0400_LOAD_EVAL_MODEL_GENSIM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LOAD DATA, DICTIONARY, COHERNECE SCORES, LISTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Unnamed: 0</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>publication</th>\n",
       "      <th>author</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>url</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>17283</td>\n",
       "      <td>House Republicans Fret About Winning Their Hea...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>Carl Hulse</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON  —   Congressional Republicans have...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>17284</td>\n",
       "      <td>Rift Between Officers and Residents as Killing...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>Benjamin Mueller and Al Baker</td>\n",
       "      <td>2017-06-19</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>After the bullet shells get counted, the blood...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>17285</td>\n",
       "      <td>Tyrus Wong, ‘Bambi’ Artist Thwarted by Racial ...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>Margalit Fox</td>\n",
       "      <td>2017-01-06</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When Walt Disney’s “Bambi” opened in 1942, cri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>17286</td>\n",
       "      <td>Among Deaths in 2016, a Heavy Toll in Pop Musi...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>William McDonald</td>\n",
       "      <td>2017-04-10</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Death may be the great equalizer, but it isn’t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>17287</td>\n",
       "      <td>Kim Jong-un Says North Korea Is Preparing to T...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>Choe Sang-Hun</td>\n",
       "      <td>2017-01-02</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEOUL, South Korea  —   North Korea’s leader, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>53287</td>\n",
       "      <td>73465</td>\n",
       "      <td>Rex Tillerson Says Climate Change Is Real, but …</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>Robinson Meyer</td>\n",
       "      <td>2017-01-11</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>As chairman and CEO of ExxonMobil, Rex Tillers...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>53288</td>\n",
       "      <td>73466</td>\n",
       "      <td>The Biggest Intelligence Questions Raised by t...</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>Amy Zegart</td>\n",
       "      <td>2017-01-11</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I’ve spent nearly 20 years looking at intellig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>53289</td>\n",
       "      <td>73467</td>\n",
       "      <td>Trump Announces Plan That Does Little to Resol...</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>Jeremy Venook</td>\n",
       "      <td>2017-01-11</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Donald Trump will not be taking necessary st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>53290</td>\n",
       "      <td>73468</td>\n",
       "      <td>Dozens of For-Profit Colleges Could Soon Close</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>Emily DeRuy</td>\n",
       "      <td>2017-01-11</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dozens of   colleges could be forced to close ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>53291</td>\n",
       "      <td>73469</td>\n",
       "      <td>The Milky Way’s Stolen Stars</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>Marina Koren</td>\n",
       "      <td>2017-01-11</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The force of gravity can be described using a ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0     id                                              title  \\\n",
       "0               0  17283  House Republicans Fret About Winning Their Hea...   \n",
       "1               1  17284  Rift Between Officers and Residents as Killing...   \n",
       "2               2  17285  Tyrus Wong, ‘Bambi’ Artist Thwarted by Racial ...   \n",
       "3               3  17286  Among Deaths in 2016, a Heavy Toll in Pop Musi...   \n",
       "4               4  17287  Kim Jong-un Says North Korea Is Preparing to T...   \n",
       "...           ...    ...                                                ...   \n",
       "49995       53287  73465   Rex Tillerson Says Climate Change Is Real, but …   \n",
       "49996       53288  73466  The Biggest Intelligence Questions Raised by t...   \n",
       "49997       53289  73467  Trump Announces Plan That Does Little to Resol...   \n",
       "49998       53290  73468    Dozens of For-Profit Colleges Could Soon Close    \n",
       "49999       53291  73469                       The Milky Way’s Stolen Stars   \n",
       "\n",
       "          publication                         author        date    year  \\\n",
       "0      New York Times                     Carl Hulse  2016-12-31  2016.0   \n",
       "1      New York Times  Benjamin Mueller and Al Baker  2017-06-19  2017.0   \n",
       "2      New York Times                   Margalit Fox  2017-01-06  2017.0   \n",
       "3      New York Times               William McDonald  2017-04-10  2017.0   \n",
       "4      New York Times                  Choe Sang-Hun  2017-01-02  2017.0   \n",
       "...               ...                            ...         ...     ...   \n",
       "49995        Atlantic                 Robinson Meyer  2017-01-11  2017.0   \n",
       "49996        Atlantic                     Amy Zegart  2017-01-11  2017.0   \n",
       "49997        Atlantic                  Jeremy Venook  2017-01-11  2017.0   \n",
       "49998        Atlantic                    Emily DeRuy  2017-01-11  2017.0   \n",
       "49999        Atlantic                   Marina Koren  2017-01-11  2017.0   \n",
       "\n",
       "       month  url                                            content  \n",
       "0       12.0  NaN  WASHINGTON  —   Congressional Republicans have...  \n",
       "1        6.0  NaN  After the bullet shells get counted, the blood...  \n",
       "2        1.0  NaN  When Walt Disney’s “Bambi” opened in 1942, cri...  \n",
       "3        4.0  NaN  Death may be the great equalizer, but it isn’t...  \n",
       "4        1.0  NaN  SEOUL, South Korea  —   North Korea’s leader, ...  \n",
       "...      ...  ...                                                ...  \n",
       "49995    1.0  NaN  As chairman and CEO of ExxonMobil, Rex Tillers...  \n",
       "49996    1.0  NaN  I’ve spent nearly 20 years looking at intellig...  \n",
       "49997    1.0  NaN    Donald Trump will not be taking necessary st...  \n",
       "49998    1.0  NaN  Dozens of   colleges could be forced to close ...  \n",
       "49999    1.0  NaN  The force of gravity can be described using a ...  \n",
       "\n",
       "[50000 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = pd.read_csv('data/articles1.csv')\n",
    "df_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle \n",
    "\n",
    "with open(\"lists/bow_corpus.txt\", \"rb\") as fp:   # Unpickling\n",
    "    bow_corpus = pickle.load(fp)\n",
    "    \n",
    "with open(\"lists/norm_corpus_bigrams.txt\", \"rb\") as fp:   # Unpickling\n",
    "    norm_corpus_bigrams = pickle.load(fp)\n",
    "    \n",
    "with open(\"lists/norm_papers.txt\", \"rb\") as fp:   # Unpickling\n",
    "    norm_papers = pickle.load(fp)\n",
    "    \n",
    "with open(\"lists/pre_papers.txt\", \"rb\") as fp:   # Unpickling\n",
    "    pre_papers = pickle.load(fp)\n",
    "    \n",
    "with open(\"lists/pre_titles.txt\", \"rb\") as fp:   # Unpickling\n",
    "    pre_titles = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "import gensim\n",
    "\n",
    "dictionary = gensim.corpora.Dictionary.load('models/dictionary.gensim')\n",
    "coherence_df = pd.read_csv('models/gensim_scores/coherence_df.csv')\n",
    "\n",
    "with open(\"models/gensim_scores/coherence_scores.txt\", \"rb\") as fp:   # Unpickling\n",
    "    coherence_scores = pickle.load(fp)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing coherence scores of LDA models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline\n",
    "x_ax = range(2, 31, 1)\n",
    "y_ax = coherence_scores\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(x_ax, y_ax, c=\"r\")\n",
    "plt.axhline(y=0.535, c=\"k\", linestyle=\"--\", linewidth=2)\n",
    "plt.rcParams['figure.facecolor'] = 'white'\n",
    "xl = plt.xlabel('Number of Topics')\n",
    "yl = plt.ylabel('Coherence Score')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SELECTING LDA MODEL BASED ON COHERENCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "TOPICS = 25\n",
    "\n",
    "load_lda_model = gensim.models.ldamodel.LdaModel.load('models/gensim/model_'+str(TOPICS)+'.gensim')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EVALUATING TOPICS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Terms per Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Topic1</th>\n",
       "      <td>people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic2</th>\n",
       "      <td>isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic3</th>\n",
       "      <td>book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic4</th>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic5</th>\n",
       "      <td>company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic6</th>\n",
