twitter-airline-sentiment-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /Users/js/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import os, string\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import utils\n",
    "from utils import *\n",
    "\n",
    "import snowballstemmer\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "PATH = os.getcwd()\n",
    "\n",
    "nltk.download(\"stopwords\")\n",
    "\n",
    "plt.rc('xtick', labelsize=14)\n",
    "plt.rc('ytick', labelsize=14)\n",
    "sns.set_style(style='whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14640, 20)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_raw = pd.read_csv(f'{PATH}/data/Airline-Sentiment-2-w-AA.csv', encoding='ISO-8859-1')\n",
    "df_raw.shape"
   ]
  },
  {
   "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>_unit_id</th>\n",
       "      <th>_golden</th>\n",
       "      <th>_unit_state</th>\n",
       "      <th>_trusted_judgments</th>\n",
       "      <th>_last_judgment_at</th>\n",
       "      <th>airline_sentiment</th>\n",
       "      <th>airline_sentiment:confidence</th>\n",
       "      <th>negativereason</th>\n",
       "      <th>negativereason:confidence</th>\n",
       "      <th>airline</th>\n",
       "      <th>airline_sentiment_gold</th>\n",
       "      <th>name</th>\n",
       "      <th>negativereason_gold</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_coord</th>\n",
       "      <th>tweet_created</th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>tweet_location</th>\n",
       "      <th>user_timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8403</th>\n",
       "      <td>681459312</td>\n",
       "      <td>False</td>\n",
       "      <td>finalized</td>\n",
       "      <td>3</td>\n",
       "      <td>2/25/15 3:21</td>\n",
       "      <td>positive</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Delta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DMakesCakes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@JetBlue thank you!!</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/19/15 6:54</td>\n",
       "      <td>5.684230e+17</td>\n",
       "      <td>Queens, NY</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>681449392</td>\n",
       "      <td>False</td>\n",
       "      <td>finalized</td>\n",
       "      <td>3</td>\n",
       "      <td>2/25/15 1:40</td>\n",
       "      <td>negative</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Lost Luggage</td>\n",
       "      <td>1.000</td>\n",
       "      <td>United</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PreyingMantis02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@united yes I filed a claim &amp;amp; hope to rece...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/23/15 19:32</td>\n",
       "      <td>5.700640e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1604</th>\n",
       "      <td>681450470</td>\n",
       "      <td>False</td>\n",
       "      <td>finalized</td>\n",
       "      <td>3</td>\n",
       "      <td>2/25/15 5:45</td>\n",
       "      <td>positive</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JennyLeeinDC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@united Denver baggage handlers you totally im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/22/15 15:58</td>\n",
       "      <td>5.696470e+17</td>\n",
       "      <td>DC</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5115</th>\n",
       "      <td>681455112</td>\n",
       "      <td>False</td>\n",
       "      <td>finalized</td>\n",
       "      <td>3</td>\n",
       "      <td>2/25/15 7:55</td>\n",
       "      <td>negative</td>\n",
       "      <td>0.648</td>\n",
       "      <td>Cancelled Flight</td>\n",
       "      <td>0.648</td>\n",
       "      <td>Southwest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JayWogi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@SouthwestAir my flight was Cancelled Flighted...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/21/15 19:15</td>\n",
       "      <td>5.693350e+17</td>\n",
       "      <td>Houston, Texas</td>\n",
       "      <td>Central Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5410</th>\n",
       "      <td>681455409</td>\n",
       "      <td>False</td>\n",
       "      <td>finalized</td>\n",
       "      <td>3</td>\n",
       "      <td>2/25/15 1:27</td>\n",
       "      <td>neutral</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southwest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DontenPhoto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@SouthwestAir Flight 4315 (N231WN) taxis at @F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/21/15 5:51</td>\n",
       "      <td>5.691320e+17</td>\n",
       "      <td>Englewood, Florida</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       _unit_id  _golden _unit_state  _trusted_judgments _last_judgment_at  \\\n",
       "8403  681459312    False   finalized                   3      2/25/15 3:21   \n",
       "825   681449392    False   finalized                   3      2/25/15 1:40   \n",
       "1604  681450470    False   finalized                   3      2/25/15 5:45   \n",
       "5115  681455112    False   finalized                   3      2/25/15 7:55   \n",
       "5410  681455409    False   finalized                   3      2/25/15 1:27   \n",
       "\n",
       "     airline_sentiment  airline_sentiment:confidence    negativereason  \\\n",
       "8403          positive                         1.000               NaN   \n",
       "825           negative                         1.000      Lost Luggage   \n",
       "1604          positive                         1.000               NaN   \n",
       "5115          negative                         0.648  Cancelled Flight   \n",
       "5410           neutral                         1.000               NaN   \n",
       "\n",
       "      negativereason:confidence    airline airline_sentiment_gold  \\\n",
       "8403                        NaN      Delta                    NaN   \n",
       "825                       1.000     United                    NaN   \n",
       "1604                        NaN     United                    NaN   \n",
       "5115                      0.648  Southwest                    NaN   \n",
       "5410                        NaN  Southwest                    NaN   \n",
       "\n",
       "                 name negativereason_gold  retweet_count  \\\n",
       "8403      DMakesCakes                 NaN              0   \n",
       "825   PreyingMantis02                 NaN              0   \n",
       "1604     JennyLeeinDC                 NaN              0   \n",
       "5115          JayWogi                 NaN              0   \n",
       "5410      DontenPhoto                 NaN              0   \n",
       "\n",
       "                                                   text tweet_coord  \\\n",
       "8403                               @JetBlue thank you!!         NaN   \n",
       "825   @united yes I filed a claim &amp; hope to rece...         NaN   \n",
       "1604  @united Denver baggage handlers you totally im...         NaN   \n",
       "5115  @SouthwestAir my flight was Cancelled Flighted...         NaN   \n",
       "5410  @SouthwestAir Flight 4315 (N231WN) taxis at @F...         NaN   \n",
       "\n",
       "      tweet_created      tweet_id      tweet_location  \\\n",
       "8403   2/19/15 6:54  5.684230e+17          Queens, NY   \n",
       "825   2/23/15 19:32  5.700640e+17                 NaN   \n",
       "1604  2/22/15 15:58  5.696470e+17                  DC   \n",
       "5115  2/21/15 19:15  5.693350e+17      Houston, Texas   \n",
       "5410   2/21/15 5:51  5.691320e+17  Englewood, Florida   \n",
       "\n",
       "                   user_timezone  \n",
       "8403                         NaN  \n",
       "825                          NaN  \n",
       "1604  Eastern Time (US & Canada)  \n",
       "5115  Central Time (US & Canada)  \n",
       "5410  Eastern Time (US & Canada)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_raw.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "negative    9178\n",
       "neutral     3099\n",
       "positive    2363\n",
       "Name: airline_sentiment, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_raw['airline_sentiment'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sentiment per Airline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>airline</th>\n",
       "      <th>airline_sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7995</th>\n",
       "      <td>Delta</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9037</th>\n",
       "      <td>US Airways</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12401</th>\n",
       "      <td>American</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9499</th>\n",
       "      <td>US Airways</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12094</th>\n",
       "      <td>American</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          airline airline_sentiment\n",
       "7995        Delta          negative\n",
       "9037   US Airways          negative\n",
       "12401    American           neutral\n",
       "9499   US Airways          negative\n",
       "12094    American          negative"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_as = df_raw[['airline', 'airline_sentiment']].copy()\n",
    "df_as.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\n",
       "<svg height=\"347.296927pt\" version=\"1.1\" viewBox=\"0 0 390.84125 347.296927\" width=\"390.84125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 347.296927 \n",
       "L 390.84125 347.296927 \n",
       "L 390.84125 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 45.34125 228.940677 \n",
       "L 380.14125 228.940677 \n",
       "L 380.14125 11.500677 \n",
       "L 45.34125 11.500677 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 73.24125 228.940677 \n",
       "L 73.24125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- Virgin America -->\n",
       "      <defs>\n",
       "       <path d=\"M 28.171875 0 \n",
       "L 0.4375 71.578125 \n",
       "L 10.6875 71.578125 \n",
       "L 29.296875 19.578125 \n",
       "Q 31.546875 13.328125 33.0625 7.859375 \n",
       "Q 34.71875 13.71875 36.921875 19.578125 \n",
       "L 56.25 71.578125 \n",
       "L 65.921875 71.578125 \n",
       "L 37.890625 0 \n",
       "z\n",
       "\" id=\"ArialMT-86\"/>\n",
       "       <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-105\"/>\n",
       "       <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-114\"/>\n",
       "       <path d=\"M 4.984375 -4.296875 \n",
       "L 13.53125 -5.5625 \n",
       "Q 14.0625 -9.515625 16.5 -11.328125 \n",
       "Q 19.78125 -13.765625 25.4375 -13.765625 \n",
       "Q 31.546875 -13.765625 34.859375 -11.328125 \n",
       "Q 38.1875 -8.890625 39.359375 -4.5 \n",
       "Q 40.046875 -1.8125 39.984375 6.78125 \n",
       "Q 34.234375 0 25.640625 0 \n",
       "Q 14.9375 0 9.078125 7.71875 \n",
       "Q 3.21875 15.4375 3.21875 26.21875 \n",
       "Q 3.21875 33.640625 5.90625 39.90625 \n",
       "Q 8.59375 46.1875 13.6875 49.609375 \n",
       "Q 18.796875 53.03125 25.6875 53.03125 \n",
       "Q 34.859375 53.03125 40.828125 45.609375 \n",
       "L 40.828125 51.859375 \n",
       "L 48.921875 51.859375 \n",
       "L 48.921875 7.03125 \n",
       "Q 48.921875 -5.078125 46.453125 -10.125 \n",
       "Q 44 -15.1875 38.640625 -18.109375 \n",
       "Q 33.296875 -21.046875 25.484375 -21.046875 \n",
       "Q 16.21875 -21.046875 10.5 -16.875 \n",
       "Q 4.78125 -12.703125 4.984375 -4.296875 \n",
       "z\n",
       "M 12.25 26.859375 \n",
       "Q 12.25 16.65625 16.296875 11.96875 \n",
       "Q 20.359375 7.28125 26.46875 7.28125 \n",
       "Q 32.515625 7.28125 36.609375 11.9375 \n",
       "Q 40.71875 16.609375 40.71875 26.5625 \n",
       "Q 40.71875 36.078125 36.5 40.90625 \n",
       "Q 32.28125 45.75 26.3125 45.75 \n",
       "Q 20.453125 45.75 16.34375 40.984375 \n",
       "Q 12.25 36.234375 12.25 26.859375 \n",
       "z\n",
       "\" id=\"ArialMT-103\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-110\"/>\n",
       "       <path id=\"ArialMT-32\"/>\n",
       "       <path d=\"M -0.140625 0 \n",
       "L 27.34375 71.578125 \n",
       "L 37.546875 71.578125 \n",
       "L 66.84375 0 \n",
       "L 56.0625 0 \n",
       "L 47.703125 21.6875 \n",
       "L 17.78125 21.6875 \n",
       "L 9.90625 0 \n",
       "z\n",
       "M 20.515625 29.390625 \n",
       "L 44.78125 29.390625 \n",
       "L 37.3125 49.21875 \n",
       "Q 33.890625 58.25 32.234375 64.0625 \n",
       "Q 30.859375 57.171875 28.375 50.390625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-109\"/>\n",
       "       <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-101\"/>\n",
       "       <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-99\"/>\n",
       "       <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-97\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(76.778438 326.951615)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-86\"/>\n",
       "       <use x=\"66.683594\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"88.900391\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"122.201172\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"177.816406\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"200.033203\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"255.648438\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"283.353516\" xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"350.052734\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"433.353516\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"488.96875\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"522.269531\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"544.486328\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"594.486328\" xlink:href=\"#ArialMT-97\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 129.04125 228.940677 \n",
       "L 129.04125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- Delta -->\n",
       "      <defs>\n",
       "       <path d=\"M 7.71875 0 \n",
       "L 7.71875 71.578125 \n",
       "L 32.375 71.578125 \n",
       "Q 40.71875 71.578125 45.125 70.5625 \n",
       "Q 51.265625 69.140625 55.609375 65.4375 \n",
       "Q 61.28125 60.640625 64.078125 53.1875 \n",
       "Q 66.890625 45.75 66.890625 36.1875 \n",
       "Q 66.890625 28.03125 64.984375 21.734375 \n",
       "Q 63.09375 15.4375 60.109375 11.296875 \n",
       "Q 57.125 7.171875 53.578125 4.796875 \n",
       "Q 50.046875 2.4375 45.046875 1.21875 \n",
       "Q 40.046875 0 33.546875 0 \n",
       "z\n",
       "M 17.1875 8.453125 \n",
       "L 32.46875 8.453125 \n",
       "Q 39.546875 8.453125 43.578125 9.765625 \n",
       "Q 47.609375 11.078125 50 13.484375 \n",
       "Q 53.375 16.84375 55.25 22.53125 \n",
       "Q 57.125 28.21875 57.125 36.328125 \n",
       "Q 57.125 47.5625 53.4375 53.59375 \n",
       "Q 49.75 59.625 44.484375 61.671875 \n",
       "Q 40.671875 63.140625 32.234375 63.140625 \n",
       "L 17.1875 63.140625 \n",
       "z\n",
