obama_vs_gwb.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8e3330bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "import os\n",
    "import unicodedata\n",
    "import re\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy.stats import mannwhitneyu, ttest_ind, levene\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "13ed22a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "oba = pd.read_csv('./Data/genData/tidy_data_oba.csv')\n",
    "gwb = pd.read_csv('./Data/genData/tidy_data_gwb.csv')\n",
    "gwb2 = gwb.drop(['date', 'source', 'enc_value'], axis=1)\n",
    "oba2 = oba.drop(['date', 'source', 'enc_value'], axis=1)\n",
    "gwb = gwb.drop(['enc_value', 'PCA1', 'PCA2'], axis=1)\n",
    "oba = oba.drop(['enc_value', 'PCA1', 'PCA2'], axis=1)\n",
    "columnsTitles = list(oba.columns)\n",
    "gwb = gwb.reindex(columns=columnsTitles)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff4f86ab",
   "metadata": {},
   "source": [
    "<A HREF=\"https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf\">Pandas cheat sheet</A>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85687fb7",
   "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>ADJ</th>\n",
       "      <th>ADP</th>\n",
       "      <th>ADV</th>\n",
       "      <th>AUX</th>\n",
       "      <th>CCONJ</th>\n",
       "      <th>DET</th>\n",
       "      <th>INTJ</th>\n",
       "      <th>NOUN</th>\n",
       "      <th>NUM</th>\n",
       "      <th>PART</th>\n",
       "      <th>...</th>\n",
       "      <th>coleman_liau</th>\n",
       "      <th>dale_chall</th>\n",
       "      <th>gunning_fog</th>\n",
       "      <th>smog</th>\n",
       "      <th>parallel_count</th>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <th>depth_std</th>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <th>chars_per_sent_std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.067531</td>\n",
       "      <td>0.068038</td>\n",
       "      <td>0.067378</td>\n",
       "      <td>0.067097</td>\n",
       "      <td>0.067643</td>\n",
       "      <td>0.068023</td>\n",
       "      <td>0.032871</td>\n",
       "      <td>0.068041</td>\n",
       "      <td>0.058334</td>\n",
       "      <td>0.066472</td>\n",
       "      <td>...</td>\n",
       "      <td>9.013232</td>\n",
       "      <td>15.216733</td>\n",
       "      <td>12.835918</td>\n",
       "      <td>12.456703</td>\n",
       "      <td>13.430000</td>\n",
       "      <td>0.111327</td>\n",
       "      <td>2.658715</td>\n",
       "      <td>12.826847</td>\n",
       "      <td>20.896021</td>\n",
       "      <td>72.650070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.004032</td>\n",
       "      <td>0.004444</td>\n",
       "      <td>0.003886</td>\n",
       "      <td>0.004267</td>\n",
       "      <td>0.004120</td>\n",
       "      <td>0.004374</td>\n",
       "      <td>0.025976</td>\n",
       "      <td>0.004533</td>\n",
       "      <td>0.010906</td>\n",
       "      <td>0.004107</td>\n",
       "      <td>...</td>\n",
       "      <td>1.194147</td>\n",
       "      <td>1.866037</td>\n",
       "      <td>1.732366</td>\n",
       "      <td>1.200682</td>\n",
       "      <td>10.364328</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>0.441640</td>\n",
       "      <td>3.580416</td>\n",
       "      <td>5.435917</td>\n",
       "      <td>19.820695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.058444</td>\n",
       "      <td>0.060121</td>\n",
       "      <td>0.059642</td>\n",
       "      <td>0.053903</td>\n",
       "      <td>0.059658</td>\n",
       "      <td>0.060021</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.059866</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.057288</td>\n",
       "      <td>...</td>\n",
       "      <td>6.452430</td>\n",
       "      <td>11.745237</td>\n",
       "      <td>9.474320</td>\n",
       "      <td>9.994967</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>1.602082</td>\n",
       "      <td>4.366539</td>\n",
       "      <td>7.711463</td>\n",
       "      <td>25.319953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.064596</td>\n",
       "      <td>0.064551</td>\n",
       "      <td>0.064423</td>\n",
       "      <td>0.064082</td>\n",
       "      <td>0.064349</td>\n",
       "      <td>0.064822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.064618</td>\n",
       "      <td>0.056226</td>\n",
       "      <td>0.063562</td>\n",
       "      <td>...</td>\n",
       "      <td>8.223367</td>\n",
       "      <td>14.277198</td>\n",
       "      <td>11.709798</td>\n",
       "      <td>11.607377</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.073916</td>\n",
       "      <td>2.439752</td>\n",
       "      <td>10.909153</td>\n",
       "      <td>18.320481</td>\n",
       "      <td>63.253302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.067778</td>\n",
       "      <td>0.068167</td>\n",
       "      <td>0.067654</td>\n",
       "      <td>0.067164</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.068060</td>\n",
       "      <td>0.038543</td>\n",
       "      <td>0.068103</td>\n",
       "      <td>0.060636</td>\n",
       "      <td>0.066798</td>\n",
       "      <td>...</td>\n",
       "      <td>9.029858</td>\n",
       "      <td>15.188358</td>\n",
       "      <td>12.776164</td>\n",
       "      <td>12.452591</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.103271</td>\n",
       "      <td>2.613703</td>\n",
       "      <td>12.323611</td>\n",
       "      <td>20.149841</td>\n",
       "      <td>70.548011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.070712</td>\n",
       "      <td>0.071145</td>\n",
       "      <td>0.070544</td>\n",
       "      <td>0.070578</td>\n",
       "      <td>0.070867</td>\n",
       "      <td>0.071120</td>\n",
       "      <td>0.057884</td>\n",
       "      <td>0.071156</td>\n",
       "      <td>0.064089</td>\n",
       "      <td>0.069083</td>\n",
       "      <td>...</td>\n",
       "      <td>9.739209</td>\n",
       "      <td>15.887708</td>\n",
       "      <td>13.692420</td>\n",
       "      <td>13.116943</td>\n",
       "      <td>17.250000</td>\n",
       "      <td>0.130721</td>\n",
       "      <td>2.790478</td>\n",
       "      <td>14.188336</td>\n",
       "      <td>23.075468</td>\n",
       "      <td>78.259562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.075469</td>\n",
       "      <td>0.084538</td>\n",
       "      <td>0.075100</td>\n",
       "      <td>0.076752</td>\n",
       "      <td>0.078377</td>\n",
       "      <td>0.083426</td>\n",
       "      <td>0.073501</td>\n",
       "      <td>0.085095</td>\n",
       "      <td>0.078067</td>\n",
       "      <td>0.081758</td>\n",
       "      <td>...</td>\n",
       "      <td>12.649953</td>\n",
       "      <td>27.950188</td>\n",
       "      <td>23.152281</td>\n",
       "      <td>18.243606</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>5.890671</td>\n",
       "      <td>37.520661</td>\n",
       "      <td>57.954292</td>\n",
       "      <td>209.627765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              ADJ         ADP         ADV         AUX       CCONJ         DET  \\\n",
       "count  100.000000  100.000000  100.000000  100.000000  100.000000  100.000000   \n",
       "mean     0.067531    0.068038    0.067378    0.067097    0.067643    0.068023   \n",
       "std      0.004032    0.004444    0.003886    0.004267    0.004120    0.004374   \n",
       "min      0.058444    0.060121    0.059642    0.053903    0.059658    0.060021   \n",
       "25%      0.064596    0.064551    0.064423    0.064082    0.064349    0.064822   \n",
       "50%      0.067778    0.068167    0.067654    0.067164    0.067797    0.068060   \n",
       "75%      0.070712    0.071145    0.070544    0.070578    0.070867    0.071120   \n",
       "max      0.075469    0.084538    0.075100    0.076752    0.078377    0.083426   \n",
       "\n",
       "             INTJ        NOUN         NUM        PART  ...  coleman_liau  \\\n",
       "count  100.000000  100.000000  100.000000  100.000000  ...    100.000000   \n",
       "mean     0.032871    0.068041    0.058334    0.066472  ...      9.013232   \n",
       "std      0.025976    0.004533    0.010906    0.004107  ...      1.194147   \n",
       "min      0.000000    0.059866    0.000000    0.057288  ...      6.452430   \n",
       "25%      0.000000    0.064618    0.056226    0.063562  ...      8.223367   \n",
       "50%      0.038543    0.068103    0.060636    0.066798  ...      9.029858   \n",
       "75%      0.057884    0.071156    0.064089    0.069083  ...      9.739209   \n",
       "max      0.073501    0.085095    0.078067    0.081758  ...     12.649953   \n",
       "\n",
       "       dale_chall  gunning_fog        smog  parallel_count  parallel_per_sent  \\\n",
       "count  100.000000   100.000000  100.000000      100.000000         100.000000   \n",
       "mean    15.216733    12.835918   12.456703       13.430000           0.111327   \n",
       "std      1.866037     1.732366    1.200682       10.364328           0.056000   \n",
       "min     11.745237     9.474320    9.994967        1.000000           0.039216   \n",
       "25%     14.277198    11.709798   11.607377        6.000000           0.073916   \n",
       "50%     15.188358    12.776164   12.452591       10.000000           0.103271   \n",
       "75%     15.887708    13.692420   13.116943       17.250000           0.130721   \n",
       "max     27.950188    23.152281   18.243606       50.000000           0.400000   \n",
       "\n",
       "        depth_std  words_per_sent_std  syllables_per_sent_std  \\\n",
       "count  100.000000          100.000000              100.000000   \n",
       "mean     2.658715           12.826847               20.896021   \n",
       "std      0.441640            3.580416                5.435917   \n",
       "min      1.602082            4.366539                7.711463   \n",
       "25%      2.439752           10.909153               18.320481   \n",
       "50%      2.613703           12.323611               20.149841   \n",
       "75%      2.790478           14.188336               23.075468   \n",
       "max      5.890671           37.520661               57.954292   \n",
       "\n",
       "       chars_per_sent_std  \n",
       "count          100.000000  \n",
       "mean            72.650070  \n",
       "std             19.820695  \n",
       "min             25.319953  \n",
       "25%             63.253302  \n",
       "50%             70.548011  \n",
       "75%             78.259562  \n",
       "max            209.627765  \n",
       "\n",
       "[8 rows x 58 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oba.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1c9e5c62",
   "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>ADJ</th>\n",
       "      <th>ADP</th>\n",
       "      <th>ADV</th>\n",
       "      <th>AUX</th>\n",
       "      <th>CCONJ</th>\n",
       "      <th>DET</th>\n",
       "      <th>INTJ</th>\n",
       "      <th>NOUN</th>\n",
       "      <th>NUM</th>\n",
       "      <th>PART</th>\n",
       "      <th>...</th>\n",
       "      <th>coleman_liau</th>\n",
       "      <th>dale_chall</th>\n",
       "      <th>gunning_fog</th>\n",
       "      <th>smog</th>\n",
       "      <th>parallel_count</th>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <th>depth_std</th>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <th>chars_per_sent_std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.072488</td>\n",
       "      <td>0.072945</td>\n",
       "      <td>0.067060</td>\n",
       "      <td>0.070137</td>\n",
       "      <td>0.071565</td>\n",
       "      <td>0.073274</td>\n",
       "      <td>0.009128</td>\n",
       "      <td>0.073991</td>\n",
       "      <td>0.051417</td>\n",
       "      <td>0.068652</td>\n",
       "      <td>...</td>\n",
       "      <td>10.602322</td>\n",
       "      <td>15.907594</td>\n",
       "      <td>14.345433</td>\n",
       "      <td>13.763908</td>\n",
       "      <td>6.819277</td>\n",
       "      <td>0.109962</td>\n",
       "      <td>2.504680</td>\n",
       "      <td>11.202966</td>\n",
       "      <td>19.563251</td>\n",
       "      <td>66.695169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.005455</td>\n",
       "      <td>0.005465</td>\n",
       "      <td>0.013364</td>\n",
       "      <td>0.006390</td>\n",
       "      <td>0.005900</td>\n",
       "      <td>0.005914</td>\n",
       "      <td>0.019206</td>\n",
       "      <td>0.006801</td>\n",
       "      <td>0.024077</td>\n",
       "      <td>0.009524</td>\n",
       "      <td>...</td>\n",
       "      <td>1.976675</td>\n",
       "      <td>3.488495</td>\n",
       "      <td>3.352043</td>\n",
       "      <td>2.298536</td>\n",
       "      <td>7.151914</td>\n",
       "      <td>0.108668</td>\n",
       "      <td>0.694463</td>\n",
       "      <td>6.567488</td>\n",
       "      <td>11.016983</td>\n",
       "      <td>39.433859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.058520</td>\n",
       "      <td>0.061513</td>\n",
       "      <td>0.003105</td>\n",
       "      <td>0.050562</td>\n",
       "      <td>0.047651</td>\n",
       "      <td>0.061840</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.061949</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.805726</td>\n",
       "      <td>10.437930</td>\n",
       "      <td>9.681578</td>\n",
       "      <td>10.117482</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.272418</td>\n",
       "      <td>5.916080</td>\n",
       "      <td>10.661457</td>\n",
       "      <td>33.079450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.069099</td>\n",
       "      <td>0.069324</td>\n",
       "      <td>0.066181</td>\n",
       "      <td>0.067160</td>\n",
       "      <td>0.067970</td>\n",
       "      <td>0.069485</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.069190</td>\n",
       "      <td>0.045446</td>\n",
       "      <td>0.066600</td>\n",
       "      <td>...</td>\n",
       "      <td>9.396154</td>\n",
       "      <td>13.816470</td>\n",
       "      <td>12.284174</td>\n",
       "      <td>12.335836</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.058538</td>\n",
       "      <td>2.068472</td>\n",
       "      <td>8.528752</td>\n",
       "      <td>14.682891</td>\n",
       "      <td>49.687432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.072099</td>\n",
       "      <td>0.072184</td>\n",
       "      <td>0.069994</td>\n",
       "      <td>0.069864</td>\n",
       "      <td>0.071890</td>\n",
       "      <td>0.072322</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.072589</td>\n",
       "      <td>0.060778</td>\n",
       "      <td>0.069652</td>\n",
       "      <td>...</td>\n",
       "      <td>10.250359</td>\n",
       "      <td>15.068501</td>\n",
       "      <td>13.251256</td>\n",
       "      <td>13.122325</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>2.362908</td>\n",
       "      <td>9.347886</td>\n",
       "      <td>16.427011</td>\n",
       "      <td>55.372710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.074720</td>\n",
       "      <td>0.075600</td>\n",
       "      <td>0.072203</td>\n",
       "      <td>0.072398</td>\n",
       "      <td>0.074196</td>\n",
       "      <td>0.076291</td>\n",
       "      <td>0.000683</td>\n",
       "      <td>0.076497</td>\n",
       "      <td>0.067825</td>\n",
       "      <td>0.072600</td>\n",
       "      <td>...</td>\n",
       "      <td>11.511540</td>\n",
       "      <td>17.118907</td>\n",
       "      <td>15.179208</td>\n",
       "      <td>14.212234</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.120690</td>\n",
       "      <td>2.733665</td>\n",
       "      <td>12.242672</td>\n",
       "      <td>20.653323</td>\n",
       "      <td>71.204656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.091029</td>\n",
       "      <td>0.090538</td>\n",
       "      <td>0.088203</td>\n",
       "      <td>0.093270</td>\n",
       "      <td>0.090689</td>\n",
       "      <td>0.094317</td>\n",
       "      <td>0.066699</td>\n",
       "      <td>0.096735</td>\n",
       "      <td>0.083895</td>\n",
       "      <td>0.084116</td>\n",
       "      <td>...</td>\n",
       "      <td>17.659618</td>\n",
       "      <td>33.990996</td>\n",
       "      <td>28.514978</td>\n",
       "      <td>21.606579</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>5.648916</td>\n",
       "      <td>61.872853</td>\n",
       "      <td>98.841624</td>\n",
       "      <td>357.392874</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ADJ        ADP        ADV        AUX      CCONJ        DET  \\\n",
       "count  83.000000  83.000000  83.000000  83.000000  83.000000  83.000000   \n",
       "mean    0.072488   0.072945   0.067060   0.070137   0.071565   0.073274   \n",
       "std     0.005455   0.005465   0.013364   0.006390   0.005900   0.005914   \n",
       "min     0.058520   0.061513   0.003105   0.050562   0.047651   0.061840   \n",
       "25%     0.069099   0.069324   0.066181   0.067160   0.067970   0.069485   \n",
       "50%     0.072099   0.072184   0.069994   0.069864   0.071890   0.072322   \n",
       "75%     0.074720   0.075600   0.072203   0.072398   0.074196   0.076291   \n",
       "max     0.091029   0.090538   0.088203   0.093270   0.090689   0.094317   \n",
       "\n",
       "            INTJ       NOUN        NUM       PART  ...  coleman_liau  \\\n",
       "count  83.000000  83.000000  83.000000  83.000000  ...     83.000000   \n",
       "mean    0.009128   0.073991   0.051417   0.068652  ...     10.602322   \n",
       "std     0.019206   0.006801   0.024077   0.009524  ...      1.976675   \n",
       "min     0.000000   0.061949   0.000000   0.000000  ...      6.805726   \n",
       "25%     0.000000   0.069190   0.045446   0.066600  ...      9.396154   \n",
       "50%     0.000000   0.072589   0.060778   0.069652  ...     10.250359   \n",
       "75%     0.000683   0.076497   0.067825   0.072600  ...     11.511540   \n",
       "max     0.066699   0.096735   0.083895   0.084116  ...     17.659618   \n",
       "\n",
       "       dale_chall  gunning_fog       smog  parallel_count  parallel_per_sent  \\\n",
       "count   83.000000    83.000000  83.000000       83.000000          83.000000   \n",
       "mean    15.907594    14.345433  13.763908        6.819277           0.109962   \n",
       "std      3.488495     3.352043   2.298536        7.151914           0.108668   \n",
       "min     10.437930     9.681578  10.117482        0.000000           0.000000   \n",
       "25%     13.816470    12.284174  12.335836        1.000000           0.058538   \n",
       "50%     15.068501    13.251256  13.122325        4.000000           0.086957   \n",
       "75%     17.118907    15.179208  14.212234       12.000000           0.120690   \n",
       "max     33.990996    28.514978  21.606579       32.000000           0.615385   \n",
       "\n",
       "       depth_std  words_per_sent_std  syllables_per_sent_std  \\\n",
       "count  83.000000           83.000000               83.000000   \n",
       "mean    2.504680           11.202966               19.563251   \n",
       "std     0.694463            6.567488               11.016983   \n",
       "min     1.272418            5.916080               10.661457   \n",
       "25%     2.068472            8.528752               14.682891   \n",
       "50%     2.362908            9.347886               16.427011   \n",
       "75%     2.733665           12.242672               20.653323   \n",
       "max     5.648916           61.872853               98.841624   \n",
       "\n",
       "       chars_per_sent_std  \n",
       "count           83.000000  \n",
       "mean            66.695169  \n",
       "std             39.433859  \n",
       "min             33.079450  \n",
       "25%             49.687432  \n",
       "50%             55.372710  \n",
       "75%             71.204656  \n",
       "max            357.392874  \n",
       "\n",
       "[8 rows x 58 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gwb.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34c9aa6c",
   "metadata": {},
   "source": [
    "## Obama vs GWB PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a3a70d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined = pd.concat([oba,gwb], axis=0)\n",
    "pca_data = combined.drop(['date', 'source'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9ab5f531",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(183, 2)\n"
     ]
    }
   ],
   "source": [
    "# Scale data before applying PCA\n",
    "scaling = StandardScaler()\n",
    " \n",
    "# Use fit and transform method\n",
    "scaling.fit(pca_data)\n",
    "scaled_data = scaling.transform(pca_data)\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "pcafit = pca.fit_transform(scaled_data)\n",
    " \n",
    "# Check the dimensions of data after PCA\n",
    "print(pcafit.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "13e0f249",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.33379843 0.17103792]\n"
     ]
    }
   ],
   "source": [
    "# check how much variance is explained by each principal component\n",
    "print(pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0b6d09f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = {\n",
    "    str(i): f\"PC {i+1} ({var:.1f}%)\"\n",
    "    for i, var in enumerate(pca.explained_variance_ratio_ * 100)\n",
    "}\n",
    "labels[\"color\"] = \"source\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "08aeb203",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>source=oba<br>PC 1 (33.4%)=%{x}<br>PC 2 (17.1%)=%{y}<extra></extra>",
         "hovertext": [
          "2008-06-04",
          "2008-11-05",
          "2009-01-05",
          "2009-01-20",
          "2009-04-02",
          "2009-04-15",
          "2009-05-22",
          "2009-06-15",
          "2009-07-15",
          "2009-09-24",
          "2009-10-09",
          "2009-11-05",
          "2009-12-19",
          "2009-12-25",
          "2010-01-12",
          "2010-03-04",
          "2010-03-24",
          "2010-04-15",
          "2010-04-22",
          "2010-05-07",
          "2010-07-15",
          "2010-07-21",
          "2010-07-26",
          "2010-08-31",
          "2010-11-02",
          "2011-01-08",
          "2011-01-26",
          "2011-01-31",
          "2011-02-19",
          "2011-05-02",
          "2011-05-23",
          "2011-06-23",
          "2011-07-26",
          "2011-09-09",
          "2011-10-17",
          "2011-11-17",
          "2011-12-16",
          "2012-01-06",
          "2012-01-25",
          "2012-03-27",
          "2012-03-31",
          "2012-04-29",
          "2012-05-02",
          "2012-05-10",
          "2012-06-29",
          "2012-07-21",
          "2012-09-07",
          "2012-10-29",
          "2012-11-07",
          "2012-12-15",
          "2013-01-16",
          "2013-01-22",
          "2013-01-30",
          "2013-02-13",
          "2013-04-16",
          "2013-04-26",
          "2013-05-04",
          "2013-06-19",
          "2013-07-14",
          "2013-08-29",
          "2013-09-11",
          "2013-10-02",
          "2013-12-06",
          "2014-01-18",
          "2014-01-29",
          "2014-03-07",
          "2014-03-26",
          "2014-04-11",
          "2014-05-21",
          "2014-07-01",
          "2014-08-08",
          "2014-08-12",
          "2014-09-17",
          "2014-10-18",
          "2014-11-05",
          "2014-12-18",
          "2015-01-08",
          "2015-01-21",
          "2015-02-14",
          "2015-03-11",
          "2015-04-03",
          "2015-05-09",
          "2015-06-18",
          "2015-07-07",
          "2015-08-03",
          "2015-09-24",
          "2015-10-02",
          "2015-11-14",
