sentiment analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning and Sentiment Analysis\n",
    "Source: https://www.digitalocean.com/community/tutorials/how-to-perform-sentiment-analysis-in-python-3-using-the-natural-language-toolkit-nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\smuke\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     C:\\Users\\smuke\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     C:\\Users\\smuke\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
      "[nltk_data]       date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\smuke\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     C:\\Users\\smuke\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "import time\n",
    "import requests\n",
    "import datetime\n",
    "import dateutil\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import glob\n",
    "import string, re\n",
    "import nltk\n",
    "import matplotlib.pyplot as plt\n",
    "from dateutil.relativedelta import relativedelta\n",
    "nltk.download('punkt')\n",
    "nltk.download('wordnet')\n",
    "nltk.download('averaged_perceptron_tagger')\n",
    "nltk.download('stopwords')\n",
    "nltk.download(\"vader_lexicon\")\n",
    "from nltk.tag import pos_tag\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "from nltk import FreqDist\n",
    "from nltk import tokenize\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in the articles csv\n",
    "articles = pd.read_csv(\"./headlines/NYTData.csv\")\n",
    "articles = articles.drop(columns=[\"doc_type\", \"material_type\", \"section\", \"keywords\"])\n",
    "articles = articles.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# How to check is a word is in the dataframe\n",
    "# 'Adele' in names.names.values\n",
    "# Create the different candidate/party dataframes\n",
    "articlesR = (articles[\"headline\"].str.contains(\"Trump|GOP|Republican|Pence\"))\n",
    "articlesR.fillna(False, inplace=True)\n",
    "articlesD = (articles[\"headline\"].str.contains(\"Biden|Progressive|Democrat|Harris\"))\n",
    "articlesD.fillna(False, inplace=True)\n",
    "articlesR = articles[articlesR]\n",
    "articlesD = articles[articlesD]\n",
    "articlesD = articlesD[articlesD[\"headline\"].str.contains(\"Trump\") == False]\n",
    "articlesR = articlesR[articlesR[\"headline\"].str.contains(\"Biden\") == False]\n",
    "articlesR = articlesR.reset_index().drop(columns=\"index\")\n",
    "articlesD = articlesD.reset_index().drop(columns=\"index\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing punctuation from headlines\n",
    "def removePunctuation(headline):\n",
    "    text = headline.translate(str.maketrans('', '', string.punctuation)).lower()\n",
    "    text = text.replace(\"‘\",\"\")\n",
    "    text = text.replace(\"’\",\"\")\n",
    "    text = text.replace(\"trump\", \"Trump\")\n",
    "    text = text.replace(\"Trumps\", \"Trump\")\n",
    "    return text\n",
    "\n",
    "def groupByDate(articles):\n",
    "    articles = articles.groupby([\"date\"]).agg(lambda s: \" \".join(s))\n",
    "    return articles\n",
    "\n",
    "def tokenize(headlines):\n",
    "    return headlines.apply(lambda s: word_tokenize(s))\n",
    "\n",
    "def remove_noise(tweet_tokens, stop_words = ()):\n",
    "    '''\n",
    "    from https://www.digitalocean.com/community/tutorials/how-to-perform-sentiment-analysis-in-python-3-using-the-natural-language-toolkit-nltk\n",
    "    \n",
    "    '''\n",
    "    cleaned_tokens = []\n",
    "    for token, tag in pos_tag(tweet_tokens):\n",
    "        token = re.sub('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+#]|[!*\\(\\),]|'\\\n",
    "                       '(?:%[0-9a-fA-F][0-9a-fA-F]))+','', token)\n",
    "        token = re.sub(\"(@[A-Za-z0-9_]+)\",\"\", token)\n",
    "\n",
    "        if tag.startswith(\"NN\"):\n",
    "            pos = 'n'\n",
    "        elif tag.startswith('VB'):\n",
    "            pos = 'v'\n",
    "        else:\n",
    "            pos = 'a'\n",
    "\n",
    "        lemmatizer = WordNetLemmatizer()\n",
    "        token = lemmatizer.lemmatize(token, pos)\n",
    "\n",
    "        if len(token) > 0 and token not in string.punctuation and token.lower() not in stop_words:\n",
    "            cleaned_tokens.append(token.lower())\n",
    "    return cleaned_tokens\n",
    "\n",
    "def all_words_generator(tokenslst):\n",
    "    for tokens in tokenslst:\n",
    "        for token in tokens:\n",
    "            yield token\n",
    " \n",
    "sid = SentimentIntensityAnalyzer()\n",
    "def get_compound_sentiment_score(sentence):\n",
    "    ss = sid.polarity_scores(sentence)\n",
    "    return ss[\"compound\"]\n",
    "\n",
    "def get_all_sentiment_score(sentence):\n",
    "    ss = sid.polarity_scores(sentence)\n",
    "    return ss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get sentiment scores\n",
    "articlesD[\"sentiment score\"] = articlesD[\"headline\"].apply(lambda headline: get_compound_sentiment_score(headline))\n",
    "articlesR[\"sentiment score\"] = articlesR[\"headline\"].apply(lambda headline: get_compound_sentiment_score(headline))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_daily_sent_dem = articlesD.groupby(\"date\").mean()\n",
    "avg_daily_sent_rep =articlesR.groupby(\"date\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>headline</th>\n",
       "      <th>date</th>\n",
       "      <th>sentiment score</th>\n",
       "      <th>tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>recount in two wisconsin counties reinforces b...</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>[recount, in, two, wisconsin, counties, reinfo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1775</th>\n",
       "      <td>bidens doctor says presidentelect has hairline...</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>[bidens, doctor, says, presidentelect, has, ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776</th>\n",
       "      <td>biden expected to name top economic officials ...</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>[biden, expected, to, name, top, economic, off...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1777</th>\n",
       "      <td>republicans and democrats need to work togethe...</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>0.4019</td>\n",
       "      <td>[republicans, and, democrats, need, to, work, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1778</th>\n",
       "      <td>jennifer psaki to be press secretary as biden ...</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>[jennifer, psaki, to, be, press, secretary, as...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               headline        date  \\\n",
       "1774  recount in two wisconsin counties reinforces b...  2020-11-29   \n",
       "1775  bidens doctor says presidentelect has hairline...  2020-11-29   \n",
       "1776  biden expected to name top economic officials ...  2020-11-29   \n",
       "1777  republicans and democrats need to work togethe...  2020-11-29   \n",
       "1778  jennifer psaki to be press secretary as biden ...  2020-11-29   \n",
       "\n",
       "      sentiment score                                             tokens  \n",
       "1774           0.0000  [recount, in, two, wisconsin, counties, reinfo...  \n",
       "1775           0.2023  [bidens, doctor, says, presidentelect, has, ha...  \n",
       "1776           0.2023  [biden, expected, to, name, top, economic, off...  \n",
       "1777           0.4019  [republicans, and, democrats, need, to, work, ...  \n",
       "1778           0.0000  [jennifer, psaki, to, be, press, secretary, as...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tokenize the data and remove punctuation\n",
    "articlesR[\"headline\"] = articlesR[\"headline\"].apply(removePunctuation)\n",
    "articlesD[\"headline\"] = articlesD[\"headline\"].apply(removePunctuation)\n",
    "articlesR[\"tokens\"] = tokenize(articlesR[\"headline\"])\n",
    "articlesD[\"tokens\"] = tokenize(articlesD[\"headline\"])\n",
    "# removePunctuation(articlesR[\"headline\"][0]) #Verify that the data look good\n",
    "articlesD.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lemmatize each headline\n",
    "stop_words = stopwords.words(\"english\") + [\"say\"]\n",
    "articlesD[\"tokens\"] = articlesD[\"tokens\"].apply(lambda s: remove_noise(s, stop_words))\n",
    "articlesR[\"tokens\"] = articlesR[\"tokens\"].apply(lambda s: remove_noise(s, stop_words))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate the frequency lists for both sets\n",
    "demFreqList = FreqDist(all_words_generator(articlesD[\"tokens\"].tolist()))\n",
    "repFreqList = FreqDist(all_words_generator(articlesR[\"tokens\"].tolist()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot top 10 frequency words for both\n",
    "rep = repFreqList.most_common(10)\n",
    "dem = demFreqList.most_common(10)\n",
    "rep[8] = ('pence', 105)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing duplicate words from headlines and counting them\n",
    "# for i in range(len(articles)):\n",
    "#     s = {}\n",
    "#     for name in nameSet:\n",
    "#         if name in articles[\"headline\"][i]:\n",
    "#             if name in s:\n",
    "#                 s[name] += 1\n",
    "#             else:\n",
    "#                 s[name] = 1\n",
    "#             articles[\"headline\"][i].replace(name, \"\")\n",
    "#     for name in locationSet:\n",
    "#         if name in articles[\"headline\"][i]:\n",
    "#             if name in s:\n",
    "#                 s[name] += 1\n",
    "#             else:\n",
    "#                 s[name] = 1\n",
    "#             articles[\"headline\"][i].replace(name, \"\")\n",
    "#     for word in articles[\"headline\"][i].split():\n",
    "#         word = word.replace(\"‘\", \"\")\n",
    "#         word = word.replace(\"’\", \"\")\n",
    "#         if word in s:\n",
    "#             s[word] += 1\n",
    "#         else:\n",
    "#             s[word] = 1\n",
    "#     articles[\"headline\"][i] = s\n",
    "# articles.to_csv(\"./data/NYTDataCleaned.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sentiment score   -0.052608\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"315.804585pt\" version=\"1.1\" viewBox=\"0 0 395.328125 315.804585\" width=\"395.328125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 315.804585 \r\n",
       "L 395.328125 315.804585 \r\n",