       "      <td>trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic7</th>\n",
       "      <td>facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic8</th>\n",
       "      <td>attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic9</th>\n",
       "      <td>car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic10</th>\n",
       "      <td>game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic11</th>\n",
       "      <td>country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic12</th>\n",
       "      <td>study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic13</th>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic14</th>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic15</th>\n",
       "      <td>say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic16</th>\n",
       "      <td>student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic17</th>\n",
       "      <td>march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic18</th>\n",
       "      <td>woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic19</th>\n",
       "      <td>family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic20</th>\n",
       "      <td>police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic21</th>\n",
       "      <td>europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic22</th>\n",
       "      <td>year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic23</th>\n",
       "      <td>film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic24</th>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic25</th>\n",
       "      <td>city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                 Terms per Topic\n",
       "Topic1   people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history                                                          \n",
       "Topic2   isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama                                          \n",
       "Topic3   book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american                                     \n",
       "Topic4   official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement\n",
       "Topic5   company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology                                     \n",
       "Topic6   trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day                       \n",
       "Topic7   facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site                                                     \n",
       "Topic8   attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack                       \n",
       "Topic9   car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road                                                                \n",
       "Topic10  game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back                                                                    \n",
       "Topic11  country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy                \n",
       "Topic12  study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data                                                        \n",
       "Topic13  china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship                     \n",
       "Topic14  would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program                                                 \n",
       "Topic15  say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look                                                                               \n",
       "Topic16  student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board                             \n",
       "Topic17  march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august                                        \n",
       "Topic18  woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer                                                                    \n",
       "Topic19  family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother                                                                \n",
       "Topic20  police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested                                           \n",
       "Topic21  europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit                               \n",
       "Topic22  year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also                                                                     \n",
       "Topic23  film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix                                            \n",
       "Topic24  republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio                                    \n",
       "Topic25  city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident                         "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topics = [[(term, round(wt, 3))\n",
    "               for term, wt in load_lda_model.show_topic(n, topn=20)]\n",
    "                   for n in range(0, load_lda_model.num_topics)]\n",
    "\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "topics_df = pd.DataFrame([', '.join([term for term, wt in topic])\n",
    "                              for topic in topics],\n",
    "                         columns = ['Terms per Topic'],\n",
    "                         index=['Topic'+str(t) for t in range(1, load_lda_model.num_topics+1)]\n",
    "                         )\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### INTERPRETING RESULTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(13, 0.29705825),\n",
       " (19, 0.39641243),\n",
       " (21, 0.4018446),\n",
       " (21, 0.20493829),\n",
       " (12, 0.68709695)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm_results = load_lda_model[bow_corpus]\n",
    "\n",
    "corpus_topics = [sorted(topics, key=lambda record: -record[1])[0]\n",
    "                     for topics in tm_results]\n",
    "corpus_topics[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus_topic_df = pd.DataFrame()\n",
    "corpus_topic_df['Document'] = range(0, len(pre_papers))\n",
    "corpus_topic_df['Dominant Topic'] = [item[0]+1 for item in corpus_topics]\n",
    "corpus_topic_df['Contribution %'] = [round(item[1]*100, 2) for item in corpus_topics]\n",
    "corpus_topic_df['Topic Desc'] = [topics_df.iloc[t[0]]['Terms per Topic'] for t in corpus_topics]\n",
    "\n",
    "# change these into values from pre_df\n",
    "\n",
    "corpus_topic_df['Title'] = pre_titles\n",
    "corpus_topic_df['Paper'] = pre_papers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DISTRIBUTION OF TOPICS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex.nim@ibm.com/opt/anaconda3/lib/python3.7/site-packages/pandas/core/groupby/generic.py:1455: FutureWarning: using a dict with renaming is deprecated and will be removed\n",
      "in a future version.\n",
      "\n",
      "For column-specific groupby renaming, use named aggregation\n",
      "\n",
      "    >>> df.groupby(...).agg(name=('column', aggfunc))\n",
      "\n",
      "  return super().aggregate(arg, *args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Doc Count</th>\n",
       "      <th>% Total Docs</th>\n",
       "      <th>Topic Desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>7471</td>\n",
       "      <td>14.96</td>\n",
       "      <td>people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2149</td>\n",
       "      <td>4.30</td>\n",
       "      <td>isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>0.12</td>\n",
       "      <td>book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3507</td>\n",
       "      <td>7.02</td>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2269</td>\n",
       "      <td>4.54</td>\n",
       "      <td>company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>4699</td>\n",
       "      <td>9.41</td>\n",
       "      <td>trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1131</td>\n",
       "      <td>2.27</td>\n",
       "      <td>facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>476</td>\n",
       "      <td>0.95</td>\n",
       "      <td>attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1263</td>\n",
       "      <td>2.53</td>\n",
       "      <td>car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1708</td>\n",
       "      <td>3.42</td>\n",
       "      <td>game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>661</td>\n",
       "      <td>1.32</td>\n",
       "      <td>country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1326</td>\n",
       "      <td>2.66</td>\n",
       "      <td>study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>816</td>\n",
       "      <td>1.63</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>2858</td>\n",
       "      <td>5.72</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>6166</td>\n",
       "      <td>12.35</td>\n",
       "      <td>say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>239</td>\n",
       "      <td>0.48</td>\n",
       "      <td>student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>409</td>\n",
       "      <td>0.82</td>\n",
       "      <td>march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>667</td>\n",
       "      <td>1.34</td>\n",
       "      <td>woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1102</td>\n",
       "      <td>2.21</td>\n",
       "      <td>family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>3114</td>\n",
       "      <td>6.24</td>\n",