       "\" id=\"ArialMT-68\"/>\n",
       "       <path d=\"M 6.390625 0 \n",
       "L 6.390625 71.578125 \n",
       "L 15.1875 71.578125 \n",
       "L 15.1875 0 \n",
       "z\n",
       "\" id=\"ArialMT-108\"/>\n",
       "       <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-116\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(132.660469 268.621927)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-68\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"150.048828\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-97\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 184.84125 228.940677 \n",
       "L 184.84125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- Southwest -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.5 23 \n",
       "L 13.421875 23.78125 \n",
       "Q 14.0625 18.40625 16.375 14.96875 \n",
       "Q 18.703125 11.53125 23.578125 9.40625 \n",
       "Q 28.46875 7.28125 34.578125 7.28125 \n",
       "Q 39.984375 7.28125 44.140625 8.890625 \n",
       "Q 48.296875 10.5 50.3125 13.296875 \n",
       "Q 52.34375 16.109375 52.34375 19.4375 \n",
       "Q 52.34375 22.796875 50.390625 25.3125 \n",
       "Q 48.4375 27.828125 43.953125 29.546875 \n",
       "Q 41.0625 30.671875 31.203125 33.03125 \n",
       "Q 21.34375 35.40625 17.390625 37.5 \n",
       "Q 12.25 40.1875 9.734375 44.15625 \n",
       "Q 7.234375 48.140625 7.234375 53.078125 \n",
       "Q 7.234375 58.5 10.296875 63.203125 \n",
       "Q 13.375 67.921875 19.28125 70.359375 \n",
       "Q 25.203125 72.796875 32.421875 72.796875 \n",
       "Q 40.375 72.796875 46.453125 70.234375 \n",
       "Q 52.546875 67.671875 55.8125 62.6875 \n",
       "Q 59.078125 57.71875 59.328125 51.421875 \n",
       "L 50.25 50.734375 \n",
       "Q 49.515625 57.515625 45.28125 60.984375 \n",
       "Q 41.0625 64.453125 32.8125 64.453125 \n",
       "Q 24.21875 64.453125 20.28125 61.296875 \n",
       "Q 16.359375 58.15625 16.359375 53.71875 \n",
       "Q 16.359375 49.859375 19.140625 47.359375 \n",
       "Q 21.875 44.875 33.421875 42.265625 \n",
       "Q 44.96875 39.65625 49.265625 37.703125 \n",
       "Q 55.515625 34.8125 58.484375 30.390625 \n",
       "Q 61.46875 25.984375 61.46875 20.21875 \n",
       "Q 61.46875 14.5 58.203125 9.4375 \n",
       "Q 54.9375 4.390625 48.796875 1.578125 \n",
       "Q 42.671875 -1.21875 35.015625 -1.21875 \n",
       "Q 25.296875 -1.21875 18.71875 1.609375 \n",
       "Q 12.15625 4.4375 8.421875 10.125 \n",
       "Q 4.6875 15.828125 4.5 23 \n",
       "z\n",
       "\" id=\"ArialMT-83\"/>\n",
       "       <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-111\"/>\n",
       "       <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-117\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-104\"/>\n",
       "       <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-119\"/>\n",
       "       <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-115\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(188.460469 301.30974)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-83\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"122.314453\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"177.929688\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"205.712891\" xlink:href=\"#ArialMT-104\"/>\n",
       "       <use x=\"261.328125\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"333.544922\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"389.160156\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"439.160156\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 240.64125 228.940677 \n",
       "L 240.64125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- American -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(244.260469 295.068802)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"150\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"205.615234\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"238.916016\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"261.132812\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"311.132812\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"366.748047\" xlink:href=\"#ArialMT-110\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 296.44125 228.940677 \n",
       "L 296.44125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- US Airways -->\n",
       "      <defs>\n",
       "       <path d=\"M 54.6875 71.578125 \n",
       "L 64.15625 71.578125 \n",
       "L 64.15625 30.21875 \n",
       "Q 64.15625 19.4375 61.71875 13.078125 \n",
       "Q 59.28125 6.734375 52.90625 2.75 \n",
       "Q 46.53125 -1.21875 36.1875 -1.21875 \n",
       "Q 26.125 -1.21875 19.71875 2.25 \n",
       "Q 13.328125 5.71875 10.59375 12.28125 \n",
       "Q 7.859375 18.84375 7.859375 30.21875 \n",
       "L 7.859375 71.578125 \n",
       "L 17.328125 71.578125 \n",
       "L 17.328125 30.28125 \n",
       "Q 17.328125 20.953125 19.0625 16.53125 \n",
       "Q 20.796875 12.109375 25.015625 9.71875 \n",
       "Q 29.25 7.328125 35.359375 7.328125 \n",
       "Q 45.796875 7.328125 50.234375 12.0625 \n",
       "Q 54.6875 16.796875 54.6875 30.28125 \n",
       "z\n",
       "\" id=\"ArialMT-85\"/>\n",
       "       <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-121\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(300.06375 308.27474)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-85\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-83\"/>\n",
       "       <use x=\"138.916016\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"166.621094\" xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"233.320312\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"255.537109\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"288.837891\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"361.054688\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"416.669922\" xlink:href=\"#ArialMT-121\"/>\n",
       "       <use x=\"466.669922\" xlink:href=\"#ArialMT-115\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 352.24125 228.940677 \n",
       "L 352.24125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- United -->\n",
       "      <defs>\n",
       "       <path d=\"M 40.234375 0 \n",
       "L 40.234375 6.546875 \n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \n",
       "Q 19.53125 -1.171875 14.328125 2.25 \n",
       "Q 9.125 5.671875 6.265625 11.796875 \n",
       "Q 3.421875 17.921875 3.421875 25.875 \n",
       "Q 3.421875 33.640625 6 39.96875 \n",
       "Q 8.59375 46.296875 13.765625 49.65625 \n",
       "Q 18.953125 53.03125 25.34375 53.03125 \n",
       "Q 30.03125 53.03125 33.6875 51.046875 \n",
       "Q 37.359375 49.078125 39.65625 45.90625 \n",
       "L 39.65625 71.578125 \n",
       "L 48.390625 71.578125 \n",
       "L 48.390625 0 \n",
       "z\n",
       "M 12.453125 25.875 \n",
       "Q 12.453125 15.921875 16.640625 10.984375 \n",
       "Q 20.84375 6.0625 26.5625 6.0625 \n",
       "Q 32.328125 6.0625 36.34375 10.765625 \n",
       "Q 40.375 15.484375 40.375 25.140625 \n",
       "Q 40.375 35.796875 36.265625 40.765625 \n",
       "Q 32.171875 45.75 26.171875 45.75 \n",
       "Q 20.3125 45.75 16.375 40.96875 \n",
       "Q 12.453125 36.1875 12.453125 25.875 \n",
       "z\n",
       "\" id=\"ArialMT-100\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(355.860469 276.40724)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-85\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"150.048828\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- airline -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(199.402187 338.109427)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"77.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"111.132812\" xlink:href=\"#ArialMT-108\"/>\n",
       "      <use x=\"133.349609\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"155.566406\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"211.181641\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 45.34125 228.940677 \n",
       "L 380.14125 228.940677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-48\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(30.555938 233.951146)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 45.34125 174.758125 \n",
       "L 380.14125 174.758125 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 1000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-49\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 179.768594)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-49\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 45.34125 120.575573 \n",
       "L 380.14125 120.575573 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-50\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 125.586042)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 45.34125 66.393021 \n",
       "L 380.14125 66.393021 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 3000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.203125 18.890625 \n",
       "L 12.984375 20.0625 \n",
       "Q 14.5 12.59375 18.140625 9.296875 \n",
       "Q 21.78125 6 27 6 \n",
       "Q 33.203125 6 37.46875 10.296875 \n",
       "Q 41.75 14.59375 41.75 20.953125 \n",
       "Q 41.75 27 37.796875 30.921875 \n",
       "Q 33.84375 34.859375 27.734375 34.859375 \n",
       "Q 25.25 34.859375 21.53125 33.890625 \n",
       "L 22.515625 41.609375 \n",
       "Q 23.390625 41.5 23.921875 41.5 \n",
       "Q 29.546875 41.5 34.03125 44.421875 \n",
       "Q 38.53125 47.359375 38.53125 53.46875 \n",
       "Q 38.53125 58.296875 35.25 61.46875 \n",
       "Q 31.984375 64.65625 26.8125 64.65625 \n",
       "Q 21.6875 64.65625 18.265625 61.421875 \n",
       "Q 14.84375 58.203125 13.875 51.765625 \n",
       "L 5.078125 53.328125 \n",
       "Q 6.6875 62.15625 12.390625 67.015625 \n",
       "Q 18.109375 71.875 26.609375 71.875 \n",
       "Q 32.46875 71.875 37.390625 69.359375 \n",
       "Q 42.328125 66.84375 44.9375 62.5 \n",
       "Q 47.5625 58.15625 47.5625 53.265625 \n",
       "Q 47.5625 48.640625 45.0625 44.828125 \n",
       "Q 42.578125 41.015625 37.703125 38.765625 \n",
       "Q 44.046875 37.3125 47.5625 32.6875 \n",
       "Q 51.078125 28.078125 51.078125 21.140625 \n",
       "Q 51.078125 11.765625 44.234375 5.25 \n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \n",
       "Q 5.078125 9.96875 4.203125 18.890625 \n",
       "z\n",
       "\" id=\"ArialMT-51\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 71.40349)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-51\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 45.34125 12.210469 \n",
       "L 380.14125 12.210469 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 4000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-52\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 17.220937)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-52\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 59.29125 228.940677 \n",
       "L 87.19125 228.940677 \n",
       "L 87.19125 219.133635 \n",
       "L 59.29125 219.133635 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 115.09125 228.940677 \n",
       "L 142.99125 228.940677 \n",
       "L 142.99125 177.19634 \n",
       "L 115.09125 177.19634 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 170.89125 228.940677 \n",
       "L 198.79125 228.940677 \n",
       "L 198.79125 164.68017 \n",
       "L 170.89125 164.68017 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 226.69125 228.940677 \n",
       "L 254.59125 228.940677 \n",
       "L 254.59125 122.742875 \n",
       "L 226.69125 122.742875 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 282.49125 228.940677 \n",
       "L 310.39125 228.940677 \n",
       "L 310.39125 106.325562 \n",
       "L 282.49125 106.325562 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 338.29125 228.940677 \n",
       "L 366.19125 228.940677 \n",
       "L 366.19125 86.278018 \n",
       "L 338.29125 86.278018 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 59.29125 219.133635 \n",
       "L 87.19125 219.133635 \n",
       "L 87.19125 209.868419 \n",
       "L 59.29125 209.868419 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 115.09125 177.19634 \n",
       "L 142.99125 177.19634 \n",
       "L 142.99125 138.022355 \n",
       "L 115.09125 138.022355 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 170.89125 164.68017 \n",
       "L 198.79125 164.68017 \n",
       "L 198.79125 128.702956 \n",
       "L 170.89125 128.702956 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 226.69125 122.742875 \n",
       "L 254.59125 122.742875 \n",
       "L 254.59125 97.656353 \n",
       "L 226.69125 97.656353 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 282.49125 106.325562 \n",
       "L 310.39125 106.325562 \n",
       "L 310.39125 85.682009 \n",
       "L 282.49125 85.682009 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 338.29125 86.278018 \n",
       "L 366.19125 86.278018 \n",
       "L 366.19125 48.512779 \n",
       "L 338.29125 48.512779 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 59.29125 209.868419 \n",
       "L 87.19125 209.868419 \n",
       "L 87.19125 201.632671 \n",
       "L 59.29125 201.632671 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 115.09125 138.022355 \n",
       "L 142.99125 138.022355 \n",
       "L 142.99125 108.547046 \n",
       "L 115.09125 108.547046 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 170.89125 128.702956 \n",
       "L 198.79125 128.702956 \n",
       "L 198.79125 97.818901 \n",
       "L 170.89125 97.818901 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 226.69125 97.656353 \n",
       "L 254.59125 97.656353 \n",
       "L 254.59125 79.451016 \n",
       "L 226.69125 79.451016 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 282.49125 85.682009 \n",
       "L 310.39125 85.682009 \n",
       "L 310.39125 71.106903 \n",
       "L 282.49125 71.106903 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#p42fe6f0b9a)\" d=\"M 338.29125 48.512779 \n",
       "L 366.19125 48.512779 \n",
       "L 366.19125 21.854963 \n",
       "L 338.29125 21.854963 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 45.34125 228.940677 \n",
       "L 45.34125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 380.14125 228.940677 \n",
       "L 380.14125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 45.34125 228.940677 \n",
       "L 380.14125 228.940677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 45.34125 11.500677 \n",
       "L 380.14125 11.500677 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_25\">\n",
       "     <path d=\"M 52.34125 76.199115 \n",
       "L 131.931875 76.199115 \n",
       "Q 133.931875 76.199115 133.931875 74.199115 \n",
       "L 133.931875 18.500677 \n",
       "Q 133.931875 16.500677 131.931875 16.500677 \n",
       "L 52.34125 16.500677 \n",
       "Q 50.34125 16.500677 50.34125 18.500677 \n",
       "L 50.34125 74.199115 \n",
       "Q 50.34125 76.199115 52.34125 76.199115 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- airline_sentiment -->\n",
       "     <defs>\n",
       "      <path d=\"M -1.515625 -19.875 \n",
       "L -1.515625 -13.53125 \n",
       "L 56.734375 -13.53125 \n",
       "L 56.734375 -19.875 \n",