          "2015-12-14",
          "2016-01-13",
          "2016-02-16",
          "2016-03-23",
          "2016-04-25",
          "2016-05-06",
          "2016-06-13",
          "2016-07-28",
          "2016-08-17",
          "2016-09-05",
          "2016-11-09",
          "2017-01-11"
         ],
         "legendgroup": "oba",
         "marker": {
          "color": "rgb(127, 60, 141)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "oba",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -4.795438575199241,
          -2.4111470491754345,
          2.4111255585934357,
          -1.150133641977996,
          0.5430372505926192,
          -6.570538029792848,
          -4.3618690962815,
          2.31339003229663,
          -4.803978526606695,
          -5.5366174090797395,
          -3.489853126117744,
          -1.3733485519586934,
          0.5019658453334566,
          3.004011259905847,
          1.092475242725249,
          -2.5280626946043006,
          -2.748230715241964,
          -3.7081621182755105,
          1.9357149681630745,
          -0.4576418241967712,
          -1.8170194701619982,
          -1.0268115178537793,
          2.38986512360811,
          -0.4897840179474709,
          -0.22348832948407957,
          -5.367350732529472,
          -9.770835555135779,
          1.4925251328044922,
          -3.490344579246549,
          0.7406414900620132,
          -4.265737669950603,
          0.27174734866501277,
          -3.179146501436505,
          -5.669550149302142,
          -0.5613333581128728,
          -2.557448851830828,
          2.133013818793567,
          0.7066656757453602,
          -9.228715049348938,
          -5.076626074312743,
          -2.997466324033882,
          -2.8667463687424664,
          0.2539688371774895,
          -2.7092737080039817,
          -1.6841897085955684,
          -1.1289558355473601,
          -4.879024123032654,
          -0.7781515700668186,
          -1.36870292495176,
          1.75546942950019,
          -4.043995143228416,
          -0.8706735009877041,
          -6.156866997498753,
          -8.136194109297575,
          -0.9935325405307714,
          -0.23181963573710115,
          -4.469188038081067,
          -3.3558879408517868,
          0.1500791480416842,
          -1.4861096018389546,
          0.5300205340262889,
          -4.015175087810352,
          1.3245510570017736,
          -0.6432147328566008,
          -6.885047043024506,
          5.465035448219391,
          -1.550982105789671,
          -4.129519716160539,
          -0.9481251545417383,
          -2.1015513542326403,
          1.0656521670961479,
          1.7922386314842063,
          -1.8852223166849051,
          -2.9398068089577163,
          0.019776389187470118,
          -2.0314077159031614,
          6.3796692280379075,
          -8.88626011572657,
          -3.86150889466228,
          -4.815815137745562,
          0.7517813785810362,
          -6.855390704389675,
          -0.0011183286915308493,
          -0.5151405820652049,
          -6.066436241955339,
          2.4673822059921133,
          -0.36122566073542534,
          1.042215775659373,
          2.4375477340351606,
          -7.409610200458473,
          3.1122927560237,
          9.838939543141588,
          -7.231297775657631,
          -9.86770291667924,
          -0.8870292583060492,
          -7.408950163218787,
          -3.1688270859173833,
          1.9181194762755294,
          -2.2751509098893745,
          -4.723734605973862
         ],
         "xaxis": "x",
         "y": [
          5.254403033335116,
          -0.3742978180632689,
          -1.1738304737982959,
          0.21087194364101397,
          -0.708452980115305,
          6.044373412037062,
          3.6276997940813787,
          -3.905700860890239,
          0.9799404089115574,
          4.369664201356232,
          1.5027204143120048,
          -1.3480116936461626,
          -0.690220035523362,
          -1.8188278363107206,
          -1.0072787723497978,
          0.48437120857364296,
          -1.7022837488034164,
          2.5123921404281604,
          -0.5897411615288362,
          -0.5087551700645222,
          -0.15030893436841256,
          -1.9153937145573898,
          -0.6481352490040017,
          -0.6530706002065085,
          -1.3752616650215208,
          0.5833639376242412,
          3.7007327471615437,
          -1.5567886563612854,
          -0.7242013611969151,
          -1.587272274775052,
          -3.240186336322197,
          -0.20595223020036005,
          0.7295478353972364,
          0.5296421538373268,
          2.8485188975028595,
          2.2138207891785746,
          -2.1659537768812065,
          0.34747312161185223,
          3.749727419131996,
          2.622834437223632,
          -2.069133051017872,
          -4.216560051926299,
          -2.486329425042515,
          -1.1168100881200183,
          -1.2478366860316823,
          -3.957097396399344,
          1.5161222816953264,
          -1.5134070014834404,
          -1.2444060262805148,
          -2.6475625580354905,
          -0.3367484594860474,
          0.8538364006560403,
          -0.11676445255350588,
          4.496496889442327,
          -1.9609843507816973,
          -0.8370942989993388,
          2.7446666987766464,
          1.0077004588548122,
          0.3706926034661928,
          2.7306095534376627,
          -0.10521332722897678,
          -0.7874679316746911,
          -3.232027859615616,
          6.750325950499961,
          4.187016415683352,
          1.7609593655230844,
          2.404585216666915,
          1.8098469468002996,
          -1.4283706417419257,
          -1.2400298128611476,
          -0.4390131047920734,
          1.028162977930084,
          -0.972509619791187,
          1.0045368069429264,
          -2.77581286553584,
          2.4170640625431155,
          -2.719733368347759,
          4.096742088094198,
          3.49755023334948,
          0.0665933362349302,
          0.9559215311422024,
          -0.37661851111285516,
          -2.2851740843723967,
          0.3179184084965062,
          0.8603926857448858,
          -0.21293237254293593,
          -2.263159618194655,
          -3.7639093361166456,
          -1.2406633579697595,
          2.5643197593039604,
          -2.414675140607636,
          10.977894417272228,
          4.534355719257614,
          0.9737224504093026,
          -3.4468441861595105,
          1.1873962519091896,
          -1.159338795023507,
          -0.8509048414751295,
          -3.9326529575815665,
          2.7368080345171344
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>source=gwb<br>PC 1 (33.4%)=%{x}<br>PC 2 (17.1%)=%{y}<extra></extra>",
         "hovertext": [
          "2001-01-20",
          "2001-01-22",
          "2001-01-29",
          "2001-02-16",
          "2001-03-29",
          "2001-06-07",
          "2001-08-09",
          "2001-09-11",
          "2001-09-20",
          "2001-10-07",
          "2001-10-17",
          "2001-11-10",
          "2001-12-13",
          "2001-12-27",
          "2002-01-08",
          "2002-01-29",
          "2002-05-20",
          "2002-06-06",
          "2002-06-24",
          "2002-07-09",
          "2002-09-04",
          "2002-09-12",
          "2002-09-17",
          "2002-10-16",
          "2003-01-07",
          "2003-01-28",
          "2003-02-01",
          "2003-03-17",
          "2003-03-19",
          "2003-04-10",
          "2003-05-01",
          "2003-05-22",
          "2003-05-28",
          "2003-07-22",
          "2003-10-02",
          "2003-11-05",
          "2003-12-08",
          "2004-01-20",
          "2004-03-08",
          "2004-05-17",
          "2004-09-02",
          "2004-10-29",
          "2004-11-04",
          "2004-11-15",
          "2005-01-20",
          "2005-01-28",
          "2005-02-02",
          "2005-02-14",
          "2005-03-21",
          "2005-03-31",
          "2005-06-10",
          "2005-06-21",
          "2005-07-26",
          "2005-08-08",
          "2005-08-28",
          "2005-09-29",
          "2006-01-24",
          "2006-01-31",
          "2006-03-09",
          "2006-03-31",
          "2006-05-03",
          "2006-07-19",
          "2006-10-26",
          "2006-12-30",
          "2007-01-11",
          "2007-01-23",
          "2007-03-06",
          "2007-04-16",
          "2007-05-01",
          "2007-07-26",
          "2007-09-17",
          "2007-11-27",
          "2007-12-19",
          "2008-01-18",
          "2008-01-28",
          "2008-02-13",
          "2008-05-21",
          "2008-05-22",
          "2008-09-04",
          "2008-09-07",
          "2008-10-01",
          "2008-10-03",
          "2008-12-19"
         ],
         "legendgroup": "gwb",
         "marker": {
          "color": "rgb(17, 165, 121)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "gwb",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -0.3381861409556584,
          2.5153946612396885,
          -0.2341066545907771,
          5.652793827448082,
          3.1434972050804317,
          -0.10323986731606313,
          5.66244339370298,
          1.366671054285331,
          -3.215041433457523,
          1.4977577360348764,
          -2.974474061760156,
          5.725217710256907,
          3.1380234976453885,
          8.808670051416469,
          -2.3288282493154644,
          -3.235896041372779,
          -0.5162961992244172,
          2.3570469115281063,
          2.0276256948359133,
          -0.9034094971640058,
          2.2073225789449165,
          -0.15829654639577603,
          -3.320836970283091,
          3.7860398078627306,
          -4.575474310951123,
          -4.881553034234306,
          13.485544580457733,
          0.005904497328298956,
          3.5314617000262913,
          3.2936068190817216,
          -1.9978286261049303,
          7.146067413236791,
          -2.7223774861504855,
          6.102829516910247,
          6.102829516910247,
          0.15725960812593856,
          7.373436913738982,
          -6.289208704367538,
          8.354282347847496,
          6.914379119988783,
          -6.296861456601478,
          2.564474803442977,
          1.296335340509624,
          3.1544797846190735,
          0.43154251564200147,
          -0.20288620041625433,
          -4.617765572316537,
          2.3985534492819145,
          8.65132201322742,
          4.061613969002504,
          1.7906079221324327,
          2.626299638943226,
          5.292445418934935,
          12.099020578043516,
          2.4935283604047047,
          0.2434626419837228,
          5.757994401948488,
          -3.540246233002862,
          8.925760614872246,
          7.9402278966165145,
          7.080426386094006,
          2.770808794305656,
          0.8228220205353425,
          5.525659912798427,
          -0.8276133511119853,
          -5.50582249154997,
          6.175637884117942,
          5.587828225044959,
          1.34892822460472,
          7.403630296612082,
          1.4739316347537945,
          1.6256220138833204,
          1.6176667174749744,
          2.8543061115215744,
          -5.378465063645978,
          0.3068674655580408,
          1.767506178186332,
          2.8388103281612533,
          -6.114271728248226,
          8.743705498095848,
          8.473635220334357,
          6.3303739930568765,
          3.887366919311365
         ],
         "xaxis": "x",
         "y": [
          -2.8954988831458803,
          -6.56458864333935,
          -1.0703855953599093,
          2.0185465893240746,
          -3.352358261606366,
          -2.2894161540450373,
          4.012083614623439,
          -3.6283708348953727,
          -0.7388270338315999,
          -1.6529054467801534,
          -2.395526658926403,
          -1.592605400637418,
          -0.7283644363408159,
          5.216275332282802,
          -3.632241343114784,
          0.7039168698909514,
          0.3210000978518712,
          0.7576216059907078,
          0.221358506544931,
          0.8329174829747897,
          -1.2109859063746167,
          0.5420981564636159,
          -2.0354542010713073,
          -0.708117488373084,
          0.5542840292160245,
          2.5097260129680152,
          17.068820361390486,
          -2.5486905365442656,
          -4.21439479717045,
          -5.794802532063437,
          -1.2553342299422752,
          2.387068451664264,
          0.061929337177012884,
          -2.1910820731414935,
          -2.1910820731414935,
          -4.320132010686249,
          4.976115023547584,
          3.019719336655316,
          0.12680419298727752,
          -5.0455643645110975,
          1.7712974400562544,
          -7.604355204869436,
          -3.8408904191146704,
          -2.4817533596521115,
          -0.7989416839526159,
          -2.116909893016509,
          -0.8949579456984682,
          -1.9483416337383608,
          -0.6440756965206956,
          -1.552778582351866,
          -3.1181924159983985,
          -0.5603681976947053,
          -2.833266097239536,
          13.015601525015702,
          -1.0422550640495836,
          -0.8610152378171851,
          0.2219242670542816,
          3.1784743022903292,
          6.155132864690356,
          -2.9173998213826273,
          7.578319915551084,
          0.24206285932546218,
          -2.5893783950239255,
          -2.144813043572204,
          1.368312290253744,
          2.192728173691812,
          -4.714926866360613,
          -3.8832142367702693,
          -2.1534180337662345,
          1.850863698610702,
          -2.135161407119026,
          1.0323599402008539,
          -2.5125273471598923,
          -1.3193301458992182,
          3.0143214615074285,
          -1.843766681197966,
          -0.276743319234684,
          2.2997738135632364,
          -1.7038730576056134,
          1.3008968157556768,
          1.0644915543900548,
          5.1922324080151006,
          1.0236798492206058
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "source"
         },
         "tracegroupgap": 0
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "PCA Obama vs Bush"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "PC 1 (33.4%)"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "PC 2 (17.1%)"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"d94a90bd-72f5-4f64-9c93-03c15fbb5771\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"d94a90bd-72f5-4f64-9c93-03c15fbb5771\")) {                    Plotly.newPlot(                        \"d94a90bd-72f5-4f64-9c93-03c15fbb5771\",                        [{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>source=oba<br>PC 1 (33.4%)=%{x}<br>PC 2 (17.1%)=%{y}<extra></extra>\",\"hovertext\":[\"2008-06-04\",\"2008-11-05\",\"2009-01-05\",\"2009-01-20\",\"2009-04-02\",\"2009-04-15\",\"2009-05-22\",\"2009-06-15\",\"2009-07-15\",\"2009-09-24\",\"2009-10-09\",\"2009-11-05\",\"2009-12-19\",\"2009-12-25\",\"2010-01-12\",\"2010-03-04\",\"2010-03-24\",\"2010-04-15\",\"2010-04-22\",\"2010-05-07\",\"2010-07-15\",\"2010-07-21\",\"2010-07-26\",\"2010-08-31\",\"2010-11-02\",\"2011-01-08\",\"2011-01-26\",\"2011-01-31\",\"2011-02-19\",\"2011-05-02\",\"2011-05-23\",\"2011-06-23\",\"2011-07-26\",\"2011-09-09\",\"2011-10-17\",\"2011-11-17\",\"2011-12-16\",\"2012-01-06\",\"2012-01-25\",\"2012-03-27\",\"2012-03-31\",\"2012-04-29\",\"2012-05-02\",\"2012-05-10\",\"2012-06-29\",\"2012-07-21\",\"2012-09-07\",\"2012-10-29\",\"2012-11-07\",\"2012-12-15\",\"2013-01-16\",\"2013-01-22\",\"2013-01-30\",\"2013-02-13\",\"2013-04-16\",\"2013-04-26\",\"2013-05-04\",\"2013-06-19\",\"2013-07-14\",\"2013-08-29\",\"2013-09-11\",\"2013-10-02\",\"2013-12-06\",\"2014-01-18\",\"2014-01-29\",\"2014-03-07\",\"2014-03-26\",\"2014-04-11\",\"2014-05-21\",\"2014-07-01\",\"2014-08-08\",\"2014-08-12\",\"2014-09-17\",\"2014-10-18\",\"2014-11-05\",\"2014-12-18\",\"2015-01-08\",\"2015-01-21\",\"2015-02-14\",\"2015-03-11\",\"2015-04-03\",\"2015-05-09\",\"2015-06-18\",\"2015-07-07\",\"2015-08-03\",\"2015-09-24\",\"2015-10-02\",\"2015-11-14\",\"2015-12-14\",\"2016-01-13\",\"2016-02-16\",\"2016-03-23\",\"2016-04-25\",\"2016-05-06\",\"2016-06-13\",\"2016-07-28\",\"2016-08-17\",\"2016-09-05\",\"2016-11-09\",\"2017-01-11\"],\"legendgroup\":\"oba\",\"marker\":{\"color\":\"rgb(127, 60, 141)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"oba\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-4.795438575199241,-2.4111470491754345,2.4111255585934357,-1.150133641977996,0.5430372505926192,-6.570538029792848,-4.3618690962815,2.31339003229663,-4.803978526606695,-5.5366174090797395,-3.489853126117744,-1.3733485519586934,0.5019658453334566,3.004011259905847,1.092475242725249,-2.5280626946043006,-2.748230715241964,-3.7081621182755105,1.9357149681630745,-0.4576418241967712,-1.8170194701619982,-1.0268115178537793,2.38986512360811,-0.4897840179474709,-0.22348832948407957,-5.367350732529472,-9.770835555135779,1.4925251328044922,-3.490344579246549,0.7406414900620132,-4.265737669950603,0.27174734866501277,-3.179146501436505,-5.669550149302142,-0.5613333581128728,-2.557448851830828,2.133013818793567,0.7066656757453602,-9.228715049348938,-5.076626074312743,-2.997466324033882,-2.8667463687424664,0.2539688371774895,-2.7092737080039817,-1.6841897085955684,-1.1289558355473601,-4.879024123032654,-0.7781515700668186,-1.36870292495176,1.75546942950019,-4.043995143228416,-0.8706735009877041,-6.156866997498753,-8.136194109297575,-0.9935325405307714,-0.23181963573710115,-4.469188038081067,-3.3558879408517868,0.1500791480416842,-1.4861096018389546,0.5300205340262889,-4.015175087810352,1.3245510570017736,-0.6432147328566008,-6.885047043024506,5.465035448219391,-1.550982105789671,-4.129519716160539,-0.9481251545417383,-2.1015513542326403,1.0656521670961479,1.7922386314842063,-1.8852223166849051,-2.9398068089577163,0.019776389187470118,-2.0314077159031614,6.3796692280379075,-8.88626011572657,-3.86150889466228,-4.815815137745562,0.7517813785810362,-6.855390704389675,-0.0011183286915308493,-0.5151405820652049,-6.066436241955339,2.4673822059921133,-0.36122566073542534,1.042215775659373,2.4375477340351606,-7.409610200458473,3.1122927560237,9.838939543141588,-7.231297775657631,-9.86770291667924,-0.8870292583060492,-7.408950163218787,-3.1688270859173833,1.9181194762755294,-2.2751509098893745,-4.723734605973862],\"xaxis\":\"x\",\"y\":[5.254403033335116,-0.3742978180632689,-1.1738304737982959,0.21087194364101397,-0.708452980115305,6.044373412037062,3.6276997940813787,-3.905700860890239,0.9799404089115574,4.369664201356232,1.5027204143120048,-1.3480116936461626,-0.690220035523362,-1.8188278363107206,-1.0072787723497978,0.48437120857364296,-1.7022837488034164,2.5123921404281604,-0.5897411615288362,-0.5087551700645222,-0.15030893436841256,-1.9153937145573898,-0.6481352490040017,-0.6530706002065085,-1.3752616650215208,0.5833639376242412,3.7007327471615437,-1.5567886563612854,-0.7242013611969151,-1.587272274775052,-3.240186336322197,-0.20595223020036005,0.7295478353972364,0.5296421538373268,2.8485188975028595,2.2138207891785746,-2.1659537768812065,0.34747312161185223,3.749727419131996,2.622834437223632,-2.069133051017872,-4.216560051926299,-2.486329425042515,-1.1168100881200183,-1.2478366860316823,-3.957097396399344,1.5161222816953264,-1.5134070014834404,-1.2444060262805148,-2.6475625580354905,-0.3367484594860474,0.8538364006560403,-0.11676445255350588,4.496496889442327,-1.9609843507816973,-0.8370942989993388,2.7446666987766464,1.0077004588548122,0.3706926034661928,2.7306095534376627,-0.10521332722897678,-0.7874679316746911,-3.232027859615616,6.750325950499961,4.187016415683352,1.7609593655230844,2.404585216666915,1.8098469468002996,-1.4283706417419257,-1.2400298128611476,-0.4390131047920734,1.028162977930084,-0.972509619791187,1.0045368069429264,-2.77581286553584,2.4170640625431155,-2.719733368347759,4.096742088094198,3.49755023334948,0.0665933362349302,0.9559215311422024,-0.37661851111285516,-2.2851740843723967,0.3179184084965062,0.8603926857448858,-0.21293237254293593,-2.263159618194655,-3.7639093361166456,-1.2406633579697595,2.5643197593039604,-2.414675140607636,10.977894417272228,4.534355719257614,0.9737224504093026,-3.4468441861595105,1.1873962519091896,-1.159338795023507,-0.8509048414751295,-3.9326529575815665,2.7368080345171344],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>source=gwb<br>PC 1 (33.4%)=%{x}<br>PC 2 (17.1%)=%{y}<extra></extra>\",\"hovertext\":[\"2001-01-20\",\"2001-01-22\",\"2001-01-29\",\"2001-02-16\",\"2001-03-29\",\"2001-06-07\",\"2001-08-09\",\"2001-09-11\",\"2001-09-20\",\"2001-10-07\",\"2001-10-17\",\"2001-11-10\",\"2001-12-13\",\"2001-12-27\",\"2002-01-08\",\"2002-01-29\",\"2002-05-20\",\"2002-06-06\",\"2002-06-24\",\"2002-07-09\",\"2002-09-04\",\"2002-09-12\",\"2002-09-17\",\"2002-10-16\",\"2003-01-07\",\"2003-01-28\",\"2003-02-01\",\"2003-03-17\",\"2003-03-19\",\"2003-04-10\",\"2003-05-01\",\"2003-05-22\",\"2003-05-28\",\"2003-07-22\",\"2003-10-02\",\"2003-11-05\",\"2003-12-08\",\"2004-01-20\",\"2004-03-08\",\"2004-05-17\",\"2004-09-02\",\"2004-10-29\",\"2004-11-04\",\"2004-11-15\",\"2005-01-20\",\"2005-01-28\",\"2005-02-02\",\"2005-02-14\",\"2005-03-21\",\"2005-03-31\",\"2005-06-10\",\"2005-06-21\",\"2005-07-26\",\"2005-08-08\",\"2005-08-28\",\"2005-09-29\",\"2006-01-24\",\"2006-01-31\",\"2006-03-09\",\"2006-03-31\",\"2006-05-03\",\"2006-07-19\",\"2006-10-26\",\"2006-12-30\",\"2007-01-11\",\"2007-01-23\",\"2007-03-06\",\"2007-04-16\",\"2007-05-01\",\"2007-07-26\",\"2007-09-17\",\"2007-11-27\",\"2007-12-19\",\"2008-01-18\",\"2008-01-28\",\"2008-02-13\",\"2008-05-21\",\"2008-05-22\",\"2008-09-04\",\"2008-09-07\",\"2008-10-01\",\"2008-10-03\",\"2008-12-19\"],\"legendgroup\":\"gwb\",\"marker\":{\"color\":\"rgb(17, 165, 121)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"gwb\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-0.3381861409556584,2.5153946612396885,-0.2341066545907771,5.652793827448082,3.1434972050804317,-0.10323986731606313,5.66244339370298,1.366671054285331,-3.215041433457523,1.4977577360348764,-2.974474061760156,5.725217710256907,3.1380234976453885,8.808670051416469,-2.3288282493154644,-3.235896041372779,-0.5162961992244172,2.3570469115281063,2.0276256948359133,-0.9034094971640058,2.2073225789449165,-0.15829654639577603,-3.320836970283091,3.7860398078627306,-4.575474310951123,-4.881553034234306,13.485544580457733,0.005904497328298956,3.5314617000262913,3.2936068190817216,-1.9978286261049303,7.146067413236791,-2.7223774861504855,6.102829516910247,6.102829516910247,0.15725960812593856,7.373436913738982,-6.289208704367538,8.354282347847496,6.914379119988783,-6.296861456601478,2.564474803442977,1.296335340509624,3.1544797846190735,0.43154251564200147,-0.20288620041625433,-4.617765572316537,2.3985534492819145,8.65132201322742,4.061613969002504,1.7906079221324327,2.626299638943226,5.292445418934935,12.099020578043516,2.4935283604047047,0.2434626419837228,5.757994401948488,-3.540246233002862,8.925760614872246,7.9402278966165145,7.080426386094006,2.770808794305656,0.8228220205353425,5.525659912798427,-0.8276133511119853,-5.50582249154997,6.175637884117942,5.587828225044959,1.34892822460472,7.403630296612082,1.4739316347537945,1.6256220138833204,1.6176667174749744,2.8543061115215744,-5.378465063645978,0.3068674655580408,1.767506178186332,2.8388103281612533,-6.114271728248226,8.743705498095848,8.473635220334357,6.3303739930568765,3.887366919311365],\"xaxis\":\"x\",\"y\":[-2.8954988831458803,-6.56458864333935,-1.0703855953599093,2.0185465893240746,-3.352358261606366,-2.2894161540450373,4.012083614623439,-3.6283708348953727,-0.7388270338315999,-1.6529054467801534,-2.395526658926403,-1.592605400637418,-0.7283644363408159,5.216275332282802,-3.632241343114784,0.7039168698909514,0.3210000978518712,0.7576216059907078,0.221358506544931,0.8329174829747897,-1.2109859063746167,0.5420981564636159,-2.0354542010713073,-0.708117488373084,0.5542840292160245,2.5097260129680152,17.068820361390486,-2.5486905365442656,-4.21439479717045,-5.794802532063437,-1.2553342299422752,2.387068451664264,0.061929337177012884,-2.1910820731414935,-2.1910820731414935,-4.320132010686249,4.976115023547584,3.019719336655316,0.12680419298727752,-5.0455643645110975,1.7712974400562544,-7.604355204869436,-3.8408904191146704,-2.4817533596521115,-0.7989416839526159,-2.116909893016509,-0.8949579456984682,-1.9483416337383608,-0.6440756965206956,-1.552778582351866,-3.1181924159983985,-0.5603681976947053,-2.833266097239536,13.015601525015702,-1.0422550640495836,-0.8610152378171851,0.2219242670542816,3.1784743022903292,6.155132864690356,-2.9173998213826273,7.578319915551084,0.24206285932546218,-2.5893783950239255,-2.144813043572204,1.368312290253744,2.192728173691812,-4.714926866360613,-3.8832142367702693,-2.1534180337662345,1.850863698610702,-2.135161407119026,1.0323599402008539,-2.5125273471598923,-1.3193301458992182,3.0143214615074285,-1.843766681197966,-0.276743319234684,2.2997738135632364,-1.7038730576056134,1.3008968157556768,1.0644915543900548,5.1922324080151006,1.0236798492206058],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"PC 1 (33.4%)\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"PC 2 (17.1%)\"}},\"legend\":{\"title\":{\"text\":\"source\"},\"tracegroupgap\":0},\"title\":{\"text\":\"PCA Obama vs Bush\"}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('d94a90bd-72f5-4f64-9c93-03c15fbb5771');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.scatter(pcafit, \n",