       "      <td>police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>577</td>\n",
       "      <td>1.16</td>\n",
       "      <td>europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1138</td>\n",
       "      <td>2.28</td>\n",
       "      <td>year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>440</td>\n",
       "      <td>0.88</td>\n",
       "      <td>film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>4218</td>\n",
       "      <td>8.45</td>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1468</td>\n",
       "      <td>2.94</td>\n",
       "      <td>city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Dominant Topic  Doc Count  % Total Docs  \\\n",
       "0                1       7471         14.96   \n",
       "1                2       2149          4.30   \n",
       "2                3         61          0.12   \n",
       "3                4       3507          7.02   \n",
       "4                5       2269          4.54   \n",
       "5                6       4699          9.41   \n",
       "6                7       1131          2.27   \n",
       "7                8        476          0.95   \n",
       "8                9       1263          2.53   \n",
       "9               10       1708          3.42   \n",
       "10              11        661          1.32   \n",
       "11              12       1326          2.66   \n",
       "12              13        816          1.63   \n",
       "13              14       2858          5.72   \n",
       "14              15       6166         12.35   \n",
       "15              16        239          0.48   \n",
       "16              17        409          0.82   \n",
       "17              18        667          1.34   \n",
       "18              19       1102          2.21   \n",
       "19              20       3114          6.24   \n",
       "20              21        577          1.16   \n",
       "21              22       1138          2.28   \n",
       "22              23        440          0.88   \n",
       "23              24       4218          8.45   \n",
       "24              25       1468          2.94   \n",
       "\n",
       "                                                                                                                                                                                                 Topic Desc  \n",
       "0                                                             people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history  \n",
       "1                                             isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama  \n",
       "2                                        book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american  \n",
       "3   official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement  \n",
       "4                                        company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology  \n",
       "5                          trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day  \n",
       "6                                                        facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site  \n",
       "7                          attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack  \n",
       "8                                                                   car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road  \n",
       "9                                                                       game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back  \n",
       "10                  country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy  \n",
       "11                                                          study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data  \n",
       "12                       china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship  \n",
       "13                                                   would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program  \n",
       "14                                                                                 say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look  \n",
       "15                               student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board  \n",
       "16                                          march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august  \n",
       "17                                                                      woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer  \n",
       "18                                                                  family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother  \n",
       "19                                             police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested  \n",
       "20                                 europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit  \n",
       "21                                                                       year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also  \n",
       "22                                              film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix  \n",
       "23                                      republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio  \n",
       "24                           city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 200)\n",
    "\n",
    "topic_stats_df = corpus_topic_df.groupby('Dominant Topic').agg({\n",
    "                                                'Dominant Topic': {\n",
    "                                                    'Doc Count': np.size,\n",
    "                                                    '% Total Docs': np.size }\n",
    "                                              })\n",
    "topic_stats_df = topic_stats_df['Dominant Topic'].reset_index()\n",
    "topic_stats_df['% Total Docs'] = topic_stats_df['% Total Docs'].apply(lambda row: round((row*100) / len(pre_papers), 2))\n",
    "topic_stats_df['Topic Desc'] = [topics_df.iloc[t]['Terms per Topic'] for t in range(len(topic_stats_df))]\n",
    "topic_stats_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DOCUMENTS RELATED TO GIVEN TOPIC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>Document</th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Contribution %</th>\n",
       "      <th>Topic Desc</th>\n",
       "      <th>Title</th>\n",
       "      <th>Paper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42361</th>\n",
       "      <td>42361</td>\n",
       "      <td>13</td>\n",
       "      <td>81.53</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>China: South China Sea island building ’almost complete’</td>\n",
       "      <td>hong kong (cnn) china’s foreign ministry says it will soon complete controversial land reclamation on some islands and reefs in disputed waters in the south china sea.  however, the ministry also ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33122</th>\n",
       "      <td>33122</td>\n",
       "      <td>13</td>\n",
       "      <td>81.15</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>North Korea fires four ballistic missiles</td>\n",
       "      <td>(cnn) north korea fired four ballistic missiles early monday morning in what japan’s leader described as ”an extremely dangerous action.” a fifth missile failed to launch, a us official told cnn....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6094</th>\n",
       "      <td>6094</td>\n",
       "      <td>13</td>\n",
       "      <td>80.71</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>New Test of North Korean Missile Fails, South Says - The New York Times</td>\n",
       "      <td>seoul, south korea  —   north korea launched an   ballistic missile, but the test failed as the projectile exploded shortly after liftoff, the south korean military said on sunday. the north’s   m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43877</th>\n",
       "      <td>43877</td>\n",
       "      <td>13</td>\n",
       "      <td>80.45</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>North Korea fires unidentified projectile from near missile base</td>\n",
       "      <td>’  ’ ”   seoul (reuters)   north korea fired an unidentified projectile   from its   region, where a missile base is located,   south korea’s military said on monday, a possible retaliation by   t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38433</th>\n",
       "      <td>38433</td>\n",
       "      <td>13</td>\n",
       "      <td>79.98</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>North Korean missile launch fails, US says</td>\n",
       "      <td>(cnn) us strategic command systems detected a failed north korean ballistic missile launch saturday evening near the northwestern city of kusong, the pentagon said. ”we strongly condemn this and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>1281</td>\n",
       "      <td>13</td>\n",
       "      <td>11.81</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Australia, Libya, North Korea: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • the trump administration detailed plans to deport millions of immigrants, releasing expansive new rules that allow rapid deportations and the expulsi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>1480</td>\n",
       "      <td>13</td>\n",
       "      <td>11.11</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Kim Jong-nam, Jeff Sessions, Snapchat: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • the trump administration faced new turmoil over new disclosures of contacts top aides had with russian officials during the presidential campaign or ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4665</th>\n",
