fare_over_time.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "annual_fares = pd.read_csv('annual_fares_1995_2022_Q2of2022.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>inf_adj_avg_fare</th>\n",
       "      <th>inf_adj_perc_change_prev_year</th>\n",
       "      <th>inf_adj_cumulative_perc_change_from_1995</th>\n",
       "      <th>avg_fare</th>\n",
       "      <th>perc_change_prev_year</th>\n",
       "      <th>cumulative_perc_change_from_1995</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995</td>\n",
       "      <td>552.833310</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>292.188575</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1996</td>\n",
       "      <td>508.380766</td>\n",
       "      <td>-8.040859</td>\n",
       "      <td>-9.293894</td>\n",
       "      <td>276.627986</td>\n",
       "      <td>-5.325530</td>\n",
       "      <td>-14.575102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1997</td>\n",
       "      <td>516.009759</td>\n",
       "      <td>1.500646</td>\n",
       "      <td>-7.932717</td>\n",
       "      <td>287.221544</td>\n",
       "      <td>3.829532</td>\n",
       "      <td>-11.303728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1998</td>\n",
       "      <td>546.923026</td>\n",
       "      <td>5.990830</td>\n",
       "      <td>-2.417122</td>\n",
       "      <td>309.170375</td>\n",
       "      <td>7.641777</td>\n",
       "      <td>-4.525756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999</td>\n",
       "      <td>560.470278</td>\n",
       "      <td>2.476994</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>323.825947</td>\n",
       "      <td>4.740290</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2000</td>\n",
       "      <td>567.646339</td>\n",
       "      <td>1.280364</td>\n",
       "      <td>1.280364</td>\n",
       "      <td>338.996371</td>\n",
       "      <td>4.684746</td>\n",
       "      <td>4.684746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2001</td>\n",
       "      <td>522.028058</td>\n",
       "      <td>-8.036391</td>\n",
       "      <td>-6.858922</td>\n",
       "      <td>320.624325</td>\n",
       "      <td>-5.419541</td>\n",
       "      <td>-0.988686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2002</td>\n",
       "      <td>500.607744</td>\n",
       "      <td>-4.103288</td>\n",
       "      <td>-10.680769</td>\n",
       "      <td>312.329343</td>\n",
       "      <td>-2.587134</td>\n",
       "      <td>-3.550242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2003</td>\n",
       "      <td>494.194756</td>\n",
       "      <td>-1.281040</td>\n",
       "      <td>-11.824984</td>\n",
       "      <td>315.355214</td>\n",
       "      <td>0.968808</td>\n",
       "      <td>-2.615829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2004</td>\n",
       "      <td>466.193975</td>\n",
       "      <td>-5.665941</td>\n",
       "      <td>-16.820928</td>\n",
       "      <td>305.409594</td>\n",
       "      <td>-3.153784</td>\n",
       "      <td>-5.687115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2005</td>\n",
       "      <td>453.723501</td>\n",
       "      <td>-2.674954</td>\n",
       "      <td>-19.045930</td>\n",
       "      <td>307.310627</td>\n",
       "      <td>0.622454</td>\n",
       "      <td>-5.100061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2006</td>\n",
       "      <td>469.920255</td>\n",
       "      <td>3.569741</td>\n",
       "      <td>-16.156079</td>\n",
       "      <td>328.547944</td>\n",
       "      <td>6.910700</td>\n",
       "      <td>1.458190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2007</td>\n",
       "      <td>452.334990</td>\n",
       "      <td>-3.742181</td>\n",
       "      <td>-19.293670</td>\n",
       "      <td>325.260651</td>\n",
       "      <td>-1.000552</td>\n",
       "      <td>0.443048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2008</td>\n",
       "      <td>463.890873</td>\n",
       "      <td>2.554718</td>\n",
       "      <td>-17.231851</td>\n",
       "      <td>346.377736</td>\n",
       "      <td>6.492358</td>\n",
       "      <td>6.964170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2009</td>\n",
       "      <td>417.117602</td>\n",
       "      <td>-10.082818</td>\n",
       "      <td>-25.577213</td>\n",
       "      <td>310.345020</td>\n",
       "      <td>-10.402723</td>\n",
       "      <td>-4.163016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2010</td>\n",
       "      <td>444.428927</td>\n",
       "      <td>6.547632</td>\n",
       "      <td>-20.704283</td>\n",
       "      <td>336.089094</td>\n",
       "      <td>8.295308</td>\n",
       "      <td>3.786956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2011</td>\n",
       "      <td>467.040553</td>\n",
       "      <td>5.087793</td>\n",
       "      <td>-16.669880</td>\n",
       "      <td>363.851198</td>\n",
       "      <td>8.260341</td>\n",
       "      <td>12.360112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2012</td>\n",
       "      <td>469.965250</td>\n",
       "      <td>0.626219</td>\n",
       "      <td>-16.148051</td>\n",
       "      <td>374.769582</td>\n",
       "      <td>3.000783</td>\n",
       "      <td>15.731795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2013</td>\n",
       "      <td>472.832198</td>\n",
       "      <td>0.610034</td>\n",
       "      <td>-15.636526</td>\n",
       "      <td>382.003083</td>\n",
       "      <td>1.930120</td>\n",
       "      <td>17.965557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2014</td>\n",
       "      <td>477.097161</td>\n",
       "      <td>0.902003</td>\n",
       "      <td>-14.875564</td>\n",
       "      <td>391.701467</td>\n",
       "      <td>2.538823</td>\n",
       "      <td>20.960494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015</td>\n",
       "      <td>458.586322</td>\n",
       "      <td>-3.879889</td>\n",
       "      <td>-18.178298</td>\n",
       "      <td>376.950788</td>\n",
       "      <td>-3.765796</td>\n",
       "      <td>16.405369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016</td>\n",
       "      <td>419.468437</td>\n",
       "      <td>-8.530103</td>\n",