    "                 x=0, \n",
    "                 y=1, \n",
    "                 color=combined['source'],\n",
    "                 hover_name=combined['date'],\n",
    "                 labels = labels,\n",
    "                 title = 'PCA Obama vs Bush',\n",
    "                 color_discrete_sequence=px.colors.qualitative.Bold)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9c9683ae",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>num_sents</th>\n",
       "      <td>-0.193044</td>\n",
       "      <td>0.112757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sent_count</th>\n",
       "      <td>-0.193039</td>\n",
       "      <td>0.112746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_unique_words</th>\n",
       "      <td>-0.189657</td>\n",
       "      <td>0.127659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_count</th>\n",
       "      <td>-0.186998</td>\n",
       "      <td>0.135574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_words</th>\n",
       "      <td>-0.186496</td>\n",
       "      <td>0.136110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_count</th>\n",
       "      <td>-0.182587</td>\n",
       "      <td>0.141216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_count</th>\n",
       "      <td>-0.181780</td>\n",
       "      <td>0.141661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_count</th>\n",
       "      <td>-0.178570</td>\n",
       "      <td>0.145926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_count</th>\n",
       "      <td>-0.167438</td>\n",
       "      <td>0.132381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_count</th>\n",
       "      <td>-0.165302</td>\n",
       "      <td>0.154509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_count</th>\n",
       "      <td>-0.165058</td>\n",
       "      <td>0.154855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTJ</th>\n",
       "      <td>-0.151780</td>\n",
       "      <td>0.030739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYM</th>\n",
       "      <td>-0.133410</td>\n",
       "      <td>0.087119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surprise</th>\n",
       "      <td>-0.104472</td>\n",
       "      <td>-0.039551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUM</th>\n",
       "      <td>-0.076262</td>\n",
       "      <td>0.144256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>joy</th>\n",
       "      <td>-0.068011</td>\n",
       "      <td>-0.054878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sadness</th>\n",
       "      <td>-0.050190</td>\n",
       "      <td>-0.052146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBpolarity</th>\n",
       "      <td>-0.049920</td>\n",
       "      <td>-0.097741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>-0.047757</td>\n",
       "      <td>-0.016185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBsubjectivity</th>\n",
       "      <td>-0.038872</td>\n",
       "      <td>-0.145129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anger</th>\n",
       "      <td>-0.033418</td>\n",
       "      <td>-0.045957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disgust</th>\n",
       "      <td>-0.031345</td>\n",
       "      <td>-0.059360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCONJ</th>\n",
       "      <td>-0.001822</td>\n",
       "      <td>-0.011652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADV</th>\n",
       "      <td>-0.001297</td>\n",
       "      <td>-0.095900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anticipation</th>\n",
       "      <td>0.006082</td>\n",
       "      <td>0.056322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.016855</td>\n",
       "      <td>-0.005142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <td>0.045282</td>\n",
       "      <td>0.202741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PART</th>\n",
       "      <td>0.050016</td>\n",
       "      <td>-0.117791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth_std</th>\n",
       "      <td>0.053782</td>\n",
       "      <td>0.137757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chars_per_sent_std</th>\n",
       "      <td>0.057441</td>\n",
       "      <td>0.219737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <td>0.062501</td>\n",
       "      <td>0.219007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <td>0.069799</td>\n",
       "      <td>0.138857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>0.070176</td>\n",
       "      <td>0.063691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trust</th>\n",
       "      <td>0.076603</td>\n",
       "      <td>0.019188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PROPN</th>\n",
       "      <td>0.080332</td>\n",
       "      <td>0.025845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUX</th>\n",
       "      <td>0.084393</td>\n",
       "      <td>-0.157733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sentence</th>\n",
       "      <td>0.106516</td>\n",
       "      <td>0.222959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_perc</th>\n",
       "      <td>0.114592</td>\n",
       "      <td>0.132946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_per_sent</th>\n",
       "      <td>0.115339</td>\n",
       "      <td>0.223382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRON</th>\n",
       "      <td>0.121214</td>\n",
       "      <td>-0.121802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dale_chall</th>\n",
       "      <td>0.135245</td>\n",
       "      <td>0.236755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_perc</th>\n",
       "      <td>0.135834</td>\n",
       "      <td>0.107336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth</th>\n",
       "      <td>0.136873</td>\n",
       "      <td>0.119983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_per_word</th>\n",
       "      <td>0.137517</td>\n",
       "      <td>0.116602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_perc</th>\n",
       "      <td>0.140074</td>\n",
       "      <td>0.113764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coleman_liau</th>\n",
       "      <td>0.144331</td>\n",
       "      <td>0.139507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_per_word</th>\n",
       "      <td>0.144844</td>\n",
       "      <td>0.096097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ari</th>\n",
       "      <td>0.150202</td>\n",
       "      <td>0.226534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gunning_fog</th>\n",
       "      <td>0.156064</td>\n",
       "      <td>0.219907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCONJ</th>\n",
       "      <td>0.156178</td>\n",
       "      <td>-0.051640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flesch_kincaid</th>\n",
       "      <td>0.160014</td>\n",
       "      <td>0.214931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smog</th>\n",
       "      <td>0.160180</td>\n",
       "      <td>0.206524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADJ</th>\n",
       "      <td>0.173710</td>\n",
       "      <td>-0.071472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERB</th>\n",
       "      <td>0.182101</td>\n",
       "      <td>-0.086992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNCT</th>\n",
       "      <td>0.190508</td>\n",
       "      <td>-0.072971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOUN</th>\n",
       "      <td>0.191159</td>\n",
       "      <td>-0.062692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DET</th>\n",
       "      <td>0.193014</td>\n",
       "      <td>-0.057591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADP</th>\n",
       "      <td>0.193081</td>\n",
       "      <td>-0.061500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             PC1       PC2\n",
       "num_sents              -0.193044  0.112757\n",
       "sent_count             -0.193039  0.112746\n",
       "num_unique_words       -0.189657  0.127659\n",
       "word_count             -0.186998  0.135574\n",
       "num_words              -0.186496  0.136110\n",
       "char_count             -0.182587  0.141216\n",
       "syl_count              -0.181780  0.141661\n",
       "dc_word_count          -0.178570  0.145926\n",
       "parallel_count         -0.167438  0.132381\n",
       "gf_word_count          -0.165302  0.154509\n",
       "poly_word_count        -0.165058  0.154855\n",
       "INTJ                   -0.151780  0.030739\n",
       "SYM                    -0.133410  0.087119\n",
       "surprise               -0.104472 -0.039551\n",
       "NUM                    -0.076262  0.144256\n",
       "joy                    -0.068011 -0.054878\n",
       "sadness                -0.050190 -0.052146\n",
       "TBpolarity             -0.049920 -0.097741\n",
       "negative               -0.047757 -0.016185\n",
       "TBsubjectivity         -0.038872 -0.145129\n",
       "anger                  -0.033418 -0.045957\n",
       "disgust                -0.031345 -0.059360\n",
       "SCONJ                  -0.001822 -0.011652\n",
       "ADV                    -0.001297 -0.095900\n",
       "anticipation            0.006082  0.056322\n",
       "fear                    0.016855 -0.005142\n",
       "words_per_sent_std      0.045282  0.202741\n",
       "PART                    0.050016 -0.117791\n",
       "depth_std               0.053782  0.137757\n",
       "chars_per_sent_std      0.057441  0.219737\n",
       "syllables_per_sent_std  0.062501  0.219007\n",
       "parallel_per_sent       0.069799  0.138857\n",
       "positive                0.070176  0.063691\n",
       "trust                   0.076603  0.019188\n",
       "PROPN                   0.080332  0.025845\n",
       "AUX                     0.084393 -0.157733\n",
       "words_per_sentence      0.106516  0.222959\n",
       "dc_word_perc            0.114592  0.132946\n",
       "word_per_sent           0.115339  0.223382\n",
       "PRON                    0.121214 -0.121802\n",
       "dale_chall              0.135245  0.236755\n",
       "gf_word_perc            0.135834  0.107336\n",
       "depth                   0.136873  0.119983\n",
       "char_per_word           0.137517  0.116602\n",
       "poly_word_perc          0.140074  0.113764\n",
       "coleman_liau            0.144331  0.139507\n",
       "syl_per_word            0.144844  0.096097\n",
       "ari                     0.150202  0.226534\n",
       "gunning_fog             0.156064  0.219907\n",
       "CCONJ                   0.156178 -0.051640\n",
       "flesch_kincaid          0.160014  0.214931\n",
       "smog                    0.160180  0.206524\n",
       "ADJ                     0.173710 -0.071472\n",
       "VERB                    0.182101 -0.086992\n",
       "PUNCT                   0.190508 -0.072971\n",
       "NOUN                    0.191159 -0.062692\n",
       "DET                     0.193014 -0.057591\n",
       "ADP                     0.193081 -0.061500"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadings = pd.DataFrame(pca.components_.T, columns=['PC1', 'PC2'], index=pca_data.columns)\n",
    "loadings.sort_values(by=['PC1'], inplace=True)\n",
    "loadings"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccb3e707",
   "metadata": {},
   "source": [
    "### Try again without variables relating to length of speech like ['num_sents', 'sent_count', 'word_count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "359e42fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.31491405 0.16376061]\n"
     ]
    }
   ],
   "source": [
    "drop_cols = ['dc_word_count','parallel_count','gf_word_count','poly_word_count','num_sents', 'sent_count', 'word_count', 'num_words', 'char_count', 'syl_count']\n",
    "oba = oba.drop(drop_cols, axis=1)\n",
    "gwb = gwb.drop(drop_cols, axis=1)\n",
    "combined = pd.concat([oba,gwb], axis=0)\n",
    "pca_data2 = combined.drop(['date', 'source'], axis=1)\n",
    "scaling2 = StandardScaler()\n",
    "scaling2.fit(pca_data2)\n",
    "scaled_data2 = scaling2.transform(pca_data2)\n",
    "pca2 = PCA(n_components=2)\n",
    "pcafit2 = pca2.fit_transform(scaled_data2)\n",
    "print(pca2.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6315b98b",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = {\n",
    "    str(i): f\"PC {i+1} ({var:.1f}%)\"\n",
    "    for i, var in enumerate(pca2.explained_variance_ratio_ * 100)\n",
    "}\n",
    "labels[\"color\"] = \"source\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "2b291b24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>source=oba<br>PC 1 (31.5%)=%{x}<br>PC 2 (16.4%)=%{y}<extra></extra>",
         "hovertext": [
          "2008-06-04",
          "2008-11-05",
          "2009-01-05",
          "2009-01-20",
          "2009-04-02",
          "2009-04-15",
          "2009-05-22",
          "2009-06-15",
          "2009-07-15",
          "2009-09-24",
          "2009-10-09",
          "2009-11-05",
          "2009-12-19",
          "2009-12-25",
          "2010-01-12",
          "2010-03-04",
          "2010-03-24",
          "2010-04-15",
          "2010-04-22",
          "2010-05-07",
          "2010-07-15",
          "2010-07-21",
          "2010-07-26",
          "2010-08-31",
          "2010-11-02",
          "2011-01-08",
          "2011-01-26",
          "2011-01-31",
          "2011-02-19",
          "2011-05-02",
          "2011-05-23",
          "2011-06-23",
          "2011-07-26",
          "2011-09-09",
          "2011-10-17",
          "2011-11-17",
          "2011-12-16",
          "2012-01-06",
          "2012-01-25",
          "2012-03-27",
          "2012-03-31",
          "2012-04-29",
          "2012-05-02",
          "2012-05-10",
          "2012-06-29",
          "2012-07-21",
          "2012-09-07",
          "2012-10-29",
          "2012-11-07",
          "2012-12-15",
          "2013-01-16",
          "2013-01-22",
          "2013-01-30",
          "2013-02-13",
          "2013-04-16",
          "2013-04-26",
          "2013-05-04",
          "2013-06-19",
          "2013-07-14",
          "2013-08-29",
          "2013-09-11",
          "2013-10-02",
          "2013-12-06",
          "2014-01-18",
          "2014-01-29",
          "2014-03-07",
          "2014-03-26",
          "2014-04-11",
          "2014-05-21",
          "2014-07-01",
          "2014-08-08",
          "2014-08-12",
          "2014-09-17",
          "2014-10-18",
          "2014-11-05",
          "2014-12-18",
          "2015-01-08",
          "2015-01-21",
          "2015-02-14",
          "2015-03-11",
          "2015-04-03",
          "2015-05-09",
          "2015-06-18",
          "2015-07-07",
          "2015-08-03",
          "2015-09-24",
          "2015-10-02",
          "2015-11-14",
          "2015-12-14",
          "2016-01-13",
          "2016-02-16",
          "2016-03-23",
          "2016-04-25",
          "2016-05-06",
          "2016-06-13",
          "2016-07-28",
          "2016-08-17",
          "2016-09-05",
          "2016-11-09",
          "2017-01-11"
         ],
         "legendgroup": "oba",
         "marker": {
          "color": "rgb(127, 60, 141)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "oba",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -0.9107300970242536,
          -2.948164035903046,
          1.3387380943245741,
          -0.9657134814476485,
          -0.02237460249472172,
          -1.4964730154387356,
          0.48745871673410823,
          0.19960811606736087,
          -3.05457983851781,
          -1.8431615394119245,
          -1.2129320277268365,
          -1.986723274034815,
          -0.32519584227771176,
          2.0158107933186145,
          0.14890337008727392,
          -2.0257114288566713,
          -3.7529076911652557,
          -2.223965458655073,
          1.0531731099686228,
          -1.266925067204937,
          -1.4367757259693696,
          -2.034374674400871,
          1.4290103131795011,
          -0.10046552955516168,
          -1.6217968293984217,
          -5.2943151370649115,
          -5.224873648285852,
          -0.008209713442829355,
          -3.6764256541782396,
          -0.14655960408570332,
          -5.940188356744688,
          0.15086961926894443,
          -3.121005636169064,
          -4.241201394211389,
          0.28814600516975,
          -0.4503045089049027,
          0.7558805484091861,
          0.43788536601480643,
          -4.462048051953188,
          -3.1993795275265944,
          -4.639468650642629,
          -4.948184594612599,
          -0.8210578700394527,
          -3.9302258102435896,
          -2.9948092286256407,
          -3.475861994084767,
          -2.9952617458392905,
          -2.187026395254153,
          -1.9235080783929475,
          -0.3057040719237692,
          -4.35344541557795,
          -0.6975949350256926,
          -5.87834009111718,
          -3.4768181300520875,
          -2.9333735455730774,
          -1.4357248683459756,
          -2.776098123569874,
          -2.341836869316148,
          0.261131144508394,
          -0.1841566648240687,
          0.8188651404033908,
          -3.826896076067655,
          -0.9069363434334602,
          4.59161717790344,
          -2.19547045291613,
          5.243553514779151,
          0.7440351855685544,
          -3.345429287114597,
          -2.088415958641039,
          -2.7838332473286815,
          0.5394072759177676,
          1.6578056905923315,
          -2.4046450426489208,
          -3.390168007702191,
          -1.4857120274854545,
          -1.2568026079606918,
          4.709412525291776,
          -4.256458746963785,
          -1.6333612123893035,
          -4.184200702452257,
          1.5307130478798667,
          -5.756518879040603,
          -1.6922574571808078,
          -0.14631894523527203,
          -5.324445658896849,
          1.6129417936389718,
          -1.6521688686600848,
          -1.2262282953322012,
          1.456836197188718,
          -3.8035630385062187,
          1.2313904478895923,
          11.828970270021689,
          -3.2035120540843938,
          -7.3848283583900995,
          -2.9411086826400648,
          -5.595123699378874,
          -3.9011231803179425,
          1.026783801112244,
          -4.416056736634374,
          -2.0194609282497455
         ],
         "xaxis": "x",
         "y": [
          4.480153452944595,
          2.2249810058250423,
          -1.049277206320753,
          0.7871915192695407,
          -0.6489118322427453,
          4.079765375112246,
          -0.8931404163675475,
          -4.121332286050597,
          1.2186261085428776,
          3.1515577427732766,
          -0.06663021510625268,
          -0.18380763471775305,
          0.10458800274279202,
          -3.055661390472347,
          -0.6103323996432607,
          1.1788592345740492,
          0.6066421093216275,
          3.566924598233645,
          -0.4624592943756911,
          0.9690907004368696,
          -0.06156536964239094,
          -0.8531897532187032,
          -0.44790785447018455,
          -1.773651234830088,
          0.8455856074303655,
          3.9362896527302778,
          3.1063440848496784,
          -0.4582714508445236,
          1.4617878848394943,
          -1.4890972890216532,
          0.17571706100817605,
          -0.30218976454993307,
          2.693393334827841,
          1.4676533657876467,
          3.6766807868386886,
          1.076100512851969,
          -2.0877350959872154,
          0.7039663124403206,
          2.3760340304570575,
          3.405676423528672,
          1.6127393916957644,
          -1.2116294500983686,
          -2.21416494874514,
          2.3086880724940646,
          1.3224582552033513,
          -1.2523929601653212,
          2.084556619025972,
          0.5939308370628384,
          0.3167288482494994,
          -1.1614916217621434,
          2.030828221865949,
          1.5668405218789159,
          2.934655454712655,
          3.1757687078260455,
          0.6722108719220438,
          1.4857815007681427,
          3.8829904543965563,
          1.7861919174965586,
          0.4309688366627671,
          2.97055328589418,
          -1.3683607545066534,
          0.5588579519587553,
          -1.4211453405570678,
          1.2738568286052008,
          2.011203901779706,
          0.2027035069093435,
          0.4523595507995928,
          3.757061564384109,
          0.21191664037505248,
          0.5278373094859553,
          -0.6339688495973907,
          0.9127980818924811,
          0.286048293286559,
          3.9037131327180905,
          -1.3063173238276147,
          3.271663790381141,
          -5.403208967244366,
          3.063195230065373,
          3.582729727592907,
          2.117064607310506,
          -0.1790225165749248,
          1.4856864511373442,
          -0.5752630316801143,
          -0.2591651439311241,
          3.2035823722099734,
          0.20239050108121287,
          -1.2462865829905276,
          -2.4385888908124964,
          -1.5202734229261017,
          1.6515399235742647,
          -1.8852578059762322,
          9.606086564785794,
          3.8826097594466447,
          2.889851517243272,
          -1.6060611261162956,
          2.788826620592438,
          1.4313949118298857,
          -0.878474664881183,
          -0.7363243118582073,
          2.2327001053155766
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>source=gwb<br>PC 1 (31.5%)=%{x}<br>PC 2 (16.4%)=%{y}<extra></extra>",
         "hovertext": [
          "2001-01-20",
          "2001-01-22",
          "2001-01-29",
          "2001-02-16",
          "2001-03-29",
          "2001-06-07",
          "2001-08-09",
          "2001-09-11",
          "2001-09-20",
          "2001-10-07",
          "2001-10-17",
          "2001-11-10",
          "2001-12-13",
          "2001-12-27",
          "2002-01-08",
          "2002-01-29",
          "2002-05-20",
          "2002-06-06",
          "2002-06-24",
          "2002-07-09",
          "2002-09-04",
          "2002-09-12",
          "2002-09-17",
          "2002-10-16",
          "2003-01-07",
          "2003-01-28",
          "2003-02-01",
          "2003-03-17",
          "2003-03-19",
          "2003-04-10",
          "2003-05-01",
          "2003-05-22",
          "2003-05-28",
          "2003-07-22",
          "2003-10-02",
          "2003-11-05",
          "2003-12-08",
          "2004-01-20",
          "2004-03-08",
          "2004-05-17",
          "2004-09-02",
          "2004-10-29",
          "2004-11-04",
          "2004-11-15",
          "2005-01-20",
          "2005-01-28",
          "2005-02-02",
          "2005-02-14",
          "2005-03-21",