       "      <td>4665</td>\n",
       "      <td>13</td>\n",
       "      <td>10.47</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Donald Trump, Japan, Mosul: Your Wednesday Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • after a morning of    statements and twitter posts,   donald j. trump met with times journalists and our publisher at our midtown headquarters. we   ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>1168</td>\n",
       "      <td>13</td>\n",
       "      <td>9.47</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Samsung, Kim Jong-un, Rex Tillerson: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • a south korean court announced the arrest of the de facto leader of samsung, lee   on bribery accusations connected to the corruption scandal that ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4952</th>\n",
       "      <td>4952</td>\n",
       "      <td>13</td>\n",
       "      <td>8.98</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Donald Trump, Rex Tillerson, Aleppo: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • a times investigation reveals how russia aimed the perfect weapon at the u. s. presidential election: cyberattacks honed in elections elsewhere. inte...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>816 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Document  Dominant Topic  Contribution %  \\\n",
       "42361     42361              13           81.53   \n",
       "33122     33122              13           81.15   \n",
       "6094       6094              13           80.71   \n",
       "43877     43877              13           80.45   \n",
       "38433     38433              13           79.98   \n",
       "...         ...             ...             ...   \n",
       "1281       1281              13           11.81   \n",
       "1480       1480              13           11.11   \n",
       "4665       4665              13           10.47   \n",
       "1168       1168              13            9.47   \n",
       "4952       4952              13            8.98   \n",
       "\n",
       "                                                                                                                                                                               Topic Desc  \\\n",
       "42361  china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "33122  china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "6094   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "43877  china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "38433  china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "...                                                                                                                                                                                   ...   \n",
       "1281   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "1480   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "4665   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "1168   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "4952   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "\n",
       "                                                                                   Title  \\\n",
       "42361                           China: South China Sea island building ’almost complete’   \n",
       "33122                                         North Korea fires four ballistic missiles    \n",
       "6094             New Test of North Korean Missile Fails, South Says - The New York Times   \n",
       "43877                   North Korea fires unidentified projectile from near missile base   \n",
       "38433                                         North Korean missile launch fails, US says   \n",
       "...                                                                                  ...   \n",
       "1281           Australia, Libya, North Korea: Your Morning Briefing - The New York Times   \n",
       "1480   Kim Jong-nam, Jeff Sessions, Snapchat: Your Morning Briefing - The New York Times   \n",
       "4665            Donald Trump, Japan, Mosul: Your Wednesday Briefing - The New York Times   \n",
       "1168     Samsung, Kim Jong-un, Rex Tillerson: Your Morning Briefing - The New York Times   \n",
       "4952     Donald Trump, Rex Tillerson, Aleppo: Your Morning Briefing - The New York Times   \n",
       "\n",
       "                                                                                                                                                                                                         Paper  \n",
       "42361  hong kong (cnn) china’s foreign ministry says it will soon complete controversial land reclamation on some islands and reefs in disputed waters in the south china sea.  however, the ministry also ...  \n",
       "33122   (cnn) north korea fired four ballistic missiles early monday morning in what japan’s leader described as ”an extremely dangerous action.” a fifth missile failed to launch, a us official told cnn....  \n",
       "6094   seoul, south korea  —   north korea launched an   ballistic missile, but the test failed as the projectile exploded shortly after liftoff, the south korean military said on sunday. the north’s   m...  \n",
       "43877  ’  ’ ”   seoul (reuters)   north korea fired an unidentified projectile   from its   region, where a missile base is located,   south korea’s military said on monday, a possible retaliation by   t...  \n",
       "38433   (cnn) us strategic command systems detected a failed north korean ballistic missile launch saturday evening near the northwestern city of kusong, the pentagon said. ”we strongly condemn this and ...  \n",
       "...                                                                                                                                                                                                        ...  \n",
       "1281   good morning.  here’s what you need to know: • the trump administration detailed plans to deport millions of immigrants, releasing expansive new rules that allow rapid deportations and the expulsi...  \n",
       "1480   good morning.  here’s what you need to know: • the trump administration faced new turmoil over new disclosures of contacts top aides had with russian officials during the presidential campaign or ...  \n",
       "4665   good morning.  here’s what you need to know: • after a morning of    statements and twitter posts,   donald j. trump met with times journalists and our publisher at our midtown headquarters. we   ...  \n",
       "1168   good morning.  here’s what you need to know: • a south korean court announced the arrest of the de facto leader of samsung, lee   on bribery accusations connected to the corruption scandal that ha...  \n",
       "4952   good morning.  here’s what you need to know: • a times investigation reveals how russia aimed the perfect weapon at the u. s. presidential election: cyberattacks honed in elections elsewhere. inte...  \n",
       "\n",
       "[816 rows x 6 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus_topic_df[corpus_topic_df['Dominant Topic'] == 13].sort_values(by='Contribution %', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DOCUMENT'S WITH HIGHEST TOPIC CONSTRIBUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "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>Document</th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Contribution %</th>\n",
       "      <th>Topic Desc</th>\n",
       "      <th>Title</th>\n",
       "      <th>Paper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35294</th>\n",
       "      <td>35294</td>\n",
       "      <td>4</td>\n",
       "      <td>95.46</td>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "      <td>Blumenthal: If Sessions had 3rd, undisclosed Russian meeting, ’could be perjury’</td>\n",
       "      <td>washington (cnn) sen. richard blumenthal said thursday that if attorney general jeff sessions did have a third, undisclosed meeting with russia’s ambassador to the united states, it ”could be perj...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>167</td>\n",
       "      <td>23</td>\n",
       "      <td>92.70</td>\n",
       "      <td>film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix</td>\n",
       "      <td>Golden Globe Award Winners 2017: The Complete List - The New York Times</td>\n",
       "      <td>here are the movies and tv shows that received the top awards. best picture, drama: “moonlight” best picture, comedy or musical: “la la land” actress, drama: isabelle huppert, “elle” actor, drama:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30042</th>\n",
       "      <td>30042</td>\n",
       "      <td>4</td>\n",
       "      <td>92.09</td>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "      <td>Report: Concerned State Dept Employees Told to ’Never Speak of’ Hillary’s Server - Breitbart</td>\n",
       "      <td>two it department employees of hillary clinton’s state department were told not to talk about her private email server when both workers noticed it and raised concerns, according to an official of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29972</th>\n",
       "      <td>29972</td>\n",
       "      <td>24</td>\n",
       "      <td>91.98</td>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "      <td>Ted Cruz Dominates Wyoming Caucus - Breitbart</td>\n",
