmm3r44YfVsGFDVahQQdJPbxW+8847atq0qSIjIzVz5kzFxcWpsLBQOTk5Wrp0qebNm6fHHntMTZo00dtvvy1vb2+tWLHC7vgzZ85U165dVa9ePf3hD39QpUqV5O7uroCAAAUEBMjb27vkfhkADEOpAlCmpKWlae/everbt68kyd3dXb179y5SdO7k4eGh5s2bF9n+4IMP2gqWJIWFhenatWs6d+6cTp06pby8PLVv3962v3z58mrbtq1SU1PtjsN3BAKlg7vZAQDgXlqxYoXy8/MVGBho22a1WuXp6aklS5bc9THe3t4/e+G6ESpWrFhixwZw7zBTBaDMyM/P17vvvqv58+crJSXFdjt06JACAwO1Zs0ah4536NAhXb9+3Xb/q6++UqVKlRQUFKR69erJw8NDu3btsu3Py8vTvn371KRJk188roeHhwoKChx7cQBMx0wVgDJj8+bNunLliqKjo4usQ9WrVy+tWLFC8+bNK/bxbt26pejoaE2dOlXfffedXnrpJY0cOVJubm6qWLGinn/+eU2YMEFVq1ZV7dq1NXfuXOXm5io6OvoXj1u3bl2dPn1aKSkpqlWrlipXrixPT8/f9JoB3DvMVAEoM1asWKHw8PC7LuzZq1cv7d+/X4cPHy728bp06aIGDRrokUceUe/evfWnP/1J06dPt+2fPXu2evXqpWeeeUYtW7bUyZMn9emnn8rPz+8Xj9urVy91795djz76qKpXr+7wDBoAc1isv/Q5YgDAXT377LPKzMzUxo0bzY4CwEkwUwUAAGAAShUAAIABePsPAADAAMxUAQAAGIBSBQAAYABKFQAAgAEoVQAAAAagVAEAABiAUgUAAGAAShUAAIABKFUAAAAG+D9ezR8Qr1S6pgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# busiest airports\n",
    "df2[\"origin\"] = df2[\"origin\"].replace(\n",
    "    [\"EWR\", \"JFK\", \"LGA\"], [\"Newark\", \"John F. Kennedy\", \"LaGuardia\"]\n",
    ")\n",
    "df2[\"origin\"].value_counts().plot(kind=\"bar\")\n",
    "plt.xlabel(\"Airport\")\n",
    "plt.ylabel(\"Number of Flights\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vy/1fx24t150pv07sdthny4lbch0000gn/T/ipykernel_11397/3123031751.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"carrier\"] = df2[\"carrier\"].map(carrier_map)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Average Delay (mins)')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Which airline has the most delays?,\n",
    "carrier_map = {\n",
    "    \"9E\": \"Endeavor Air Inc.\",\n",
    "    \"AA\": \"American Airlines Inc.\",\n",
    "    \"AS\": \"Alaska Airlines Inc.\",\n",
    "    \"B6\": \"JetBlue Airways\",\n",
    "    \"DL\": \"Delta Air Lines Inc.\",\n",
    "    \"EV\": \"ExpressJet Airlines Inc.\",\n",
    "    \"F9\": \"Frontier Airlines Inc.\",\n",
    "    \"FL\": \"AirTran Airways Corporation\",\n",
    "    \"HA\": \"Hawaiian Airlines Inc.\",\n",
    "    \"MQ\": \"Envoy Air\",\n",
    "    \"OO\": \"SkyWest Airlines Inc.\",\n",
    "    \"UA\": \"United Air Lines Inc.\",\n",
    "    \"US\": \"US Airways Inc.\",\n",
    "    \"VX\": \"Virgin America\",\n",
    "    \"WN\": \"Southwest Airlines Co.\",\n",
    "    \"YV\": \"Mesa Airlines Inc.\",\n",
    "}\n",
    "df2[\"carrier\"] = df2[\"carrier\"].map(carrier_map)\n",
    "df2.groupby(\"carrier\")[\"dep_delay\"].mean().sort_values(ascending=False).plot(\n",
    "    kind=\"bar\",\n",
    ")\n",
    "plt.xlabel(\"Airline\")\n",
    "plt.ylabel(\"Average Delay (mins)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Which origin has the most delays?\n",
    "df2.groupby(\"origin\")[\"dep_delay\"].mean().sort_values(ascending=False).plot(\n",
    "    kind=\"pie\", autopct=\"%1.1f%%\"\n",
    ")\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}