       "L 395.328125 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 388.128125 239.758125 \r\n",
       "L 388.128125 22.318125 \r\n",
       "L 53.328125 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 68.546307 239.758125 \r\n",
       "L 93.392318 239.758125 \r\n",
       "L 93.392318 32.672411 \r\n",
       "L 68.546307 32.672411 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 99.603821 239.758125 \r\n",
       "L 124.449832 239.758125 \r\n",
       "L 124.449832 211.742019 \r\n",
       "L 99.603821 211.742019 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 130.661335 239.758125 \r\n",
       "L 155.507346 239.758125 \r\n",
       "L 155.507346 222.014591 \r\n",
       "L 130.661335 222.014591 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 161.718849 239.758125 \r\n",
       "L 186.56486 239.758125 \r\n",
       "L 186.56486 226.450475 \r\n",
       "L 161.718849 226.450475 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 192.776362 239.758125 \r\n",
       "L 217.622374 239.758125 \r\n",
       "L 217.622374 228.084748 \r\n",
       "L 192.776362 228.084748 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 223.833876 239.758125 \r\n",
       "L 248.679888 239.758125 \r\n",
       "L 248.679888 229.71902 \r\n",
       "L 223.833876 229.71902 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 254.89139 239.758125 \r\n",
       "L 279.737401 239.758125 \r\n",
       "L 279.737401 229.952488 \r\n",
       "L 254.89139 229.952488 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 285.948904 239.758125 \r\n",
       "L 310.794915 239.758125 \r\n",
       "L 310.794915 230.886358 \r\n",
       "L 285.948904 230.886358 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 317.006418 239.758125 \r\n",
       "L 341.852429 239.758125 \r\n",
       "L 341.852429 231.586761 \r\n",
       "L 317.006418 231.586761 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path clip-path=\"url(#p2e3913fd9c)\" d=\"M 348.063932 239.758125 \r\n",
       "L 372.909943 239.758125 \r\n",
       "L 372.909943 232.053696 \r\n",
       "L 348.063932 232.053696 \r\n",
       "z\r\n",
       "\" style=\"fill:#ff0000;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m7274bf1d95\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"80.969312\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- trump -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "       <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "       <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "       <path d=\"M 52 44.1875 \r\n",
       "Q 55.375 50.25 60.0625 53.125 \r\n",
       "Q 64.75 56 71.09375 56 \r\n",
       "Q 79.640625 56 84.28125 50.015625 \r\n",
       "Q 88.921875 44.046875 88.921875 33.015625 \r\n",
       "L 88.921875 0 \r\n",
       "L 79.890625 0 \r\n",
       "L 79.890625 32.71875 \r\n",
       "Q 79.890625 40.578125 77.09375 44.375 \r\n",
       "Q 74.3125 48.1875 68.609375 48.1875 \r\n",
       "Q 61.625 48.1875 57.5625 43.546875 \r\n",
       "Q 53.515625 38.921875 53.515625 30.90625 \r\n",
       "L 53.515625 0 \r\n",
       "L 44.484375 0 \r\n",
       "L 44.484375 32.71875 \r\n",
       "Q 44.484375 40.625 41.703125 44.40625 \r\n",
       "Q 38.921875 48.1875 33.109375 48.1875 \r\n",
       "Q 26.21875 48.1875 22.15625 43.53125 \r\n",
       "Q 18.109375 38.875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.1875 51.21875 25.484375 53.609375 \r\n",
       "Q 29.78125 56 35.6875 56 \r\n",
       "Q 41.65625 56 45.828125 52.96875 \r\n",
       "Q 50 49.953125 52 44.1875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-109\"/>\r\n",
       "       <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(72.152022 273.667957)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"80.322266\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"143.701172\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "       <use x=\"241.113281\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.026826\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- republican -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "       <path d=\"M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "M 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-98\"/>\r\n",
       "       <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "       <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "       <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "       <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(95.3833 289.320429)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"38.863281\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"100.386719\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "       <use x=\"163.863281\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"227.242188\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "       <use x=\"290.71875\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "       <use x=\"318.501953\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"346.285156\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"401.265625\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"462.544922\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"143.08434\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- election -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(130.986185 280.229687)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "       <use x=\"89.306641\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"150.830078\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"205.810547\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"245.019531\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"272.802734\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"333.984375\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"174.141854\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- campaign -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 45.40625 27.984375 \r\n",
       "Q 45.40625 37.75 41.375 43.109375 \r\n",
       "Q 37.359375 48.484375 30.078125 48.484375 \r\n",
       "Q 22.859375 48.484375 18.828125 43.109375 \r\n",
       "Q 14.796875 37.75 14.796875 27.984375 \r\n",
       "Q 14.796875 18.265625 18.828125 12.890625 \r\n",
       "Q 22.859375 7.515625 30.078125 7.515625 \r\n",
       "Q 37.359375 7.515625 41.375 12.890625 \r\n",
       "Q 45.40625 18.265625 45.40625 27.984375 \r\n",
       "z\r\n",
       "M 54.390625 6.78125 \r\n",
       "Q 54.390625 -7.171875 48.1875 -13.984375 \r\n",
       "Q 42 -20.796875 29.203125 -20.796875 \r\n",
       "Q 24.46875 -20.796875 20.265625 -20.09375 \r\n",
       "Q 16.0625 -19.390625 12.109375 -17.921875 \r\n",
       "L 12.109375 -9.1875 \r\n",
       "Q 16.0625 -11.328125 19.921875 -12.34375 \r\n",
       "Q 23.78125 -13.375 27.78125 -13.375 \r\n",
       "Q 36.625 -13.375 41.015625 -8.765625 \r\n",
       "Q 45.40625 -4.15625 45.40625 5.171875 \r\n",
       "L 45.40625 9.625 \r\n",
       "Q 42.625 4.78125 38.28125 2.390625 \r\n",
       "Q 33.9375 0 27.875 0 \r\n",
       "Q 17.828125 0 11.671875 7.65625 \r\n",
       "Q 5.515625 15.328125 5.515625 27.984375 \r\n",
       "Q 5.515625 40.671875 11.671875 48.328125 \r\n",
       "Q 17.828125 56 27.875 56 \r\n",
       "Q 33.9375 56 38.28125 53.609375 \r\n",
       "Q 42.625 51.21875 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-103\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(158.660083 286.99692)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "       <use x=\"213.671875\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "       <use x=\"277.148438\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"338.427734\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"366.210938\" xlink:href=\"#DejaVuSans-103\"/>\r\n",
       "       <use x=\"429.6875\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"205.199368\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- virus -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 8.796875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "L 35.6875 0 \r\n",
       "L 23.484375 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-118\"/>\r\n",
       "       <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(198.539858 269.352396)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-118\"/>\r\n",
       "       <use x=\"59.179688\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"86.962891\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"128.076172\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"191.455078\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"236.256882\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- coronavirus -->\r\n",
       "      <g transform=\"translate(217.545621 293.455899)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"116.162109\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"155.025391\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"216.207031\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "       <use x=\"279.585938\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"340.865234\" xlink:href=\"#DejaVuSans-118\"/>\r\n",
       "       <use x=\"400.044922\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"427.828125\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"468.941406\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"532.320312\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"267.314396\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- debate -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(256.87297 276.916229)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"125\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "       <use x=\"188.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"249.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"288.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"298.37191\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- house -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(289.661238 273.454721)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "       <use x=\"240.039062\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"329.429424\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- pence -->\r\n",
       "      <g transform=\"translate(320.600533 273.691159)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"125\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"360.486938\" xlink:href=\"#m7274bf1d95\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- test -->\r\n",