       "z\n",
       "\" id=\"ArialMT-95\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(54.34125 27.65849)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"77.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"111.132812\" xlink:href=\"#ArialMT-108\"/>\n",
       "      <use x=\"133.349609\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"155.566406\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"211.181641\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"266.796875\" xlink:href=\"#ArialMT-95\"/>\n",
       "      <use x=\"322.412109\" xlink:href=\"#ArialMT-115\"/>\n",
       "      <use x=\"372.412109\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"428.027344\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"483.642578\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"511.425781\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"533.642578\" xlink:href=\"#ArialMT-109\"/>\n",
       "      <use x=\"616.943359\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"672.558594\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"728.173828\" xlink:href=\"#ArialMT-116\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_26\">\n",
       "     <path d=\"M 59.234219 41.803802 \n",
       "L 79.234219 41.803802 \n",
       "L 79.234219 34.803802 \n",
       "L 59.234219 34.803802 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- negative -->\n",
       "     <defs>\n",
       "      <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-118\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(87.234219 41.803802)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-103\"/>\n",
       "      <use x=\"166.845703\" xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"222.460938\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"250.244141\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"272.460938\" xlink:href=\"#ArialMT-118\"/>\n",
       "      <use x=\"322.460938\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_27\">\n",
       "     <path d=\"M 59.234219 56.066302 \n",
       "L 79.234219 56.066302 \n",
       "L 79.234219 49.066302 \n",
       "L 59.234219 49.066302 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- neutral -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(87.234219 56.066302)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n",
       "      <use x=\"166.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"194.628906\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"227.929688\" xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"283.544922\" xlink:href=\"#ArialMT-108\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_28\">\n",
       "     <path d=\"M 59.234219 70.211615 \n",
       "L 79.234219 70.211615 \n",
       "L 79.234219 63.211615 \n",
       "L 59.234219 63.211615 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- positive -->\n",
       "     <defs>\n",
       "      <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-112\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(87.234219 70.211615)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-112\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-115\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"233.447266\" xlink:href=\"#ArialMT-118\"/>\n",
       "      <use x=\"283.447266\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p42fe6f0b9a\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"45.34125\" y=\"11.500677\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_as = df_as.groupby(['airline','airline_sentiment']).size()\n",
    "df_as_sort = df_as.groupby(level=0).sum().sort_values(ascending=True)\n",
    "df_as.reindex(index=df_as_sort.index, level=0).unstack().plot(kind='bar', stacked=True, color=['C3', 'C0', 'C2'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\n",
       "<svg height=\"346.49625pt\" version=\"1.1\" viewBox=\"0 0 395.505 346.49625\" width=\"395.505pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 346.49625 \n",
       "L 395.505 346.49625 \n",
       "L 395.505 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 50.005 228.14 \n",
       "L 384.805 228.14 \n",
       "L 384.805 10.7 \n",
       "L 50.005 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 77.905 228.14 \n",
       "L 77.905 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- US Airways -->\n",
       "      <defs>\n",
       "       <path d=\"M 54.6875 71.578125 \n",
       "L 64.15625 71.578125 \n",
       "L 64.15625 30.21875 \n",
       "Q 64.15625 19.4375 61.71875 13.078125 \n",
       "Q 59.28125 6.734375 52.90625 2.75 \n",
       "Q 46.53125 -1.21875 36.1875 -1.21875 \n",
       "Q 26.125 -1.21875 19.71875 2.25 \n",
       "Q 13.328125 5.71875 10.59375 12.28125 \n",
       "Q 7.859375 18.84375 7.859375 30.21875 \n",
       "L 7.859375 71.578125 \n",
       "L 17.328125 71.578125 \n",
       "L 17.328125 30.28125 \n",
       "Q 17.328125 20.953125 19.0625 16.53125 \n",
       "Q 20.796875 12.109375 25.015625 9.71875 \n",
       "Q 29.25 7.328125 35.359375 7.328125 \n",
       "Q 45.796875 7.328125 50.234375 12.0625 \n",
       "Q 54.6875 16.796875 54.6875 30.28125 \n",
       "z\n",
       "\" id=\"ArialMT-85\"/>\n",
       "       <path d=\"M 4.5 23 \n",
       "L 13.421875 23.78125 \n",
       "Q 14.0625 18.40625 16.375 14.96875 \n",
       "Q 18.703125 11.53125 23.578125 9.40625 \n",
       "Q 28.46875 7.28125 34.578125 7.28125 \n",
       "Q 39.984375 7.28125 44.140625 8.890625 \n",
       "Q 48.296875 10.5 50.3125 13.296875 \n",
       "Q 52.34375 16.109375 52.34375 19.4375 \n",
       "Q 52.34375 22.796875 50.390625 25.3125 \n",
       "Q 48.4375 27.828125 43.953125 29.546875 \n",
       "Q 41.0625 30.671875 31.203125 33.03125 \n",
       "Q 21.34375 35.40625 17.390625 37.5 \n",
       "Q 12.25 40.1875 9.734375 44.15625 \n",
       "Q 7.234375 48.140625 7.234375 53.078125 \n",
       "Q 7.234375 58.5 10.296875 63.203125 \n",
       "Q 13.375 67.921875 19.28125 70.359375 \n",
       "Q 25.203125 72.796875 32.421875 72.796875 \n",
       "Q 40.375 72.796875 46.453125 70.234375 \n",
       "Q 52.546875 67.671875 55.8125 62.6875 \n",
       "Q 59.078125 57.71875 59.328125 51.421875 \n",
       "L 50.25 50.734375 \n",
       "Q 49.515625 57.515625 45.28125 60.984375 \n",
       "Q 41.0625 64.453125 32.8125 64.453125 \n",
       "Q 24.21875 64.453125 20.28125 61.296875 \n",
       "Q 16.359375 58.15625 16.359375 53.71875 \n",
       "Q 16.359375 49.859375 19.140625 47.359375 \n",
       "Q 21.875 44.875 33.421875 42.265625 \n",
       "Q 44.96875 39.65625 49.265625 37.703125 \n",
       "Q 55.515625 34.8125 58.484375 30.390625 \n",
       "Q 61.46875 25.984375 61.46875 20.21875 \n",
       "Q 61.46875 14.5 58.203125 9.4375 \n",
       "Q 54.9375 4.390625 48.796875 1.578125 \n",
       "Q 42.671875 -1.21875 35.015625 -1.21875 \n",
       "Q 25.296875 -1.21875 18.71875 1.609375 \n",
       "Q 12.15625 4.4375 8.421875 10.125 \n",
       "Q 4.6875 15.828125 4.5 23 \n",
       "z\n",
       "\" id=\"ArialMT-83\"/>\n",
       "       <path id=\"ArialMT-32\"/>\n",
       "       <path d=\"M -0.140625 0 \n",
       "L 27.34375 71.578125 \n",
       "L 37.546875 71.578125 \n",
       "L 66.84375 0 \n",
       "L 56.0625 0 \n",
       "L 47.703125 21.6875 \n",
       "L 17.78125 21.6875 \n",
       "L 9.90625 0 \n",
       "z\n",
       "M 20.515625 29.390625 \n",
       "L 44.78125 29.390625 \n",
       "L 37.3125 49.21875 \n",
       "Q 33.890625 58.25 32.234375 64.0625 \n",
       "Q 30.859375 57.171875 28.375 50.390625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "       <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-105\"/>\n",
       "       <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-114\"/>\n",
       "       <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-119\"/>\n",
       "       <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-97\"/>\n",
       "       <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-121\"/>\n",
       "       <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-115\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(81.5275 307.474063)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-85\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-83\"/>\n",
       "       <use x=\"138.916016\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"166.621094\" xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"233.320312\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"255.537109\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"288.837891\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"361.054688\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"416.669922\" xlink:href=\"#ArialMT-121\"/>\n",
       "       <use x=\"466.669922\" xlink:href=\"#ArialMT-115\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 133.705 228.14 \n",
       "L 133.705 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- American -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-109\"/>\n",
       "       <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-101\"/>\n",
       "       <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-99\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-110\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(137.324219 294.268125)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"150\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"205.615234\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"238.916016\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"261.132812\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"311.132812\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"366.748047\" xlink:href=\"#ArialMT-110\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 189.505 228.14 \n",
       "L 189.505 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- United -->\n",
       "      <defs>\n",
       "       <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-116\"/>\n",
       "       <path d=\"M 40.234375 0 \n",
       "L 40.234375 6.546875 \n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \n",
       "Q 19.53125 -1.171875 14.328125 2.25 \n",
       "Q 9.125 5.671875 6.265625 11.796875 \n",
       "Q 3.421875 17.921875 3.421875 25.875 \n",
       "Q 3.421875 33.640625 6 39.96875 \n",
       "Q 8.59375 46.296875 13.765625 49.65625 \n",
       "Q 18.953125 53.03125 25.34375 53.03125 \n",
       "Q 30.03125 53.03125 33.6875 51.046875 \n",
       "Q 37.359375 49.078125 39.65625 45.90625 \n",
       "L 39.65625 71.578125 \n",
       "L 48.390625 71.578125 \n",
       "L 48.390625 0 \n",
       "z\n",
       "M 12.453125 25.875 \n",
       "Q 12.453125 15.921875 16.640625 10.984375 \n",
       "Q 20.84375 6.0625 26.5625 6.0625 \n",
       "Q 32.328125 6.0625 36.34375 10.765625 \n",
       "Q 40.375 15.484375 40.375 25.140625 \n",
       "Q 40.375 35.796875 36.265625 40.765625 \n",
       "Q 32.171875 45.75 26.171875 45.75 \n",
       "Q 20.3125 45.75 16.375 40.96875 \n",
       "Q 12.453125 36.1875 12.453125 25.875 \n",
       "z\n",
       "\" id=\"ArialMT-100\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(193.124219 275.606562)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-85\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"150.048828\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 245.305 228.14 \n",
       "L 245.305 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- Southwest -->\n",
       "      <defs>\n",
       "       <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-111\"/>\n",
       "       <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-117\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-104\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(248.924219 300.509063)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-83\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"122.314453\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"177.929688\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"205.712891\" xlink:href=\"#ArialMT-104\"/>\n",
       "       <use x=\"261.328125\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"333.544922\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"389.160156\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"439.160156\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 301.105 228.14 \n",
       "L 301.105 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- Delta -->\n",
       "      <defs>\n",
       "       <path d=\"M 7.71875 0 \n",
       "L 7.71875 71.578125 \n",
       "L 32.375 71.578125 \n",
       "Q 40.71875 71.578125 45.125 70.5625 \n",
       "Q 51.265625 69.140625 55.609375 65.4375 \n",
       "Q 61.28125 60.640625 64.078125 53.1875 \n",
       "Q 66.890625 45.75 66.890625 36.1875 \n",
       "Q 66.890625 28.03125 64.984375 21.734375 \n",
       "Q 63.09375 15.4375 60.109375 11.296875 \n",
       "Q 57.125 7.171875 53.578125 4.796875 \n",
       "Q 50.046875 2.4375 45.046875 1.21875 \n",
       "Q 40.046875 0 33.546875 0 \n",
       "z\n",
       "M 17.1875 8.453125 \n",
       "L 32.46875 8.453125 \n",
       "Q 39.546875 8.453125 43.578125 9.765625 \n",
       "Q 47.609375 11.078125 50 13.484375 \n",
       "Q 53.375 16.84375 55.25 22.53125 \n",
       "Q 57.125 28.21875 57.125 36.328125 \n",
       "Q 57.125 47.5625 53.4375 53.59375 \n",
       "Q 49.75 59.625 44.484375 61.671875 \n",
       "Q 40.671875 63.140625 32.234375 63.140625 \n",
       "L 17.1875 63.140625 \n",
       "z\n",
       "\" id=\"ArialMT-68\"/>\n",
       "       <path d=\"M 6.390625 0 \n",
       "L 6.390625 71.578125 \n",
       "L 15.1875 71.578125 \n",
       "L 15.1875 0 \n",
       "z\n",
       "\" id=\"ArialMT-108\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(304.724219 267.82125)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-68\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"150.048828\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-97\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 356.905 228.14 \n",
       "L 356.905 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- Virgin America -->\n",
       "      <defs>\n",
       "       <path d=\"M 28.171875 0 \n",
       "L 0.4375 71.578125 \n",
       "L 10.6875 71.578125 \n",
       "L 29.296875 19.578125 \n",
       "Q 31.546875 13.328125 33.0625 7.859375 \n",
       "Q 34.71875 13.71875 36.921875 19.578125 \n",
       "L 56.25 71.578125 \n",
       "L 65.921875 71.578125 \n",
       "L 37.890625 0 \n",
       "z\n",
       "\" id=\"ArialMT-86\"/>\n",
       "       <path d=\"M 4.984375 -4.296875 \n",
       "L 13.53125 -5.5625 \n",
       "Q 14.0625 -9.515625 16.5 -11.328125 \n",
       "Q 19.78125 -13.765625 25.4375 -13.765625 \n",
       "Q 31.546875 -13.765625 34.859375 -11.328125 \n",
       "Q 38.1875 -8.890625 39.359375 -4.5 \n",
       "Q 40.046875 -1.8125 39.984375 6.78125 \n",
       "Q 34.234375 0 25.640625 0 \n",
       "Q 14.9375 0 9.078125 7.71875 \n",
       "Q 3.21875 15.4375 3.21875 26.21875 \n",
       "Q 3.21875 33.640625 5.90625 39.90625 \n",
       "Q 8.59375 46.1875 13.6875 49.609375 \n",
       "Q 18.796875 53.03125 25.6875 53.03125 \n",
       "Q 34.859375 53.03125 40.828125 45.609375 \n",
       "L 40.828125 51.859375 \n",
       "L 48.921875 51.859375 \n",