       "      <td>on saturday, wyoming republicans voted in county caucuses to elect delegates to the republican convention. texas sen. ted cruz dominated the vote, winning 66 percent support. [florida sen. marco r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30205</th>\n",
       "      <td>30205</td>\n",
       "      <td>4</td>\n",
       "      <td>91.94</td>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "      <td>FBI Reopening Investigation into Hillary Clinton’s Private E-mail Server - Breitbart</td>\n",
       "      <td>the federal bureau of investigations will reopen the investigation into hillary clinton’s use of a private email server exclusively during her time as secretary of state.  in a letter to congress,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4399</th>\n",
       "      <td>4399</td>\n",
       "      <td>2</td>\n",
       "      <td>10.25</td>\n",
       "      <td>isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama</td>\n",
       "      <td>Duterte, Mosul, Calais Jungle: Your Thursday Briefing - The New York Times</td>\n",
       "      <td>good morning.  we’re trying something new for our readers in asia and australia: a morning briefing to   your day.  what do you like? what do you want to see here? email us with your feedback at a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>1063</td>\n",
       "      <td>15</td>\n",
       "      <td>9.78</td>\n",
       "      <td>say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look</td>\n",
       "      <td>Donald Trump, North Korea, Kashmir: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • president trump’s foreign policy was tested over a weekend of golf diplomacy with prime minister shinzo abe of japan when north korea launched a ball...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>1168</td>\n",
       "      <td>13</td>\n",
       "      <td>9.47</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Samsung, Kim Jong-un, Rex Tillerson: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • a south korean court announced the arrest of the de facto leader of samsung, lee   on bribery accusations connected to the corruption scandal that ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4952</th>\n",
       "      <td>4952</td>\n",
       "      <td>13</td>\n",
       "      <td>8.98</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>Donald Trump, Rex Tillerson, Aleppo: Your Morning Briefing - The New York Times</td>\n",
       "      <td>good morning.  here’s what you need to know: • a times investigation reveals how russia aimed the perfect weapon at the u. s. presidential election: cyberattacks honed in elections elsewhere. inte...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4681</th>\n",
       "      <td>4681</td>\n",
       "      <td>24</td>\n",
       "      <td>8.92</td>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "      <td>Donald Trump, Global Warming, Facebook: Your Wednesday Briefing - The New York Times</td>\n",
       "      <td>(want to get this briefing by email? here’s the  .) good morning. just a reminder, we’re off tomorrow for thanksgiving and back on friday. here’s what you need to know today: • team trump’s possi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49933 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Document  Dominant Topic  Contribution %  \\\n",
       "35294     35294               4           95.46   \n",
       "167         167              23           92.70   \n",
       "30042     30042               4           92.09   \n",
       "29972     29972              24           91.98   \n",
       "30205     30205               4           91.94   \n",
       "...         ...             ...             ...   \n",
       "4399       4399               2           10.25   \n",
       "1063       1063              15            9.78   \n",
       "1168       1168              13            9.47   \n",
       "4952       4952              13            8.98   \n",
       "4681       4681              24            8.92   \n",
       "\n",
       "                                                                                                                                                                                                    Topic Desc  \\\n",
       "35294  official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement   \n",
       "167                                                film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix   \n",
       "30042  official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement   \n",
       "29972                                      republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio   \n",
       "30205  official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement   \n",
       "...                                                                                                                                                                                                        ...   \n",
       "4399                                             isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama   \n",
       "1063                                                                                  say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look   \n",
       "1168                        china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "4952                        china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "4681                                       republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio   \n",
       "\n",
       "                                                                                              Title  \\\n",
       "35294              Blumenthal: If Sessions had 3rd, undisclosed Russian meeting, ’could be perjury’   \n",
       "167                         Golden Globe Award Winners 2017: The Complete List - The New York Times   \n",
       "30042  Report: Concerned State Dept Employees Told to ’Never Speak of’ Hillary’s Server - Breitbart   \n",
       "29972                                                 Ted Cruz Dominates Wyoming Caucus - Breitbart   \n",
       "30205          FBI Reopening Investigation into Hillary Clinton’s Private E-mail Server - Breitbart   \n",
       "...                                                                                             ...   \n",
       "4399                     Duterte, Mosul, Calais Jungle: Your Thursday Briefing - The New York Times   \n",
       "1063                 Donald Trump, North Korea, Kashmir: Your Morning Briefing - The New York Times   \n",
       "1168                Samsung, Kim Jong-un, Rex Tillerson: Your Morning Briefing - The New York Times   \n",
       "4952                Donald Trump, Rex Tillerson, Aleppo: Your Morning Briefing - The New York Times   \n",
       "4681           Donald Trump, Global Warming, Facebook: Your Wednesday Briefing - The New York Times   \n",
       "\n",
       "                                                                                                                                                                                                         Paper  \n",
       "35294  washington (cnn) sen. richard blumenthal said thursday that if attorney general jeff sessions did have a third, undisclosed meeting with russia’s ambassador to the united states, it ”could be perj...  \n",
       "167    here are the movies and tv shows that received the top awards. best picture, drama: “moonlight” best picture, comedy or musical: “la la land” actress, drama: isabelle huppert, “elle” actor, drama:...  \n",
       "30042  two it department employees of hillary clinton’s state department were told not to talk about her private email server when both workers noticed it and raised concerns, according to an official of...  \n",
       "29972  on saturday, wyoming republicans voted in county caucuses to elect delegates to the republican convention. texas sen. ted cruz dominated the vote, winning 66 percent support. [florida sen. marco r...  \n",
       "30205  the federal bureau of investigations will reopen the investigation into hillary clinton’s use of a private email server exclusively during her time as secretary of state.  in a letter to congress,...  \n",
       "...                                                                                                                                                                                                        ...  \n",
       "4399   good morning.  we’re trying something new for our readers in asia and australia: a morning briefing to   your day.  what do you like? what do you want to see here? email us with your feedback at a...  \n",
       "1063   good morning.  here’s what you need to know: • president trump’s foreign policy was tested over a weekend of golf diplomacy with prime minister shinzo abe of japan when north korea launched a ball...  \n",
       "1168   good morning.  here’s what you need to know: • a south korean court announced the arrest of the de facto leader of samsung, lee   on bribery accusations connected to the corruption scandal that ha...  \n",
       "4952   good morning.  here’s what you need to know: • a times investigation reveals how russia aimed the perfect weapon at the u. s. presidential election: cyberattacks honed in elections elsewhere. inte...  \n",
       "4681    (want to get this briefing by email? here’s the  .) good morning. just a reminder, we’re off tomorrow for thanksgiving and back on friday. here’s what you need to know today: • team trump’s possi...  \n",