       "      <g transform=\"translate(355.64878 265.709692)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"100.732422\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "       <use x=\"152.832031\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- Word -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 3.328125 72.90625 \r\n",
       "L 13.28125 72.90625 \r\n",
       "L 28.609375 11.28125 \r\n",
       "L 43.890625 72.90625 \r\n",
       "L 54.984375 72.90625 \r\n",
       "L 70.3125 11.28125 \r\n",
       "L 85.59375 72.90625 \r\n",
       "L 95.609375 72.90625 \r\n",
       "L 77.296875 0 \r\n",
       "L 64.890625 0 \r\n",
       "L 49.515625 63.28125 \r\n",
       "L 33.984375 0 \r\n",
       "L 21.578125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-87\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(207.876563 306.524897)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-87\"/>\r\n",
       "      <use x=\"93.001953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"154.183594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"193.546875\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"mc8c2c6e0d3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(39.965625 243.557344)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"200.846867\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 500 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(27.240625 204.646086)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"161.935609\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 165.734828)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"123.024351\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 1500 -->\r\n",
       "      <g transform=\"translate(20.878125 126.82357)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"84.113094\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 2000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 87.912312)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#mc8c2c6e0d3\" y=\"45.201836\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_17\">\r\n",
       "      <!-- 2500 -->\r\n",
       "      <g transform=\"translate(20.878125 49.001054)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_18\">\r\n",
       "     <!-- Number of Appearances -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.8125 72.90625 \r\n",
       "L 23.09375 72.90625 \r\n",
       "L 55.421875 11.921875 \r\n",
       "L 55.421875 72.90625 \r\n",
       "L 64.984375 72.90625 \r\n",
       "L 64.984375 0 \r\n",
       "L 51.703125 0 \r\n",
       "L 19.390625 60.984375 \r\n",
       "L 19.390625 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-78\"/>\r\n",
       "      <path id=\"DejaVuSans-32\"/>\r\n",
       "      <path d=\"M 37.109375 75.984375 \r\n",
       "L 37.109375 68.5 \r\n",
       "L 28.515625 68.5 \r\n",
       "Q 23.6875 68.5 21.796875 66.546875 \r\n",
       "Q 19.921875 64.59375 19.921875 59.515625 \r\n",
       "L 19.921875 54.6875 \r\n",
       "L 34.71875 54.6875 \r\n",
       "L 34.71875 47.703125 \r\n",
       "L 19.921875 47.703125 \r\n",
       "L 19.921875 0 \r\n",
       "L 10.890625 0 \r\n",
       "L 10.890625 47.703125 \r\n",
       "L 2.296875 47.703125 \r\n",
       "L 2.296875 54.6875 \r\n",
       "L 10.890625 54.6875 \r\n",
       "L 10.890625 58.5 \r\n",
       "Q 10.890625 67.625 15.140625 71.796875 \r\n",
       "Q 19.390625 75.984375 28.609375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-102\"/>\r\n",
       "      <path d=\"M 34.1875 63.1875 \r\n",
       "L 20.796875 26.90625 \r\n",
       "L 47.609375 26.90625 \r\n",
       "z\r\n",
       "M 28.609375 72.90625 \r\n",
       "L 39.796875 72.90625 \r\n",
       "L 67.578125 0 \r\n",
       "L 57.328125 0 \r\n",
       "L 50.6875 18.703125 \r\n",
       "L 17.828125 18.703125 \r\n",
       "L 11.1875 0 \r\n",
       "L 0.78125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-65\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 191.749844)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\r\n",
       "      <use x=\"74.804688\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"138.183594\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "      <use x=\"235.595703\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "      <use x=\"299.072266\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"360.595703\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"401.708984\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"433.496094\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"494.677734\" xlink:href=\"#DejaVuSans-102\"/>\r\n",
       "      <use x=\"529.882812\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"561.669922\" xlink:href=\"#DejaVuSans-65\"/>\r\n",
       "      <use x=\"630.078125\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"693.554688\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"757.03125\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"818.554688\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"879.833984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"920.947266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"982.226562\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"1045.605469\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"1100.585938\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"1162.109375\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 53.328125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 388.128125 239.758125 \r\n",
       "L 388.128125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 388.128125 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 53.328125 22.318125 \r\n",
       "L 388.128125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_19\">\r\n",
       "    <!-- Word Frequency for Republican/Trump Collection -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 9.8125 72.90625 \r\n",
       "L 51.703125 72.90625 \r\n",
       "L 51.703125 64.59375 \r\n",
       "L 19.671875 64.59375 \r\n",
       "L 19.671875 43.109375 \r\n",
       "L 48.578125 43.109375 \r\n",
       "L 48.578125 34.8125 \r\n",
       "L 19.671875 34.8125 \r\n",
       "L 19.671875 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-70\"/>\r\n",
       "     <path d=\"M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "M 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "L 54.390625 -20.796875 \r\n",
       "L 45.40625 -20.796875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-113\"/>\r\n",
       "     <path d=\"M 32.171875 -5.078125 \r\n",
       "Q 28.375 -14.84375 24.75 -17.8125 \r\n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \r\n",
       "L 7.90625 -20.796875 \r\n",
       "L 7.90625 -13.28125 \r\n",
       "L 13.1875 -13.28125 \r\n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \r\n",
       "Q 21 -9.765625 23.484375 -3.21875 \r\n",
       "L 25.09375 0.875 \r\n",
       "L 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 11.921875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-121\"/>\r\n",
       "     <path d=\"M 44.390625 34.1875 \r\n",
       "Q 47.5625 33.109375 50.5625 29.59375 \r\n",
       "Q 53.5625 26.078125 56.59375 19.921875 \r\n",
       "L 66.609375 0 \r\n",
       "L 56 0 \r\n",
       "L 46.6875 18.703125 \r\n",
       "Q 43.0625 26.03125 39.671875 28.421875 \r\n",
       "Q 36.28125 30.8125 30.421875 30.8125 \r\n",
       "L 19.671875 30.8125 \r\n",
       "L 19.671875 0 \r\n",
       "L 9.8125 0 \r\n",
       "L 9.8125 72.90625 \r\n",
       "L 32.078125 72.90625 \r\n",
       "Q 44.578125 72.90625 50.734375 67.671875 \r\n",
       "Q 56.890625 62.453125 56.890625 51.90625 \r\n",
       "Q 56.890625 45.015625 53.6875 40.46875 \r\n",
       "Q 50.484375 35.9375 44.390625 34.1875 \r\n",
       "z\r\n",
       "M 19.671875 64.796875 \r\n",
       "L 19.671875 38.921875 \r\n",
       "L 32.078125 38.921875 \r\n",
       "Q 39.203125 38.921875 42.84375 42.21875 \r\n",
       "Q 46.484375 45.515625 46.484375 51.90625 \r\n",
       "Q 46.484375 58.296875 42.84375 61.546875 \r\n",
       "Q 39.203125 64.796875 32.078125 64.796875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-82\"/>\r\n",
       "     <path d=\"M 25.390625 72.90625 \r\n",
       "L 33.6875 72.90625 \r\n",
       "L 8.296875 -9.28125 \r\n",
       "L 0 -9.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-47\"/>\r\n",
       "     <path d=\"M -0.296875 72.90625 \r\n",
       "L 61.375 72.90625 \r\n",
       "L 61.375 64.59375 \r\n",
       "L 35.5 64.59375 \r\n",
       "L 35.5 0 \r\n",
       "L 25.59375 0 \r\n",
       "L 25.59375 64.59375 \r\n",
       "L -0.296875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-84\"/>\r\n",
       "     <path d=\"M 64.40625 67.28125 \r\n",
       "L 64.40625 56.890625 \r\n",
       "Q 59.421875 61.53125 53.78125 63.8125 \r\n",
       "Q 48.140625 66.109375 41.796875 66.109375 \r\n",
       "Q 29.296875 66.109375 22.65625 58.46875 \r\n",
       "Q 16.015625 50.828125 16.015625 36.375 \r\n",
       "Q 16.015625 21.96875 22.65625 14.328125 \r\n",
       "Q 29.296875 6.6875 41.796875 6.6875 \r\n",
       "Q 48.140625 6.6875 53.78125 8.984375 \r\n",
       "Q 59.421875 11.28125 64.40625 15.921875 \r\n",
       "L 64.40625 5.609375 \r\n",
       "Q 59.234375 2.09375 53.4375 0.328125 \r\n",
       "Q 47.65625 -1.421875 41.21875 -1.421875 \r\n",
       "Q 24.65625 -1.421875 15.125 8.703125 \r\n",
       "Q 5.609375 18.84375 5.609375 36.375 \r\n",
       "Q 5.609375 53.953125 15.125 64.078125 \r\n",
       "Q 24.65625 74.21875 41.21875 74.21875 \r\n",
       "Q 47.75 74.21875 53.53125 72.484375 \r\n",
       "Q 59.328125 70.75 64.40625 67.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-67\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(74.9075 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-87\"/>\r\n",
       "     <use x=\"93.001953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"154.183594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"193.546875\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"257.023438\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"288.810547\" xlink:href=\"#DejaVuSans-70\"/>\r\n",
       "     <use x=\"339.080078\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"377.943359\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"439.466797\" xlink:href=\"#DejaVuSans-113\"/>\r\n",
       "     <use x=\"502.943359\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"566.322266\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"627.845703\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"691.224609\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"746.205078\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "     <use x=\"805.384766\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"837.171875\" xlink:href=\"#DejaVuSans-102\"/>\r\n",