       "      <td>-25.157773</td>\n",
       "      <td>349.146149</td>\n",
       "      <td>-7.376199</td>\n",
       "      <td>7.819078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017</td>\n",
       "      <td>408.930895</td>\n",
       "      <td>-2.512118</td>\n",
       "      <td>-27.037898</td>\n",
       "      <td>347.626385</td>\n",
       "      <td>-0.435280</td>\n",
       "      <td>7.349762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018</td>\n",
       "      <td>401.475890</td>\n",
       "      <td>-1.823048</td>\n",
       "      <td>-28.368032</td>\n",
       "      <td>349.624895</td>\n",
       "      <td>0.574902</td>\n",
       "      <td>7.966918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2019</td>\n",
       "      <td>400.205148</td>\n",
       "      <td>-0.316518</td>\n",
       "      <td>-28.594760</td>\n",
       "      <td>354.833340</td>\n",
       "      <td>1.489724</td>\n",
       "      <td>9.575327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020</td>\n",
       "      <td>325.731867</td>\n",
       "      <td>-18.608776</td>\n",
       "      <td>-41.882401</td>\n",
       "      <td>292.366117</td>\n",
       "      <td>-17.604666</td>\n",
       "      <td>-9.715043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021</td>\n",
       "      <td>277.008102</td>\n",
       "      <td>-14.958243</td>\n",
       "      <td>-50.575773</td>\n",
       "      <td>260.314131</td>\n",
       "      <td>-10.962962</td>\n",
       "      <td>-19.612949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2022</td>\n",
       "      <td>367.114380</td>\n",
       "      <td>32.528391</td>\n",
       "      <td>-34.498867</td>\n",
       "      <td>367.114380</td>\n",
       "      <td>41.027450</td>\n",
       "      <td>13.367809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year  inf_adj_avg_fare  inf_adj_perc_change_prev_year  \\\n",
       "0   1995        552.833310                       0.000000   \n",
       "1   1996        508.380766                      -8.040859   \n",
       "2   1997        516.009759                       1.500646   \n",
       "3   1998        546.923026                       5.990830   \n",
       "4   1999        560.470278                       2.476994   \n",
       "5   2000        567.646339                       1.280364   \n",
       "6   2001        522.028058                      -8.036391   \n",
       "7   2002        500.607744                      -4.103288   \n",
       "8   2003        494.194756                      -1.281040   \n",
       "9   2004        466.193975                      -5.665941   \n",
       "10  2005        453.723501                      -2.674954   \n",
       "11  2006        469.920255                       3.569741   \n",
       "12  2007        452.334990                      -3.742181   \n",
       "13  2008        463.890873                       2.554718   \n",
       "14  2009        417.117602                     -10.082818   \n",
       "15  2010        444.428927                       6.547632   \n",
       "16  2011        467.040553                       5.087793   \n",
       "17  2012        469.965250                       0.626219   \n",
       "18  2013        472.832198                       0.610034   \n",
       "19  2014        477.097161                       0.902003   \n",
       "20  2015        458.586322                      -3.879889   \n",
       "21  2016        419.468437                      -8.530103   \n",
       "22  2017        408.930895                      -2.512118   \n",
       "23  2018        401.475890                      -1.823048   \n",
       "24  2019        400.205148                      -0.316518   \n",
       "25  2020        325.731867                     -18.608776   \n",
       "26  2021        277.008102                     -14.958243   \n",
       "27  2022        367.114380                      32.528391   \n",
       "\n",
       "    inf_adj_cumulative_perc_change_from_1995    avg_fare  \\\n",
       "0                                   0.000000  292.188575   \n",
       "1                                  -9.293894  276.627986   \n",
       "2                                  -7.932717  287.221544   \n",
       "3                                  -2.417122  309.170375   \n",
       "4                                   0.000000  323.825947   \n",
       "5                                   1.280364  338.996371   \n",
       "6                                  -6.858922  320.624325   \n",
       "7                                 -10.680769  312.329343   \n",
       "8                                 -11.824984  315.355214   \n",
       "9                                 -16.820928  305.409594   \n",
       "10                                -19.045930  307.310627   \n",
       "11                                -16.156079  328.547944   \n",
       "12                                -19.293670  325.260651   \n",
       "13                                -17.231851  346.377736   \n",
       "14                                -25.577213  310.345020   \n",
       "15                                -20.704283  336.089094   \n",
       "16                                -16.669880  363.851198   \n",
       "17                                -16.148051  374.769582   \n",
       "18                                -15.636526  382.003083   \n",
       "19                                -14.875564  391.701467   \n",
       "20                                -18.178298  376.950788   \n",
       "21                                -25.157773  349.146149   \n",
       "22                                -27.037898  347.626385   \n",
       "23                                -28.368032  349.624895   \n",
       "24                                -28.594760  354.833340   \n",
       "25                                -41.882401  292.366117   \n",
       "26                                -50.575773  260.314131   \n",
       "27                                -34.498867  367.114380   \n",
       "\n",
       "    perc_change_prev_year  cumulative_perc_change_from_1995  \n",
       "0                0.000000                          0.000000  \n",
       "1               -5.325530                        -14.575102  \n",