          "2005-03-31",
          "2005-06-10",
          "2005-06-21",
          "2005-07-26",
          "2005-08-08",
          "2005-08-28",
          "2005-09-29",
          "2006-01-24",
          "2006-01-31",
          "2006-03-09",
          "2006-03-31",
          "2006-05-03",
          "2006-07-19",
          "2006-10-26",
          "2006-12-30",
          "2007-01-11",
          "2007-01-23",
          "2007-03-06",
          "2007-04-16",
          "2007-05-01",
          "2007-07-26",
          "2007-09-17",
          "2007-11-27",
          "2007-12-19",
          "2008-01-18",
          "2008-01-28",
          "2008-02-13",
          "2008-05-21",
          "2008-05-22",
          "2008-09-04",
          "2008-09-07",
          "2008-10-01",
          "2008-10-03",
          "2008-12-19"
         ],
         "legendgroup": "gwb",
         "marker": {
          "color": "rgb(17, 165, 121)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "gwb",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -1.4169025274718394,
          -0.6691304057040336,
          -1.375871608945936,
          5.765309806259252,
          1.1952069060143302,
          -1.709028629003747,
          6.523938302716165,
          -0.7186495546972965,
          -2.518357940687576,
          0.339648137662574,
          -3.6909015072781863,
          4.255802673003644,
          2.0236529882463756,
          9.324485831817329,
          -3.5247785974530434,
          -1.4375759175482086,
          -0.4817893723116699,
          2.4354370900503057,
          2.4706090928889237,
          0.39517258466419114,
          0.4334859572448058,
          1.04197256808216,
          -4.098566803922016,
          2.5298083870340395,
          -3.1456691248491424,
          -1.100912688376062,
          17.1924676135829,
          -0.7289691483252354,
          1.422225578240549,
          0.6654136617595838,
          -2.6128005040355733,
          6.842154537079023,
          -2.52356062576221,
          4.300342312381535,
          4.300342312381535,
          -1.9995185624480112,
          7.765312576510025,
          -3.075906617351861,
          7.593142084272176,
          4.245821138236901,
          -3.419729521560954,
          -1.0197003651820538,
          -0.8457431696482566,
          1.176847164855653,
          0.4136254931976185,
          -1.8679306634206507,
          -5.1227209856874,
          1.241902230536989,
          7.503909463071959,
          3.244609807557284,
          -0.26589252514194023,
          1.5192244559570314,
          3.1692421243647844,
          15.334919621780065,
          1.7347833219998807,
          -0.4129802994084859,
          4.849902848270245,
          -0.2282469474054981,
          9.832280641089882,
          6.092519914076592,
          9.816991435206676,
          1.8041388161852079,
          -0.7745969628073438,
          3.8332339217551,
          0.5987896535269455,
          -2.2607689814028498,
          3.688764221837255,
          3.3596120973555643,
          0.19924742038073376,
          6.978130330905675,
          0.10517989109087189,
          2.504882948358162,
          0.4422082129615176,
          1.8619954306172977,
          -1.5399608846019779,
          -1.244850892863384,
          0.6770623447128098,
          2.6465604279810173,
          -4.8373243612780366,
          8.421271851632364,
          7.917982071163073,
          7.37854540886344,
          3.8132966906850654
         ],
         "xaxis": "x",
         "y": [
          -2.5102670674338086,
          -5.666242185597645,
          0.5189553743927204,
          -0.28385274734370386,
          -3.911471713557922,
          -0.5386210958385222,
          1.4563271851578163,
          -3.1827353993147662,
          -1.0490181877606557,
          -1.5533414031201944,
          -0.925573586781201,
          -3.0380359973918876,
          -1.147876619484661,
          2.9226044005076055,
          -1.810826330075304,
          -0.7156250089133118,
          0.6681922495185358,
          -0.5814898506591296,
          -2.067158663114848,
          -1.0095861738755478,
          0.48461524617746476,
          -1.8968080660106095,
          0.43565453280995153,
          -0.8851177379478621,
          0.5645999108490303,
          -0.6294793088287639,
          15.4740380019913,
          -3.3859222093762673,
          -4.7632346332868325,
          -6.683397493314478,
          -0.1597293582901593,
          0.5133558243529518,
          1.2106226266394113,
          -3.393587288032111,
          -3.393587288032111,
          -3.2725200884566537,
          3.614788405837523,
          2.087139989178569,
          -3.211733155968975,
          -5.983706257055725,
          1.0339863925446977,
          -7.053973300699329,
          -3.0297883394931686,
          -2.271809889771072,
          -1.504684270744777,
          -0.3008407294804477,
          1.9548140469879847,
          -2.650032236492648,
          -3.3146711064126766,
          -3.437923719957594,
          -2.020549223395457,
          -0.04853565538042688,
          -3.1709948830450574,
          9.275105836429772,
          -2.068072410329966,
          -0.10332981608361856,
          -1.1962308717823327,
          0.7702035077715761,
          3.215753732752941,
          -5.408554718382206,
          2.330010131009271,
          0.38853688002910036,
          -1.9731784786784292,
          -3.49392577833721,
          -0.39404530736633797,
          0.3829827237006882,
          -6.274612333125889,
          -5.008652735037093,
          -2.5498335405222656,
          -0.5996320462478645,
          -1.8939703632306384,
          -0.842816861127209,
          -3.046462366031246,
          -2.0067905093411866,
          0.5247917918812953,
          -0.4872597623270031,
          0.3708555369194853,
          2.2995121786507817,
          -1.5423879129301679,
          -2.5240621445541107,
          -2.2461844169791196,
          2.4329332191451454,
          -0.9306504302557298
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "source"
         },
         "tracegroupgap": 0
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "PCA: Obama vs Bush"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "PC 1 (31.5%)"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "PC 2 (16.4%)"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"20c5d183-6571-4685-8860-d5a7372ef220\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"20c5d183-6571-4685-8860-d5a7372ef220\")) {                    Plotly.newPlot(                        \"20c5d183-6571-4685-8860-d5a7372ef220\",                        [{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>source=oba<br>PC 1 (31.5%)=%{x}<br>PC 2 (16.4%)=%{y}<extra></extra>\",\"hovertext\":[\"2008-06-04\",\"2008-11-05\",\"2009-01-05\",\"2009-01-20\",\"2009-04-02\",\"2009-04-15\",\"2009-05-22\",\"2009-06-15\",\"2009-07-15\",\"2009-09-24\",\"2009-10-09\",\"2009-11-05\",\"2009-12-19\",\"2009-12-25\",\"2010-01-12\",\"2010-03-04\",\"2010-03-24\",\"2010-04-15\",\"2010-04-22\",\"2010-05-07\",\"2010-07-15\",\"2010-07-21\",\"2010-07-26\",\"2010-08-31\",\"2010-11-02\",\"2011-01-08\",\"2011-01-26\",\"2011-01-31\",\"2011-02-19\",\"2011-05-02\",\"2011-05-23\",\"2011-06-23\",\"2011-07-26\",\"2011-09-09\",\"2011-10-17\",\"2011-11-17\",\"2011-12-16\",\"2012-01-06\",\"2012-01-25\",\"2012-03-27\",\"2012-03-31\",\"2012-04-29\",\"2012-05-02\",\"2012-05-10\",\"2012-06-29\",\"2012-07-21\",\"2012-09-07\",\"2012-10-29\",\"2012-11-07\",\"2012-12-15\",\"2013-01-16\",\"2013-01-22\",\"2013-01-30\",\"2013-02-13\",\"2013-04-16\",\"2013-04-26\",\"2013-05-04\",\"2013-06-19\",\"2013-07-14\",\"2013-08-29\",\"2013-09-11\",\"2013-10-02\",\"2013-12-06\",\"2014-01-18\",\"2014-01-29\",\"2014-03-07\",\"2014-03-26\",\"2014-04-11\",\"2014-05-21\",\"2014-07-01\",\"2014-08-08\",\"2014-08-12\",\"2014-09-17\",\"2014-10-18\",\"2014-11-05\",\"2014-12-18\",\"2015-01-08\",\"2015-01-21\",\"2015-02-14\",\"2015-03-11\",\"2015-04-03\",\"2015-05-09\",\"2015-06-18\",\"2015-07-07\",\"2015-08-03\",\"2015-09-24\",\"2015-10-02\",\"2015-11-14\",\"2015-12-14\",\"2016-01-13\",\"2016-02-16\",\"2016-03-23\",\"2016-04-25\",\"2016-05-06\",\"2016-06-13\",\"2016-07-28\",\"2016-08-17\",\"2016-09-05\",\"2016-11-09\",\"2017-01-11\"],\"legendgroup\":\"oba\",\"marker\":{\"color\":\"rgb(127, 60, 141)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"oba\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-0.9107300970242536,-2.948164035903046,1.3387380943245741,-0.9657134814476485,-0.02237460249472172,-1.4964730154387356,0.48745871673410823,0.19960811606736087,-3.05457983851781,-1.8431615394119245,-1.2129320277268365,-1.986723274034815,-0.32519584227771176,2.0158107933186145,0.14890337008727392,-2.0257114288566713,-3.7529076911652557,-2.223965458655073,1.0531731099686228,-1.266925067204937,-1.4367757259693696,-2.034374674400871,1.4290103131795011,-0.10046552955516168,-1.6217968293984217,-5.2943151370649115,-5.224873648285852,-0.008209713442829355,-3.6764256541782396,-0.14655960408570332,-5.940188356744688,0.15086961926894443,-3.121005636169064,-4.241201394211389,0.28814600516975,-0.4503045089049027,0.7558805484091861,0.43788536601480643,-4.462048051953188,-3.1993795275265944,-4.639468650642629,-4.948184594612599,-0.8210578700394527,-3.9302258102435896,-2.9948092286256407,-3.475861994084767,-2.9952617458392905,-2.187026395254153,-1.9235080783929475,-0.3057040719237692,-4.35344541557795,-0.6975949350256926,-5.87834009111718,-3.4768181300520875,-2.9333735455730774,-1.4357248683459756,-2.776098123569874,-2.341836869316148,0.261131144508394,-0.1841566648240687,0.8188651404033908,-3.826896076067655,-0.9069363434334602,4.59161717790344,-2.19547045291613,5.243553514779151,0.7440351855685544,-3.345429287114597,-2.088415958641039,-2.7838332473286815,0.5394072759177676,1.6578056905923315,-2.4046450426489208,-3.390168007702191,-1.4857120274854545,-1.2568026079606918,4.709412525291776,-4.256458746963785,-1.6333612123893035,-4.184200702452257,1.5307130478798667,-5.756518879040603,-1.6922574571808078,-0.14631894523527203,-5.324445658896849,1.6129417936389718,-1.6521688686600848,-1.2262282953322012,1.456836197188718,-3.8035630385062187,1.2313904478895923,11.828970270021689,-3.2035120540843938,-7.3848283583900995,-2.9411086826400648,-5.595123699378874,-3.9011231803179425,1.026783801112244,-4.416056736634374,-2.0194609282497455],\"xaxis\":\"x\",\"y\":[4.480153452944595,2.2249810058250423,-1.049277206320753,0.7871915192695407,-0.6489118322427453,4.079765375112246,-0.8931404163675475,-4.121332286050597,1.2186261085428776,3.1515577427732766,-0.06663021510625268,-0.18380763471775305,0.10458800274279202,-3.055661390472347,-0.6103323996432607,1.1788592345740492,0.6066421093216275,3.566924598233645,-0.4624592943756911,0.9690907004368696,-0.06156536964239094,-0.8531897532187032,-0.44790785447018455,-1.773651234830088,0.8455856074303655,3.9362896527302778,3.1063440848496784,-0.4582714508445236,1.4617878848394943,-1.4890972890216532,0.17571706100817605,-0.30218976454993307,2.693393334827841,1.4676533657876467,3.6766807868386886,1.076100512851969,-2.0877350959872154,0.7039663124403206,2.3760340304570575,3.405676423528672,1.6127393916957644,-1.2116294500983686,-2.21416494874514,2.3086880724940646,1.3224582552033513,-1.2523929601653212,2.084556619025972,0.5939308370628384,0.3167288482494994,-1.1614916217621434,2.030828221865949,1.5668405218789159,2.934655454712655,3.1757687078260455,0.6722108719220438,1.4857815007681427,3.8829904543965563,1.7861919174965586,0.4309688366627671,2.97055328589418,-1.3683607545066534,0.5588579519587553,-1.4211453405570678,1.2738568286052008,2.011203901779706,0.2027035069093435,0.4523595507995928,3.757061564384109,0.21191664037505248,0.5278373094859553,-0.6339688495973907,0.9127980818924811,0.286048293286559,3.9037131327180905,-1.3063173238276147,3.271663790381141,-5.403208967244366,3.063195230065373,3.582729727592907,2.117064607310506,-0.1790225165749248,1.4856864511373442,-0.5752630316801143,-0.2591651439311241,3.2035823722099734,0.20239050108121287,-1.2462865829905276,-2.4385888908124964,-1.5202734229261017,1.6515399235742647,-1.8852578059762322,9.606086564785794,3.8826097594466447,2.889851517243272,-1.6060611261162956,2.788826620592438,1.4313949118298857,-0.878474664881183,-0.7363243118582073,2.2327001053155766],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>source=gwb<br>PC 1 (31.5%)=%{x}<br>PC 2 (16.4%)=%{y}<extra></extra>\",\"hovertext\":[\"2001-01-20\",\"2001-01-22\",\"2001-01-29\",\"2001-02-16\",\"2001-03-29\",\"2001-06-07\",\"2001-08-09\",\"2001-09-11\",\"2001-09-20\",\"2001-10-07\",\"2001-10-17\",\"2001-11-10\",\"2001-12-13\",\"2001-12-27\",\"2002-01-08\",\"2002-01-29\",\"2002-05-20\",\"2002-06-06\",\"2002-06-24\",\"2002-07-09\",\"2002-09-04\",\"2002-09-12\",\"2002-09-17\",\"2002-10-16\",\"2003-01-07\",\"2003-01-28\",\"2003-02-01\",\"2003-03-17\",\"2003-03-19\",\"2003-04-10\",\"2003-05-01\",\"2003-05-22\",\"2003-05-28\",\"2003-07-22\",\"2003-10-02\",\"2003-11-05\",\"2003-12-08\",\"2004-01-20\",\"2004-03-08\",\"2004-05-17\",\"2004-09-02\",\"2004-10-29\",\"2004-11-04\",\"2004-11-15\",\"2005-01-20\",\"2005-01-28\",\"2005-02-02\",\"2005-02-14\",\"2005-03-21\",\"2005-03-31\",\"2005-06-10\",\"2005-06-21\",\"2005-07-26\",\"2005-08-08\",\"2005-08-28\",\"2005-09-29\",\"2006-01-24\",\"2006-01-31\",\"2006-03-09\",\"2006-03-31\",\"2006-05-03\",\"2006-07-19\",\"2006-10-26\",\"2006-12-30\",\"2007-01-11\",\"2007-01-23\",\"2007-03-06\",\"2007-04-16\",\"2007-05-01\",\"2007-07-26\",\"2007-09-17\",\"2007-11-27\",\"2007-12-19\",\"2008-01-18\",\"2008-01-28\",\"2008-02-13\",\"2008-05-21\",\"2008-05-22\",\"2008-09-04\",\"2008-09-07\",\"2008-10-01\",\"2008-10-03\",\"2008-12-19\"],\"legendgroup\":\"gwb\",\"marker\":{\"color\":\"rgb(17, 165, 121)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"gwb\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-1.4169025274718394,-0.6691304057040336,-1.375871608945936,5.765309806259252,1.1952069060143302,-1.709028629003747,6.523938302716165,-0.7186495546972965,-2.518357940687576,0.339648137662574,-3.6909015072781863,4.255802673003644,2.0236529882463756,9.324485831817329,-3.5247785974530434,-1.4375759175482086,-0.4817893723116699,2.4354370900503057,2.4706090928889237,0.39517258466419114,0.4334859572448058,1.04197256808216,-4.098566803922016,2.5298083870340395,-3.1456691248491424,-1.100912688376062,17.1924676135829,-0.7289691483252354,1.422225578240549,0.6654136617595838,-2.6128005040355733,6.842154537079023,-2.52356062576221,4.300342312381535,4.300342312381535,-1.9995185624480112,7.765312576510025,-3.075906617351861,7.593142084272176,4.245821138236901,-3.419729521560954,-1.0197003651820538,-0.8457431696482566,1.176847164855653,0.4136254931976185,-1.8679306634206507,-5.1227209856874,1.241902230536989,7.503909463071959,3.244609807557284,-0.26589252514194023,1.5192244559570314,3.1692421243647844,15.334919621780065,1.7347833219998807,-0.4129802994084859,4.849902848270245,-0.2282469474054981,9.832280641089882,6.092519914076592,9.816991435206676,1.8041388161852079,-0.7745969628073438,3.8332339217551,0.5987896535269455,-2.2607689814028498,3.688764221837255,3.3596120973555643,0.19924742038073376,6.978130330905675,0.10517989109087189,2.504882948358162,0.4422082129615176,1.8619954306172977,-1.5399608846019779,-1.244850892863384,0.6770623447128098,2.6465604279810173,-4.8373243612780366,8.421271851632364,7.917982071163073,7.37854540886344,3.8132966906850654],\"xaxis\":\"x\",\"y\":[-2.5102670674338086,-5.666242185597645,0.5189553743927204,-0.28385274734370386,-3.911471713557922,-0.5386210958385222,1.4563271851578163,-3.1827353993147662,-1.0490181877606557,-1.5533414031201944,-0.925573586781201,-3.0380359973918876,-1.147876619484661,2.9226044005076055,-1.810826330075304,-0.7156250089133118,0.6681922495185358,-0.5814898506591296,-2.067158663114848,-1.0095861738755478,0.48461524617746476,-1.8968080660106095,0.43565453280995153,-0.8851177379478621,0.5645999108490303,-0.6294793088287639,15.4740380019913,-3.3859222093762673,-4.7632346332868325,-6.683397493314478,-0.1597293582901593,0.5133558243529518,1.2106226266394113,-3.393587288032111,-3.393587288032111,-3.2725200884566537,3.614788405837523,2.087139989178569,-3.211733155968975,-5.983706257055725,1.0339863925446977,-7.053973300699329,-3.0297883394931686,-2.271809889771072,-1.504684270744777,-0.3008407294804477,1.9548140469879847,-2.650032236492648,-3.3146711064126766,-3.437923719957594,-2.020549223395457,-0.04853565538042688,-3.1709948830450574,9.275105836429772,-2.068072410329966,-0.10332981608361856,-1.1962308717823327,0.7702035077715761,3.215753732752941,-5.408554718382206,2.330010131009271,0.38853688002910036,-1.9731784786784292,-3.49392577833721,-0.39404530736633797,0.3829827237006882,-6.274612333125889,-5.008652735037093,-2.5498335405222656,-0.5996320462478645,-1.8939703632306384,-0.842816861127209,-3.046462366031246,-2.0067905093411866,0.5247917918812953,-0.4872597623270031,0.3708555369194853,2.2995121786507817,-1.5423879129301679,-2.5240621445541107,-2.2461844169791196,2.4329332191451454,-0.9306504302557298],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"PC 1 (31.5%)\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"PC 2 (16.4%)\"}},\"legend\":{\"title\":{\"text\":\"source\"},\"tracegroupgap\":0},\"title\":{\"text\":\"PCA: Obama vs Bush\"}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('20c5d183-6571-4685-8860-d5a7372ef220');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.scatter(pcafit2, \n",
    "                 x=0, \n",
    "                 y=1, \n",
    "                 color=combined['source'],\n",
    "                 hover_name=combined['date'],\n",
    "                 title='PCA: Obama vs Bush',\n",
    "                 labels = labels,\n",
    "                 color_discrete_sequence=px.colors.qualitative.Bold)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2952e6b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.write_image(\"./plots/PCA_obama_bush.png\", format='png', engine='kaleido')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b41af124",
   "metadata": {},
   "source": [
    "### The following is a comparison on the speech scale. For comparison on sentence scale, see varianceObaGWB.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "877e350c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.976949641715066"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oba.flesch_kincaid.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "43194cb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0737560313029455"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oba.flesch_kincaid.quantile(0.75) - oba.flesch_kincaid.quantile(0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bc0e464a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.8185867313425"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gwb.flesch_kincaid.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "de25be7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.131497354530431"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gwb.flesch_kincaid.quantile(0.75) - gwb.flesch_kincaid.quantile(0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8d0899c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "hovertemplate": "source=%{x}<br>flesch_kincaid=%{y}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": "#636efa"
         },
         "name": "",
         "notched": false,
         "offsetgroup": "",
         "orientation": "v",
         "showlegend": false,
         "type": "box",
         "x": [
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "oba",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb",
          "gwb"
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          11.736336689992603,
          9.23999835762064,
          10.765696092425731,
          10.533853407159697,
          10.442011544630535,
          11.39059407144497,
          11.051272781136095,
          9.679319196428573,
          8.748057386402348,
          11.317267881372365,
          10.188956760577994,
          9.38561581027668,
          10.162240547063554,
          11.560787130233036,
          11.151873885150994,
          9.647311863119471,
          7.888482295830954,
          10.441010558069385,
          11.801694575129885,
          9.97595030619416,
          10.070042430626064,
          8.772134856138809,
          11.330694629806164,
          10.258145562255372,
          9.961284722222224,
          9.133869298516156,
          8.677593957769997,
          9.97618229246586,
          8.482445448088239,
          10.090697012802275,
          6.538508701801856,
          10.855525002127951,
          9.933269043332686,
          8.235929286288261,
          12.537010853904524,
          10.930196312083783,
          10.172161255540916,
          11.097291123610924,
          8.69713126230577,
          10.279568308351177,
          7.744600542971423,
          6.629225710014953,
          9.115473623806206,
          8.876085899119609,
          9.3779467854288,
          8.081236760124611,
          9.143151870254236,
          9.369900468384078,
          8.922295255930088,
          10.029999999999998,
          8.879885409873829,
          11.444406521639849,
          7.537656597004727,
          9.977716990964275,
          9.087500000000002,
          9.91787494257244,
          10.603131455879211,
          9.93135517390677,
          11.156147923375446,
          11.496142881508735,
          10.984600910445156,
          8.110854518717456,
          9.927407407407408,
          14.841675047756729,
          10.230868658560071,
          13.521826796525405,
          11.937017621245346,
          10.139751456461262,
          9.55659399788064,
          9.034702713730123,
          11.213451921035876,
          12.39273925501433,
          9.494191999637994,
          10.029689434382473,
          8.307307249712313,
          12.05101929088583,
          12.569863013698631,
          9.14155803781669,
          10.987992571540406,
          8.286411540773393,
          11.640506706408347,
          6.839712270917946,
          9.217357890416585,
          11.010513504611332,
          8.932220817530556,
          12.1775874083864,
          8.859652751342892,
          8.855825623924272,
          10.241244201118842,
          8.964702963071083,
          10.615664893617025,
          20.7220701754386,
          10.450362657008196,
          6.858647575254746,
          8.458163580246914,
          7.7906250930948495,
          8.554644587264047,
          10.506200442711776,
          6.942262607350727,
          10.249658974119406,
          9.22948579900125,
          8.042886002886,
          9.79986146386516,
          14.9117675823386,
          9.57410628019324,
          8.92301677539609,
          15.1169855456251,
          9.76044316822206,
          9.38307721494973,
          10.5009853034897,
          8.12424082495897,
          12.5228178694158,
          11.7752618349393,
          18.05625,
          7.07598217416176,
          10.13565876512,
          10.9489799749687,
          12.5683299798793,
          12.2480175617746,
          10.8185867313425,
          11.357347826087,
          11.4433481453144,
          8.36939672919304,
          10.2848648648649,
          9.4059172700552,
          10.4377062988732,
          25.4640859030837,
          9.97592756539236,
          9.87157830114969,
          9.40703320802005,
          9.70454618524864,
          16.6027520576132,
          9.97301855586931,
          13.3507142857143,
          13.3507142857143,
          7.75055027927329,
          14.6857259786477,
          10.4895497624085,
          15.1916943521595,
          9.83052631578948,
          9.3170055673926,
          7.67105263157895,
          8.80746792130026,
          11.0790540540541,
          11.1633629965684,
          9.57356642657063,
          7.80907302911351,
          10.2897887182239,
          12.9991219512195,
          11.2288796488796,
          9.41234288674033,