       "     <use x=\"872.376953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"933.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"974.671875\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1006.458984\" xlink:href=\"#DejaVuSans-82\"/>\r\n",
       "     <use x=\"1071.441406\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"1132.964844\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"1196.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"1259.820312\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "     <use x=\"1323.296875\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"1351.080078\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"1378.863281\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"1433.84375\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"1495.123047\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"1558.501953\" xlink:href=\"#DejaVuSans-47\"/>\r\n",
       "     <use x=\"1592.193359\" xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "     <use x=\"1638.527344\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"1679.640625\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"1743.019531\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"1840.431641\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"1903.908203\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1935.695312\" xlink:href=\"#DejaVuSans-67\"/>\r\n",
       "     <use x=\"2005.519531\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"2066.701172\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"2094.484375\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"2122.267578\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"2183.791016\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"2238.771484\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"2277.980469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"2305.763672\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"2366.945312\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p2e3913fd9c\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"53.328125\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"300.455545pt\" version=\"1.1\" viewBox=\"0 0 380.482812 300.455545\" width=\"380.482812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M -0 300.455545 \r\n",
       "L 380.482812 300.455545 \r\n",
       "L 380.482812 0 \r\n",
       "L -0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "L 38.482813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m75434eda5b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.700994\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 2020-10-01 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       <path d=\"M 4.890625 31.390625 \r\n",
       "L 31.203125 31.390625 \r\n",
       "L 31.203125 23.390625 \r\n",
       "L 4.890625 23.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-45\"/>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(35.105191 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.288051\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 2020-10-11 -->\r\n",
       "      <g transform=\"translate(86.692248 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"156.875108\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2020-10-21 -->\r\n",
       "      <g transform=\"translate(138.279305 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"208.462165\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 2020-10-31 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(189.866362 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.049222\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 2020-11-10 -->\r\n",
       "      <g transform=\"translate(241.453419 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"311.636279\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 2020-11-20 -->\r\n",
       "      <g transform=\"translate(293.040476 278.106859)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.223336\" xlink:href=\"#m75434eda5b\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_7\">\r\n",
       "     <!-- date -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(194.607812 291.175858)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"163.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"mb5ff273944\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"207.844464\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- −0.3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 211.643683)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"169.866995\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.2 -->\r\n",
       "      <g transform=\"translate(7.2 173.666214)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"131.889526\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- −0.1 -->\r\n",
       "      <g transform=\"translate(7.2 135.688745)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"93.912057\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <g transform=\"translate(15.579688 97.711275)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"55.934587\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.1 -->\r\n",
       "      <g transform=\"translate(15.579688 59.733806)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#mb5ff273944\" y=\"17.957118\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0.2 -->\r\n",
       "      <g transform=\"translate(15.579688 21.756337)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_14\">\r\n",
       "    <path clip-path=\"url(#pf2fcd4d080)\" d=\"M 53.700994 169.314043 \r\n",
       "L 58.8597 86.115915 \r\n",
       "L 64.018406 104.996524 \r\n",
       "L 69.177111 116.818313 \r\n",
       "L 74.335817 88.589135 \r\n",
       "L 79.494523 61.525413 \r\n",
       "L 84.653229 97.327919 \r\n",
       "L 89.811934 108.800876 \r\n",
       "L 94.97064 101.170135 \r\n",
       "L 100.129346 85.958775 \r\n",
       "L 105.288051 88.177459 \r\n",
       "L 110.446757 51.792331 \r\n",
       "L 115.605463 80.816434 \r\n",
       "L 120.764168 87.450044 \r\n",
       "L 125.922874 104.281714 \r\n",
       "L 131.08158 75.578846 \r\n",
       "L 136.240286 126.527107 \r\n",
       "L 141.398991 155.182374 \r\n",
       "L 146.557697 152.879198 \r\n",
       "L 151.716403 109.122033 \r\n",
       "L 156.875108 166.51311 \r\n",
       "L 162.033814 93.188966 \r\n",
       "L 167.19252 106.13289 \r\n",
       "L 172.351225 137.04022 \r\n",
       "L 177.509931 96.554655 \r\n",
       "L 182.668637 93.886738 \r\n",
       "L 187.827343 107.034098 \r\n",
       "L 192.986048 116.405195 \r\n",
       "L 198.144754 110.895581 \r\n",
       "L 203.30346 101.380408 \r\n",
       "L 208.462165 98.473151 \r\n",
       "L 213.620871 48.687796 \r\n",
       "L 218.779577 152.749284 \r\n",
       "L 223.938282 109.642641 \r\n",
       "L 229.096988 36.24683 \r\n",
       "L 234.255694 77.437973 \r\n",
       "L 239.4144 137.630826 \r\n",
       "L 244.573105 143.796579 \r\n",
       "L 249.731811 130.544038 \r\n",
       "L 254.890517 146.74109 \r\n",
       "L 260.049222 104.080524 \r\n",
       "L 265.207928 172.87521 \r\n",
       "L 270.366634 120.064723 \r\n",
       "L 275.525339 136.330656 \r\n",
       "L 280.684045 201.654137 \r\n",
       "L 285.842751 17.083636 \r\n",
       "L 291.001457 165.988229 \r\n",
       "L 296.160162 115.59919 \r\n",
       "L 301.318868 149.162154 \r\n",
       "L 306.477574 161.018245 \r\n",
       "L 311.636279 129.37162 \r\n",
       "L 316.794985 132.632196 \r\n",
       "L 321.953691 56.865035 \r\n",
       "L 327.112396 139.932611 \r\n",
       "L 332.271102 115.659583 \r\n",
       "L 337.429808 34.293759 \r\n",
       "L 342.588514 113.622363 \r\n",
       "L 347.747219 160.401111 \r\n",
       "L 352.905925 214.756364 \r\n",
       "L 358.064631 128.686759 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 38.482813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282812 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 38.482813 7.2 \r\n",
       "L 373.282812 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 45.482813 29.878125 \r\n",
       "L 158.076562 29.878125 \r\n",
       "Q 160.076562 29.878125 160.076562 27.878125 \r\n",
       "L 160.076562 14.2 \r\n",
       "Q 160.076562 12.2 158.076562 12.2 \r\n",
       "L 45.482813 12.2 \r\n",
       "Q 43.482813 12.2 43.482813 14.2 \r\n",
       "L 43.482813 27.878125 \r\n",
       "Q 43.482813 29.878125 45.482813 29.878125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_15\">\r\n",
       "     <path d=\"M 47.482813 20.298437 \r\n",
       "L 67.482812 20.298437 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_16\"/>\r\n",
       "    <g id=\"text_14\">\r\n",
       "     <!-- sentiment score -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 52 44.1875 \r\n",
       "Q 55.375 50.25 60.0625 53.125 \r\n",
       "Q 64.75 56 71.09375 56 \r\n",
       "Q 79.640625 56 84.28125 50.015625 \r\n",
       "Q 88.921875 44.046875 88.921875 33.015625 \r\n",
       "L 88.921875 0 \r\n",
       "L 79.890625 0 \r\n",
       "L 79.890625 32.71875 \r\n",
       "Q 79.890625 40.578125 77.09375 44.375 \r\n",
       "Q 74.3125 48.1875 68.609375 48.1875 \r\n",
       "Q 61.625 48.1875 57.5625 43.546875 \r\n",
       "Q 53.515625 38.921875 53.515625 30.90625 \r\n",
       "L 53.515625 0 \r\n",
       "L 44.484375 0 \r\n",
       "L 44.484375 32.71875 \r\n",
       "Q 44.484375 40.625 41.703125 44.40625 \r\n",
       "Q 38.921875 48.1875 33.109375 48.1875 \r\n",
       "Q 26.21875 48.1875 22.15625 43.53125 \r\n",
       "Q 18.109375 38.875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.1875 51.21875 25.484375 53.609375 \r\n",
       "Q 29.78125 56 35.6875 56 \r\n",
       "Q 41.65625 56 45.828125 52.96875 \r\n",
       "Q 50 49.953125 52 44.1875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-109\"/>\r\n",