       "L 48.921875 7.03125 \n",
       "Q 48.921875 -5.078125 46.453125 -10.125 \n",
       "Q 44 -15.1875 38.640625 -18.109375 \n",
       "Q 33.296875 -21.046875 25.484375 -21.046875 \n",
       "Q 16.21875 -21.046875 10.5 -16.875 \n",
       "Q 4.78125 -12.703125 4.984375 -4.296875 \n",
       "z\n",
       "M 12.25 26.859375 \n",
       "Q 12.25 16.65625 16.296875 11.96875 \n",
       "Q 20.359375 7.28125 26.46875 7.28125 \n",
       "Q 32.515625 7.28125 36.609375 11.9375 \n",
       "Q 40.71875 16.609375 40.71875 26.5625 \n",
       "Q 40.71875 36.078125 36.5 40.90625 \n",
       "Q 32.28125 45.75 26.3125 45.75 \n",
       "Q 20.453125 45.75 16.34375 40.984375 \n",
       "Q 12.25 36.234375 12.25 26.859375 \n",
       "z\n",
       "\" id=\"ArialMT-103\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(360.442187 326.150938)rotate(-90)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-86\"/>\n",
       "       <use x=\"66.683594\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"88.900391\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"122.201172\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"177.816406\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"200.033203\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"255.648438\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"283.353516\" xlink:href=\"#ArialMT-65\"/>\n",
       "       <use x=\"350.052734\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"433.353516\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"488.96875\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"522.269531\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"544.486328\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"594.486328\" xlink:href=\"#ArialMT-97\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- airline -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(204.065938 337.30875)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"77.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"111.132812\" xlink:href=\"#ArialMT-108\"/>\n",
       "      <use x=\"133.349609\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"155.566406\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"211.181641\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 228.14 \n",
       "L 384.805 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0% -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-48\"/>\n",
       "       <path d=\"M 5.8125 54.390625 \n",
       "Q 5.8125 62.0625 9.671875 67.421875 \n",
       "Q 13.53125 72.796875 20.84375 72.796875 \n",
       "Q 27.59375 72.796875 32 67.984375 \n",
       "Q 36.421875 63.1875 36.421875 53.859375 \n",
       "Q 36.421875 44.78125 31.953125 39.875 \n",
       "Q 27.484375 34.96875 20.953125 34.96875 \n",
       "Q 14.453125 34.96875 10.125 39.796875 \n",
       "Q 5.8125 44.625 5.8125 54.390625 \n",
       "z\n",
       "M 21.09375 66.75 \n",
       "Q 17.828125 66.75 15.65625 63.90625 \n",
       "Q 13.484375 61.078125 13.484375 53.515625 \n",
       "Q 13.484375 46.625 15.671875 43.8125 \n",
       "Q 17.875 41.015625 21.09375 41.015625 \n",
       "Q 24.421875 41.015625 26.59375 43.84375 \n",
       "Q 28.765625 46.6875 28.765625 54.203125 \n",
       "Q 28.765625 61.140625 26.5625 63.9375 \n",
       "Q 24.359375 66.75 21.09375 66.75 \n",
       "z\n",
       "M 21.140625 -2.640625 \n",
       "L 60.296875 72.796875 \n",
       "L 67.4375 72.796875 \n",
       "L 28.421875 -2.640625 \n",
       "z\n",
       "M 52.09375 16.796875 \n",
       "Q 52.09375 24.515625 55.953125 29.859375 \n",
       "Q 59.8125 35.203125 67.1875 35.203125 \n",
       "Q 73.921875 35.203125 78.34375 30.390625 \n",
       "Q 82.765625 25.59375 82.765625 16.265625 \n",
       "Q 82.765625 7.171875 78.296875 2.265625 \n",
       "Q 73.828125 -2.640625 67.234375 -2.640625 \n",
       "Q 60.75 -2.640625 56.421875 2.21875 \n",
       "Q 52.09375 7.078125 52.09375 16.796875 \n",
       "z\n",
       "M 67.4375 29.15625 \n",
       "Q 64.109375 29.15625 61.9375 26.3125 \n",
       "Q 59.765625 23.484375 59.765625 15.921875 \n",
       "Q 59.765625 9.078125 61.953125 6.25 \n",
       "Q 64.15625 3.421875 67.390625 3.421875 \n",
       "Q 70.75 3.421875 72.921875 6.25 \n",
       "Q 75.09375 9.078125 75.09375 16.609375 \n",
       "Q 75.09375 23.53125 72.890625 26.34375 \n",
       "Q 70.703125 29.15625 67.4375 29.15625 \n",
       "z\n",
       "\" id=\"ArialMT-37\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(22.770625 233.150469)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 186.722857 \n",
       "L 384.805 186.722857 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 20% -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-50\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(14.985313 191.733326)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 145.305714 \n",
       "L 384.805 145.305714 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 40% -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-52\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(14.985313 150.316183)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-52\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 103.888571 \n",
       "L 384.805 103.888571 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 60% -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(14.985313 108.89904)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-54\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 62.471429 \n",
       "L 384.805 62.471429 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 80% -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-56\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(14.985313 67.481897)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-56\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <path clip-path=\"url(#pb6055335aa)\" d=\"M 50.005 21.054286 \n",
       "L 384.805 21.054286 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 100% -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-49\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 26.064754)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-49\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 63.955 228.14 \n",
       "L 91.855 228.14 \n",
       "L 91.855 67.262907 \n",
       "L 63.955 67.262907 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 119.755 228.14 \n",
       "L 147.655 228.14 \n",
       "L 147.655 81.025828 \n",
       "L 119.755 81.025828 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 175.555 228.14 \n",
       "L 203.455 228.14 \n",
       "L 203.455 85.47734 \n",
       "L 175.555 85.47734 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 231.355 228.14 \n",
       "L 259.255 228.14 \n",
       "L 259.255 126.650885 \n",
       "L 231.355 126.650885 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 287.155 228.14 \n",
       "L 315.055 228.14 \n",
       "L 315.055 139.136014 \n",
       "L 287.155 139.136014 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 342.955 228.14 \n",
       "L 370.855 228.14 \n",
       "L 370.855 153.769932 \n",
       "L 342.955 153.769932 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 63.955 67.262907 \n",
       "L 91.855 67.262907 \n",
       "L 91.855 40.177546 \n",
       "L 63.955 40.177546 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 119.755 81.025828 \n",
       "L 147.655 81.025828 \n",
       "L 147.655 46.273858 \n",
       "L 119.755 46.273858 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 175.555 85.47734 \n",
       "L 203.455 85.47734 \n",
       "L 203.455 47.712101 \n",
       "L 175.555 47.712101 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 231.355 126.650885 \n",
       "L 259.255 126.650885 \n",
       "L 259.255 69.830673 \n",
       "L 231.355 69.830673 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 287.155 139.136014 \n",
       "L 315.055 139.136014 \n",
       "L 315.055 71.753939 \n",
       "L 287.155 71.753939 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 342.955 153.769932 \n",
       "L 370.855 153.769932 \n",
       "L 370.855 83.508707 \n",
       "L 342.955 83.508707 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 63.955 40.177546 \n",
       "L 91.855 40.177546 \n",
       "L 91.855 21.054286 \n",
       "L 63.955 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 119.755 46.273858 \n",
       "L 147.655 46.273858 \n",
       "L 147.655 21.054286 \n",
       "L 119.755 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 175.555 47.712101 \n",
       "L 203.455 47.712101 \n",
       "L 203.455 21.054286 \n",
       "L 175.555 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 231.355 69.830673 \n",
       "L 259.255 69.830673 \n",
       "L 259.255 21.054286 \n",
       "L 231.355 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 287.155 71.753939 \n",
       "L 315.055 71.753939 \n",
       "L 315.055 21.054286 \n",
       "L 287.155 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#pb6055335aa)\" d=\"M 342.955 83.508707 \n",
       "L 370.855 83.508707 \n",
       "L 370.855 21.054286 \n",
       "L 342.955 21.054286 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 50.005 228.14 \n",
       "L 50.005 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 384.805 228.14 \n",
       "L 384.805 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 50.005 228.14 \n",
       "L 384.805 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 50.005 10.7 \n",
       "L 384.805 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_25\">\n",
       "     <path d=\"M 57.005 223.14 \n",
       "L 136.595625 223.14 \n",
       "Q 138.595625 223.14 138.595625 221.14 \n",
       "L 138.595625 165.441563 \n",
       "Q 138.595625 163.441563 136.595625 163.441563 \n",
       "L 57.005 163.441563 \n",
       "Q 55.005 163.441563 55.005 165.441563 \n",
       "L 55.005 221.14 \n",
       "Q 55.005 223.14 57.005 223.14 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- airline_sentiment -->\n",
       "     <defs>\n",
       "      <path d=\"M -1.515625 -19.875 \n",
       "L -1.515625 -13.53125 \n",
       "L 56.734375 -13.53125 \n",
       "L 56.734375 -19.875 \n",
       "z\n",
       "\" id=\"ArialMT-95\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(59.005 174.599375)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"77.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"111.132812\" xlink:href=\"#ArialMT-108\"/>\n",
       "      <use x=\"133.349609\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"155.566406\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"211.181641\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"266.796875\" xlink:href=\"#ArialMT-95\"/>\n",
       "      <use x=\"322.412109\" xlink:href=\"#ArialMT-115\"/>\n",
       "      <use x=\"372.412109\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"428.027344\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"483.642578\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"511.425781\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"533.642578\" xlink:href=\"#ArialMT-109\"/>\n",
       "      <use x=\"616.943359\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"672.558594\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"728.173828\" xlink:href=\"#ArialMT-116\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_26\">\n",
       "     <path d=\"M 63.897969 188.744687 \n",
       "L 83.897969 188.744687 \n",
       "L 83.897969 181.744687 \n",
       "L 63.897969 181.744687 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- negative -->\n",
       "     <defs>\n",
       "      <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-118\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(91.897969 188.744687)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-103\"/>\n",
       "      <use x=\"166.845703\" xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"222.460938\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"250.244141\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"272.460938\" xlink:href=\"#ArialMT-118\"/>\n",
       "      <use x=\"322.460938\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_27\">\n",
       "     <path d=\"M 63.897969 203.007187 \n",
       "L 83.897969 203.007187 \n",
       "L 83.897969 196.007187 \n",
       "L 63.897969 196.007187 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- neutral -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(91.897969 203.007187)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n",
       "      <use x=\"166.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"194.628906\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"227.929688\" xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"283.544922\" xlink:href=\"#ArialMT-108\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_28\">\n",
       "     <path d=\"M 63.897969 217.1525 \n",
       "L 83.897969 217.1525 \n",
       "L 83.897969 210.1525 \n",
       "L 63.897969 210.1525 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- positive -->\n",
       "     <defs>\n",
       "      <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-112\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(91.897969 217.1525)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-112\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-115\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"233.447266\" xlink:href=\"#ArialMT-118\"/>\n",
       "      <use x=\"283.447266\" xlink:href=\"#ArialMT-101\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pb6055335aa\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"50.005\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "percentage = lambda x: 100 * x / x.sum()\n",
    "negative = lambda x: x[x.name]['negative']\n",
    "\n",
    "df_as = df_as.groupby(level=0).apply(percentage)\n",
    "df_as_sort = df_as.groupby(['airline']).apply(negative).sort_values(ascending=False)\n",
    "ax = df_as.reindex(index=df_as_sort.index, level=0).unstack().plot(kind='bar', stacked=True, color=['C3', 'C0', 'C2'])\n",
    "ax.set_yticklabels(['{0}%'.format(int(x)) for x in ax.get_yticks()])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\n",
       "<svg height=\"388.408437pt\" version=\"1.1\" viewBox=\"0 0 502.44125 388.408437\" width=\"502.44125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 388.408437 \n",
       "L 502.44125 388.408437 \n",
       "L 502.44125 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 45.34125 348.095625 \n",
       "L 491.74125 348.095625 \n",
       "L 491.74125 21.935625 \n",
       "L 45.34125 21.935625 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 119.74125 348.095625 \n",
       "L 119.74125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- negative -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-110\"/>\n",
       "       <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-101\"/>\n",
       "       <path d=\"M 4.984375 -4.296875 \n",
       "L 13.53125 -5.5625 \n",
       "Q 14.0625 -9.515625 16.5 -11.328125 \n",
       "Q 19.78125 -13.765625 25.4375 -13.765625 \n",
       "Q 31.546875 -13.765625 34.859375 -11.328125 \n",
       "Q 38.1875 -8.890625 39.359375 -4.5 \n",