          11.3013736263736,
          11.47,
          21.5961605584642,
          11.6182630151369,
          10.0682796767862,
          11.2079266347687,
          11.8937091480361,
          15.6961138613861,
          13.1930303030303,
          17.4226470588235,
          12.2072470817121,
          9.15809776283461,
          13.1973333333333,
          11.5182504208959,
          10.2147931323148,
          9.95489726027397,
          10.4480049751244,
          10.4735868305124,
          14.6233333333333,
          9.5999110367893,
          11.9086930681417,
          9.87030166112957,
          11.5557684729064,
          10.5041310411415,
          9.28636166271059,
          10.9096110056926,
          13.3578335724534,
          6.64353748144749,
          16.4974931129477,
          14.1945454545455,
          16.4157799671593,
          13.3698478676532
         ],
         "y0": " ",
         "yaxis": "y"
        }
       ],
       "layout": {
        "boxmode": "group",
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "source"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "flesch_kincaid"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"e5aba748-6c3b-4996-962d-3094bac1c43b\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"e5aba748-6c3b-4996-962d-3094bac1c43b\")) {                    Plotly.newPlot(                        \"e5aba748-6c3b-4996-962d-3094bac1c43b\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"source=%{x}<br>flesch_kincaid=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\"},\"name\":\"\",\"notched\":false,\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"oba\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\",\"gwb\"],\"x0\":\" \",\"xaxis\":\"x\",\"y\":[11.736336689992603,9.23999835762064,10.765696092425731,10.533853407159697,10.442011544630535,11.39059407144497,11.051272781136095,9.679319196428573,8.748057386402348,11.317267881372365,10.188956760577994,9.38561581027668,10.162240547063554,11.560787130233036,11.151873885150994,9.647311863119471,7.888482295830954,10.441010558069385,11.801694575129885,9.97595030619416,10.070042430626064,8.772134856138809,11.330694629806164,10.258145562255372,9.961284722222224,9.133869298516156,8.677593957769997,9.97618229246586,8.482445448088239,10.090697012802275,6.538508701801856,10.855525002127951,9.933269043332686,8.235929286288261,12.537010853904524,10.930196312083783,10.172161255540916,11.097291123610924,8.69713126230577,10.279568308351177,7.744600542971423,6.629225710014953,9.115473623806206,8.876085899119609,9.3779467854288,8.081236760124611,9.143151870254236,9.369900468384078,8.922295255930088,10.029999999999998,8.879885409873829,11.444406521639849,7.537656597004727,9.977716990964275,9.087500000000002,9.91787494257244,10.603131455879211,9.93135517390677,11.156147923375446,11.496142881508735,10.984600910445156,8.110854518717456,9.927407407407408,14.841675047756729,10.230868658560071,13.521826796525405,11.937017621245346,10.139751456461262,9.55659399788064,9.034702713730123,11.213451921035876,12.39273925501433,9.494191999637994,10.029689434382473,8.307307249712313,12.05101929088583,12.569863013698631,9.14155803781669,10.987992571540406,8.286411540773393,11.640506706408347,6.839712270917946,9.217357890416585,11.010513504611332,8.932220817530556,12.1775874083864,8.859652751342892,8.855825623924272,10.241244201118842,8.964702963071083,10.615664893617025,20.7220701754386,10.450362657008196,6.858647575254746,8.458163580246914,7.7906250930948495,8.554644587264047,10.506200442711776,6.942262607350727,10.249658974119406,9.22948579900125,8.042886002886,9.79986146386516,14.9117675823386,9.57410628019324,8.92301677539609,15.1169855456251,9.76044316822206,9.38307721494973,10.5009853034897,8.12424082495897,12.5228178694158,11.7752618349393,18.05625,7.07598217416176,10.13565876512,10.9489799749687,12.5683299798793,12.2480175617746,10.8185867313425,11.357347826087,11.4433481453144,8.36939672919304,10.2848648648649,9.4059172700552,10.4377062988732,25.4640859030837,9.97592756539236,9.87157830114969,9.40703320802005,9.70454618524864,16.6027520576132,9.97301855586931,13.3507142857143,13.3507142857143,7.75055027927329,14.6857259786477,10.4895497624085,15.1916943521595,9.83052631578948,9.3170055673926,7.67105263157895,8.80746792130026,11.0790540540541,11.1633629965684,9.57356642657063,7.80907302911351,10.2897887182239,12.9991219512195,11.2288796488796,9.41234288674033,11.3013736263736,11.47,21.5961605584642,11.6182630151369,10.0682796767862,11.2079266347687,11.8937091480361,15.6961138613861,13.1930303030303,17.4226470588235,12.2072470817121,9.15809776283461,13.1973333333333,11.5182504208959,10.2147931323148,9.95489726027397,10.4480049751244,10.4735868305124,14.6233333333333,9.5999110367893,11.9086930681417,9.87030166112957,11.5557684729064,10.5041310411415,9.28636166271059,10.9096110056926,13.3578335724534,6.64353748144749,16.4974931129477,14.1945454545455,16.4157799671593,13.3698478676532],\"y0\":\" \",\"yaxis\":\"y\",\"type\":\"box\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"source\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"flesch_kincaid\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"boxmode\":\"group\"},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('e5aba748-6c3b-4996-962d-3094bac1c43b');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.box(combined, x=\"source\", y=\"flesch_kincaid\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "111042f6",
   "metadata": {},
   "source": [
    "<P><A HREF=\"https://www.scribbr.com/apa-style/numbers-and-statistics/\">APA guide for numbers and statistics</A>\n",
    "</P>\n",
    "<P><A HREF=\"https://www.scribbr.com/statistics/test-statistic/\">Reporting test statistics</A>\n",
    "</P>\n",
    "<P><A HREF=\"https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.mannwhitneyu.html\">SciPy Mann-Whitney</A>\n",
    "</P>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bbe211b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With a statistic of 2823.0  and p-value of 0.0002 there is evidence to reject H0.\n",
      "(U = 2823.0; p = 0.0002)\n"
     ]
    }
   ],
   "source": [
    "# Mann-Whitney U test \n",
    "stat, p_value = mannwhitneyu(oba.flesch_kincaid, gwb.flesch_kincaid)\n",
    "\n",
    "alpha = 0.05\n",
    "if p_value > alpha:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"fail to reject H0)\")\n",
    "    print(\"(U = \"+str(stat)+\"; p = \"+str(round(p_value,4))+\")\")\n",
    "else:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"there is evidence to reject H0.\")\n",
    "    print(\"(U = \"+str(stat)+\"; p = \"+str(round(p_value,4))+\")\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "71a68346",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With a statistic of -4.124368190731135  and p-value of 0.0001 there is evidence to reject H0.\n",
      "(t = -4.124; p = 0.0001)\n"
     ]
    }
   ],
   "source": [
    "stat, p_value = ttest_ind(oba.flesch_kincaid, gwb.flesch_kincaid)\n",
    "\n",
    "alpha = 0.05\n",
    "if p_value > alpha:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"fail to reject H0)\")\n",
    "else:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"there is evidence to reject H0.\")\n",
    "    print(\"(t = \"+str(round(stat,3))+\"; p = \"+str(round(p_value,4))+\")\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "359fa280",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "774.5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oba.num_unique_words.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "76be2057",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "397.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gwb.num_unique_words.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "73cb238f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With a statistic of 6099.0  and p-value of 0.0 there is evidence to reject H0.\n",
      "(U = 6099.0; p = 0.0)\n"
     ]
    }
   ],
   "source": [
    "stat, p_value = mannwhitneyu(oba.num_unique_words, gwb.num_unique_words)\n",
    "\n",
    "alpha = 0.05\n",
    "if p_value > alpha:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"fail to reject H0)\")\n",
    "    print(\"(U = \"+str(stat)+\"; p = \"+str(round(p_value,4))+\")\")\n",
    "else:\n",
    "    print(\"With a statistic of\",stat,\" and p-value of\",round(p_value,4),\"there is evidence to reject H0.\")\n",
    "    print(\"(U = \"+str(stat)+\"; p = \"+str(round(p_value,4))+\")\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "969dc652",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>INTJ</th>\n",
       "      <td>-0.159965</td>\n",
       "      <td>0.153291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_unique_words</th>\n",
       "      <td>-0.138471</td>\n",
       "      <td>0.143006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surprise</th>\n",
       "      <td>-0.123369</td>\n",
       "      <td>0.026935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYM</th>\n",
       "      <td>-0.115528</td>\n",
       "      <td>0.161025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>joy</th>\n",
       "      <td>-0.093518</td>\n",
       "      <td>0.021682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBpolarity</th>\n",
       "      <td>-0.086701</td>\n",
       "      <td>-0.042585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBsubjectivity</th>\n",
       "      <td>-0.083236</td>\n",
       "      <td>-0.130101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sadness</th>\n",
       "      <td>-0.067630</td>\n",
       "      <td>-0.041568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>-0.047951</td>\n",
       "      <td>-0.040188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disgust</th>\n",
       "      <td>-0.046038</td>\n",
       "      <td>-0.075716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUM</th>\n",
       "      <td>-0.045220</td>\n",
       "      <td>0.211512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anger</th>\n",
       "      <td>-0.043717</td>\n",
       "      <td>-0.064360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADV</th>\n",
       "      <td>-0.026190</td>\n",
       "      <td>-0.113915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCONJ</th>\n",
       "      <td>-0.004318</td>\n",
       "      <td>-0.027977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anticipation</th>\n",
       "      <td>0.013564</td>\n",
       "      <td>0.109116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.026340</td>\n",
       "      <td>-0.065917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PART</th>\n",
       "      <td>0.029190</td>\n",
       "      <td>-0.205414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUX</th>\n",
       "      <td>0.053980</td>\n",
       "      <td>-0.250210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trust</th>\n",
       "      <td>0.084623</td>\n",
       "      <td>-0.006659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth_std</th>\n",
       "      <td>0.085332</td>\n",
       "      <td>0.169195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>0.088255</td>\n",
       "      <td>0.054293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PROPN</th>\n",
       "      <td>0.093589</td>\n",
       "      <td>-0.020643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <td>0.093731</td>\n",
       "      <td>0.251736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRON</th>\n",
       "      <td>0.099356</td>\n",
       "      <td>-0.212435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <td>0.108880</td>\n",
       "      <td>0.131493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chars_per_sent_std</th>\n",
       "      <td>0.113242</td>\n",
       "      <td>0.252505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <td>0.118724</td>\n",
       "      <td>0.246576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCONJ</th>\n",
       "      <td>0.154501</td>\n",
       "      <td>-0.152015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_perc</th>\n",
       "      <td>0.169165</td>\n",
       "      <td>0.018589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADJ</th>\n",
       "      <td>0.170142</td>\n",
       "      <td>-0.195062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sentence</th>\n",
       "      <td>0.171722</td>\n",
       "      <td>0.204966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERB</th>\n",
       "      <td>0.173861</td>\n",
       "      <td>-0.209785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth</th>\n",
       "      <td>0.181534</td>\n",
       "      <td>0.042880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_per_sent</th>\n",
       "      <td>0.181650</td>\n",
       "      <td>0.198207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_perc</th>\n",
       "      <td>0.184030</td>\n",
       "      <td>-0.018487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNCT</th>\n",
       "      <td>0.185980</td>\n",
       "      <td>-0.195607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_perc</th>\n",
       "      <td>0.190677</td>\n",
       "      <td>-0.015070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOUN</th>\n",
       "      <td>0.190770</td>\n",
       "      <td>-0.189704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_per_word</th>\n",
       "      <td>0.191668</td>\n",
       "      <td>-0.024872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADP</th>\n",
       "      <td>0.192764</td>\n",
       "      <td>-0.190146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_per_word</th>\n",
       "      <td>0.193994</td>\n",
       "      <td>-0.050181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DET</th>\n",
       "      <td>0.194039</td>\n",
       "      <td>-0.185704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coleman_liau</th>\n",
       "      <td>0.204663</td>\n",
       "      <td>0.000401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dale_chall</th>\n",
       "      <td>0.209802</td>\n",
       "      <td>0.181952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ari</th>\n",
       "      <td>0.225848</td>\n",
       "      <td>0.145835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gunning_fog</th>\n",
       "      <td>0.229981</td>\n",
       "      <td>0.134989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smog</th>\n",
       "      <td>0.233471</td>\n",
       "      <td>0.102736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flesch_kincaid</th>\n",
       "      <td>0.234437</td>\n",
       "      <td>0.120957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             PC1       PC2\n",
       "INTJ                   -0.159965  0.153291\n",
       "num_unique_words       -0.138471  0.143006\n",
       "surprise               -0.123369  0.026935\n",
       "SYM                    -0.115528  0.161025\n",
       "joy                    -0.093518  0.021682\n",
       "TBpolarity             -0.086701 -0.042585\n",
       "TBsubjectivity         -0.083236 -0.130101\n",
       "sadness                -0.067630 -0.041568\n",
       "negative               -0.047951 -0.040188\n",
       "disgust                -0.046038 -0.075716\n",
       "NUM                    -0.045220  0.211512\n",
       "anger                  -0.043717 -0.064360\n",
       "ADV                    -0.026190 -0.113915\n",
       "SCONJ                  -0.004318 -0.027977\n",
       "anticipation            0.013564  0.109116\n",
       "fear                    0.026340 -0.065917\n",
       "PART                    0.029190 -0.205414\n",
       "AUX                     0.053980 -0.250210\n",
       "trust                   0.084623 -0.006659\n",
       "depth_std               0.085332  0.169195\n",
       "positive                0.088255  0.054293\n",
       "PROPN                   0.093589 -0.020643\n",
       "words_per_sent_std      0.093731  0.251736\n",
       "PRON                    0.099356 -0.212435\n",
       "parallel_per_sent       0.108880  0.131493\n",
       "chars_per_sent_std      0.113242  0.252505\n",
       "syllables_per_sent_std  0.118724  0.246576\n",
       "CCONJ                   0.154501 -0.152015\n",
       "dc_word_perc            0.169165  0.018589\n",
       "ADJ                     0.170142 -0.195062\n",
       "words_per_sentence      0.171722  0.204966\n",
       "VERB                    0.173861 -0.209785\n",
       "depth                   0.181534  0.042880\n",
       "word_per_sent           0.181650  0.198207\n",
       "gf_word_perc            0.184030 -0.018487\n",
       "PUNCT                   0.185980 -0.195607\n",
       "poly_word_perc          0.190677 -0.015070\n",
       "NOUN                    0.190770 -0.189704\n",
       "char_per_word           0.191668 -0.024872\n",
       "ADP                     0.192764 -0.190146\n",
       "syl_per_word            0.193994 -0.050181\n",
       "DET                     0.194039 -0.185704\n",
       "coleman_liau            0.204663  0.000401\n",
       "dale_chall              0.209802  0.181952\n",
       "ari                     0.225848  0.145835\n",
       "gunning_fog             0.229981  0.134989\n",
       "smog                    0.233471  0.102736\n",
       "flesch_kincaid          0.234437  0.120957"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadings2 = pd.DataFrame(pca2.components_.T, columns=['PC1', 'PC2'], index=pca_data2.columns)\n",
    "loadings2.sort_values(by=['PC1'], inplace=True)\n",
    "loadings2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1a7a3729",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AUX</th>\n",
       "      <td>0.053980</td>\n",
       "      <td>-0.250210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRON</th>\n",
       "      <td>0.099356</td>\n",
       "      <td>-0.212435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERB</th>\n",
       "      <td>0.173861</td>\n",
       "      <td>-0.209785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PART</th>\n",
       "      <td>0.029190</td>\n",
       "      <td>-0.205414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNCT</th>\n",
       "      <td>0.185980</td>\n",
       "      <td>-0.195607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADJ</th>\n",
       "      <td>0.170142</td>\n",
       "      <td>-0.195062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADP</th>\n",
       "      <td>0.192764</td>\n",
       "      <td>-0.190146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOUN</th>\n",
       "      <td>0.190770</td>\n",
       "      <td>-0.189704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DET</th>\n",
       "      <td>0.194039</td>\n",
       "      <td>-0.185704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCONJ</th>\n",
       "      <td>0.154501</td>\n",
       "      <td>-0.152015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBsubjectivity</th>\n",
       "      <td>-0.083236</td>\n",
       "      <td>-0.130101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADV</th>\n",
       "      <td>-0.026190</td>\n",
       "      <td>-0.113915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disgust</th>\n",
       "      <td>-0.046038</td>\n",
       "      <td>-0.075716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.026340</td>\n",
       "      <td>-0.065917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anger</th>\n",
       "      <td>-0.043717</td>\n",
       "      <td>-0.064360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_per_word</th>\n",
       "      <td>0.193994</td>\n",
       "      <td>-0.050181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBpolarity</th>\n",
       "      <td>-0.086701</td>\n",
       "      <td>-0.042585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sadness</th>\n",
       "      <td>-0.067630</td>\n",
       "      <td>-0.041568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>-0.047951</td>\n",
       "      <td>-0.040188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCONJ</th>\n",
       "      <td>-0.004318</td>\n",
       "      <td>-0.027977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_per_word</th>\n",
       "      <td>0.191668</td>\n",
       "      <td>-0.024872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PROPN</th>\n",
       "      <td>0.093589</td>\n",
       "      <td>-0.020643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_perc</th>\n",
       "      <td>0.184030</td>\n",
       "      <td>-0.018487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_perc</th>\n",
       "      <td>0.190677</td>\n",
       "      <td>-0.015070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trust</th>\n",
       "      <td>0.084623</td>\n",
       "      <td>-0.006659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coleman_liau</th>\n",
       "      <td>0.204663</td>\n",
       "      <td>0.000401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_perc</th>\n",
       "      <td>0.169165</td>\n",
       "      <td>0.018589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>joy</th>\n",
       "      <td>-0.093518</td>\n",
       "      <td>0.021682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surprise</th>\n",
       "      <td>-0.123369</td>\n",
       "      <td>0.026935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth</th>\n",
       "      <td>0.181534</td>\n",
       "      <td>0.042880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>0.088255</td>\n",
       "      <td>0.054293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smog</th>\n",
       "      <td>0.233471</td>\n",
       "      <td>0.102736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anticipation</th>\n",
       "      <td>0.013564</td>\n",
       "      <td>0.109116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flesch_kincaid</th>\n",
       "      <td>0.234437</td>\n",
       "      <td>0.120957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <td>0.108880</td>\n",
       "      <td>0.131493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gunning_fog</th>\n",
       "      <td>0.229981</td>\n",
       "      <td>0.134989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_unique_words</th>\n",
       "      <td>-0.138471</td>\n",
       "      <td>0.143006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ari</th>\n",
       "      <td>0.225848</td>\n",
       "      <td>0.145835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTJ</th>\n",
       "      <td>-0.159965</td>\n",
       "      <td>0.153291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYM</th>\n",
       "      <td>-0.115528</td>\n",
       "      <td>0.161025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth_std</th>\n",
       "      <td>0.085332</td>\n",
       "      <td>0.169195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dale_chall</th>\n",
       "      <td>0.209802</td>\n",
       "      <td>0.181952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_per_sent</th>\n",
       "      <td>0.181650</td>\n",
       "      <td>0.198207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sentence</th>\n",
       "      <td>0.171722</td>\n",
       "      <td>0.204966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUM</th>\n",
       "      <td>-0.045220</td>\n",
       "      <td>0.211512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <td>0.118724</td>\n",
       "      <td>0.246576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <td>0.093731</td>\n",
       "      <td>0.251736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chars_per_sent_std</th>\n",
       "      <td>0.113242</td>\n",
       "      <td>0.252505</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             PC1       PC2\n",
       "AUX                     0.053980 -0.250210\n",
       "PRON                    0.099356 -0.212435\n",
       "VERB                    0.173861 -0.209785\n",
       "PART                    0.029190 -0.205414\n",