       "      <path id=\"DejaVuSans-32\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(75.482812 23.798437)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"177.001953\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"216.210938\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"243.994141\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "      <use x=\"341.40625\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"402.929688\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"466.308594\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"505.517578\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"537.304688\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"589.404297\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"644.384766\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"705.566406\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"744.429688\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pf2fcd4d080\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"38.482813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rep plot\n",
    "plt.bar(*zip(*dict(rep).items()), color=\"red\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Word Frequency for Republican/Trump Collection\")\n",
    "plt.xlabel(\"Word\")\n",
    "plt.ylabel(\"Number of Appearances\")\n",
    "\n",
    "avg_daily_sent_rep.plot()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "print(avg_daily_sent_rep.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sentiment score    0.050308\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"308.434102pt\" version=\"1.1\" viewBox=\"0 0 388.965625 308.434102\" width=\"388.965625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 308.434102 \r\n",
       "L 388.965625 308.434102 \r\n",
       "L 388.965625 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 46.965625 239.758125 \r\n",
       "L 381.765625 239.758125 \r\n",
       "L 381.765625 22.318125 \r\n",
       "L 46.965625 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 62.183807 239.758125 \r\n",
       "L 87.029818 239.758125 \r\n",
       "L 87.029818 32.672411 \r\n",
       "L 62.183807 32.672411 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 93.241321 239.758125 \r\n",
       "L 118.087332 239.758125 \r\n",
       "L 118.087332 174.113307 \r\n",
       "L 93.241321 174.113307 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 124.298835 239.758125 \r\n",
       "L 149.144846 239.758125 \r\n",
       "L 149.144846 180.880814 \r\n",
       "L 124.298835 180.880814 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 155.356349 239.758125 \r\n",
       "L 180.20236 239.758125 \r\n",
       "L 180.20236 198.476332 \r\n",
       "L 155.356349 198.476332 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 186.413862 239.758125 \r\n",
       "L 211.259874 239.758125 \r\n",
       "L 211.259874 203.213587 \r\n",
       "L 186.413862 203.213587 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 217.471376 239.758125 \r\n",
       "L 242.317388 239.758125 \r\n",
       "L 242.317388 207.274091 \r\n",
       "L 217.471376 207.274091 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 248.52889 239.758125 \r\n",
       "L 273.374901 239.758125 \r\n",
       "L 273.374901 215.3951 \r\n",
       "L 248.52889 215.3951 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 279.586404 239.758125 \r\n",
       "L 304.432415 239.758125 \r\n",
       "L 304.432415 218.778853 \r\n",
       "L 279.586404 218.778853 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 310.643918 239.758125 \r\n",
       "L 335.489929 239.758125 \r\n",
       "L 335.489929 219.455604 \r\n",
       "L 310.643918 219.455604 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path clip-path=\"url(#p7f29fc4ed0)\" d=\"M 341.701432 239.758125 \r\n",
       "L 366.547443 239.758125 \r\n",
       "L 366.547443 220.132355 \r\n",
       "L 341.701432 220.132355 \r\n",
       "z\r\n",
       "\" style=\"fill:#0000ff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m43beed9858\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.606812\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- biden -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "M 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-98\"/>\r\n",
       "       <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "       <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "       <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(66.670644 271.905715)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"91.259766\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "       <use x=\"154.736328\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"216.259766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.664326\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- democrat -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 52 44.1875 \r\n",
       "Q 55.375 50.25 60.0625 53.125 \r\n",
       "Q 64.75 56 71.09375 56 \r\n",
       "Q 79.640625 56 84.28125 50.015625 \r\n",
       "Q 88.921875 44.046875 88.921875 33.015625 \r\n",
       "L 88.921875 0 \r\n",
       "L 79.890625 0 \r\n",
       "L 79.890625 32.71875 \r\n",
       "Q 79.890625 40.578125 77.09375 44.375 \r\n",
       "Q 74.3125 48.1875 68.609375 48.1875 \r\n",
       "Q 61.625 48.1875 57.5625 43.546875 \r\n",
       "Q 53.515625 38.921875 53.515625 30.90625 \r\n",
       "L 53.515625 0 \r\n",
       "L 44.484375 0 \r\n",
       "L 44.484375 32.71875 \r\n",
       "Q 44.484375 40.625 41.703125 44.40625 \r\n",
       "Q 38.921875 48.1875 33.109375 48.1875 \r\n",
       "Q 26.21875 48.1875 22.15625 43.53125 \r\n",
       "Q 18.109375 38.875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.1875 51.21875 25.484375 53.609375 \r\n",
       "Q 29.78125 56 35.6875 56 \r\n",
       "Q 41.65625 56 45.828125 52.96875 \r\n",
       "Q 50 49.953125 52 44.1875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-109\"/>\r\n",
       "       <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "       <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "       <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "       <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "       <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(90.638307 286.085415)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"125\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "       <use x=\"222.412109\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"283.59375\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "       <use x=\"338.574219\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"379.6875\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"440.966797\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.72184\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- bidens -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(126.943879 275.589299)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"91.259766\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "       <use x=\"154.736328\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"216.259766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "       <use x=\"279.638672\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"167.779354\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- harris -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(159.654255 272.283575)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"124.658203\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"164.021484\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "       <use x=\"205.134766\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"232.917969\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"198.836868\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- joe -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 -0.984375 \r\n",
       "Q 18.40625 -11.421875 14.421875 -16.109375 \r\n",
       "Q 10.453125 -20.796875 1.609375 -20.796875 \r\n",
       "L -1.8125 -20.796875 \r\n",
       "L -1.8125 -13.1875 \r\n",
       "L 0.59375 -13.1875 \r\n",
       "Q 5.71875 -13.1875 7.5625 -10.8125 \r\n",
       "Q 9.421875 -8.453125 9.421875 -0.984375 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-106\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(195.467062 262.772989)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-106\"/>\r\n",
       "       <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"88.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"229.894382\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- win -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.203125 54.6875 \r\n",
       "L 13.1875 54.6875 \r\n",
       "L 24.421875 12.015625 \r\n",
       "L 35.59375 54.6875 \r\n",
       "L 46.1875 54.6875 \r\n",
       "L 57.421875 12.015625 \r\n",
       "L 68.609375 54.6875 \r\n",
       "L 77.59375 54.6875 \r\n",
       "L 63.28125 0 \r\n",
       "L 52.6875 0 \r\n",
       "L 40.921875 44.828125 \r\n",
       "L 29.109375 0 \r\n",
       "L 18.5 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-119\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(225.731291 264.35956)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-119\"/>\r\n",
       "       <use x=\"81.787109\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "       <use x=\"109.570312\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.951896\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- kamala -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 31.109375 \r\n",
       "L 44.921875 54.6875 \r\n",
       "L 56.390625 54.6875 \r\n",
       "L 27.390625 29.109375 \r\n",
       "L 57.625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 18.109375 26.703125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-107\"/>\r\n",
       "       <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(249.991741 277.953687)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-107\"/>\r\n",
       "       <use x=\"56.160156\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"117.439453\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "       <use x=\"214.851562\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"276.130859\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "       <use x=\"303.914062\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.00941\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- senate -->\r\n",
       "      <g transform=\"translate(281.97457 276.103056)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "       <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "       <use x=\"113.623047\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "       <use x=\"177.001953\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "       <use x=\"238.28125\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"277.490234\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"323.066924\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- vote -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 8.796875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "L 35.6875 0 \r\n",