       "Q 40.046875 -1.8125 39.984375 6.78125 \n",
       "Q 34.234375 0 25.640625 0 \n",
       "Q 14.9375 0 9.078125 7.71875 \n",
       "Q 3.21875 15.4375 3.21875 26.21875 \n",
       "Q 3.21875 33.640625 5.90625 39.90625 \n",
       "Q 8.59375 46.1875 13.6875 49.609375 \n",
       "Q 18.796875 53.03125 25.6875 53.03125 \n",
       "Q 34.859375 53.03125 40.828125 45.609375 \n",
       "L 40.828125 51.859375 \n",
       "L 48.921875 51.859375 \n",
       "L 48.921875 7.03125 \n",
       "Q 48.921875 -5.078125 46.453125 -10.125 \n",
       "Q 44 -15.1875 38.640625 -18.109375 \n",
       "Q 33.296875 -21.046875 25.484375 -21.046875 \n",
       "Q 16.21875 -21.046875 10.5 -16.875 \n",
       "Q 4.78125 -12.703125 4.984375 -4.296875 \n",
       "z\n",
       "M 12.25 26.859375 \n",
       "Q 12.25 16.65625 16.296875 11.96875 \n",
       "Q 20.359375 7.28125 26.46875 7.28125 \n",
       "Q 32.515625 7.28125 36.609375 11.9375 \n",
       "Q 40.71875 16.609375 40.71875 26.5625 \n",
       "Q 40.71875 36.078125 36.5 40.90625 \n",
       "Q 32.28125 45.75 26.3125 45.75 \n",
       "Q 20.453125 45.75 16.34375 40.984375 \n",
       "Q 12.25 36.234375 12.25 26.859375 \n",
       "z\n",
       "\" id=\"ArialMT-103\"/>\n",
       "       <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-97\"/>\n",
       "       <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-116\"/>\n",
       "       <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-105\"/>\n",
       "       <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-118\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(93.277969 365.116562)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"272.460938\" xlink:href=\"#ArialMT-118\"/>\n",
       "       <use x=\"322.460938\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 268.54125 348.095625 \n",
       "L 268.54125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- neutral -->\n",
       "      <defs>\n",
       "       <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-117\"/>\n",
       "       <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-114\"/>\n",
       "       <path d=\"M 6.390625 0 \n",
       "L 6.390625 71.578125 \n",
       "L 15.1875 71.578125 \n",
       "L 15.1875 0 \n",
       "z\n",
       "\" id=\"ArialMT-108\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(247.139844 365.116562)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"227.929688\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"283.544922\" xlink:href=\"#ArialMT-108\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 417.34125 348.095625 \n",
       "L 417.34125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- positive -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-112\"/>\n",
       "       <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-111\"/>\n",
       "       <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-115\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(393.607969 365.116562)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-112\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"183.447266\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-118\"/>\n",
       "       <use x=\"283.447266\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     <!-- airline_sentiment -->\n",
       "     <defs>\n",
       "      <path d=\"M -1.515625 -19.875 \n",
       "L -1.515625 -13.53125 \n",
       "L 56.734375 -13.53125 \n",
       "L 56.734375 -19.875 \n",
       "z\n",
       "\" id=\"ArialMT-95\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-109\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(230.745937 379.220937)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-97\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"77.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "      <use x=\"111.132812\" xlink:href=\"#ArialMT-108\"/>\n",
       "      <use x=\"133.349609\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"155.566406\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"211.181641\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"266.796875\" xlink:href=\"#ArialMT-95\"/>\n",
       "      <use x=\"322.412109\" xlink:href=\"#ArialMT-115\"/>\n",
       "      <use x=\"372.412109\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"428.027344\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"483.642578\" xlink:href=\"#ArialMT-116\"/>\n",
       "      <use x=\"511.425781\" xlink:href=\"#ArialMT-105\"/>\n",
       "      <use x=\"533.642578\" xlink:href=\"#ArialMT-109\"/>\n",
       "      <use x=\"616.943359\" xlink:href=\"#ArialMT-101\"/>\n",
       "      <use x=\"672.558594\" xlink:href=\"#ArialMT-110\"/>\n",
       "      <use x=\"728.173828\" xlink:href=\"#ArialMT-116\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 45.34125 348.095625 \n",
       "L 491.74125 348.095625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-48\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(30.555938 353.106094)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 45.34125 280.405808 \n",
       "L 491.74125 280.405808 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-50\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 285.416276)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 45.34125 212.71599 \n",
       "L 491.74125 212.71599 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 4000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-52\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 217.726459)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-52\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 45.34125 145.026173 \n",
       "L 491.74125 145.026173 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 6000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 150.036642)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-54\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <path clip-path=\"url(#pc140cd7416)\" d=\"M 45.34125 77.336356 \n",
       "L 491.74125 77.336356 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 8000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-56\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 82.346825)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-56\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pc140cd7416)\" d=\"M 82.54125 348.095625 \n",
       "L 156.94125 348.095625 \n",
       "L 156.94125 37.467054 \n",
       "L 82.54125 37.467054 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pc140cd7416)\" d=\"M 231.34125 348.095625 \n",
       "L 305.74125 348.095625 \n",
       "L 305.74125 243.210253 \n",
       "L 231.34125 243.210253 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pc140cd7416)\" d=\"M 380.14125 348.095625 \n",
       "L 454.54125 348.095625 \n",
       "L 454.54125 268.120106 \n",
       "L 380.14125 268.120106 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 45.34125 348.095625 \n",
       "L 45.34125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 491.74125 348.095625 \n",
       "L 491.74125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 45.34125 348.095625 \n",
       "L 491.74125 348.095625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 45.34125 21.935625 \n",
       "L 491.74125 21.935625 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- number of tweets by sentiment -->\n",
       "    <defs>\n",
       "     <path d=\"M 14.703125 0 \n",
       "L 6.546875 0 \n",
       "L 6.546875 71.578125 \n",
       "L 15.328125 71.578125 \n",
       "L 15.328125 46.046875 \n",
       "Q 20.90625 53.03125 29.546875 53.03125 \n",
       "Q 34.328125 53.03125 38.59375 51.09375 \n",
       "Q 42.875 49.171875 45.625 45.671875 \n",
       "Q 48.390625 42.1875 49.953125 37.25 \n",
       "Q 51.515625 32.328125 51.515625 26.703125 \n",
       "Q 51.515625 13.375 44.921875 6.09375 \n",
       "Q 38.328125 -1.171875 29.109375 -1.171875 \n",
       "Q 19.921875 -1.171875 14.703125 6.5 \n",
       "z\n",
       "M 14.59375 26.3125 \n",
       "Q 14.59375 17 17.140625 12.84375 \n",
       "Q 21.296875 6.0625 28.375 6.0625 \n",
       "Q 34.125 6.0625 38.328125 11.0625 \n",
       "Q 42.53125 16.0625 42.53125 25.984375 \n",
       "Q 42.53125 36.140625 38.5 40.96875 \n",
       "Q 34.46875 45.796875 28.765625 45.796875 \n",
       "Q 23 45.796875 18.796875 40.796875 \n",
       "Q 14.59375 35.796875 14.59375 26.3125 \n",
       "z\n",
       "\" id=\"ArialMT-98\"/>\n",
       "     <path id=\"ArialMT-32\"/>\n",
       "     <path d=\"M 8.6875 0 \n",
       "L 8.6875 45.015625 \n",
       "L 0.921875 45.015625 \n",
       "L 0.921875 51.859375 \n",
       "L 8.6875 51.859375 \n",
       "L 8.6875 57.375 \n",
       "Q 8.6875 62.59375 9.625 65.140625 \n",
       "Q 10.890625 68.5625 14.078125 70.671875 \n",
       "Q 17.28125 72.796875 23.046875 72.796875 \n",
       "Q 26.765625 72.796875 31.25 71.921875 \n",
       "L 29.9375 64.265625 \n",
       "Q 27.203125 64.75 24.75 64.75 \n",
       "Q 20.75 64.75 19.09375 63.03125 \n",
       "Q 17.4375 61.328125 17.4375 56.640625 \n",
       "L 17.4375 51.859375 \n",
       "L 27.546875 51.859375 \n",
       "L 27.546875 45.015625 \n",
       "L 17.4375 45.015625 \n",
       "L 17.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-102\"/>\n",
       "     <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-119\"/>\n",
       "     <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-121\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(186.840937 15.935625)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#ArialMT-110\"/>\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-117\"/>\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-109\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-98\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-114\"/>\n",
       "     <use x=\"339.0625\" xlink:href=\"#ArialMT-32\"/>\n",
       "     <use x=\"366.845703\" xlink:href=\"#ArialMT-111\"/>\n",
       "     <use x=\"422.460938\" xlink:href=\"#ArialMT-102\"/>\n",
       "     <use x=\"450.244141\" xlink:href=\"#ArialMT-32\"/>\n",
       "     <use x=\"478.027344\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"505.810547\" xlink:href=\"#ArialMT-119\"/>\n",
       "     <use x=\"578.027344\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"633.642578\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"689.257812\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"717.041016\" xlink:href=\"#ArialMT-115\"/>\n",
       "     <use x=\"767.041016\" xlink:href=\"#ArialMT-32\"/>\n",
       "     <use x=\"794.824219\" xlink:href=\"#ArialMT-98\"/>\n",
       "     <use x=\"850.439453\" xlink:href=\"#ArialMT-121\"/>\n",
       "     <use x=\"900.439453\" xlink:href=\"#ArialMT-32\"/>\n",
       "     <use x=\"928.222656\" xlink:href=\"#ArialMT-115\"/>\n",
       "     <use x=\"978.222656\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"1033.837891\" xlink:href=\"#ArialMT-110\"/>\n",
       "     <use x=\"1089.453125\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"1117.236328\" xlink:href=\"#ArialMT-105\"/>\n",
       "     <use x=\"1139.453125\" xlink:href=\"#ArialMT-109\"/>\n",
       "     <use x=\"1222.753906\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"1278.369141\" xlink:href=\"#ArialMT-110\"/>\n",
       "     <use x=\"1333.984375\" xlink:href=\"#ArialMT-116\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pc140cd7416\">\n",
       "   <rect height=\"326.16\" width=\"446.4\" x=\"45.34125\" y=\"21.935625\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df_raw[['text', 'airline_sentiment']].copy()\n",
    "df.groupby(['airline_sentiment']).count().plot(kind='bar', figsize=(8, 6), rot=0, legend=False, title='number of tweets by sentiment', color=[['C3', 'C0', 'C2']]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocess data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Encoding categorical label classes into numeric values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "le = LabelEncoder()\n",
    "df['target'] = le.fit_transform(df['airline_sentiment'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Text cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct = TextCleaner()\n",
    "df['text_clean'] = ct.transform(df['text'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tokenizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "notk_regex = re.compile(f'[{string.punctuation}\\W_]')\n",
    "stop_words = set(stopwords.words('english')) | {'hi'}\n",
    "stemmer = snowballstemmer.EnglishStemmer()\n",
    "\n",
    "def tokenize(text_plain):\n",
    "    tokens = notk_regex.split(text_plain)\n",
    "    tokens = list(filter(lambda x: x not in stop_words, tokens))\n",
    "    return stemmer.stemWords(tokens)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train, test splitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(df['text_clean'].values, df['target'].values, test_size=0.25, random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Td-idf (term frequency-inverse document frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "vect = TfidfVectorizer(strip_accents='unicode', tokenizer=tokenize, ngram_range=(1, 2), max_df=0.75, min_df=3, sublinear_tf=True)\n",
    "tfidf_train = vect.fit_transform(x_train)\n",
    "tfidf_test = vect.transform(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/js/Public/Dropbox/Files/Active/UIBK/ws18/DatawarehouseSystems/dwh-case-example-twitter-sentiment-analysis/.venv/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:460: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
      "  \"this warning.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=4, class_weight=None, dual=True, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
       "          n_jobs=None, penalty='l2', random_state=None, solver='liblinear',\n",
       "          tol=0.0001, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = LogisticRegression(C=4, dual=True, solver='liblinear')\n",
    "m.fit(tfidf_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Token importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_tokens_coefs(vocab, coefs, n):\n",
    "    coef_df = pd.DataFrame({'vocab': vocab, 'coef':coefs.reshape(-1)})\n",
    "    return coef_df.sort_values('coef', ascending=False).reset_index(drop=True)[:n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_tokens_coefs(df, ax, label, c):\n",
    "    df.sort_values('coef').plot.barh(legend=False, ax=ax, color=c)\n",
    "    ax.set_yticklabels(df['vocab'].values.tolist()[::-1])\n",
    "    ax.set_title(label);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rc('xtick', labelsize=14)\n",
    "plt.rc('ytick', labelsize=14)\n",
    "sns.set_style(style='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 negative\n",
      "1 neutral\n",
      "2 positive\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\n",
       "<svg height=\"483.672812pt\" version=\"1.1\" viewBox=\"0 0 906.002715 483.672812\" width=\"906.002715pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 483.672812 \n",
       "L 906.002715 483.672812 \n",
       "L 906.002715 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 57.761875 456.669375 \n",
       "L 239.718397 456.669375 \n",
       "L 239.718397 21.789375 \n",