       "\n",
       "[49933 rows x 6 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus_topic_df.sort_values(by='Contribution %', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DOMINENT TOPICS IN SPECIFIC DOCUMENTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Document</th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Contribution %</th>\n",
       "      <th>Topic Desc</th>\n",
       "      <th>Title</th>\n",
       "      <th>Paper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "      <td>36.17</td>\n",
       "      <td>family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother</td>\n",
       "      <td>Calling on Angels While Enduring the Trials of Job - The New York Times</td>\n",
       "      <td>angels are everywhere in the muñiz family’s apartment in the bronx: paintings of angels on the wall, ceramic angels flanking the ancient vcr, angels strumming lyres or blowing little golden trumpe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>48.37</td>\n",
       "      <td>say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look</td>\n",
       "      <td>How to form healthy habits in your 20s - The New York Times</td>\n",
       "      <td>this article is part of a series aimed at helping you navigate life’s opportunities and challenges. what else should we write about? contact us: smarterliving@nytimes. com. when you woke up this m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>27.69</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "      <td>Modi’s Cash Ban Brings Pain, but Corruption-Weary India Grits Its Teeth - The New York Times</td>\n",
       "      <td>mumbai, india  —   it was a bold and risky gamble by prime minister narendra modi of india that quickly seemed to backfire. the announcement of a ban on the largest currency bills circulating in i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>392</td>\n",
       "      <td>14</td>\n",
       "      <td>31.82</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "      <td>By Announcing New Jobs, Corporations Help Themselves Too - The New York Times</td>\n",
       "      <td>donald j. trump won’t be sworn in until friday but big business has already thrown him a veritable inaugural ball. a series of   companies, among them ford, lockheed martin, amazon and sprint, hav...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>503</td>\n",
       "      <td>24</td>\n",
       "      <td>38.37</td>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "      <td>G.O.P. Senators Hope to Speed Trump Cabinet Confirmations - The New York Times</td>\n",
       "      <td>washington  —   senate republicans will move this week to speed the confirmation of president trump’s cabinet, an effort that has been stymied by the combination of lax preparation by mr. trump’s ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>681</td>\n",
       "      <td>14</td>\n",
       "      <td>18.94</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "      <td>Duterte’s Free Birth-Control Order Is Latest Skirmish With Catholic Church - The New York Times</td>\n",
       "      <td>manila  —   when lizel torreras, 35, became pregnant with her third child, she mixed a tincture of bitter herbs and mahogany bark, a home remedy said to induce abortion. her husband, who worked as...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>733</td>\n",
       "      <td>1</td>\n",
       "      <td>25.61</td>\n",
       "      <td>people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history</td>\n",
       "      <td>Benoît Hamon Wins French Socialist Party’s Presidential Nomination - The New York Times</td>\n",
       "      <td>paris  —   france chose an idealistic, traditional   candidate in sunday’s primary to represent the socialist and   parties in the presidential election this spring. the candidate, benoît hamon, 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>906</td>\n",
       "      <td>2</td>\n",
       "      <td>30.81</td>\n",
       "      <td>isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama</td>\n",
       "      <td>Cyprus Fears Russian Meddling in Its Settlement Talks - The New York Times</td>\n",
       "      <td>nicosia, cyprus  —   as the united nations geared up for negotiations that it declared the “best and last chance” to unite cyprus after more than four decades of acrimonious division, russia’s amb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>996</td>\n",
       "      <td>7</td>\n",
       "      <td>24.80</td>\n",
       "      <td>facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site</td>\n",
       "      <td>Mother Jones Is Named Magazine of the Year - The New York Times</td>\n",
       "      <td>mother jones was named magazine of the year on tuesday for finding “new ways to engage audiences and continue its practice of fearless journalism,” the sponsors of the national magazine awards ann...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>1622</td>\n",
       "      <td>14</td>\n",
       "      <td>44.77</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "      <td>Health Groups Denounce G.O.P. Bill as Its Backers Scramble - The New York Times</td>\n",
       "      <td>washington  —   influential groups representing hospitals and nurses came out on wednesday against a republican bill to repeal and replace the affordable care act, joining doctors and the retirees...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Document  Dominant Topic  Contribution %  \\\n",
       "9            9              19           36.17   \n",
       "13          13              15           48.37   \n",
       "17          17              14           27.69   \n",
       "392        392              14           31.82   \n",
       "503        503              24           38.37   \n",
       "681        681              14           18.94   \n",
       "733        733               1           25.61   \n",
       "906        906               2           30.81   \n",
       "996        996               7           24.80   \n",
       "1622      1622              14           44.77   \n",
       "\n",
       "                                                                                                                                                               Topic Desc  \\\n",
       "9                                 family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother   \n",
       "13                                               say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look   \n",
       "17                 would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program   \n",
       "392                would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program   \n",
       "503   republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio   \n",
       "681                would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program   \n",
       "733                         people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history   \n",
       "906         isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama   \n",
       "996                    facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site   \n",
       "1622               would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program   \n",
       "\n",
       "                                                                                                Title  \\\n",
       "9                             Calling on Angels While Enduring the Trials of Job - The New York Times   \n",
       "13                                        How to form healthy habits in your 20s - The New York Times   \n",
       "17       Modi’s Cash Ban Brings Pain, but Corruption-Weary India Grits Its Teeth - The New York Times   \n",
       "392                     By Announcing New Jobs, Corporations Help Themselves Too - The New York Times   \n",
       "503                    G.O.P. Senators Hope to Speed Trump Cabinet Confirmations - The New York Times   \n",
       "681   Duterte’s Free Birth-Control Order Is Latest Skirmish With Catholic Church - The New York Times   \n",
       "733           Benoît Hamon Wins French Socialist Party’s Presidential Nomination - The New York Times   \n",
       "906                        Cyprus Fears Russian Meddling in Its Settlement Talks - The New York Times   \n",
       "996                                   Mother Jones Is Named Magazine of the Year - The New York Times   \n",
       "1622                  Health Groups Denounce G.O.P. Bill as Its Backers Scramble - The New York Times   \n",
       "\n",
       "                                                                                                                                                                                                        Paper  \n",
       "9     angels are everywhere in the muñiz family’s apartment in the bronx: paintings of angels on the wall, ceramic angels flanking the ancient vcr, angels strumming lyres or blowing little golden trumpe...  \n",
       "13    this article is part of a series aimed at helping you navigate life’s opportunities and challenges. what else should we write about? contact us: smarterliving@nytimes. com. when you woke up this m...  \n",
       "17    mumbai, india  —   it was a bold and risky gamble by prime minister narendra modi of india that quickly seemed to backfire. the announcement of a ban on the largest currency bills circulating in i...  \n",