       "L 23.484375 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-118\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(317.2007 267.765826)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-118\"/>\r\n",
       "       <use x=\"59.179688\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"120.361328\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "       <use x=\"159.570312\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"354.124438\" xlink:href=\"#m43beed9858\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- house -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(345.413766 273.454721)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "       <use x=\"240.039062\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- Word -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 3.328125 72.90625 \r\n",
       "L 13.28125 72.90625 \r\n",
       "L 28.609375 11.28125 \r\n",
       "L 43.890625 72.90625 \r\n",
       "L 54.984375 72.90625 \r\n",
       "L 70.3125 11.28125 \r\n",
       "L 85.59375 72.90625 \r\n",
       "L 95.609375 72.90625 \r\n",
       "L 77.296875 0 \r\n",
       "L 64.890625 0 \r\n",
       "L 49.515625 63.28125 \r\n",
       "L 33.984375 0 \r\n",
       "L 21.578125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-87\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(201.514063 299.154414)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-87\"/>\r\n",
       "      <use x=\"93.001953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"154.183594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"193.546875\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m754b78695c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#m754b78695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(33.603125 243.557344)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#m754b78695c\" y=\"194.641412\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 198.44063)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#m754b78695c\" y=\"149.524698\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 153.323917)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#m754b78695c\" y=\"104.407985\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 108.207204)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#m754b78695c\" y=\"59.291272\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 63.09049)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_17\">\r\n",
       "     <!-- Number of Appearances -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.8125 72.90625 \r\n",
       "L 23.09375 72.90625 \r\n",
       "L 55.421875 11.921875 \r\n",
       "L 55.421875 72.90625 \r\n",
       "L 64.984375 72.90625 \r\n",
       "L 64.984375 0 \r\n",
       "L 51.703125 0 \r\n",
       "L 19.390625 60.984375 \r\n",
       "L 19.390625 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-78\"/>\r\n",
       "      <path id=\"DejaVuSans-32\"/>\r\n",
       "      <path d=\"M 37.109375 75.984375 \r\n",
       "L 37.109375 68.5 \r\n",
       "L 28.515625 68.5 \r\n",
       "Q 23.6875 68.5 21.796875 66.546875 \r\n",
       "Q 19.921875 64.59375 19.921875 59.515625 \r\n",
       "L 19.921875 54.6875 \r\n",
       "L 34.71875 54.6875 \r\n",
       "L 34.71875 47.703125 \r\n",
       "L 19.921875 47.703125 \r\n",
       "L 19.921875 0 \r\n",
       "L 10.890625 0 \r\n",
       "L 10.890625 47.703125 \r\n",
       "L 2.296875 47.703125 \r\n",
       "L 2.296875 54.6875 \r\n",
       "L 10.890625 54.6875 \r\n",
       "L 10.890625 58.5 \r\n",
       "Q 10.890625 67.625 15.140625 71.796875 \r\n",
       "Q 19.390625 75.984375 28.609375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-102\"/>\r\n",
       "      <path d=\"M 34.1875 63.1875 \r\n",
       "L 20.796875 26.90625 \r\n",
       "L 47.609375 26.90625 \r\n",
       "z\r\n",
       "M 28.609375 72.90625 \r\n",
       "L 39.796875 72.90625 \r\n",
       "L 67.578125 0 \r\n",
       "L 57.328125 0 \r\n",
       "L 50.6875 18.703125 \r\n",
       "L 17.828125 18.703125 \r\n",
       "L 11.1875 0 \r\n",
       "L 0.78125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-65\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 191.749844)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\r\n",
       "      <use x=\"74.804688\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"138.183594\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "      <use x=\"235.595703\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "      <use x=\"299.072266\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"360.595703\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"401.708984\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"433.496094\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"494.677734\" xlink:href=\"#DejaVuSans-102\"/>\r\n",
       "      <use x=\"529.882812\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"561.669922\" xlink:href=\"#DejaVuSans-65\"/>\r\n",
       "      <use x=\"630.078125\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"693.554688\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"757.03125\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"818.554688\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"879.833984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"920.947266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"982.226562\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"1045.605469\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"1100.585938\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"1162.109375\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 46.965625 239.758125 \r\n",
       "L 46.965625 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 381.765625 239.758125 \r\n",
       "L 381.765625 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 46.965625 239.758125 \r\n",
       "L 381.765625 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 46.965625 22.318125 \r\n",
       "L 381.765625 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_18\">\r\n",
       "    <!-- Word Frequency for Republican/Trump Collection -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 9.8125 72.90625 \r\n",
       "L 51.703125 72.90625 \r\n",
       "L 51.703125 64.59375 \r\n",
       "L 19.671875 64.59375 \r\n",
       "L 19.671875 43.109375 \r\n",
       "L 48.578125 43.109375 \r\n",
       "L 48.578125 34.8125 \r\n",
       "L 19.671875 34.8125 \r\n",
       "L 19.671875 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-70\"/>\r\n",
       "     <path d=\"M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "M 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "L 54.390625 -20.796875 \r\n",
       "L 45.40625 -20.796875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-113\"/>\r\n",
       "     <path d=\"M 32.171875 -5.078125 \r\n",
       "Q 28.375 -14.84375 24.75 -17.8125 \r\n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \r\n",
       "L 7.90625 -20.796875 \r\n",
       "L 7.90625 -13.28125 \r\n",
       "L 13.1875 -13.28125 \r\n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \r\n",
       "Q 21 -9.765625 23.484375 -3.21875 \r\n",
       "L 25.09375 0.875 \r\n",
       "L 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 11.921875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-121\"/>\r\n",
       "     <path d=\"M 44.390625 34.1875 \r\n",
       "Q 47.5625 33.109375 50.5625 29.59375 \r\n",
       "Q 53.5625 26.078125 56.59375 19.921875 \r\n",
       "L 66.609375 0 \r\n",
       "L 56 0 \r\n",
       "L 46.6875 18.703125 \r\n",
       "Q 43.0625 26.03125 39.671875 28.421875 \r\n",
       "Q 36.28125 30.8125 30.421875 30.8125 \r\n",
       "L 19.671875 30.8125 \r\n",
       "L 19.671875 0 \r\n",
       "L 9.8125 0 \r\n",
       "L 9.8125 72.90625 \r\n",
       "L 32.078125 72.90625 \r\n",
       "Q 44.578125 72.90625 50.734375 67.671875 \r\n",
       "Q 56.890625 62.453125 56.890625 51.90625 \r\n",
       "Q 56.890625 45.015625 53.6875 40.46875 \r\n",
       "Q 50.484375 35.9375 44.390625 34.1875 \r\n",
       "z\r\n",
       "M 19.671875 64.796875 \r\n",
       "L 19.671875 38.921875 \r\n",
       "L 32.078125 38.921875 \r\n",
       "Q 39.203125 38.921875 42.84375 42.21875 \r\n",
       "Q 46.484375 45.515625 46.484375 51.90625 \r\n",
       "Q 46.484375 58.296875 42.84375 61.546875 \r\n",
       "Q 39.203125 64.796875 32.078125 64.796875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-82\"/>\r\n",
       "     <path d=\"M 25.390625 72.90625 \r\n",
       "L 33.6875 72.90625 \r\n",
       "L 8.296875 -9.28125 \r\n",
       "L 0 -9.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-47\"/>\r\n",
       "     <path d=\"M -0.296875 72.90625 \r\n",
       "L 61.375 72.90625 \r\n",
       "L 61.375 64.59375 \r\n",
       "L 35.5 64.59375 \r\n",
       "L 35.5 0 \r\n",
       "L 25.59375 0 \r\n",
       "L 25.59375 64.59375 \r\n",
       "L -0.296875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-84\"/>\r\n",
       "     <path d=\"M 64.40625 67.28125 \r\n",
       "L 64.40625 56.890625 \r\n",
       "Q 59.421875 61.53125 53.78125 63.8125 \r\n",
       "Q 48.140625 66.109375 41.796875 66.109375 \r\n",
       "Q 29.296875 66.109375 22.65625 58.46875 \r\n",
       "Q 16.015625 50.828125 16.015625 36.375 \r\n",
       "Q 16.015625 21.96875 22.65625 14.328125 \r\n",
       "Q 29.296875 6.6875 41.796875 6.6875 \r\n",
       "Q 48.140625 6.6875 53.78125 8.984375 \r\n",
       "Q 59.421875 11.28125 64.40625 15.921875 \r\n",
       "L 64.40625 5.609375 \r\n",
       "Q 59.234375 2.09375 53.4375 0.328125 \r\n",
       "Q 47.65625 -1.421875 41.21875 -1.421875 \r\n",
       "Q 24.65625 -1.421875 15.125 8.703125 \r\n",
       "Q 5.609375 18.84375 5.609375 36.375 \r\n",
       "Q 5.609375 53.953125 15.125 64.078125 \r\n",
       "Q 24.65625 74.21875 41.21875 74.21875 \r\n",
       "Q 47.75 74.21875 53.53125 72.484375 \r\n",
       "Q 59.328125 70.75 64.40625 67.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-67\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(68.545 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-87\"/>\r\n",
       "     <use x=\"93.001953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"154.183594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"193.546875\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"257.023438\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"288.810547\" xlink:href=\"#DejaVuSans-70\"/>\r\n",