       "L 57.761875 21.789375 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-48\"/>\n",
       "       <path d=\"M 9.078125 0 \n",
       "L 9.078125 10.015625 \n",
       "L 19.09375 10.015625 \n",
       "L 19.09375 0 \n",
       "z\n",
       "\" id=\"ArialMT-46\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(48.031875 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2.5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-50\"/>\n",
       "       <path d=\"M 4.15625 18.75 \n",
       "L 13.375 19.53125 \n",
       "Q 14.40625 12.796875 18.140625 9.390625 \n",
       "Q 21.875 6 27.15625 6 \n",
       "Q 33.5 6 37.890625 10.78125 \n",
       "Q 42.28125 15.578125 42.28125 23.484375 \n",
       "Q 42.28125 31 38.0625 35.34375 \n",
       "Q 33.84375 39.703125 27 39.703125 \n",
       "Q 22.75 39.703125 19.328125 37.765625 \n",
       "Q 15.921875 35.84375 13.96875 32.765625 \n",
       "L 5.71875 33.84375 \n",
       "L 12.640625 70.609375 \n",
       "L 48.25 70.609375 \n",
       "L 48.25 62.203125 \n",
       "L 19.671875 62.203125 \n",
       "L 15.828125 42.96875 \n",
       "Q 22.265625 47.46875 29.34375 47.46875 \n",
       "Q 38.71875 47.46875 45.15625 40.96875 \n",
       "Q 51.609375 34.46875 51.609375 24.265625 \n",
       "Q 51.609375 14.546875 45.953125 7.46875 \n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \n",
       "Q 17.390625 -1.21875 11.203125 4.25 \n",
       "Q 5.03125 9.71875 4.15625 18.75 \n",
       "z\n",
       "\" id=\"ArialMT-53\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(93.619123 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 5.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(139.206371 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-53\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 7.5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.734375 62.203125 \n",
       "L 4.734375 70.65625 \n",
       "L 51.078125 70.65625 \n",
       "L 51.078125 63.8125 \n",
       "Q 44.234375 56.546875 37.515625 44.484375 \n",
       "Q 30.8125 32.421875 27.15625 19.671875 \n",
       "Q 24.515625 10.6875 23.78125 0 \n",
       "L 14.75 0 \n",
       "Q 14.890625 8.453125 18.0625 20.40625 \n",
       "Q 21.234375 32.375 27.171875 43.484375 \n",
       "Q 33.109375 54.59375 39.796875 62.203125 \n",
       "z\n",
       "\" id=\"ArialMT-55\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(184.793619 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-55\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 10.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-49\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(226.488211 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-49\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"text_6\">\n",
       "      <!-- fuck -->\n",
       "      <defs>\n",
       "       <path d=\"M 8.6875 0 \n",
       "L 8.6875 45.015625 \n",
       "L 0.921875 45.015625 \n",
       "L 0.921875 51.859375 \n",
       "L 8.6875 51.859375 \n",
       "L 8.6875 57.375 \n",
       "Q 8.6875 62.59375 9.625 65.140625 \n",
       "Q 10.890625 68.5625 14.078125 70.671875 \n",
       "Q 17.28125 72.796875 23.046875 72.796875 \n",
       "Q 26.765625 72.796875 31.25 71.921875 \n",
       "L 29.9375 64.265625 \n",
       "Q 27.203125 64.75 24.75 64.75 \n",
       "Q 20.75 64.75 19.09375 63.03125 \n",
       "Q 17.4375 61.328125 17.4375 56.640625 \n",
       "L 17.4375 51.859375 \n",
       "L 27.546875 51.859375 \n",
       "L 27.546875 45.015625 \n",
       "L 17.4375 45.015625 \n",
       "L 17.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-102\"/>\n",
       "       <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-117\"/>\n",
       "       <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-99\"/>\n",
       "       <path d=\"M 6.640625 0 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 30.765625 \n",
       "L 36.234375 51.859375 \n",
       "L 47.609375 51.859375 \n",
       "L 27.78125 32.625 \n",
       "L 49.609375 0 \n",
       "L 38.765625 0 \n",
       "L 21.625 26.515625 \n",
       "L 15.4375 20.5625 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-107\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.087188 447.183844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-102\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"133.398438\" xlink:href=\"#ArialMT-107\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"text_7\">\n",
       "      <!-- ridicul -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-114\"/>\n",
       "       <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-105\"/>\n",
       "       <path d=\"M 40.234375 0 \n",
       "L 40.234375 6.546875 \n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \n",
       "Q 19.53125 -1.171875 14.328125 2.25 \n",
       "Q 9.125 5.671875 6.265625 11.796875 \n",
       "Q 3.421875 17.921875 3.421875 25.875 \n",
       "Q 3.421875 33.640625 6 39.96875 \n",
       "Q 8.59375 46.296875 13.765625 49.65625 \n",
       "Q 18.953125 53.03125 25.34375 53.03125 \n",
       "Q 30.03125 53.03125 33.6875 51.046875 \n",
       "Q 37.359375 49.078125 39.65625 45.90625 \n",
       "L 39.65625 71.578125 \n",
       "L 48.390625 71.578125 \n",
       "L 48.390625 0 \n",
       "z\n",
       "M 12.453125 25.875 \n",
       "Q 12.453125 15.921875 16.640625 10.984375 \n",
       "Q 20.84375 6.0625 26.5625 6.0625 \n",
       "Q 32.328125 6.0625 36.34375 10.765625 \n",
       "Q 40.375 15.484375 40.375 25.140625 \n",
       "Q 40.375 35.796875 36.265625 40.765625 \n",
       "Q 32.171875 45.75 26.171875 45.75 \n",
       "Q 20.3125 45.75 16.375 40.96875 \n",
       "Q 12.453125 36.1875 12.453125 25.875 \n",
       "z\n",
       "\" id=\"ArialMT-100\"/>\n",
       "       <path d=\"M 6.390625 0 \n",
       "L 6.390625 71.578125 \n",
       "L 15.1875 71.578125 \n",
       "L 15.1875 0 \n",
       "z\n",
       "\" id=\"ArialMT-108\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(14.197813 418.191844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"55.517578\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"111.132812\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"133.349609\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"183.349609\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"238.964844\" xlink:href=\"#ArialMT-108\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"text_8\">\n",
       "      <!-- rude -->\n",
       "      <defs>\n",
       "       <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-101\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(22.744375 389.199844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"88.916016\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"144.53125\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"text_9\">\n",
       "      <!-- luggag -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.984375 -4.296875 \n",
       "L 13.53125 -5.5625 \n",
       "Q 14.0625 -9.515625 16.5 -11.328125 \n",
       "Q 19.78125 -13.765625 25.4375 -13.765625 \n",
       "Q 31.546875 -13.765625 34.859375 -11.328125 \n",
       "Q 38.1875 -8.890625 39.359375 -4.5 \n",
       "Q 40.046875 -1.8125 39.984375 6.78125 \n",
       "Q 34.234375 0 25.640625 0 \n",
       "Q 14.9375 0 9.078125 7.71875 \n",
       "Q 3.21875 15.4375 3.21875 26.21875 \n",
       "Q 3.21875 33.640625 5.90625 39.90625 \n",
       "Q 8.59375 46.1875 13.6875 49.609375 \n",
       "Q 18.796875 53.03125 25.6875 53.03125 \n",
       "Q 34.859375 53.03125 40.828125 45.609375 \n",
       "L 40.828125 51.859375 \n",
       "L 48.921875 51.859375 \n",
       "L 48.921875 7.03125 \n",
       "Q 48.921875 -5.078125 46.453125 -10.125 \n",
       "Q 44 -15.1875 38.640625 -18.109375 \n",
       "Q 33.296875 -21.046875 25.484375 -21.046875 \n",
       "Q 16.21875 -21.046875 10.5 -16.875 \n",
       "Q 4.78125 -12.703125 4.984375 -4.296875 \n",
       "z\n",
       "M 12.25 26.859375 \n",
       "Q 12.25 16.65625 16.296875 11.96875 \n",
       "Q 20.359375 7.28125 26.46875 7.28125 \n",
       "Q 32.515625 7.28125 36.609375 11.9375 \n",
       "Q 40.71875 16.609375 40.71875 26.5625 \n",
       "Q 40.71875 36.078125 36.5 40.90625 \n",
       "Q 32.28125 45.75 26.3125 45.75 \n",
       "Q 20.453125 45.75 16.34375 40.984375 \n",
       "Q 12.25 36.234375 12.25 26.859375 \n",
       "z\n",
       "\" id=\"ArialMT-103\"/>\n",
       "       <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-97\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(8.724688 360.207844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"189.0625\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"244.677734\" xlink:href=\"#ArialMT-103\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"text_10\">\n",
       "      <!-- wont -->\n",
       "      <defs>\n",
       "       <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-119\"/>\n",
       "       <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-111\"/>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-110\"/>\n",
       "       <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-116\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(21.19125 331.215844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"183.447266\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"text_11\">\n",
       "      <!-- frustrat -->\n",
       "      <defs>\n",
       "       <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-115\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 302.223844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-102\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"61.083984\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"116.699219\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"166.699219\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"194.482422\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"227.783203\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"283.398438\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"text_12\">\n",
       "      <!-- lost -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(28.976563 273.231844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"text_13\">\n",
       "      <!-- suck -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(21.976563 244.239844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"155.615234\" xlink:href=\"#ArialMT-107\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"text_14\">\n",
       "      <!-- stuck -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(18.087188 215.247844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"77.783203\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"133.398438\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"183.398438\" xlink:href=\"#ArialMT-107\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"text_15\">\n",
       "      <!-- bag -->\n",
       "      <defs>\n",
       "       <path d=\"M 14.703125 0 \n",
       "L 6.546875 0 \n",
       "L 6.546875 71.578125 \n",
       "L 15.328125 71.578125 \n",
       "L 15.328125 46.046875 \n",
       "Q 20.90625 53.03125 29.546875 53.03125 \n",
       "Q 34.328125 53.03125 38.59375 51.09375 \n",
       "Q 42.875 49.171875 45.625 45.671875 \n",
       "Q 48.390625 42.1875 49.953125 37.25 \n",
       "Q 51.515625 32.328125 51.515625 26.703125 \n",
       "Q 51.515625 13.375 44.921875 6.09375 \n",
       "Q 38.328125 -1.171875 29.109375 -1.171875 \n",
       "Q 19.921875 -1.171875 14.703125 6.5 \n",
       "z\n",
       "M 14.59375 26.3125 \n",
       "Q 14.59375 17 17.140625 12.84375 \n",
       "Q 21.296875 6.0625 28.375 6.0625 \n",
       "Q 34.125 6.0625 38.328125 11.0625 \n",
       "Q 42.53125 16.0625 42.53125 25.984375 \n",
       "Q 42.53125 36.140625 38.5 40.96875 \n",
       "Q 34.46875 45.796875 28.765625 45.796875 \n",
       "Q 23 45.796875 18.796875 40.796875 \n",
       "Q 14.59375 35.796875 14.59375 26.3125 \n",
       "z\n",
       "\" id=\"ArialMT-98\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(27.405938 186.255844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-98\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-103\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"text_16\">\n",
       "      <!-- hold -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-104\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(24.295313 157.263844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-104\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"text_17\">\n",
       "      <!-- noth -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(23.516563 128.271844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-104\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"text_18\">\n",
       "      <!-- delay -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-121\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(17.295313 99.279844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"189.0625\" xlink:href=\"#ArialMT-121\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"text_19\">\n",
       "      <!-- worst -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(17.315 70.287844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"161.132812\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"211.132812\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"text_20\">\n",
       "      <!-- hour -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(22.744375 41.295844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-104\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-114\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 449.421375 \n",
       "L 134.114905 449.421375 \n",
       "L 134.114905 434.925375 \n",
       "L 57.761875 434.925375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 420.429375 \n",
       "L 136.584369 420.429375 \n",
       "L 136.584369 405.933375 \n",
       "L 57.761875 405.933375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 391.437375 \n",
       "L 136.717397 391.437375 \n",
       "L 136.717397 376.941375 \n",
       "L 57.761875 376.941375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 362.445375 \n",
       "L 137.708511 362.445375 \n",
       "L 137.708511 347.949375 \n",
       "L 57.761875 347.949375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 333.453375 \n",
       "L 137.965247 333.453375 \n",
       "L 137.965247 318.957375 \n",
       "L 57.761875 318.957375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 304.461375 \n",
       "L 138.986787 304.461375 \n",
       "L 138.986787 289.965375 \n",
       "L 57.761875 289.965375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 275.469375 \n",
       "L 140.759563 275.469375 \n",
       "L 140.759563 260.973375 \n",
       "L 57.761875 260.973375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 246.477375 \n",
       "L 145.245403 246.477375 \n",
       "L 145.245403 231.981375 \n",
       "L 57.761875 231.981375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 217.485375 \n",
       "L 148.300407 217.485375 \n",
       "L 148.300407 202.989375 \n",
       "L 57.761875 202.989375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 188.493375 \n",
       "L 150.402023 188.493375 \n",
       "L 150.402023 173.997375 \n",