       "PUNCT                   0.185980 -0.195607\n",
       "ADJ                     0.170142 -0.195062\n",
       "ADP                     0.192764 -0.190146\n",
       "NOUN                    0.190770 -0.189704\n",
       "DET                     0.194039 -0.185704\n",
       "CCONJ                   0.154501 -0.152015\n",
       "TBsubjectivity         -0.083236 -0.130101\n",
       "ADV                    -0.026190 -0.113915\n",
       "disgust                -0.046038 -0.075716\n",
       "fear                    0.026340 -0.065917\n",
       "anger                  -0.043717 -0.064360\n",
       "syl_per_word            0.193994 -0.050181\n",
       "TBpolarity             -0.086701 -0.042585\n",
       "sadness                -0.067630 -0.041568\n",
       "negative               -0.047951 -0.040188\n",
       "SCONJ                  -0.004318 -0.027977\n",
       "char_per_word           0.191668 -0.024872\n",
       "PROPN                   0.093589 -0.020643\n",
       "gf_word_perc            0.184030 -0.018487\n",
       "poly_word_perc          0.190677 -0.015070\n",
       "trust                   0.084623 -0.006659\n",
       "coleman_liau            0.204663  0.000401\n",
       "dc_word_perc            0.169165  0.018589\n",
       "joy                    -0.093518  0.021682\n",
       "surprise               -0.123369  0.026935\n",
       "depth                   0.181534  0.042880\n",
       "positive                0.088255  0.054293\n",
       "smog                    0.233471  0.102736\n",
       "anticipation            0.013564  0.109116\n",
       "flesch_kincaid          0.234437  0.120957\n",
       "parallel_per_sent       0.108880  0.131493\n",
       "gunning_fog             0.229981  0.134989\n",
       "num_unique_words       -0.138471  0.143006\n",
       "ari                     0.225848  0.145835\n",
       "INTJ                   -0.159965  0.153291\n",
       "SYM                    -0.115528  0.161025\n",
       "depth_std               0.085332  0.169195\n",
       "dale_chall              0.209802  0.181952\n",
       "word_per_sent           0.181650  0.198207\n",
       "words_per_sentence      0.171722  0.204966\n",
       "NUM                    -0.045220  0.211512\n",
       "syllables_per_sent_std  0.118724  0.246576\n",
       "words_per_sent_std      0.093731  0.251736\n",
       "chars_per_sent_std      0.113242  0.252505"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadings2.sort_values(by=['PC2'], inplace=True)\n",
    "loadings2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e0e826d",
   "metadata": {},
   "source": [
    "## Obama PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "27baccb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 2)\n"
     ]
    }
   ],
   "source": [
    "oba2 = oba2.drop(['num_sents', 'sent_count', 'word_count', 'num_words'], axis=1)\n",
    "# Scale data before applying PCA\n",
    "scaling_oba = StandardScaler()\n",
    " \n",
    "# Use fit and transform method\n",
    "scaling_oba.fit(oba2)\n",
    "scaled_data_oba = scaling_oba.transform(oba2)\n",
    "\n",
    "pca_oba = PCA(n_components=2)\n",
    "pcafit_oba = pca_oba.fit_transform(scaled_data_oba)\n",
    " \n",
    "# Check the dimensions of data after PCA\n",
    "print(pcafit_oba.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5cecb11d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.32957504 0.18912799]\n"
     ]
    }
   ],
   "source": [
    "# check how much variance is explained by each principal component\n",
    "print(pca_oba.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e56a1e42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>color=oba<br>0=%{x}<br>1=%{y}<extra></extra>",
         "hovertext": [
          "2008-06-04",
          "2008-11-05",
          "2009-01-05",
          "2009-01-20",
          "2009-04-02",
          "2009-04-15",
          "2009-05-22",
          "2009-06-15",
          "2009-07-15",
          "2009-09-24",
          "2009-10-09",
          "2009-11-05",
          "2009-12-19",
          "2009-12-25",
          "2010-01-12",
          "2010-03-04",
          "2010-03-24",
          "2010-04-15",
          "2010-04-22",
          "2010-05-07",
          "2010-07-15",
          "2010-07-21",
          "2010-07-26",
          "2010-08-31",
          "2010-11-02",
          "2011-01-08",
          "2011-01-26",
          "2011-01-31",
          "2011-02-19",
          "2011-05-02",
          "2011-05-23",
          "2011-06-23",
          "2011-07-26",
          "2011-09-09",
          "2011-10-17",
          "2011-11-17",
          "2011-12-16",
          "2012-01-06",
          "2012-01-25",
          "2012-03-27",
          "2012-03-31",
          "2012-04-29",
          "2012-05-02",
          "2012-05-10",
          "2012-06-29",
          "2012-07-21",
          "2012-09-07",
          "2012-10-29",
          "2012-11-07",
          "2012-12-15",
          "2013-01-16",
          "2013-01-22",
          "2013-01-30",
          "2013-02-13",
          "2013-04-16",
          "2013-04-26",
          "2013-05-04",
          "2013-06-19",
          "2013-07-14",
          "2013-08-29",
          "2013-09-11",
          "2013-10-02",
          "2013-12-06",
          "2014-01-18",
          "2014-01-29",
          "2014-03-07",
          "2014-03-26",
          "2014-04-11",
          "2014-05-21",
          "2014-07-01",
          "2014-08-08",
          "2014-08-12",
          "2014-09-17",
          "2014-10-18",
          "2014-11-05",
          "2014-12-18",
          "2015-01-08",
          "2015-01-21",
          "2015-02-14",
          "2015-03-11",
          "2015-04-03",
          "2015-05-09",
          "2015-06-18",
          "2015-07-07",
          "2015-08-03",
          "2015-09-24",
          "2015-10-02",
          "2015-11-14",
          "2015-12-14",
          "2016-01-13",
          "2016-02-16",
          "2016-03-23",
          "2016-04-25",
          "2016-05-06",
          "2016-06-13",
          "2016-07-28",
          "2016-08-17",
          "2016-09-05",
          "2016-11-09",
          "2017-01-11"
         ],
         "legendgroup": "oba",
         "marker": {
          "color": "rgb(127, 60, 141)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "oba",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -1.6210907084004718,
          -2.1243783662024165,
          5.642499928603554,
          1.340347544815404,
          2.915672708592635,
          -2.2881800441592297,
          2.626823534377303,
          5.8220351867229665,
          -2.810601587482522,
          -2.1567796982110963,
          1.0478298067681409,
          0.3095488575197358,
          1.8865896143990672,
          7.20802705339352,
          3.3199399248867807,
          -0.4773893615556771,
          -2.6518221675109217,
          -2.999508129598677,
          5.387437682888178,
          0.2851606348457775,
          0.9922622761827414,
          0.7049043046376963,
          4.665920279198056,
          3.645477526398714,
          0.17014859117442344,
          -6.5355150984148045,
          -7.366231906894509,
          2.1023397669085706,
          -3.598049078100787,
          3.5945536563047984,
          -4.67495835802302,
          2.959263743342517,
          -2.3499322284353124,
          -4.415993273030398,
          1.698247816684107,
          0.33595869560091407,
          4.3374090932489775,
          2.580735473823933,
          -5.8800735586475685,
          -4.367548968977472,
          -4.081535390454784,
          -3.286684573338767,
          2.44578674324145,
          -4.585365594239057,
          -1.8457389180392583,
          -0.610340627101159,
          -2.581251695292719,
          0.16426104092585045,
          0.14493182493348364,
          3.6300788968038824,
          -3.31237906965726,
          0.9322872534330751,
          -7.502193017179178,
          -4.832012243886454,
          -2.396701613995052,
          -0.17434651616395827,
          -4.28092213964474,
          -1.6813301754646632,
          3.445454339226718,
          1.3263662869627653,
          5.136793994781488,
          -2.9509889081849865,
          1.842604490178653,
          6.646505474794675,
          -2.6848272154226795,
          9.089470005916851,
          2.9264185333735298,
          -3.5729374270025485,
          0.1155612662235983,
          -1.4239847543751751,
          3.7682103670882405,
          4.542615650085413,
          -0.46702754627043974,
          -3.4687705541352702,
          0.8134282555820034,
          -1.0357986730330728,
          12.15340151816129,
          -5.80075801010567,
          -2.27058886577446,
          -5.051703049914697,
          4.431943837535356,
          -6.888994262476241,
          1.2130073168227877,
          2.5266220238046806,
          -5.999183122711697,
          4.94236427422349,
          2.0740075654142394,
          2.4353545915178882,
          4.842974045340469,
          -4.146824193245001,
          3.785247585808915,
          15.97644322206111,
          -4.667184174002417,
          -9.665294509016919,
          0.3661048431405261,
          -6.776181842456213,
          -3.0736978668106003,
          4.458397297683074,
          -2.6363987853987765,
          -1.6857783779452427
         ],
         "xaxis": "x",
         "y": [
          5.793273432145352,
          -1.0338786389988963,
          -2.2569014933395666,
          -0.18179856133750194,
          -0.8028699941019175,
          6.749730421910366,
          2.969086058527833,
          -4.481656514402781,
          0.049895082541187595,
          5.2264255121478325,
          1.4086413830219202,
          -2.0877396682632954,
          -1.0998580366454638,
          -2.5485638808063,
          -1.2594246909016136,
          0.39098185518202433,
          -2.1121631282392475,
          2.6090216243060076,
          -0.5960808426033383,
          -0.7215516815198978,
          -0.3967342578633282,
          -2.383980330640031,
          -1.3629242790277967,
          -1.0921940579368674,
          -2.3684566767287327,
          1.0670981187302688,
          3.3433235298473725,
          -2.0928502380915197,
          -1.6740337861832697,
          -2.0139987475083925,
          -3.932160712811655,
          -0.6481958506359727,
          1.3955665191042859,
          -0.31573072028556853,
          3.4651397319033697,
          2.282729404317552,
          -3.2065884940144005,
          0.6423918164071901,
          3.199447583532461,
          3.724716719937463,
          -2.8389661480025397,
          -5.963827344537244,
          -3.7835378486044267,
          -1.5023265967271227,
          -1.3527182902682033,
          -5.511862010462928,
          0.6653371959408696,
          -1.6930971561308565,
          -2.680458671976924,
          -3.7053752510467297,
          0.1840082316409174,
          1.183703267346156,
          -0.46222653317738827,
          4.53794241086235,
          -1.6172819111672463,
          -1.586104972633712,
          3.521691739385995,
          0.8728036815203595,
          -0.0883284357133986,
          3.5708681345282236,
          -0.14230163356061365,
          -1.5574465658143357,
          -4.660200733092514,
          7.677181733644784,
          3.614299427690859,
          2.2577515641173433,
          2.4008507559667693,
          2.6743736198705155,
          -1.5198270728097623,
          -1.9447933586521318,
          -0.013365007071780595,
          1.3296067026911877,
          -1.0455182504810432,
          2.5251679651814474,
          -4.831759107413051,
          4.081515010153464,
          -2.2985857315806473,
          3.875984596043779,
          4.341537667132904,
          -1.2182896099345433,
          0.3313445067485039,
          -1.9147543770293523,
          -2.355409821745247,
          0.7177645467216462,
          1.8020121968013474,
          -0.3476381229266237,
          -2.919557482097503,
          -5.080845547145804,
          -1.6790363580942254,
          1.7878141394613574,
          -3.696280968125138,
          15.854827180767792,
          5.253447728586339,
          -0.15277566688519495,
          -3.335029502277444,
          0.7515613389651882,
          -1.7482287180065377,
          -1.1461384007561408,
          -5.652401350829509,
          2.5857657043326356
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "color"
         },
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "0"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "1"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"7df798f2-3089-4c60-bdef-07903de5ad92\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"7df798f2-3089-4c60-bdef-07903de5ad92\")) {                    Plotly.newPlot(                        \"7df798f2-3089-4c60-bdef-07903de5ad92\",                        [{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>color=oba<br>0=%{x}<br>1=%{y}<extra></extra>\",\"hovertext\":[\"2008-06-04\",\"2008-11-05\",\"2009-01-05\",\"2009-01-20\",\"2009-04-02\",\"2009-04-15\",\"2009-05-22\",\"2009-06-15\",\"2009-07-15\",\"2009-09-24\",\"2009-10-09\",\"2009-11-05\",\"2009-12-19\",\"2009-12-25\",\"2010-01-12\",\"2010-03-04\",\"2010-03-24\",\"2010-04-15\",\"2010-04-22\",\"2010-05-07\",\"2010-07-15\",\"2010-07-21\",\"2010-07-26\",\"2010-08-31\",\"2010-11-02\",\"2011-01-08\",\"2011-01-26\",\"2011-01-31\",\"2011-02-19\",\"2011-05-02\",\"2011-05-23\",\"2011-06-23\",\"2011-07-26\",\"2011-09-09\",\"2011-10-17\",\"2011-11-17\",\"2011-12-16\",\"2012-01-06\",\"2012-01-25\",\"2012-03-27\",\"2012-03-31\",\"2012-04-29\",\"2012-05-02\",\"2012-05-10\",\"2012-06-29\",\"2012-07-21\",\"2012-09-07\",\"2012-10-29\",\"2012-11-07\",\"2012-12-15\",\"2013-01-16\",\"2013-01-22\",\"2013-01-30\",\"2013-02-13\",\"2013-04-16\",\"2013-04-26\",\"2013-05-04\",\"2013-06-19\",\"2013-07-14\",\"2013-08-29\",\"2013-09-11\",\"2013-10-02\",\"2013-12-06\",\"2014-01-18\",\"2014-01-29\",\"2014-03-07\",\"2014-03-26\",\"2014-04-11\",\"2014-05-21\",\"2014-07-01\",\"2014-08-08\",\"2014-08-12\",\"2014-09-17\",\"2014-10-18\",\"2014-11-05\",\"2014-12-18\",\"2015-01-08\",\"2015-01-21\",\"2015-02-14\",\"2015-03-11\",\"2015-04-03\",\"2015-05-09\",\"2015-06-18\",\"2015-07-07\",\"2015-08-03\",\"2015-09-24\",\"2015-10-02\",\"2015-11-14\",\"2015-12-14\",\"2016-01-13\",\"2016-02-16\",\"2016-03-23\",\"2016-04-25\",\"2016-05-06\",\"2016-06-13\",\"2016-07-28\",\"2016-08-17\",\"2016-09-05\",\"2016-11-09\",\"2017-01-11\"],\"legendgroup\":\"oba\",\"marker\":{\"color\":\"rgb(127, 60, 141)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"oba\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-1.6210907084004718,-2.1243783662024165,5.642499928603554,1.340347544815404,2.915672708592635,-2.2881800441592297,2.626823534377303,5.8220351867229665,-2.810601587482522,-2.1567796982110963,1.0478298067681409,0.3095488575197358,1.8865896143990672,7.20802705339352,3.3199399248867807,-0.4773893615556771,-2.6518221675109217,-2.999508129598677,5.387437682888178,0.2851606348457775,0.9922622761827414,0.7049043046376963,4.665920279198056,3.645477526398714,0.17014859117442344,-6.5355150984148045,-7.366231906894509,2.1023397669085706,-3.598049078100787,3.5945536563047984,-4.67495835802302,2.959263743342517,-2.3499322284353124,-4.415993273030398,1.698247816684107,0.33595869560091407,4.3374090932489775,2.580735473823933,-5.8800735586475685,-4.367548968977472,-4.081535390454784,-3.286684573338767,2.44578674324145,-4.585365594239057,-1.8457389180392583,-0.610340627101159,-2.581251695292719,0.16426104092585045,0.14493182493348364,3.6300788968038824,-3.31237906965726,0.9322872534330751,-7.502193017179178,-4.832012243886454,-2.396701613995052,-0.17434651616395827,-4.28092213964474,-1.6813301754646632,3.445454339226718,1.3263662869627653,5.136793994781488,-2.9509889081849865,1.842604490178653,6.646505474794675,-2.6848272154226795,9.089470005916851,2.9264185333735298,-3.5729374270025485,0.1155612662235983,-1.4239847543751751,3.7682103670882405,4.542615650085413,-0.46702754627043974,-3.4687705541352702,0.8134282555820034,-1.0357986730330728,12.15340151816129,-5.80075801010567,-2.27058886577446,-5.051703049914697,4.431943837535356,-6.888994262476241,1.2130073168227877,2.5266220238046806,-5.999183122711697,4.94236427422349,2.0740075654142394,2.4353545915178882,4.842974045340469,-4.146824193245001,3.785247585808915,15.97644322206111,-4.667184174002417,-9.665294509016919,0.3661048431405261,-6.776181842456213,-3.0736978668106003,4.458397297683074,-2.6363987853987765,-1.6857783779452427],\"xaxis\":\"x\",\"y\":[5.793273432145352,-1.0338786389988963,-2.2569014933395666,-0.18179856133750194,-0.8028699941019175,6.749730421910366,2.969086058527833,-4.481656514402781,0.049895082541187595,5.2264255121478325,1.4086413830219202,-2.0877396682632954,-1.0998580366454638,-2.5485638808063,-1.2594246909016136,0.39098185518202433,-2.1121631282392475,2.6090216243060076,-0.5960808426033383,-0.7215516815198978,-0.3967342578633282,-2.383980330640031,-1.3629242790277967,-1.0921940579368674,-2.3684566767287327,1.0670981187302688,3.3433235298473725,-2.0928502380915197,-1.6740337861832697,-2.0139987475083925,-3.932160712811655,-0.6481958506359727,1.3955665191042859,-0.31573072028556853,3.4651397319033697,2.282729404317552,-3.2065884940144005,0.6423918164071901,3.199447583532461,3.724716719937463,-2.8389661480025397,-5.963827344537244,-3.7835378486044267,-1.5023265967271227,-1.3527182902682033,-5.511862010462928,0.6653371959408696,-1.6930971561308565,-2.680458671976924,-3.7053752510467297,0.1840082316409174,1.183703267346156,-0.46222653317738827,4.53794241086235,-1.6172819111672463,-1.586104972633712,3.521691739385995,0.8728036815203595,-0.0883284357133986,3.5708681345282236,-0.14230163356061365,-1.5574465658143357,-4.660200733092514,7.677181733644784,3.614299427690859,2.2577515641173433,2.4008507559667693,2.6743736198705155,-1.5198270728097623,-1.9447933586521318,-0.013365007071780595,1.3296067026911877,-1.0455182504810432,2.5251679651814474,-4.831759107413051,4.081515010153464,-2.2985857315806473,3.875984596043779,4.341537667132904,-1.2182896099345433,0.3313445067485039,-1.9147543770293523,-2.355409821745247,0.7177645467216462,1.8020121968013474,-0.3476381229266237,-2.919557482097503,-5.080845547145804,-1.6790363580942254,1.7878141394613574,-3.696280968125138,15.854827180767792,5.253447728586339,-0.15277566688519495,-3.335029502277444,0.7515613389651882,-1.7482287180065377,-1.1461384007561408,-5.652401350829509,2.5857657043326356],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"0\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"1\"}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('7df798f2-3089-4c60-bdef-07903de5ad92');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_oba = px.scatter(pcafit_oba, \n",
    "                 x=0, \n",
    "                 y=1, \n",
    "                 color=oba['source'],\n",
    "                 hover_name=oba['date'],\n",
    "                 color_discrete_sequence=px.colors.qualitative.Bold)\n",
    "fig_oba.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "63277d94",
   "metadata": {},
   "outputs": [],
   "source": [
    "### See contingencyTableAnl.ipynb for list of unexpected words in the left and right speeches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6368641b",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>INTJ</th>\n",
       "      <td>-0.165296</td>\n",
       "      <td>0.046585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYM</th>\n",
       "      <td>-0.148049</td>\n",
       "      <td>0.088380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA2</th>\n",
       "      <td>-0.137298</td>\n",
       "      <td>-0.123400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_unique_words</th>\n",
       "      <td>-0.128090</td>\n",
       "      <td>0.172443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA1</th>\n",
       "      <td>-0.128019</td>\n",
       "      <td>-0.109164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_count</th>\n",
       "      <td>-0.120576</td>\n",
       "      <td>0.183928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_count</th>\n",
       "      <td>-0.119044</td>\n",
       "      <td>0.184970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_count</th>\n",
       "      <td>-0.118034</td>\n",
       "      <td>0.186266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>joy</th>\n",
       "      <td>-0.116373</td>\n",
       "      <td>-0.044636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_count</th>\n",
       "      <td>-0.102373</td>\n",
       "      <td>0.171144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_count</th>\n",
       "      <td>-0.098464</td>\n",
       "      <td>0.195545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_count</th>\n",
       "      <td>-0.097580</td>\n",
       "      <td>0.195578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBpolarity</th>\n",
       "      <td>-0.094639</td>\n",
       "      <td>-0.073378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBsubjectivity</th>\n",
       "      <td>-0.081424</td>\n",
       "      <td>-0.140960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anticipation</th>\n",
       "      <td>-0.072600</td>\n",
       "      <td>0.011998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surprise</th>\n",
       "      <td>-0.061094</td>\n",
       "      <td>-0.032828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUM</th>\n",
       "      <td>-0.039763</td>\n",
       "      <td>0.120025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trust</th>\n",
       "      <td>-0.015828</td>\n",
       "      <td>-0.059120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>-0.010249</td>\n",
       "      <td>0.019264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sadness</th>\n",
       "      <td>-0.004459</td>\n",
       "      <td>-0.032925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disgust</th>\n",
       "      <td>0.022022</td>\n",
       "      <td>0.023120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <td>0.030686</td>\n",
       "      <td>0.175520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chars_per_sent_std</th>\n",
       "      <td>0.040481</td>\n",
       "      <td>0.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>0.041000</td>\n",
       "      <td>0.010134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth_std</th>\n",
       "      <td>0.046722</td>\n",
       "      <td>0.146451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <td>0.046959</td>\n",
       "      <td>0.197668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_perc</th>\n",
       "      <td>0.062032</td>\n",
       "      <td>0.112054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anger</th>\n",
       "      <td>0.083287</td>\n",
       "      <td>0.019506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCONJ</th>\n",
       "      <td>0.105305</td>\n",
       "      <td>-0.133287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <td>0.105475</td>\n",
       "      <td>0.103110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.106723</td>\n",
       "      <td>0.050998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_perc</th>\n",
       "      <td>0.118409</td>\n",
       "      <td>0.092294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_perc</th>\n",
       "      <td>0.120237</td>\n",
       "      <td>0.104884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_per_sent</th>\n",
       "      <td>0.133059</td>\n",
       "      <td>0.188194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sentence</th>\n",
       "      <td>0.134027</td>\n",
       "      <td>0.185585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_per_word</th>\n",
       "      <td>0.135284</td>\n",
       "      <td>0.111671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PROPN</th>\n",
       "      <td>0.142179</td>\n",
       "      <td>-0.033688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_per_word</th>\n",