       "2                3.829532                        -11.303728  \n",
       "3                7.641777                         -4.525756  \n",
       "4                4.740290                          0.000000  \n",
       "5                4.684746                          4.684746  \n",
       "6               -5.419541                         -0.988686  \n",
       "7               -2.587134                         -3.550242  \n",
       "8                0.968808                         -2.615829  \n",
       "9               -3.153784                         -5.687115  \n",
       "10               0.622454                         -5.100061  \n",
       "11               6.910700                          1.458190  \n",
       "12              -1.000552                          0.443048  \n",
       "13               6.492358                          6.964170  \n",
       "14             -10.402723                         -4.163016  \n",
       "15               8.295308                          3.786956  \n",
       "16               8.260341                         12.360112  \n",
       "17               3.000783                         15.731795  \n",
       "18               1.930120                         17.965557  \n",
       "19               2.538823                         20.960494  \n",
       "20              -3.765796                         16.405369  \n",
       "21              -7.376199                          7.819078  \n",
       "22              -0.435280                          7.349762  \n",
       "23               0.574902                          7.966918  \n",
       "24               1.489724                          9.575327  \n",
       "25             -17.604666                         -9.715043  \n",
       "26             -10.962962                        -19.612949  \n",
       "27              41.027450                         13.367809  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annual_fares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "melted_fares = pd.melt(annual_fares, id_vars=['year'], value_vars=['inf_adj_avg_fare', 'avg_fare'], var_name='adj_or_not', value_name='fare')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>year</th>\n",
       "      <th>adj_or_not</th>\n",
       "      <th>fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>552.833310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1996</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>508.380766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1997</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>516.009759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1998</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>546.923026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>560.470278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2000</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>567.646339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2001</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>522.028058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2002</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>500.607744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2003</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>494.194756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2004</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>466.193975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2005</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>453.723501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2006</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>469.920255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2007</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>452.334990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2008</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>463.890873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2009</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>417.117602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2010</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>444.428927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2011</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>467.040553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2012</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>469.965250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2013</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>472.832198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2014</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>477.097161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>458.586322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>419.468437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>408.930895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>401.475890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2019</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>400.205148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>325.731867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>277.008102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2022</td>\n",
       "      <td>inf_adj_avg_fare</td>\n",
       "      <td>367.114380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1995</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>292.188575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1996</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>276.627986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1997</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>287.221544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1998</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>309.170375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1999</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>323.825947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2000</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>338.996371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2001</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>320.624325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2002</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>312.329343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2003</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>315.355214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2004</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>305.409594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2005</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>307.310627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2006</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>328.547944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2007</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>325.