       "L 57.761875 173.997375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 159.501375 \n",
       "L 154.21392 159.501375 \n",
       "L 154.21392 145.005375 \n",
       "L 57.761875 145.005375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 130.509375 \n",
       "L 159.288762 130.509375 \n",
       "L 159.288762 116.013375 \n",
       "L 57.761875 116.013375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 101.517375 \n",
       "L 173.748926 101.517375 \n",
       "L 173.748926 87.021375 \n",
       "L 57.761875 87.021375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 72.525375 \n",
       "L 174.040865 72.525375 \n",
       "L 174.040865 58.029375 \n",
       "L 57.761875 58.029375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p69a84d3d5e)\" d=\"M 57.761875 43.533375 \n",
       "L 231.0538 43.533375 \n",
       "L 231.0538 29.037375 \n",
       "L 57.761875 29.037375 \n",
       "z\n",
       "\" style=\"fill:#d62728;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 57.761875 456.669375 \n",
       "L 57.761875 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 239.718397 456.669375 \n",
       "L 239.718397 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 57.761875 456.669375 \n",
       "L 239.718397 456.669375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 57.761875 21.789375 \n",
       "L 239.718397 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_21\">\n",
       "    <!-- negative -->\n",
       "    <defs>\n",
       "     <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-118\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(126.057323 15.789375)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#ArialMT-110\"/>\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-103\"/>\n",
       "     <use x=\"166.845703\" xlink:href=\"#ArialMT-97\"/>\n",
       "     <use x=\"222.460938\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"250.244141\" xlink:href=\"#ArialMT-105\"/>\n",
       "     <use x=\"272.460938\" xlink:href=\"#ArialMT-118\"/>\n",
       "     <use x=\"322.460938\" xlink:href=\"#ArialMT-101\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 385.283614 456.669375 \n",
       "L 567.240136 456.669375 \n",
       "L 567.240136 21.789375 \n",
       "L 385.283614 21.789375 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(381.390958 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(432.307367 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-49\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(483.223775 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 3 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.203125 18.890625 \n",
       "L 12.984375 20.0625 \n",
       "Q 14.5 12.59375 18.140625 9.296875 \n",
       "Q 21.78125 6 27 6 \n",
       "Q 33.203125 6 37.46875 10.296875 \n",
       "Q 41.75 14.59375 41.75 20.953125 \n",
       "Q 41.75 27 37.796875 30.921875 \n",
       "Q 33.84375 34.859375 27.734375 34.859375 \n",
       "Q 25.25 34.859375 21.53125 33.890625 \n",
       "L 22.515625 41.609375 \n",
       "Q 23.390625 41.5 23.921875 41.5 \n",
       "Q 29.546875 41.5 34.03125 44.421875 \n",
       "Q 38.53125 47.359375 38.53125 53.46875 \n",
       "Q 38.53125 58.296875 35.25 61.46875 \n",
       "Q 31.984375 64.65625 26.8125 64.65625 \n",
       "Q 21.6875 64.65625 18.265625 61.421875 \n",
       "Q 14.84375 58.203125 13.875 51.765625 \n",
       "L 5.078125 53.328125 \n",
       "Q 6.6875 62.15625 12.390625 67.015625 \n",
       "Q 18.109375 71.875 26.609375 71.875 \n",
       "Q 32.46875 71.875 37.390625 69.359375 \n",
       "Q 42.328125 66.84375 44.9375 62.5 \n",
       "Q 47.5625 58.15625 47.5625 53.265625 \n",
       "Q 47.5625 48.640625 45.0625 44.828125 \n",
       "Q 42.578125 41.015625 37.703125 38.765625 \n",
       "Q 44.046875 37.3125 47.5625 32.6875 \n",
       "Q 51.078125 28.078125 51.078125 21.140625 \n",
       "Q 51.078125 11.765625 44.234375 5.25 \n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \n",
       "Q 5.078125 9.96875 4.203125 18.890625 \n",
       "z\n",
       "\" id=\"ArialMT-51\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(534.140184 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-51\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_16\">\n",
       "     <g id=\"text_26\">\n",
       "      <!-- march -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-109\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(339.389864 447.183844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"83.300781\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"138.916016\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"172.216797\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"222.216797\" xlink:href=\"#ArialMT-104\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_17\">\n",
       "     <g id=\"text_27\">\n",
       "      <!-- glasgow -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(326.921114 418.191844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"183.447266\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"239.0625\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"294.677734\" xlink:href=\"#ArialMT-119\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
       "     <g id=\"text_28\">\n",
       "      <!-- game -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(343.266114 389.117812)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"194.53125\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_19\">\n",
       "     <g id=\"text_29\">\n",
       "      <!-- dal -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(359.602364 360.207844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-108\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_20\">\n",
       "     <g id=\"text_30\">\n",
       "      <!-- would love -->\n",
       "      <defs>\n",
       "       <path id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(312.135802 331.215844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"183.447266\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"205.664062\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"261.279297\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"289.0625\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"311.279297\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"366.894531\" xlink:href=\"#ArialMT-118\"/>\n",
       "       <use x=\"416.894531\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_21\">\n",
       "     <g id=\"text_31\">\n",
       "      <!-- anytim -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(337.051427 302.223844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-121\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"189.013672\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"211.230469\" xlink:href=\"#ArialMT-109\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_22\">\n",
       "     <g id=\"text_32\">\n",
       "      <!-- jblu -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.546875 61.375 \n",
       "L 6.546875 71.578125 \n",
       "L 15.328125 71.578125 \n",
       "L 15.328125 61.375 \n",
       "z\n",
       "M -4.59375 -20.125 \n",
       "L -2.9375 -12.640625 \n",
       "Q -0.296875 -13.328125 1.21875 -13.328125 \n",
       "Q 3.90625 -13.328125 5.21875 -11.546875 \n",
       "Q 6.546875 -9.765625 6.546875 -2.640625 \n",
       "L 6.546875 51.859375 \n",
       "L 15.328125 51.859375 \n",
       "L 15.328125 -2.828125 \n",
       "Q 15.328125 -12.40625 12.84375 -16.15625 \n",
       "Q 9.671875 -21.046875 2.296875 -21.046875 \n",
       "Q -1.265625 -21.046875 -4.59375 -20.125 \n",
       "z\n",
       "\" id=\"ArialMT-106\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(356.491739 273.231844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-106\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-98\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"100.048828\" xlink:href=\"#ArialMT-117\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_23\">\n",
       "     <g id=\"text_33\">\n",
       "      <!-- id like -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(342.491739 244.239844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"150.048828\" xlink:href=\"#ArialMT-107\"/>\n",
       "       <use x=\"200.048828\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_24\">\n",
       "     <g id=\"text_34\">\n",
       "      <!-- question -->\n",
       "      <defs>\n",
       "       <path d=\"M 39.65625 -19.875 \n",
       "L 39.65625 5.515625 \n",
       "Q 37.59375 2.640625 33.90625 0.734375 \n",
       "Q 30.21875 -1.171875 26.078125 -1.171875 \n",
       "Q 16.84375 -1.171875 10.171875 6.203125 \n",
       "Q 3.515625 13.578125 3.515625 26.421875 \n",
       "Q 3.515625 34.234375 6.21875 40.421875 \n",
       "Q 8.9375 46.625 14.078125 49.828125 \n",
       "Q 19.234375 53.03125 25.390625 53.03125 \n",
       "Q 35.015625 53.03125 40.53125 44.921875 \n",
       "L 40.53125 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 -19.875 \n",
       "z\n",
       "M 12.546875 26.078125 \n",
       "Q 12.546875 16.0625 16.75 11.0625 \n",
       "Q 20.953125 6.0625 26.8125 6.0625 \n",
       "Q 32.421875 6.0625 36.46875 10.8125 \n",
       "Q 40.53125 15.578125 40.53125 25.296875 \n",
       "Q 40.53125 35.640625 36.25 40.859375 \n",
       "Q 31.984375 46.09375 26.21875 46.09375 \n",
       "Q 20.515625 46.09375 16.53125 41.234375 \n",
       "Q 12.546875 36.375 12.546875 26.078125 \n",
       "z\n",
       "\" id=\"ArialMT-113\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(325.357052 215.247844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-113\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"216.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"244.628906\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"266.845703\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"322.460938\" xlink:href=\"#ArialMT-110\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_25\">\n",
       "     <g id=\"text_35\">\n",
       "      <!-- discount -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(326.142364 186.255844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"289.0625\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"344.677734\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_26\">\n",
       "     <g id=\"text_36\">\n",
       "      <!-- delay cancel -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(300.461114 157.263844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"189.0625\" xlink:href=\"#ArialMT-121\"/>\n",
       "       <use x=\"239.0625\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"266.845703\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"316.845703\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"372.460938\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"428.076172\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"478.076172\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"533.691406\" xlink:href=\"#ArialMT-108\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_27\">\n",
       "     <g id=\"text_37\">\n",
       "      <!-- carri -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(351.064552 128.271844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"138.916016\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"172.216797\" xlink:href=\"#ArialMT-105\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_28\">\n",
       "     <g id=\"text_38\">\n",
       "      <!-- avgeek -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(333.142364 99.279844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-118\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"216.845703\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"272.460938\" xlink:href=\"#ArialMT-107\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_29\">\n",
       "     <g id=\"text_39\">\n",
       "      <!-- atlanta -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(336.252989 70.287844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"216.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"244.628906\" xlink:href=\"#ArialMT-97\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_30\">\n",
       "     <g id=\"text_40\">\n",
       "      <!-- flyingitforward -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(291.923302 41.381156)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-102\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-121\"/>\n",
       "       <use x=\"100\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"122.216797\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"255.664062\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"283.447266\" xlink:href=\"#ArialMT-102\"/>\n",
       "       <use x=\"311.230469\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"366.845703\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"400.146484\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"472.363281\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"527.978516\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"561.279297\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 449.421375 \n",
       "L 514.244844 449.421375 \n",
       "L 514.244844 434.925375 \n",
       "L 385.283614 434.925375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 420.429375 \n",
       "L 515.643893 420.429375 \n",
       "L 515.643893 405.933375 \n",
       "L 385.283614 405.933375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 391.437375 \n",
       "L 516.324349 391.437375 \n",
       "L 516.324349 376.941375 \n",
       "L 385.283614 376.941375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 362.445375 \n",
       "L 518.173285 362.445375 \n",
       "L 518.173285 347.949375 \n",
       "L 385.283614 347.949375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 333.453375 \n",
       "L 521.65615 333.453375 \n",
       "L 521.65615 318.957375 \n",
       "L 385.283614 318.957375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 304.461375 \n",
       "L 522.86401 304.461375 \n",
       "L 522.86401 289.965375 \n",
       "L 385.283614 289.965375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 275.469375 \n",
       "L 524.36751 275.469375 \n",
       "L 524.36751 260.973375 \n",
       "L 385.283614 260.973375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 246.477375 \n",
       "L 527.371771 246.477375 \n",
       "L 527.371771 231.981375 \n",
       "L 385.283614 231.981375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 217.485375 \n",
       "L 529.408846 217.485375 \n",
       "L 529.408846 202.989375 \n",
       "L 385.283614 202.989375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 188.493375 \n",
       "L 530.379131 188.493375 \n",
       "L 530.379131 173.997375 \n",
       "L 385.283614 173.997375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 159.501375 \n",
       "L 538.503808 159.501375 \n",
       "L 538.503808 145.005375 \n",
       "L 385.283614 145.005375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 130.509375 \n",
       "L 543.169102 130.509375 \n",
       "L 543.169102 116.013375 \n",
       "L 385.283614 116.013375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 101.517375 \n",
       "L 543.602679 101.517375 \n",