       "      <td>0.142338</td>\n",
       "      <td>0.119741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dale_chall</th>\n",
       "      <td>0.144723</td>\n",
       "      <td>0.211070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUX</th>\n",
       "      <td>0.147555</td>\n",
       "      <td>-0.157097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coleman_liau</th>\n",
       "      <td>0.155094</td>\n",
       "      <td>0.140840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gunning_fog</th>\n",
       "      <td>0.162986</td>\n",
       "      <td>0.197885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smog</th>\n",
       "      <td>0.164560</td>\n",
       "      <td>0.190397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ari</th>\n",
       "      <td>0.165433</td>\n",
       "      <td>0.201357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADV</th>\n",
       "      <td>0.166938</td>\n",
       "      <td>-0.148842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flesch_kincaid</th>\n",
       "      <td>0.169291</td>\n",
       "      <td>0.199976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth</th>\n",
       "      <td>0.170442</td>\n",
       "      <td>0.147676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADJ</th>\n",
       "      <td>0.186787</td>\n",
       "      <td>-0.111623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PART</th>\n",
       "      <td>0.186924</td>\n",
       "      <td>-0.110210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRON</th>\n",
       "      <td>0.204024</td>\n",
       "      <td>-0.124948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADP</th>\n",
       "      <td>0.208473</td>\n",
       "      <td>-0.100113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERB</th>\n",
       "      <td>0.209190</td>\n",
       "      <td>-0.108589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DET</th>\n",
       "      <td>0.210101</td>\n",
       "      <td>-0.095424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCONJ</th>\n",
       "      <td>0.210749</td>\n",
       "      <td>-0.084672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNCT</th>\n",
       "      <td>0.211198</td>\n",
       "      <td>-0.100511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOUN</th>\n",
       "      <td>0.212220</td>\n",
       "      <td>-0.091760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             PC1       PC2\n",
       "INTJ                   -0.165296  0.046585\n",
       "SYM                    -0.148049  0.088380\n",
       "PCA2                   -0.137298 -0.123400\n",
       "num_unique_words       -0.128090  0.172443\n",
       "PCA1                   -0.128019 -0.109164\n",
       "char_count             -0.120576  0.183928\n",
       "syl_count              -0.119044  0.184970\n",
       "dc_word_count          -0.118034  0.186266\n",
       "joy                    -0.116373 -0.044636\n",
       "parallel_count         -0.102373  0.171144\n",
       "gf_word_count          -0.098464  0.195545\n",
       "poly_word_count        -0.097580  0.195578\n",
       "TBpolarity             -0.094639 -0.073378\n",
       "TBsubjectivity         -0.081424 -0.140960\n",
       "anticipation           -0.072600  0.011998\n",
       "surprise               -0.061094 -0.032828\n",
       "NUM                    -0.039763  0.120025\n",
       "trust                  -0.015828 -0.059120\n",
       "positive               -0.010249  0.019264\n",
       "sadness                -0.004459 -0.032925\n",
       "disgust                 0.022022  0.023120\n",
       "words_per_sent_std      0.030686  0.175520\n",
       "chars_per_sent_std      0.040481  0.194353\n",
       "negative                0.041000  0.010134\n",
       "depth_std               0.046722  0.146451\n",
       "syllables_per_sent_std  0.046959  0.197668\n",
       "dc_word_perc            0.062032  0.112054\n",
       "anger                   0.083287  0.019506\n",
       "SCONJ                   0.105305 -0.133287\n",
       "parallel_per_sent       0.105475  0.103110\n",
       "fear                    0.106723  0.050998\n",
       "gf_word_perc            0.118409  0.092294\n",
       "poly_word_perc          0.120237  0.104884\n",
       "word_per_sent           0.133059  0.188194\n",
       "words_per_sentence      0.134027  0.185585\n",
       "syl_per_word            0.135284  0.111671\n",
       "PROPN                   0.142179 -0.033688\n",
       "char_per_word           0.142338  0.119741\n",
       "dale_chall              0.144723  0.211070\n",
       "AUX                     0.147555 -0.157097\n",
       "coleman_liau            0.155094  0.140840\n",
       "gunning_fog             0.162986  0.197885\n",
       "smog                    0.164560  0.190397\n",
       "ari                     0.165433  0.201357\n",
       "ADV                     0.166938 -0.148842\n",
       "flesch_kincaid          0.169291  0.199976\n",
       "depth                   0.170442  0.147676\n",
       "ADJ                     0.186787 -0.111623\n",
       "PART                    0.186924 -0.110210\n",
       "PRON                    0.204024 -0.124948\n",
       "ADP                     0.208473 -0.100113\n",
       "VERB                    0.209190 -0.108589\n",
       "DET                     0.210101 -0.095424\n",
       "CCONJ                   0.210749 -0.084672\n",
       "PUNCT                   0.211198 -0.100511\n",
       "NOUN                    0.212220 -0.091760"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadings_oba = pd.DataFrame(pca_oba.components_.T, columns=['PC1', 'PC2'], index=oba2.columns)\n",
    "loadings_oba.sort_values(by=['PC1'], inplace=True)\n",
    "loadings_oba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "61204898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_65339_row0_col0, #T_65339_row3_col1, #T_65339_row5_col1, #T_65339_row6_col1, #T_65339_row7_col1, #T_65339_row9_col1, #T_65339_row10_col1, #T_65339_row11_col1, #T_65339_row21_col1, #T_65339_row22_col1, #T_65339_row25_col1, #T_65339_row33_col1, #T_65339_row34_col1, #T_65339_row38_col1, #T_65339_row39_col1, #T_65339_row40_col0, #T_65339_row41_col0, #T_65339_row41_col1, #T_65339_row42_col0, #T_65339_row42_col1, #T_65339_row43_col0, #T_65339_row43_col1, #T_65339_row44_col0, #T_65339_row45_col0, #T_65339_row45_col1, #T_65339_row46_col0, #T_65339_row47_col0, #T_65339_row48_col0, #T_65339_row49_col0, #T_65339_row50_col0, #T_65339_row51_col0, #T_65339_row52_col0, #T_65339_row53_col0, #T_65339_row54_col0, #T_65339_row55_col0 {\n",
       "  font-weight: bold;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_65339\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_65339_level0_col0\" class=\"col_heading level0 col0\" >PC1</th>\n",
       "      <th id=\"T_65339_level0_col1\" class=\"col_heading level0 col1\" >PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row0\" class=\"row_heading level0 row0\" >INTJ</th>\n",
       "      <td id=\"T_65339_row0_col0\" class=\"data row0 col0\" >-0.165296</td>\n",
       "      <td id=\"T_65339_row0_col1\" class=\"data row0 col1\" >0.046585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row1\" class=\"row_heading level0 row1\" >SYM</th>\n",
       "      <td id=\"T_65339_row1_col0\" class=\"data row1 col0\" >-0.148049</td>\n",
       "      <td id=\"T_65339_row1_col1\" class=\"data row1 col1\" >0.088380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row2\" class=\"row_heading level0 row2\" >PCA2</th>\n",
       "      <td id=\"T_65339_row2_col0\" class=\"data row2 col0\" >-0.137298</td>\n",
       "      <td id=\"T_65339_row2_col1\" class=\"data row2 col1\" >-0.123400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row3\" class=\"row_heading level0 row3\" >num_unique_words</th>\n",
       "      <td id=\"T_65339_row3_col0\" class=\"data row3 col0\" >-0.128090</td>\n",
       "      <td id=\"T_65339_row3_col1\" class=\"data row3 col1\" >0.172443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row4\" class=\"row_heading level0 row4\" >PCA1</th>\n",
       "      <td id=\"T_65339_row4_col0\" class=\"data row4 col0\" >-0.128019</td>\n",
       "      <td id=\"T_65339_row4_col1\" class=\"data row4 col1\" >-0.109164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row5\" class=\"row_heading level0 row5\" >char_count</th>\n",
       "      <td id=\"T_65339_row5_col0\" class=\"data row5 col0\" >-0.120576</td>\n",
       "      <td id=\"T_65339_row5_col1\" class=\"data row5 col1\" >0.183928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row6\" class=\"row_heading level0 row6\" >syl_count</th>\n",
       "      <td id=\"T_65339_row6_col0\" class=\"data row6 col0\" >-0.119044</td>\n",
       "      <td id=\"T_65339_row6_col1\" class=\"data row6 col1\" >0.184970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row7\" class=\"row_heading level0 row7\" >dc_word_count</th>\n",
       "      <td id=\"T_65339_row7_col0\" class=\"data row7 col0\" >-0.118034</td>\n",
       "      <td id=\"T_65339_row7_col1\" class=\"data row7 col1\" >0.186266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row8\" class=\"row_heading level0 row8\" >joy</th>\n",
       "      <td id=\"T_65339_row8_col0\" class=\"data row8 col0\" >-0.116373</td>\n",
       "      <td id=\"T_65339_row8_col1\" class=\"data row8 col1\" >-0.044636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row9\" class=\"row_heading level0 row9\" >parallel_count</th>\n",
       "      <td id=\"T_65339_row9_col0\" class=\"data row9 col0\" >-0.102373</td>\n",
       "      <td id=\"T_65339_row9_col1\" class=\"data row9 col1\" >0.171144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row10\" class=\"row_heading level0 row10\" >gf_word_count</th>\n",
       "      <td id=\"T_65339_row10_col0\" class=\"data row10 col0\" >-0.098464</td>\n",
       "      <td id=\"T_65339_row10_col1\" class=\"data row10 col1\" >0.195545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row11\" class=\"row_heading level0 row11\" >poly_word_count</th>\n",
       "      <td id=\"T_65339_row11_col0\" class=\"data row11 col0\" >-0.097580</td>\n",
       "      <td id=\"T_65339_row11_col1\" class=\"data row11 col1\" >0.195578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row12\" class=\"row_heading level0 row12\" >TBpolarity</th>\n",
       "      <td id=\"T_65339_row12_col0\" class=\"data row12 col0\" >-0.094639</td>\n",
       "      <td id=\"T_65339_row12_col1\" class=\"data row12 col1\" >-0.073378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row13\" class=\"row_heading level0 row13\" >TBsubjectivity</th>\n",
       "      <td id=\"T_65339_row13_col0\" class=\"data row13 col0\" >-0.081424</td>\n",
       "      <td id=\"T_65339_row13_col1\" class=\"data row13 col1\" >-0.140960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row14\" class=\"row_heading level0 row14\" >anticipation</th>\n",
       "      <td id=\"T_65339_row14_col0\" class=\"data row14 col0\" >-0.072600</td>\n",
       "      <td id=\"T_65339_row14_col1\" class=\"data row14 col1\" >0.011998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row15\" class=\"row_heading level0 row15\" >surprise</th>\n",
       "      <td id=\"T_65339_row15_col0\" class=\"data row15 col0\" >-0.061094</td>\n",
       "      <td id=\"T_65339_row15_col1\" class=\"data row15 col1\" >-0.032828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row16\" class=\"row_heading level0 row16\" >NUM</th>\n",
       "      <td id=\"T_65339_row16_col0\" class=\"data row16 col0\" >-0.039763</td>\n",
       "      <td id=\"T_65339_row16_col1\" class=\"data row16 col1\" >0.120025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row17\" class=\"row_heading level0 row17\" >trust</th>\n",
       "      <td id=\"T_65339_row17_col0\" class=\"data row17 col0\" >-0.015828</td>\n",
       "      <td id=\"T_65339_row17_col1\" class=\"data row17 col1\" >-0.059120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row18\" class=\"row_heading level0 row18\" >positive</th>\n",
       "      <td id=\"T_65339_row18_col0\" class=\"data row18 col0\" >-0.010249</td>\n",
       "      <td id=\"T_65339_row18_col1\" class=\"data row18 col1\" >0.019264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row19\" class=\"row_heading level0 row19\" >sadness</th>\n",
       "      <td id=\"T_65339_row19_col0\" class=\"data row19 col0\" >-0.004459</td>\n",
       "      <td id=\"T_65339_row19_col1\" class=\"data row19 col1\" >-0.032925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row20\" class=\"row_heading level0 row20\" >disgust</th>\n",
       "      <td id=\"T_65339_row20_col0\" class=\"data row20 col0\" >0.022022</td>\n",
       "      <td id=\"T_65339_row20_col1\" class=\"data row20 col1\" >0.023120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row21\" class=\"row_heading level0 row21\" >words_per_sent_std</th>\n",
       "      <td id=\"T_65339_row21_col0\" class=\"data row21 col0\" >0.030686</td>\n",
       "      <td id=\"T_65339_row21_col1\" class=\"data row21 col1\" >0.175520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row22\" class=\"row_heading level0 row22\" >chars_per_sent_std</th>\n",
       "      <td id=\"T_65339_row22_col0\" class=\"data row22 col0\" >0.040481</td>\n",
       "      <td id=\"T_65339_row22_col1\" class=\"data row22 col1\" >0.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row23\" class=\"row_heading level0 row23\" >negative</th>\n",
       "      <td id=\"T_65339_row23_col0\" class=\"data row23 col0\" >0.041000</td>\n",
       "      <td id=\"T_65339_row23_col1\" class=\"data row23 col1\" >0.010134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row24\" class=\"row_heading level0 row24\" >depth_std</th>\n",
       "      <td id=\"T_65339_row24_col0\" class=\"data row24 col0\" >0.046722</td>\n",
       "      <td id=\"T_65339_row24_col1\" class=\"data row24 col1\" >0.146451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row25\" class=\"row_heading level0 row25\" >syllables_per_sent_std</th>\n",
       "      <td id=\"T_65339_row25_col0\" class=\"data row25 col0\" >0.046959</td>\n",
       "      <td id=\"T_65339_row25_col1\" class=\"data row25 col1\" >0.197668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row26\" class=\"row_heading level0 row26\" >dc_word_perc</th>\n",
       "      <td id=\"T_65339_row26_col0\" class=\"data row26 col0\" >0.062032</td>\n",
       "      <td id=\"T_65339_row26_col1\" class=\"data row26 col1\" >0.112054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row27\" class=\"row_heading level0 row27\" >anger</th>\n",
       "      <td id=\"T_65339_row27_col0\" class=\"data row27 col0\" >0.083287</td>\n",
       "      <td id=\"T_65339_row27_col1\" class=\"data row27 col1\" >0.019506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row28\" class=\"row_heading level0 row28\" >SCONJ</th>\n",
       "      <td id=\"T_65339_row28_col0\" class=\"data row28 col0\" >0.105305</td>\n",
       "      <td id=\"T_65339_row28_col1\" class=\"data row28 col1\" >-0.133287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row29\" class=\"row_heading level0 row29\" >parallel_per_sent</th>\n",
       "      <td id=\"T_65339_row29_col0\" class=\"data row29 col0\" >0.105475</td>\n",
       "      <td id=\"T_65339_row29_col1\" class=\"data row29 col1\" >0.103110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row30\" class=\"row_heading level0 row30\" >fear</th>\n",
       "      <td id=\"T_65339_row30_col0\" class=\"data row30 col0\" >0.106723</td>\n",
       "      <td id=\"T_65339_row30_col1\" class=\"data row30 col1\" >0.050998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row31\" class=\"row_heading level0 row31\" >gf_word_perc</th>\n",
       "      <td id=\"T_65339_row31_col0\" class=\"data row31 col0\" >0.118409</td>\n",
       "      <td id=\"T_65339_row31_col1\" class=\"data row31 col1\" >0.092294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row32\" class=\"row_heading level0 row32\" >poly_word_perc</th>\n",
       "      <td id=\"T_65339_row32_col0\" class=\"data row32 col0\" >0.120237</td>\n",
       "      <td id=\"T_65339_row32_col1\" class=\"data row32 col1\" >0.104884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row33\" class=\"row_heading level0 row33\" >word_per_sent</th>\n",
       "      <td id=\"T_65339_row33_col0\" class=\"data row33 col0\" >0.133059</td>\n",
       "      <td id=\"T_65339_row33_col1\" class=\"data row33 col1\" >0.188194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row34\" class=\"row_heading level0 row34\" >words_per_sentence</th>\n",
       "      <td id=\"T_65339_row34_col0\" class=\"data row34 col0\" >0.134027</td>\n",
       "      <td id=\"T_65339_row34_col1\" class=\"data row34 col1\" >0.185585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row35\" class=\"row_heading level0 row35\" >syl_per_word</th>\n",
       "      <td id=\"T_65339_row35_col0\" class=\"data row35 col0\" >0.135284</td>\n",
       "      <td id=\"T_65339_row35_col1\" class=\"data row35 col1\" >0.111671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row36\" class=\"row_heading level0 row36\" >PROPN</th>\n",
       "      <td id=\"T_65339_row36_col0\" class=\"data row36 col0\" >0.142179</td>\n",
       "      <td id=\"T_65339_row36_col1\" class=\"data row36 col1\" >-0.033688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row37\" class=\"row_heading level0 row37\" >char_per_word</th>\n",
       "      <td id=\"T_65339_row37_col0\" class=\"data row37 col0\" >0.142338</td>\n",
       "      <td id=\"T_65339_row37_col1\" class=\"data row37 col1\" >0.119741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row38\" class=\"row_heading level0 row38\" >dale_chall</th>\n",
       "      <td id=\"T_65339_row38_col0\" class=\"data row38 col0\" >0.144723</td>\n",
       "      <td id=\"T_65339_row38_col1\" class=\"data row38 col1\" >0.211070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row39\" class=\"row_heading level0 row39\" >AUX</th>\n",
       "      <td id=\"T_65339_row39_col0\" class=\"data row39 col0\" >0.147555</td>\n",
       "      <td id=\"T_65339_row39_col1\" class=\"data row39 col1\" >-0.157097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row40\" class=\"row_heading level0 row40\" >coleman_liau</th>\n",
       "      <td id=\"T_65339_row40_col0\" class=\"data row40 col0\" >0.155094</td>\n",
       "      <td id=\"T_65339_row40_col1\" class=\"data row40 col1\" >0.140840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row41\" class=\"row_heading level0 row41\" >gunning_fog</th>\n",
       "      <td id=\"T_65339_row41_col0\" class=\"data row41 col0\" >0.162986</td>\n",
       "      <td id=\"T_65339_row41_col1\" class=\"data row41 col1\" >0.197885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row42\" class=\"row_heading level0 row42\" >smog</th>\n",
       "      <td id=\"T_65339_row42_col0\" class=\"data row42 col0\" >0.164560</td>\n",
       "      <td id=\"T_65339_row42_col1\" class=\"data row42 col1\" >0.190397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row43\" class=\"row_heading level0 row43\" >ari</th>\n",
       "      <td id=\"T_65339_row43_col0\" class=\"data row43 col0\" >0.165433</td>\n",
       "      <td id=\"T_65339_row43_col1\" class=\"data row43 col1\" >0.201357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row44\" class=\"row_heading level0 row44\" >ADV</th>\n",
       "      <td id=\"T_65339_row44_col0\" class=\"data row44 col0\" >0.166938</td>\n",
       "      <td id=\"T_65339_row44_col1\" class=\"data row44 col1\" >-0.148842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row45\" class=\"row_heading level0 row45\" >flesch_kincaid</th>\n",
       "      <td id=\"T_65339_row45_col0\" class=\"data row45 col0\" >0.169291</td>\n",
       "      <td id=\"T_65339_row45_col1\" class=\"data row45 col1\" >0.199976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row46\" class=\"row_heading level0 row46\" >depth</th>\n",
       "      <td id=\"T_65339_row46_col0\" class=\"data row46 col0\" >0.170442</td>\n",
       "      <td id=\"T_65339_row46_col1\" class=\"data row46 col1\" >0.147676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row47\" class=\"row_heading level0 row47\" >ADJ</th>\n",
       "      <td id=\"T_65339_row47_col0\" class=\"data row47 col0\" >0.186787</td>\n",
       "      <td id=\"T_65339_row47_col1\" class=\"data row47 col1\" >-0.111623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row48\" class=\"row_heading level0 row48\" >PART</th>\n",
       "      <td id=\"T_65339_row48_col0\" class=\"data row48 col0\" >0.186924</td>\n",
       "      <td id=\"T_65339_row48_col1\" class=\"data row48 col1\" >-0.110210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row49\" class=\"row_heading level0 row49\" >PRON</th>\n",
       "      <td id=\"T_65339_row49_col0\" class=\"data row49 col0\" >0.204024</td>\n",
       "      <td id=\"T_65339_row49_col1\" class=\"data row49 col1\" >-0.124948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row50\" class=\"row_heading level0 row50\" >ADP</th>\n",
       "      <td id=\"T_65339_row50_col0\" class=\"data row50 col0\" >0.208473</td>\n",
       "      <td id=\"T_65339_row50_col1\" class=\"data row50 col1\" >-0.100113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row51\" class=\"row_heading level0 row51\" >VERB</th>\n",
       "      <td id=\"T_65339_row51_col0\" class=\"data row51 col0\" >0.209190</td>\n",
       "      <td id=\"T_65339_row51_col1\" class=\"data row51 col1\" >-0.108589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row52\" class=\"row_heading level0 row52\" >DET</th>\n",
       "      <td id=\"T_65339_row52_col0\" class=\"data row52 col0\" >0.210101</td>\n",
       "      <td id=\"T_65339_row52_col1\" class=\"data row52 col1\" >-0.095424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row53\" class=\"row_heading level0 row53\" >CCONJ</th>\n",
       "      <td id=\"T_65339_row53_col0\" class=\"data row53 col0\" >0.210749</td>\n",
       "      <td id=\"T_65339_row53_col1\" class=\"data row53 col1\" >-0.084672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row54\" class=\"row_heading level0 row54\" >PUNCT</th>\n",
       "      <td id=\"T_65339_row54_col0\" class=\"data row54 col0\" >0.211198</td>\n",
       "      <td id=\"T_65339_row54_col1\" class=\"data row54 col1\" >-0.100511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_65339_level0_row55\" class=\"row_heading level0 row55\" >NOUN</th>\n",
       "      <td id=\"T_65339_row55_col0\" class=\"data row55 col0\" >0.212220</td>\n",
       "      <td id=\"T_65339_row55_col1\" class=\"data row55 col1\" >-0.091760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fa408f4a3b0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def highlight_max(x):\n",
    "    return ['font-weight: bold' if abs(v) > 0.15 else ''\n",
    "                for v in x]\n",
    "loadings_oba.style.apply(highlight_max)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c47b8cc",
   "metadata": {},
   "source": [
    "### GWB PCA plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "92933713",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(83, 2)\n"
     ]
    }
   ],
   "source": [
    "gwb2 = gwb2.drop(['num_sents', 'sent_count', 'word_count', 'num_words'], axis=1)\n",
    "# Scale data before applying PCA\n",
    "scaling_gwb = StandardScaler()\n",
    " \n",
    "# Use fit and transform method\n",
    "scaling_gwb.fit(gwb2)\n",
    "scaled_data_gwb = scaling_gwb.transform(gwb2)\n",
    "\n",
    "pca_gwb = PCA(n_components=2)\n",
    "pcafit_gwb = pca_gwb.fit_transform(scaled_data_gwb)\n",
    " \n",
    "# Check the dimensions of data after PCA\n",
    "print(pcafit_gwb.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ad77c4a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.30821975 0.17151709]\n"
     ]
    }
   ],
   "source": [
    "# check how much variance is explained by each principal component\n",