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2008</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>346.377736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2009</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>310.345020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2010</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>336.089094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2011</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>363.851198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2012</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>374.769582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2013</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>382.003083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2014</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>391.701467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2015</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>376.950788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2016</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>349.146149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2017</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>347.626385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2018</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>349.624895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2019</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>354.833340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2020</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>292.366117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2021</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>260.314131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2022</td>\n",
       "      <td>avg_fare</td>\n",
       "      <td>367.114380</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year        adj_or_not        fare\n",
       "0   1995  inf_adj_avg_fare  552.833310\n",
       "1   1996  inf_adj_avg_fare  508.380766\n",
       "2   1997  inf_adj_avg_fare  516.009759\n",
       "3   1998  inf_adj_avg_fare  546.923026\n",
       "4   1999  inf_adj_avg_fare  560.470278\n",
       "5   2000  inf_adj_avg_fare  567.646339\n",
       "6   2001  inf_adj_avg_fare  522.028058\n",
       "7   2002  inf_adj_avg_fare  500.607744\n",
       "8   2003  inf_adj_avg_fare  494.194756\n",
       "9   2004  inf_adj_avg_fare  466.193975\n",
       "10  2005  inf_adj_avg_fare  453.723501\n",
       "11  2006  inf_adj_avg_fare  469.920255\n",
       "12  2007  inf_adj_avg_fare  452.334990\n",
       "13  2008  inf_adj_avg_fare  463.890873\n",
       "14  2009  inf_adj_avg_fare  417.117602\n",
       "15  2010  inf_adj_avg_fare  444.428927\n",
       "16  2011  inf_adj_avg_fare  467.040553\n",
       "17  2012  inf_adj_avg_fare  469.965250\n",
       "18  2013  inf_adj_avg_fare  472.832198\n",
       "19  2014  inf_adj_avg_fare  477.097161\n",
       "20  2015  inf_adj_avg_fare  458.586322\n",
       "21  2016  inf_adj_avg_fare  419.468437\n",
       "22  2017  inf_adj_avg_fare  408.930895\n",
       "23  2018  inf_adj_avg_fare  401.475890\n",
       "24  2019  inf_adj_avg_fare  400.205148\n",
       "25  2020  inf_adj_avg_fare  325.731867\n",
       "26  2021  inf_adj_avg_fare  277.008102\n",
       "27  2022  inf_adj_avg_fare  367.114380\n",
       "28  1995          avg_fare  292.188575\n",
       "29  1996          avg_fare  276.627986\n",
       "30  1997          avg_fare  287.221544\n",
       "31  1998          avg_fare  309.170375\n",
       "32  1999          avg_fare  323.825947\n",
       "33  2000          avg_fare  338.996371\n",
       "34  2001          avg_fare  320.624325\n",
       "35  2002          avg_fare  312.329343\n",
       "36  2003          avg_fare  315.355214\n",
       "37  2004          avg_fare  305.409594\n",
       "38  2005          avg_fare  307.310627\n",
       "39  2006          avg_fare  328.547944\n",
       "40  2007          avg_fare  325.260651\n",
       "41  2008          avg_fare  346.377736\n",
       "42  2009          avg_fare  310.345020\n",
       "43  2010          avg_fare  336.089094\n",
       "44  2011          avg_fare  363.851198\n",
       "45  2012          avg_fare  374.769582\n",
       "46  2013          avg_fare  382.003083\n",
       "47  2014          avg_fare  391.701467\n",
       "48  2015          avg_fare  376.950788\n",
       "49  2016          avg_fare  349.146149\n",
       "50  2017          avg_fare  347.626385\n",
       "51  2018          avg_fare  349.624895\n",
       "52  2019          avg_fare  354.833340\n",
       "53  2020          avg_fare  292.366117\n",
       "54  2021          avg_fare  260.314131\n",
       "55  2022          avg_fare  367.114380"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "melted_fares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "year_list = []\n",
    "for i in range(1995, 2023):\n",
    "    year_list.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3), dpi=300)\n",
    "\n",
    "sns.set(font_scale = 0.6)\n",
    "\n",
    "ax = sns.lineplot(data=melted_fares, x='year', y='fare', hue='adj_or_not', palette=[\"#80B1D3\",\"#FDB462\"], legend=False,)\n",
    "\n",
    "plt.xticks(year_list, rotation=60)\n",
    "\n",
    "plt.legend(title='Inflation Adjusted Y/N', loc='upper right', labels=['Inflation Adjusted', 'Original'])\n",
    "plt.title('Annual Average Flight Fares (1995 to 2022)')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Annual Average Fare in dollars')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "78adb8089f1b1ad0b7743184fb6585d3ffc1b6fb4a355aad49fe7003845e53d4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}