       "L 543.602679 87.021375 \n",
       "L 385.283614 87.021375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 72.525375 \n",
       "L 549.340057 72.525375 \n",
       "L 549.340057 58.029375 \n",
       "L 385.283614 58.029375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#pfa959e2aa9)\" d=\"M 385.283614 43.533375 \n",
       "L 558.57554 43.533375 \n",
       "L 558.57554 29.037375 \n",
       "L 385.283614 29.037375 \n",
       "z\n",
       "\" style=\"fill:#1f77b4;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 385.283614 456.669375 \n",
       "L 385.283614 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 567.240136 456.669375 \n",
       "L 567.240136 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 385.283614 456.669375 \n",
       "L 567.240136 456.669375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 385.283614 21.789375 \n",
       "L 567.240136 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_41\">\n",
       "    <!-- neutral -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(457.917813 15.789375)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#ArialMT-110\"/>\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n",
       "     <use x=\"166.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"194.628906\" xlink:href=\"#ArialMT-114\"/>\n",
       "     <use x=\"227.929688\" xlink:href=\"#ArialMT-97\"/>\n",
       "     <use x=\"283.544922\" xlink:href=\"#ArialMT-108\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 712.805353 456.669375 \n",
       "L 894.761875 456.669375 \n",
       "L 894.761875 21.789375 \n",
       "L 712.805353 21.789375 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_5\">\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"text_42\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(708.912697 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-48\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"text_43\">\n",
       "      <!-- 2 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(754.438873 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-50\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"text_44\">\n",
       "      <!-- 4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-52\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(799.96505 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-52\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"text_45\">\n",
       "      <!-- 6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(845.491226 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-54\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"text_46\">\n",
       "      <!-- 8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-56\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(891.017402 473.690312)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-56\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_6\">\n",
       "    <g id=\"ytick_31\">\n",
       "     <g id=\"text_47\">\n",
       "      <!-- impress -->\n",
       "      <defs>\n",
       "       <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-112\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(656.800978 447.183844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"105.517578\" xlink:href=\"#ArialMT-112\"/>\n",
       "       <use x=\"161.132812\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"194.433594\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"250.048828\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"300.048828\" xlink:href=\"#ArialMT-115\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_32\">\n",
       "     <g id=\"text_48\">\n",
       "      <!-- fantast -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(663.781291 418.191844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-102\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"166.796875\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"222.412109\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"272.412109\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_33\">\n",
       "     <g id=\"text_49\">\n",
       "      <!-- glad -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(679.338791 389.199844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"133.447266\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_34\">\n",
       "     <g id=\"text_50\">\n",
       "      <!-- good -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(674.664103 360.207844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-100\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_35\">\n",
       "     <g id=\"text_51\">\n",
       "      <!-- excel -->\n",
       "      <defs>\n",
       "       <path d=\"M 0.734375 0 \n",
       "L 19.671875 26.953125 \n",
       "L 2.15625 51.859375 \n",
       "L 13.140625 51.859375 \n",
       "L 21.09375 39.703125 \n",
       "Q 23.34375 36.234375 24.703125 33.890625 \n",
       "Q 26.859375 37.109375 28.65625 39.59375 \n",
       "L 37.40625 51.859375 \n",
       "L 47.90625 51.859375 \n",
       "L 29.984375 27.4375 \n",
       "L 49.265625 0 \n",
       "L 38.484375 0 \n",
       "L 27.828125 16.109375 \n",
       "L 25 20.453125 \n",
       "L 11.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-120\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(673.124103 331.215844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-120\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"155.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"211.230469\" xlink:href=\"#ArialMT-108\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_36\">\n",
       "     <g id=\"text_52\">\n",
       "      <!-- excit -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(677.020041 302.223844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-120\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"155.615234\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"177.832031\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_37\">\n",
       "     <g id=\"text_53\">\n",
       "      <!-- cant wait -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(650.560041 273.231844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"189.013672\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"216.796875\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"289.013672\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"344.628906\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"366.845703\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_38\">\n",
       "     <g id=\"text_54\">\n",
       "      <!-- kudo -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(675.449416 244.239844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-107\"/>\n",
       "       <use x=\"50\" xlink:href=\"#ArialMT-117\"/>\n",
       "       <use x=\"105.615234\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-111\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_39\">\n",
       "     <g id=\"text_55\">\n",
       "      <!-- appreci -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(659.891916 215.247844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-112\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-112\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"200.146484\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"255.761719\" xlink:href=\"#ArialMT-99\"/>\n",
       "       <use x=\"305.761719\" xlink:href=\"#ArialMT-105\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_40\">\n",
       "     <g id=\"text_56\">\n",
       "      <!-- amaz -->\n",
       "      <defs>\n",
       "       <path d=\"M 1.953125 0 \n",
       "L 1.953125 7.125 \n",
       "L 34.96875 45.015625 \n",
       "Q 29.34375 44.734375 25.046875 44.734375 \n",
       "L 3.90625 44.734375 \n",
       "L 3.90625 51.859375 \n",
       "L 46.296875 51.859375 \n",
       "L 46.296875 46.046875 \n",
       "L 18.21875 13.140625 \n",
       "L 12.796875 7.125 \n",
       "Q 18.703125 7.5625 23.875 7.5625 \n",
       "L 47.859375 7.5625 \n",
       "L 47.859375 0 \n",
       "z\n",
       "\" id=\"ArialMT-122\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(671.573166 186.255844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"138.916016\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"194.53125\" xlink:href=\"#ArialMT-122\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_41\">\n",
       "     <g id=\"text_57\">\n",
       "      <!-- best -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(679.345353 157.263844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-98\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"161.230469\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_42\">\n",
       "     <g id=\"text_58\">\n",
       "      <!-- love -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(680.124103 128.271844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"22.216797\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"77.832031\" xlink:href=\"#ArialMT-118\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-101\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_43\">\n",
       "     <g id=\"text_59\">\n",
       "      <!-- thank -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(671.560041 99.279844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#ArialMT-104\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-107\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_44\">\n",
       "     <g id=\"text_60\">\n",
       "      <!-- awesom -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(653.677228 70.287844)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-119\"/>\n",
       "       <use x=\"127.832031\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"183.447266\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"233.447266\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"289.0625\" xlink:href=\"#ArialMT-109\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_45\">\n",
       "     <g id=\"text_61\">\n",
       "      <!-- great -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(673.898478 41.213812)scale(0.14 -0.14)\">\n",
       "       <use xlink:href=\"#ArialMT-103\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-114\"/>\n",
       "       <use x=\"88.916016\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"144.53125\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"200.146484\" xlink:href=\"#ArialMT-116\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 449.421375 \n",
       "L 800.264443 449.421375 \n",
       "L 800.264443 434.925375 \n",
       "L 712.805353 434.925375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 420.429375 \n",
       "L 800.565382 420.429375 \n",
       "L 800.565382 405.933375 \n",
       "L 712.805353 405.933375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 391.437375 \n",
       "L 802.723146 391.437375 \n",
       "L 802.723146 376.941375 \n",
       "L 712.805353 376.941375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 362.445375 \n",
       "L 808.503643 362.445375 \n",
       "L 808.503643 347.949375 \n",
       "L 712.805353 347.949375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 333.453375 \n",
       "L 822.597505 333.453375 \n",
       "L 822.597505 318.957375 \n",
       "L 712.805353 318.957375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 304.461375 \n",
       "L 828.354502 304.461375 \n",
       "L 828.354502 289.965375 \n",
       "L 712.805353 289.965375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 275.469375 \n",
       "L 828.470841 275.469375 \n",
       "L 828.470841 260.973375 \n",
       "L 712.805353 260.973375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 246.477375 \n",
       "L 829.765389 246.477375 \n",
       "L 829.765389 231.981375 \n",
       "L 712.805353 231.981375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 217.485375 \n",
       "L 837.872476 217.485375 \n",
       "L 837.872476 202.989375 \n",
       "L 712.805353 202.989375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 188.493375 \n",
       "L 850.792557 188.493375 \n",
       "L 850.792557 173.997375 \n",
       "L 712.805353 173.997375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 159.501375 \n",
       "L 852.70025 159.501375 \n",
       "L 852.70025 145.005375 \n",
       "L 712.805353 145.005375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 130.509375 \n",
       "L 863.208078 130.509375 \n",
       "L 863.208078 116.013375 \n",
       "L 712.805353 116.013375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 101.517375 \n",
       "L 867.609483 101.517375 \n",
       "L 867.609483 87.021375 \n",
       "L 712.805353 87.021375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 72.525375 \n",
       "L 869.782509 72.525375 \n",
       "L 869.782509 58.029375 \n",
       "L 712.805353 58.029375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#p19eb657534)\" d=\"M 712.805353 43.533375 \n",
       "L 886.097279 43.533375 \n",
       "L 886.097279 29.037375 \n",
       "L 712.805353 29.037375 \n",
       "z\n",
       "\" style=\"fill:#2ca02c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path d=\"M 712.805353 456.669375 \n",
       "L 712.805353 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path d=\"M 894.761875 456.669375 \n",
       "L 894.761875 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path d=\"M 712.805353 456.669375 \n",
       "L 894.761875 456.669375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path d=\"M 712.805353 21.789375 \n",
       "L 894.761875 21.789375 \n",
       "\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_62\">\n",
       "    <!-- positive -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(783.440802 15.789375)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#ArialMT-112\"/>\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-115\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "     <use x=\"183.447266\" xlink:href=\"#ArialMT-116\"/>\n",
       "     <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\n",
       "     <use x=\"233.447266\" xlink:href=\"#ArialMT-118\"/>\n",
       "     <use x=\"283.447266\" xlink:href=\"#ArialMT-101\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p69a84d3d5e\">\n",
       "   <rect height=\"434.88\" width=\"181.956522\" x=\"57.761875\" y=\"21.789375\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pfa959e2aa9\">\n",
       "   <rect height=\"434.88\" width=\"181.956522\" x=\"385.283614\" y=\"21.789375\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p19eb657534\">\n",
       "   <rect height=\"434.88\" width=\"181.956522\" x=\"712.805353\" y=\"21.789375\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1080x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vocab = vect.get_feature_names()\n",
    "\n",
    "n_coefs = 15\n",
    "colors = ['C3', 'C0', 'C2']\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 8))\n",
    "fig.subplots_adjust(wspace=0.8)\n",
    "\n",
    "for i, l in enumerate(['negative', 'neutral', 'positive']):\n",
    "    print(i, l)\n",
    "    coef_df = get_tokens_coefs(vocab, m.coef_[i], n_coefs)\n",
    "    plot_tokens_coefs(coef_df, axs[i], l, colors[i])"
   ]
  }
 ],
 "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}