       "392   donald j. trump won’t be sworn in until friday but big business has already thrown him a veritable inaugural ball. a series of   companies, among them ford, lockheed martin, amazon and sprint, hav...  \n",
       "503   washington  —   senate republicans will move this week to speed the confirmation of president trump’s cabinet, an effort that has been stymied by the combination of lax preparation by mr. trump’s ...  \n",
       "681   manila  —   when lizel torreras, 35, became pregnant with her third child, she mixed a tincture of bitter herbs and mahogany bark, a home remedy said to induce abortion. her husband, who worked as...  \n",
       "733   paris  —   france chose an idealistic, traditional   candidate in sunday’s primary to represent the socialist and   parties in the presidential election this spring. the candidate, benoît hamon, 4...  \n",
       "906   nicosia, cyprus  —   as the united nations geared up for negotiations that it declared the “best and last chance” to unite cyprus after more than four decades of acrimonious division, russia’s amb...  \n",
       "996   mother jones was named magazine of the year on tuesday for finding “new ways to engage audiences and continue its practice of fearless journalism,” the sponsors of the national magazine awards ann...  \n",
       "1622  washington  —   influential groups representing hospitals and nurses came out on wednesday against a republican bill to repeal and replace the affordable care act, joining doctors and the retirees...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 200)\n",
    "(corpus_topic_df[corpus_topic_df['Document']\n",
    "                 .isin([681, 9, 392, 1622, 17,\n",
    "                        906, 996, 503, 13, 733])])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RELEVANT DOCUMENTS PER TOPIC BASED ON CONTRIBUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "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>Document</th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Contribution %</th>\n",
       "      <th>Topic Desc</th>\n",
       "      <th>Title</th>\n",
       "      <th>Paper</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>43831</td>\n",
       "      <td>1</td>\n",
       "      <td>81.62</td>\n",
       "      <td>people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history</td>\n",
       "      <td>We visited convenience store rivals Wawa and Sheetz to see who does it best — and the winner is clear</td>\n",
       "      <td>’the capulets versus the montagues. ’ ’harvard versus yale.’ ’britney versus christina.’ ”among history’s fabled rivalries, perhaps none is more fiercely contested than wawa versus sheetz.”</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>85.00</td>\n",
       "      <td>isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama</td>\n",
       "      <td>Airstrikes by Russia Buttress Turkey in Battle vs. ISIS - The New York Times</td>\n",
       "      <td>washington  —   russian warplanes have carried out airstrikes to support turkey’s offensive in northern syria against the islamic state, an important evolution in a budding   partnership. the deep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49376</td>\n",
       "      <td>3</td>\n",
       "      <td>43.01</td>\n",
       "      <td>book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american</td>\n",
       "      <td>Justin Trudeau walks back his comments on Fidel Castro after getting slammed for praising the dictator</td>\n",
       "      <td>’  ’ ’   canadian prime minister justin trudeau clarified his comments on   the death of cuban president fidel castro after being harshly   criticized for them. ’ ’   trudeau said at a news confer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35294</td>\n",
       "      <td>4</td>\n",
       "      <td>95.46</td>\n",
       "      <td>official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement</td>\n",
       "      <td>Blumenthal: If Sessions had 3rd, undisclosed Russian meeting, ’could be perjury’</td>\n",
       "      <td>washington (cnn) sen. richard blumenthal said thursday that if attorney general jeff sessions did have a third, undisclosed meeting with russia’s ambassador to the united states, it ”could be perj...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>46714</td>\n",
       "      <td>5</td>\n",
       "      <td>84.78</td>\n",
       "      <td>company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology</td>\n",
       "      <td>Yahoo CEO Marissa Mayer got a $6 million pay cut last year, but still got $36 million</td>\n",
       "      <td>’’ ”yahoo ceo marissa mayer’s total compensation was worth $36 million last year, down $6 million, or 15% from the year before, according .” ”most of the cuts came from her option awards, which we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>43799</td>\n",
       "      <td>6</td>\n",
       "      <td>74.98</td>\n",
       "      <td>trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day</td>\n",
       "      <td>Bernie Sanders taunts Trump with photos of inauguration crowd after Trump says a rally of his voters would be the ’biggest’</td>\n",
       "      <td>’   sen. bernie sanders responded to president donald trump’’s claim   that a rally with his voters would be the ”biggest ever” with   photos of his inauguration crowd. ’ ’   trump  suggesting tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>18868</td>\n",
       "      <td>7</td>\n",
       "      <td>63.56</td>\n",
       "      <td>facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site</td>\n",
       "      <td>WATCH: Why Congress Must Censure Obama for His Hiroshima Speech - Breitbart</td>\n",
       "      <td>the latest video from breitbart news regarding obama’s apology tour in japan.[  for more on this topic, read this article by joel pollak. for more videos from breitbart news, visit our facebook po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>944</td>\n",
       "      <td>8</td>\n",
       "      <td>60.45</td>\n",
       "      <td>attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack</td>\n",
       "      <td>Our Articles on the Attacks Trump Says the Media Didn’t Cover - The New York Times</td>\n",
       "      <td>the white house has issued a list of 78 terrorist attacks, saying most were underreported. the trump administration, under fire for immigration restrictions and other policies it says are designed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>44647</td>\n",
       "      <td>9</td>\n",
       "      <td>76.85</td>\n",
       "      <td>car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road</td>\n",
       "      <td>NASA released its first incredible video of our closest look at Saturn yet</td>\n",
       "      <td>’on april 26, the cassini spacecraft flew closer to saturn than ever before  —   between the gap that separates the planet from its rings.’ ”since then, cassini has been transmitting dozens of ima...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13366</td>\n",
       "      <td>10</td>\n",
       "      <td>86.68</td>\n",
       "      <td>game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back</td>\n",
       "      <td>Watch: Tebow Gets Plunked in Spring Training Debut with Mets - Breitbart</td>\n",
       "      <td>tebow gets beaned. pic. twitter.  tim tebow wearing it in his spring training debut. he struck out looking his first at bat pic. twitter.  wednesday, former nfl quarterback tim tebow made his spri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>23950</td>\n",
       "      <td>11</td>\n",
       "      <td>69.88</td>\n",
       "      <td>country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy</td>\n",
       "      <td>Ann Coulter: President Trump’s First 100 Days</td>\n",
       "      <td>well, that was the easy part. all trump had to do was vanquish people too stupid to pick up the   bill lying on the sidewalk  —   smug, smirking,    establishment drones. [now comes the part ameri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42089</td>\n",
       "      <td>12</td>\n",
       "      <td>80.96</td>\n",
       "      <td>study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data</td>\n",
       "      <td>Hepatitis C infections soar in Appalachia</td>\n",
       "      <td>(cnn) an increase in the abuse of injectable drugs has caused hepatitis c infection rates to more than triple in four appalachian states, according to a report by the centers for disease control ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>42361</td>\n",
       "      <td>13</td>\n",
       "      <td>81.53</td>\n",
       "      <td>china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship</td>\n",
       "      <td>China: South China Sea island building ’almost complete’</td>\n",
       "      <td>hong kong (cnn) china’s foreign ministry says it will soon complete controversial land reclamation on some islands and reefs in disputed waters in the south china sea.  however, the ministry also ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>44892</td>\n",
       "      <td>14</td>\n",
       "      <td>90.46</td>\n",
       "      <td>would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program</td>\n",
       "      <td>CBO report says the GOP healthcare bill could throw many insurance markets into chaos</td>\n",
       "      <td>’  ’ ’   the congressional budget office on wednesday  and one new detail showed the newest version   of the bill could lead to a disaster that republicans feared   under obamacare. ’ ’   in every...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>46978</td>\n",