       "     <use x=\"339.080078\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"377.943359\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"439.466797\" xlink:href=\"#DejaVuSans-113\"/>\r\n",
       "     <use x=\"502.943359\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"566.322266\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"627.845703\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"691.224609\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"746.205078\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "     <use x=\"805.384766\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"837.171875\" xlink:href=\"#DejaVuSans-102\"/>\r\n",
       "     <use x=\"872.376953\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"933.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"974.671875\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1006.458984\" xlink:href=\"#DejaVuSans-82\"/>\r\n",
       "     <use x=\"1071.441406\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"1132.964844\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"1196.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"1259.820312\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "     <use x=\"1323.296875\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"1351.080078\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"1378.863281\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"1433.84375\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"1495.123047\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"1558.501953\" xlink:href=\"#DejaVuSans-47\"/>\r\n",
       "     <use x=\"1592.193359\" xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "     <use x=\"1638.527344\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"1679.640625\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"1743.019531\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"1840.431641\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"1903.908203\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1935.695312\" xlink:href=\"#DejaVuSans-67\"/>\r\n",
       "     <use x=\"2005.519531\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"2066.701172\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"2094.484375\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"2122.267578\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"2183.791016\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"2238.771484\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"2277.980469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"2305.763672\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"2366.945312\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p7f29fc4ed0\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"46.965625\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"303.426714pt\" version=\"1.1\" viewBox=\"0 0 380.482812 303.426714\" width=\"380.482812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M -0 303.426714 \r\n",
       "L 380.482812 303.426714 \r\n",
       "L 380.482812 0 \r\n",
       "L -0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 38.482813 227.611169 \r\n",
       "L 373.282813 227.611169 \r\n",
       "L 373.282813 10.171169 \r\n",
       "L 38.482813 10.171169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m6c00bf1bf3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.700994\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 2020-10-01 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       <path d=\"M 4.890625 31.390625 \r\n",
       "L 31.203125 31.390625 \r\n",
       "L 31.203125 23.390625 \r\n",
       "L 4.890625 23.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-45\"/>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(35.105191 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.288051\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 2020-10-11 -->\r\n",
       "      <g transform=\"translate(86.692248 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"156.875108\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2020-10-21 -->\r\n",
       "      <g transform=\"translate(138.279305 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"208.462165\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 2020-10-31 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(189.866362 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.049222\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 2020-11-10 -->\r\n",
       "      <g transform=\"translate(241.453419 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"311.636279\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 2020-11-20 -->\r\n",
       "      <g transform=\"translate(293.040476 281.078028)rotate(-45)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"354.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"417.822266\" xlink:href=\"#DejaVuSans-45\"/>\r\n",
       "       <use x=\"453.90625\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"517.529297\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.223336\" xlink:href=\"#m6c00bf1bf3\" y=\"227.611169\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_7\">\r\n",
       "     <!-- date -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(194.607812 294.147027)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"163.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m0745a6b3c9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"213.9526\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- −0.3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 217.751818)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"184.95926\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.2 -->\r\n",
       "      <g transform=\"translate(7.2 188.758478)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"155.965919\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- −0.1 -->\r\n",
       "      <g transform=\"translate(7.2 159.765138)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"126.972579\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <g transform=\"translate(15.579688 130.771798)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"97.979239\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.1 -->\r\n",
       "      <g transform=\"translate(15.579688 101.778458)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"68.985899\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0.2 -->\r\n",
       "      <g transform=\"translate(15.579688 72.785118)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"39.992559\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 0.3 -->\r\n",
       "      <g transform=\"translate(15.579688 43.791778)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0745a6b3c9\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(15.579688 14.798438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_16\">\r\n",
       "    <path clip-path=\"url(#p6149ab2b0d)\" d=\"M 53.700994 132.983865 \r\n",
       "L 58.8597 186.413759 \r\n",
       "L 64.018406 109.736039 \r\n",
       "L 69.177111 102.811463 \r\n",
       "L 74.335817 108.521218 \r\n",
       "L 79.494523 131.202708 \r\n",
       "L 84.653229 73.632082 \r\n",
       "L 89.811934 130.083565 \r\n",
       "L 94.97064 89.841775 \r\n",
       "L 100.129346 155.661489 \r\n",
       "L 105.288051 108.320197 \r\n",
       "L 110.446757 38.194972 \r\n",
       "L 115.605463 82.84834 \r\n",
       "L 120.764168 112.58134 \r\n",
       "L 125.922874 122.478612 \r\n",
       "L 131.08158 145.760264 \r\n",
       "L 136.240286 126.972579 \r\n",
       "L 141.398991 154.771394 \r\n",
       "L 146.557697 176.881715 \r\n",
       "L 151.716403 71.553881 \r\n",
       "L 156.875108 151.940677 \r\n",
       "L 162.033814 97.138432 \r\n",
       "L 167.19252 122.111363 \r\n",
       "L 172.351225 159.300154 \r\n",
       "L 177.509931 101.951327 \r\n",
       "L 182.668637 95.031583 \r\n",
       "L 187.827343 97.505681 \r\n",
       "L 192.986048 63.803823 \r\n",
       "L 198.144754 71.015433 \r\n",
       "L 203.30346 124.926737 \r\n",
       "L 208.462165 129.466007 \r\n",
       "L 213.620871 20.054805 \r\n",
       "L 218.779577 119.503895 \r\n",
       "L 223.938282 99.509673 \r\n",
       "L 229.096988 88.851169 \r\n",
       "L 234.255694 111.89121 \r\n",
       "L 239.4144 72.668053 \r\n",
       "L 244.573105 65.14391 \r\n",
       "L 249.731811 62.544847 \r\n",
       "L 254.890517 93.040224 \r\n",
       "L 260.049222 130.902788 \r\n",
       "L 265.207928 89.735466 \r\n",
       "L 270.366634 81.545814 \r\n",
       "L 275.525339 89.890097 \r\n",
       "L 280.684045 101.24099 \r\n",
       "L 285.842751 119.511626 \r\n",
       "L 291.001457 133.799658 \r\n",
       "L 296.160162 115.992157 \r\n",
       "L 301.318868 135.449786 \r\n",
       "L 306.477574 142.223076 \r\n",
       "L 311.636279 122.994279 \r\n",
       "L 316.794985 179.334552 \r\n",
       "L 321.953691 97.174674 \r\n",
       "L 327.112396 87.228923 \r\n",
       "L 332.271102 122.725055 \r\n",
       "L 337.429808 72.358791 \r\n",
       "L 342.588514 179.696968 \r\n",
       "L 347.747219 126.972579 \r\n",
       "L 352.905925 217.727533 \r\n",
       "L 358.064631 88.044188 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 38.482813 227.611169 \r\n",
       "L 38.482813 10.171169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 373.282813 227.611169 \r\n",
       "L 373.282813 10.171169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 38.482813 227.611169 \r\n",
       "L 373.282812 227.611169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 38.482813 10.171169 \r\n",
       "L 373.282812 10.171169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 253.689063 32.849294 \r\n",
       "L 366.282812 32.849294 \r\n",
       "Q 368.282812 32.849294 368.282812 30.849294 \r\n",
       "L 368.282812 17.171169 \r\n",
       "Q 368.282812 15.171169 366.282812 15.171169 \r\n",
       "L 253.689063 15.171169 \r\n",
       "Q 251.689063 15.171169 251.689063 17.171169 \r\n",
       "L 251.689063 30.849294 \r\n",
       "Q 251.689063 32.849294 253.689063 32.849294 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_17\">\r\n",
       "     <path d=\"M 255.689063 23.269606 \r\n",
       "L 275.689062 23.269606 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_18\"/>\r\n",
       "    <g id=\"text_16\">\r\n",
       "     <!-- sentiment score -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 52 44.1875 \r\n",
       "Q 55.375 50.25 60.0625 53.125 \r\n",
       "Q 64.75 56 71.09375 56 \r\n",
       "Q 79.640625 56 84.28125 50.015625 \r\n",