    "print(pca_gwb.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "44cc891f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>color=gwb<br>0=%{x}<br>1=%{y}<extra></extra>",
         "hovertext": [
          "2001-01-20",
          "2001-01-22",
          "2001-01-29",
          "2001-02-16",
          "2001-03-29",
          "2001-06-07",
          "2001-08-09",
          "2001-09-11",
          "2001-09-20",
          "2001-10-07",
          "2001-10-17",
          "2001-11-10",
          "2001-12-13",
          "2001-12-27",
          "2002-01-08",
          "2002-01-29",
          "2002-05-20",
          "2002-06-06",
          "2002-06-24",
          "2002-07-09",
          "2002-09-04",
          "2002-09-12",
          "2002-09-17",
          "2002-10-16",
          "2003-01-07",
          "2003-01-28",
          "2003-02-01",
          "2003-03-17",
          "2003-03-19",
          "2003-04-10",
          "2003-05-01",
          "2003-05-22",
          "2003-05-28",
          "2003-07-22",
          "2003-10-02",
          "2003-11-05",
          "2003-12-08",
          "2004-01-20",
          "2004-03-08",
          "2004-05-17",
          "2004-09-02",
          "2004-10-29",
          "2004-11-04",
          "2004-11-15",
          "2005-01-20",
          "2005-01-28",
          "2005-02-02",
          "2005-02-14",
          "2005-03-21",
          "2005-03-31",
          "2005-06-10",
          "2005-06-21",
          "2005-07-26",
          "2005-08-08",
          "2005-08-28",
          "2005-09-29",
          "2006-01-24",
          "2006-01-31",
          "2006-03-09",
          "2006-03-31",
          "2006-05-03",
          "2006-07-19",
          "2006-10-26",
          "2006-12-30",
          "2007-01-11",
          "2007-01-23",
          "2007-03-06",
          "2007-04-16",
          "2007-05-01",
          "2007-07-26",
          "2007-09-17",
          "2007-11-27",
          "2007-12-19",
          "2008-01-18",
          "2008-01-28",
          "2008-02-13",
          "2008-05-21",
          "2008-05-22",
          "2008-09-04",
          "2008-09-07",
          "2008-10-01",
          "2008-10-03",
          "2008-12-19"
         ],
         "legendgroup": "gwb",
         "marker": {
          "color": "rgb(127, 60, 141)",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "gwb",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          -2.949196188064804,
          -1.2901669796272752,
          -2.302947035047148,
          3.3947801718007478,
          -0.23032212706716834,
          -2.2426878823619543,
          3.837210732158888,
          -1.8878072828347923,
          -4.947253834012163,
          -1.2518165037109579,
          -4.9703075743624625,
          2.815831793140188,
          0.4818210119196202,
          7.607247502891855,
          -4.516452522328455,
          -4.559851474677994,
          -2.0513918645955163,
          -0.015243754644580417,
          -0.2373457239499888,
          -2.606840769402362,
          -0.5578531731771456,
          -2.213243497240548,
          -5.062225163299165,
          1.4138761209696866,
          -5.4288077276458315,
          -5.552041650199777,
          15.00985309762985,
          -2.8110527444560756,
          -0.10507452307634828,
          -1.0200156013796613,
          -3.930304769763274,
          4.800408841045567,
          -4.066973096586092,
          2.8323201621926835,
          2.8323201621926835,
          -2.6962215484591745,
          6.409482300386575,
          -6.2950477131827585,
          5.398496094029482,
          3.3137234286357233,
          -6.463064797650273,
          -2.253438701909885,
          -1.7145753770191938,
          0.29007519035176793,
          -1.7850018458369363,
          -2.3888056557194317,
          -5.71267934568844,
          -0.49989195584399043,
          5.468193701097115,
          0.9037399351219793,
          -1.2059106628262555,
          0.5110246390175025,
          2.391313722993303,
          12.240570853916319,
          -0.22400075238247075,
          -1.5938011303077024,
          3.7224982191694,
          -4.061740403641562,
          7.368108835319726,
          4.375879522751899,
          5.832670504563517,
          0.403014840835651,
          -1.7666979680797705,
          1.9719602796245037,
          -2.417221209182399,
          -5.900247059481886,
          2.2949994015525466,
          1.6136742613646964,
          -1.7441186590313895,
          5.231930175268886,
          -1.1664139627210617,
          -0.22532991855556764,
          -1.2892363881345195,
          0.16631268547684497,
          -5.522845403087016,
          -2.0816413477196045,
          -0.3072146763515151,
          1.310450936331545,
          -7.310126330583883,
          5.579050253624865,
          5.740035158069372,
          4.6406626495165755,
          1.228959091946668
         ],
         "xaxis": "x",
         "y": [
          1.2808370028221334,
          5.667532225306482,
          -0.4229489572833555,
          -1.702593386001022,
          2.3745681268578585,
          0.8650227167115575,
          -2.9513787678632095,
          2.217183046710471,
          -1.5660809872002859,
          0.8098380417991834,
          0.10107519563119295,
          1.846728497226785,
          0.3862129904636158,
          -2.58403012544852,
          2.3677627203241416,
          -2.698390514213631,
          -1.7115915194327602,
          -1.223874490652839,
          -1.329630261898972,
          -2.6120036749807434,
          1.9948317299277223,
          -2.0069219546597115,
          0.5955755685512691,
          0.9377658250807916,
          -3.2655860245245916,
          -4.716891105969706,
          -5.630818700544503,
          0.6262992201584419,
          4.077736884601891,
          4.81844734641605,
          -0.7803312582873109,
          -0.7180053680606336,
          -2.153757289199743,
          3.3135587208368693,
          3.3135587208368693,
          2.42555040010637,
          -2.768109422124551,
          -5.749571113765132,
          1.046104684933726,
          8.214326681249338,
          -4.171926738023773,
          7.1777108491349235,
          2.7573154746577972,
          1.919487814435218,
          -0.13890495447967618,
          0.197946163100239,
          -1.9066775852745959,
          0.8883702184204528,
          3.5464762763079243,
          1.2084221794809151,
          2.4070397153658116,
          0.32467746448868895,
          4.156322281399527,
          -6.384743405831876,
          -0.030349062010514568,
          -0.27562247990087635,
          1.1377503227174952,
          -4.776239403619686,
          -3.30368899784447,
          5.068415630367363,
          -6.688216942961163,
          -0.8536746690717295,
          0.6575189857957615,
          3.0511475363666682,
          -2.8944883178879985,
          -4.317991498377062,
          6.700076256911355,
          5.3240788969418,
          1.0402965658702386,
          -1.2322893508222077,
          1.237030047513897,
          -1.3408409144460012,
          1.206461251532098,
          0.596039300708279,
          -5.214662927325547,
          0.09964131158343151,
          -0.7933770304339122,
          -2.453189117640933,
          -0.46513330471552533,
          0.043278142731357085,
          -0.2907325492377146,
          -4.665151915113941,
          -1.2356029452535897
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "color"
         },
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "0"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "1"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"0e15c4c4-895b-41b6-9ebe-c7dcddfe993d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"0e15c4c4-895b-41b6-9ebe-c7dcddfe993d\")) {                    Plotly.newPlot(                        \"0e15c4c4-895b-41b6-9ebe-c7dcddfe993d\",                        [{\"hovertemplate\":\"<b>%{hovertext}</b><br><br>color=gwb<br>0=%{x}<br>1=%{y}<extra></extra>\",\"hovertext\":[\"2001-01-20\",\"2001-01-22\",\"2001-01-29\",\"2001-02-16\",\"2001-03-29\",\"2001-06-07\",\"2001-08-09\",\"2001-09-11\",\"2001-09-20\",\"2001-10-07\",\"2001-10-17\",\"2001-11-10\",\"2001-12-13\",\"2001-12-27\",\"2002-01-08\",\"2002-01-29\",\"2002-05-20\",\"2002-06-06\",\"2002-06-24\",\"2002-07-09\",\"2002-09-04\",\"2002-09-12\",\"2002-09-17\",\"2002-10-16\",\"2003-01-07\",\"2003-01-28\",\"2003-02-01\",\"2003-03-17\",\"2003-03-19\",\"2003-04-10\",\"2003-05-01\",\"2003-05-22\",\"2003-05-28\",\"2003-07-22\",\"2003-10-02\",\"2003-11-05\",\"2003-12-08\",\"2004-01-20\",\"2004-03-08\",\"2004-05-17\",\"2004-09-02\",\"2004-10-29\",\"2004-11-04\",\"2004-11-15\",\"2005-01-20\",\"2005-01-28\",\"2005-02-02\",\"2005-02-14\",\"2005-03-21\",\"2005-03-31\",\"2005-06-10\",\"2005-06-21\",\"2005-07-26\",\"2005-08-08\",\"2005-08-28\",\"2005-09-29\",\"2006-01-24\",\"2006-01-31\",\"2006-03-09\",\"2006-03-31\",\"2006-05-03\",\"2006-07-19\",\"2006-10-26\",\"2006-12-30\",\"2007-01-11\",\"2007-01-23\",\"2007-03-06\",\"2007-04-16\",\"2007-05-01\",\"2007-07-26\",\"2007-09-17\",\"2007-11-27\",\"2007-12-19\",\"2008-01-18\",\"2008-01-28\",\"2008-02-13\",\"2008-05-21\",\"2008-05-22\",\"2008-09-04\",\"2008-09-07\",\"2008-10-01\",\"2008-10-03\",\"2008-12-19\"],\"legendgroup\":\"gwb\",\"marker\":{\"color\":\"rgb(127, 60, 141)\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"gwb\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[-2.949196188064804,-1.2901669796272752,-2.302947035047148,3.3947801718007478,-0.23032212706716834,-2.2426878823619543,3.837210732158888,-1.8878072828347923,-4.947253834012163,-1.2518165037109579,-4.9703075743624625,2.815831793140188,0.4818210119196202,7.607247502891855,-4.516452522328455,-4.559851474677994,-2.0513918645955163,-0.015243754644580417,-0.2373457239499888,-2.606840769402362,-0.5578531731771456,-2.213243497240548,-5.062225163299165,1.4138761209696866,-5.4288077276458315,-5.552041650199777,15.00985309762985,-2.8110527444560756,-0.10507452307634828,-1.0200156013796613,-3.930304769763274,4.800408841045567,-4.066973096586092,2.8323201621926835,2.8323201621926835,-2.6962215484591745,6.409482300386575,-6.2950477131827585,5.398496094029482,3.3137234286357233,-6.463064797650273,-2.253438701909885,-1.7145753770191938,0.29007519035176793,-1.7850018458369363,-2.3888056557194317,-5.71267934568844,-0.49989195584399043,5.468193701097115,0.9037399351219793,-1.2059106628262555,0.5110246390175025,2.391313722993303,12.240570853916319,-0.22400075238247075,-1.5938011303077024,3.7224982191694,-4.061740403641562,7.368108835319726,4.375879522751899,5.832670504563517,0.403014840835651,-1.7666979680797705,1.9719602796245037,-2.417221209182399,-5.900247059481886,2.2949994015525466,1.6136742613646964,-1.7441186590313895,5.231930175268886,-1.1664139627210617,-0.22532991855556764,-1.2892363881345195,0.16631268547684497,-5.522845403087016,-2.0816413477196045,-0.3072146763515151,1.310450936331545,-7.310126330583883,5.579050253624865,5.740035158069372,4.6406626495165755,1.228959091946668],\"xaxis\":\"x\",\"y\":[1.2808370028221334,5.667532225306482,-0.4229489572833555,-1.702593386001022,2.3745681268578585,0.8650227167115575,-2.9513787678632095,2.217183046710471,-1.5660809872002859,0.8098380417991834,0.10107519563119295,1.846728497226785,0.3862129904636158,-2.58403012544852,2.3677627203241416,-2.698390514213631,-1.7115915194327602,-1.223874490652839,-1.329630261898972,-2.6120036749807434,1.9948317299277223,-2.0069219546597115,0.5955755685512691,0.9377658250807916,-3.2655860245245916,-4.716891105969706,-5.630818700544503,0.6262992201584419,4.077736884601891,4.81844734641605,-0.7803312582873109,-0.7180053680606336,-2.153757289199743,3.3135587208368693,3.3135587208368693,2.42555040010637,-2.768109422124551,-5.749571113765132,1.046104684933726,8.214326681249338,-4.171926738023773,7.1777108491349235,2.7573154746577972,1.919487814435218,-0.13890495447967618,0.197946163100239,-1.9066775852745959,0.8883702184204528,3.5464762763079243,1.2084221794809151,2.4070397153658116,0.32467746448868895,4.156322281399527,-6.384743405831876,-0.030349062010514568,-0.27562247990087635,1.1377503227174952,-4.776239403619686,-3.30368899784447,5.068415630367363,-6.688216942961163,-0.8536746690717295,0.6575189857957615,3.0511475363666682,-2.8944883178879985,-4.317991498377062,6.700076256911355,5.3240788969418,1.0402965658702386,-1.2322893508222077,1.237030047513897,-1.3408409144460012,1.206461251532098,0.596039300708279,-5.214662927325547,0.09964131158343151,-0.7933770304339122,-2.453189117640933,-0.46513330471552533,0.043278142731357085,-0.2907325492377146,-4.665151915113941,-1.2356029452535897],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"0\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"1\"}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('0e15c4c4-895b-41b6-9ebe-c7dcddfe993d');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_gwb = px.scatter(pcafit_gwb, \n",
    "                 x=0, \n",
    "                 y=1, \n",
    "                 color=gwb['source'],\n",
    "                 hover_name=gwb['date'],\n",
    "                 color_discrete_sequence=px.colors.qualitative.Bold)\n",
    "fig_gwb.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b16b2edd",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>num_unique_words</th>\n",
       "      <td>-0.167634</td>\n",
       "      <td>-0.190771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_count</th>\n",
       "      <td>-0.159654</td>\n",
       "      <td>-0.191419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_count</th>\n",
       "      <td>-0.159423</td>\n",
       "      <td>-0.191841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_count</th>\n",
       "      <td>-0.153623</td>\n",
       "      <td>-0.173255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_count</th>\n",
       "      <td>-0.153091</td>\n",
       "      <td>-0.199037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_count</th>\n",
       "      <td>-0.143819</td>\n",
       "      <td>-0.209893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_count</th>\n",
       "      <td>-0.143683</td>\n",
       "      <td>-0.209901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surprise</th>\n",
       "      <td>-0.121386</td>\n",
       "      <td>-0.014973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTJ</th>\n",
       "      <td>-0.107468</td>\n",
       "      <td>-0.058196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anger</th>\n",
       "      <td>-0.098511</td>\n",
       "      <td>0.007479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYM</th>\n",
       "      <td>-0.096649</td>\n",
       "      <td>-0.172588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBpolarity</th>\n",
       "      <td>-0.093949</td>\n",
       "      <td>0.072393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBsubjectivity</th>\n",
       "      <td>-0.078004</td>\n",
       "      <td>0.104164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>-0.076992</td>\n",
       "      <td>-0.050308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sadness</th>\n",
       "      <td>-0.071938</td>\n",
       "      <td>0.002322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disgust</th>\n",
       "      <td>-0.070987</td>\n",
       "      <td>0.056773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>joy</th>\n",
       "      <td>-0.069336</td>\n",
       "      <td>0.057713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADV</th>\n",
       "      <td>-0.060626</td>\n",
       "      <td>0.045097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PART</th>\n",
       "      <td>-0.039880</td>\n",
       "      <td>0.058963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUM</th>\n",
       "      <td>-0.038862</td>\n",
       "      <td>-0.218982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCONJ</th>\n",
       "      <td>-0.035081</td>\n",
       "      <td>-0.072856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>-0.034601</td>\n",
       "      <td>0.019233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUX</th>\n",
       "      <td>-0.011525</td>\n",
       "      <td>0.188276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA2</th>\n",
       "      <td>-0.001110</td>\n",
       "      <td>-0.110829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRON</th>\n",
       "      <td>0.035220</td>\n",
       "      <td>0.189145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PROPN</th>\n",
       "      <td>0.051030</td>\n",
       "      <td>-0.035659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anticipation</th>\n",
       "      <td>0.063595</td>\n",
       "      <td>0.003385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trust</th>\n",
       "      <td>0.098164</td>\n",
       "      <td>-0.002446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCONJ</th>\n",
       "      <td>0.100208</td>\n",
       "      <td>0.115642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parallel_per_sent</th>\n",
       "      <td>0.107905</td>\n",
       "      <td>-0.093932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>0.112103</td>\n",
       "      <td>-0.025122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth_std</th>\n",
       "      <td>0.118221</td>\n",
       "      <td>-0.040012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERB</th>\n",
       "      <td>0.133554</td>\n",
       "      <td>0.208860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADJ</th>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.162877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sent_std</th>\n",
       "      <td>0.136956</td>\n",
       "      <td>-0.097342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gf_word_perc</th>\n",
       "      <td>0.141309</td>\n",
       "      <td>-0.136763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>char_per_word</th>\n",
       "      <td>0.141953</td>\n",
       "      <td>-0.143936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chars_per_sent_std</th>\n",
       "      <td>0.145312</td>\n",
       "      <td>-0.119042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc_word_perc</th>\n",
       "      <td>0.146471</td>\n",
       "      <td>-0.151074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syllables_per_sent_std</th>\n",
       "      <td>0.146857</td>\n",
       "      <td>-0.117940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syl_per_word</th>\n",
       "      <td>0.149107</td>\n",
       "      <td>-0.116216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poly_word_perc</th>\n",
       "      <td>0.150740</td>\n",
       "      <td>-0.135136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNCT</th>\n",
       "      <td>0.155626</td>\n",
       "      <td>0.203527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coleman_liau</th>\n",
       "      <td>0.158073</td>\n",
       "      <td>-0.148767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth</th>\n",
       "      <td>0.159194</td>\n",
       "      <td>-0.016790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOUN</th>\n",
       "      <td>0.160558</td>\n",
       "      <td>0.188048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADP</th>\n",
       "      <td>0.166817</td>\n",
       "      <td>0.172272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DET</th>\n",
       "      <td>0.167242</td>\n",
       "      <td>0.173963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA1</th>\n",
       "      <td>0.187588</td>\n",
       "      <td>-0.117408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>words_per_sentence</th>\n",
       "      <td>0.187804</td>\n",
       "      <td>-0.114160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word_per_sent</th>\n",
       "      <td>0.187804</td>\n",
       "      <td>-0.114160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dale_chall</th>\n",
       "      <td>0.201564</td>\n",
       "      <td>-0.138347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ari</th>\n",
       "      <td>0.204743</td>\n",
       "      <td>-0.146189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smog</th>\n",
       "      <td>0.204951</td>\n",
       "      <td>-0.151426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gunning_fog</th>\n",
       "      <td>0.205612</td>\n",
       "      <td>-0.149388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flesch_kincaid</th>\n",
       "      <td>0.208740</td>\n",
       "      <td>-0.137655</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             PC1       PC2\n",
       "num_unique_words       -0.167634 -0.190771\n",
       "char_count             -0.159654 -0.191419\n",
       "syl_count              -0.159423 -0.191841\n",
       "parallel_count         -0.153623 -0.173255\n",
       "dc_word_count          -0.153091 -0.199037\n",
       "gf_word_count          -0.143819 -0.209893\n",
       "poly_word_count        -0.143683 -0.209901\n",
       "surprise               -0.121386 -0.014973\n",
       "INTJ                   -0.107468 -0.058196\n",
       "anger                  -0.098511  0.007479\n",
       "SYM                    -0.096649 -0.172588\n",
       "TBpolarity             -0.093949  0.072393\n",
       "TBsubjectivity         -0.078004  0.104164\n",
       "negative               -0.076992 -0.050308\n",
       "sadness                -0.071938  0.002322\n",
       "disgust                -0.070987  0.056773\n",
       "joy                    -0.069336  0.057713\n",
       "ADV                    -0.060626  0.045097\n",
       "PART                   -0.039880  0.058963\n",
       "NUM                    -0.038862 -0.218982\n",
       "SCONJ                  -0.035081 -0.072856\n",
       "fear                   -0.034601  0.019233\n",
       "AUX                    -0.011525  0.188276\n",
       "PCA2                   -0.001110 -0.110829\n",
       "PRON                    0.035220  0.189145\n",
       "PROPN                   0.051030 -0.035659\n",
       "anticipation            0.063595  0.003385\n",
       "trust                   0.098164 -0.002446\n",
       "CCONJ                   0.100208  0.115642\n",
       "parallel_per_sent       0.107905 -0.093932\n",
       "positive                0.112103 -0.025122\n",
       "depth_std               0.118221 -0.040012\n",
       "VERB                    0.133554  0.208860\n",
       "ADJ                     0.135223  0.162877\n",
       "words_per_sent_std      0.136956 -0.097342\n",
       "gf_word_perc            0.141309 -0.136763\n",
       "char_per_word           0.141953 -0.143936\n",
       "chars_per_sent_std      0.145312 -0.119042\n",
       "dc_word_perc            0.146471 -0.151074\n",
       "syllables_per_sent_std  0.146857 -0.117940\n",
       "syl_per_word            0.149107 -0.116216\n",
       "poly_word_perc          0.150740 -0.135136\n",
       "PUNCT                   0.155626  0.203527\n",
       "coleman_liau            0.158073 -0.148767\n",
       "depth                   0.159194 -0.016790\n",
       "NOUN                    0.160558  0.188048\n",
       "ADP                     0.166817  0.172272\n",
       "DET                     0.167242  0.173963\n",
       "PCA1                    0.187588 -0.117408\n",
       "words_per_sentence      0.187804 -0.114160\n",
       "word_per_sent           0.187804 -0.114160\n",
       "dale_chall              0.201564 -0.138347\n",
       "ari                     0.204743 -0.146189\n",
       "smog                    0.204951 -0.151426\n",
       "gunning_fog             0.205612 -0.149388\n",
       "flesch_kincaid          0.208740 -0.137655"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadings_gwb = pd.DataFrame(pca_gwb.components_.T, columns=['PC1', 'PC2'], index=gwb2.columns)\n",
    "loadings_gwb.sort_values(by=['PC1'], inplace=True)\n",
    "loadings_gwb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4aaa07a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}