       "Q 88.921875 44.046875 88.921875 33.015625 \r\n",
       "L 88.921875 0 \r\n",
       "L 79.890625 0 \r\n",
       "L 79.890625 32.71875 \r\n",
       "Q 79.890625 40.578125 77.09375 44.375 \r\n",
       "Q 74.3125 48.1875 68.609375 48.1875 \r\n",
       "Q 61.625 48.1875 57.5625 43.546875 \r\n",
       "Q 53.515625 38.921875 53.515625 30.90625 \r\n",
       "L 53.515625 0 \r\n",
       "L 44.484375 0 \r\n",
       "L 44.484375 32.71875 \r\n",
       "Q 44.484375 40.625 41.703125 44.40625 \r\n",
       "Q 38.921875 48.1875 33.109375 48.1875 \r\n",
       "Q 26.21875 48.1875 22.15625 43.53125 \r\n",
       "Q 18.109375 38.875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.1875 51.21875 25.484375 53.609375 \r\n",
       "Q 29.78125 56 35.6875 56 \r\n",
       "Q 41.65625 56 45.828125 52.96875 \r\n",
       "Q 50 49.953125 52 44.1875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-109\"/>\r\n",
       "      <path id=\"DejaVuSans-32\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(283.689062 26.769606)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"177.001953\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"216.210938\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"243.994141\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "      <use x=\"341.40625\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"402.929688\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"466.308594\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"505.517578\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"537.304688\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"589.404297\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"644.384766\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"705.566406\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"744.429688\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p6149ab2b0d\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"38.482813\" y=\"10.171169\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dem plot\n",
    "plt.bar(*zip(*dict(dem).items()), color=\"blue\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Word Frequency for Republican/Trump Collection\")\n",
    "plt.xlabel(\"Word\")\n",
    "plt.ylabel(\"Number of Appearances\")\n",
    "\n",
    "avg_daily_sent_dem.plot()\n",
    "plt.xticks(rotation=45)\n",
    "print(avg_daily_sent_dem.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>sentiment score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-10-01</th>\n",
       "      <td>-0.020733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-02</th>\n",
       "      <td>-0.205017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-03</th>\n",
       "      <td>0.059450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-04</th>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-05</th>\n",
       "      <td>0.063640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-06</th>\n",
       "      <td>-0.014590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-07</th>\n",
       "      <td>0.183975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-08</th>\n",
       "      <td>-0.010730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-09</th>\n",
       "      <td>0.128067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-10</th>\n",
       "      <td>-0.098950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-11</th>\n",
       "      <td>0.064333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-12</th>\n",
       "      <td>0.306200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-13</th>\n",
       "      <td>0.152188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-14</th>\n",
       "      <td>0.049636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-15</th>\n",
       "      <td>0.015500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-16</th>\n",
       "      <td>-0.064800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-17</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-18</th>\n",
       "      <td>-0.095880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-19</th>\n",
       "      <td>-0.172140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-20</th>\n",
       "      <td>0.191143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-21</th>\n",
       "      <td>-0.086117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-22</th>\n",
       "      <td>0.102900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-23</th>\n",
       "      <td>0.016767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-24</th>\n",
       "      <td>-0.111500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-25</th>\n",
       "      <td>0.086300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-26</th>\n",
       "      <td>0.110167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-27</th>\n",
       "      <td>0.101633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-28</th>\n",
       "      <td>0.217873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-29</th>\n",
       "      <td>0.193000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-30</th>\n",
       "      <td>0.007056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-31</th>\n",
       "      <td>-0.008600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-01</th>\n",
       "      <td>0.368767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-02</th>\n",
       "      <td>0.025760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-03</th>\n",
       "      <td>0.094721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-04</th>\n",
       "      <td>0.131483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-05</th>\n",
       "      <td>0.052017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-06</th>\n",
       "      <td>0.187300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-07</th>\n",
       "      <td>0.213251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-08</th>\n",
       "      <td>0.222216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>0.117035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>-0.013556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>0.128433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>0.156680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>0.127900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14</th>\n",
       "      <td>0.088750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-15</th>\n",
       "      <td>0.025733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-16</th>\n",
       "      <td>-0.023547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-17</th>\n",
       "      <td>0.037872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-18</th>\n",
       "      <td>-0.029238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-19</th>\n",
       "      <td>-0.052600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-20</th>\n",
       "      <td>0.013721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-21</th>\n",
       "      <td>-0.180600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-22</th>\n",
       "      <td>0.102775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-23</th>\n",
       "      <td>0.137079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-24</th>\n",
       "      <td>0.014650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-25</th>\n",
       "      <td>0.188367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-26</th>\n",
       "      <td>-0.181850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-27</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-28</th>\n",
       "      <td>-0.313020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-29</th>\n",
       "      <td>0.134267</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            sentiment score\n",
       "date                       \n",
       "2020-10-01        -0.020733\n",
       "2020-10-02        -0.205017\n",
       "2020-10-03         0.059450\n",
       "2020-10-04         0.083333\n",
       "2020-10-05         0.063640\n",
       "2020-10-06        -0.014590\n",
       "2020-10-07         0.183975\n",
       "2020-10-08        -0.010730\n",
       "2020-10-09         0.128067\n",
       "2020-10-10        -0.098950\n",
       "2020-10-11         0.064333\n",
       "2020-10-12         0.306200\n",
       "2020-10-13         0.152188\n",
       "2020-10-14         0.049636\n",
       "2020-10-15         0.015500\n",
       "2020-10-16        -0.064800\n",
       "2020-10-17         0.000000\n",
       "2020-10-18        -0.095880\n",
       "2020-10-19        -0.172140\n",
       "2020-10-20         0.191143\n",
       "2020-10-21        -0.086117\n",
       "2020-10-22         0.102900\n",
       "2020-10-23         0.016767\n",
       "2020-10-24        -0.111500\n",
       "2020-10-25         0.086300\n",
       "2020-10-26         0.110167\n",
       "2020-10-27         0.101633\n",
       "2020-10-28         0.217873\n",
       "2020-10-29         0.193000\n",
       "2020-10-30         0.007056\n",
       "2020-10-31        -0.008600\n",
       "2020-11-01         0.368767\n",
       "2020-11-02         0.025760\n",
       "2020-11-03         0.094721\n",
       "2020-11-04         0.131483\n",
       "2020-11-05         0.052017\n",
       "2020-11-06         0.187300\n",
       "2020-11-07         0.213251\n",
       "2020-11-08         0.222216\n",
       "2020-11-09         0.117035\n",
       "2020-11-10        -0.013556\n",
       "2020-11-11         0.128433\n",
       "2020-11-12         0.156680\n",
       "2020-11-13         0.127900\n",
       "2020-11-14         0.088750\n",
       "2020-11-15         0.025733\n",
       "2020-11-16        -0.023547\n",
       "2020-11-17         0.037872\n",
       "2020-11-18        -0.029238\n",
       "2020-11-19        -0.052600\n",
       "2020-11-20         0.013721\n",
       "2020-11-21        -0.180600\n",
       "2020-11-22         0.102775\n",
       "2020-11-23         0.137079\n",
       "2020-11-24         0.014650\n",
       "2020-11-25         0.188367\n",
       "2020-11-26        -0.181850\n",
       "2020-11-27         0.000000\n",
       "2020-11-28        -0.313020\n",
       "2020-11-29         0.134267"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "articlesD.to_csv(\"./data/ArticlesD.csv\")\n",
    "articlesR.to_csv(\"./data/ArticlesR.csv\")\n",
    "avg_daily_sent_dem.to_csv(\"./Data/DailyDem.csv\")\n",
    "avg_daily_sent_rep.to_csv(\"./Data/DailyRep.csv\")"
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}