       "      <td>15</td>\n",
       "      <td>74.63</td>\n",
       "      <td>say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look</td>\n",
       "      <td>5 good reasons to start a business before 40</td>\n",
       "      <td>’almost all of us think about starting a business at some point. the thought enters our minds when we come up with an ingenious way to stop an ice cream cone from dripping.’ ’or we get a job and r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>10039</td>\n",
       "      <td>16</td>\n",
       "      <td>48.18</td>\n",
       "      <td>student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board</td>\n",
       "      <td>Thousands Expected to Rally for Expanded School Choice in Texas</td>\n",
       "      <td>an estimated 4, 000 texans are expected to rally in austin today to show their support for expanded school choice during national school choice week. they will bring their message to the south ste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18865</td>\n",
       "      <td>17</td>\n",
       "      <td>75.14</td>\n",
       "      <td>march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august</td>\n",
       "      <td>EXCLUSIVA: Mandos de Carteles Mexicanos se Reunieron en la Frontera con Texas, Planean Nuevas Rutas</td>\n",
       "      <td>matamoros, tamaulipas  —   los líderes de dos de los carteles mas poderosos de mexico se reunieron en esta ciudad fronteriza con el fin de reforzar alianzas, trazar nuevas rutas y territorios para...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>12350</td>\n",
       "      <td>18</td>\n",
       "      <td>64.75</td>\n",
       "      <td>woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer</td>\n",
       "      <td>Carlos Santana Rips Beyoncé: She’s ’Not a Singer’</td>\n",
       "      <td>legendary guitarist carlos santana weighed in on adele’s sweep of the grammy awards earlier this week, telling the associated press in australia on tuesday that beyoncé should not have won the nig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2350</td>\n",
       "      <td>19</td>\n",
       "      <td>56.76</td>\n",
       "      <td>family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother</td>\n",
       "      <td>‘I Buried My Own Children’: A Syrian Father’s Grief - The New York Times</td>\n",
       "      <td>aya and ahmad,    twins, were among the 86 people killed in tuesday’s gas attack in khan sheikhoun, syria. their father, abdul hameed   asked a photographer to take pictures as he held their bodie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>12051</td>\n",
       "      <td>20</td>\n",
       "      <td>71.22</td>\n",
       "      <td>police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested</td>\n",
       "      <td>Feds Arrest Dozens of Texas Mexican Mafia Members</td>\n",
       "      <td>a federal grand jury returned an indictment against 37 suspected texas mexican mafia (tmm) members  —   including “tmm general” raul ramos  —   charging them with conspiracy, narcotics, and   crim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>24523</td>\n",
       "      <td>21</td>\n",
       "      <td>62.09</td>\n",
       "      <td>europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit</td>\n",
       "      <td>Exit Polls Predict Devastating Loss for Italian PM Renzi</td>\n",
       "      <td>italian prime minister matteo renzi will resign following his loss in italy’s constitutional referendum. [the euro has fallen to its lowest price since march 2015.  as polls closed for the italian...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>42721</td>\n",
       "      <td>22</td>\n",
       "      <td>66.27</td>\n",
       "      <td>year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also</td>\n",
       "      <td>At home with Frida Kahlo</td>\n",
       "      <td>frida kahlo is the subject of a new book containing   seen pictures of the late painter’s private life.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>167</td>\n",
       "      <td>23</td>\n",
       "      <td>92.70</td>\n",
       "      <td>film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix</td>\n",
       "      <td>Golden Globe Award Winners 2017: The Complete List - The New York Times</td>\n",
       "      <td>here are the movies and tv shows that received the top awards. best picture, drama: “moonlight” best picture, comedy or musical: “la la land” actress, drama: isabelle huppert, “elle” actor, drama:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>29972</td>\n",
       "      <td>24</td>\n",
       "      <td>91.98</td>\n",
       "      <td>republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio</td>\n",
       "      <td>Ted Cruz Dominates Wyoming Caucus - Breitbart</td>\n",
       "      <td>on saturday, wyoming republicans voted in county caucuses to elect delegates to the republican convention. texas sen. ted cruz dominated the vote, winning 66 percent support. [florida sen. marco r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>47577</td>\n",
       "      <td>25</td>\n",
       "      <td>70.33</td>\n",
       "      <td>city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident</td>\n",
       "      <td>1,000 protesters marched through Manhattan to protest recent police shootings — here’s what it looked like</td>\n",
       "      <td>’about  took to the streets of new york city on thursday to protest two fatal shootings of black men at the hands of police earlier this week.’ ”the protesters crowded manhattan’s union square and...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Document  Dominant Topic  Contribution %  \\\n",
       "Dominant Topic                                             \n",
       "1                  43831               1           81.62   \n",
       "2                    154               2           85.00   \n",
       "3                  49376               3           43.01   \n",
       "4                  35294               4           95.46   \n",
       "5                  46714               5           84.78   \n",
       "6                  43799               6           74.98   \n",
       "7                  18868               7           63.56   \n",
       "8                    944               8           60.45   \n",
       "9                  44647               9           76.85   \n",
       "10                 13366              10           86.68   \n",
       "11                 23950              11           69.88   \n",
       "12                 42089              12           80.96   \n",
       "13                 42361              13           81.53   \n",
       "14                 44892              14           90.46   \n",
       "15                 46978              15           74.63   \n",
       "16                 10039              16           48.18   \n",
       "17                 18865              17           75.14   \n",
       "18                 12350              18           64.75   \n",
       "19                  2350              19           56.76   \n",
       "20                 12051              20           71.22   \n",
       "21                 24523              21           62.09   \n",
       "22                 42721              22           66.27   \n",
       "23                   167              23           92.70   \n",
       "24                 29972              24           91.98   \n",
       "25                 47577              25           70.33   \n",
       "\n",
       "                                                                                                                                                                                                             Topic Desc  \\\n",
       "Dominant Topic                                                                                                                                                                                                            \n",
       "1                                                                         people, even, american, many, right, would, world, political, america, like, way, country, also, issue, power, time, new, make, fact, history   \n",
       "2                                                         isi, military, syria, russia, government, iran, country, force, war, russian, group, united_state, turkey, iraq, also, putin, syrian, official, leader, obama   \n",
       "3                                                    book, cuban, abortion, cuba, king, life, castro, india, lewis, lee, indian, canada, death, canadian, woman, planned_parenthood, jackson, hurricane, baby, american   \n",
       "4               official, investigation, email, would, russia, president, fbi, russian, report, information, white_house, former, government, told_cnn, committee, intelligence, administration, comey, also, statement   \n",
       "5                                                    company, business, million, apple, tesla, new, year, market, also, product, google, sale, investor, billion, money, customer, according, employee, car, technology   \n",
       "6                                      trump, clinton, president, donald_trump, campaign, obama, hillary_clinton, white_house, election, former, mr, speech, also, candidate, say, first, would, american, country, day   \n",
       "7                                                                    facebook, news, twitter, video, medium, story, show, cnn, time, social_medium, post, tweet, user, online, also, report, website, network, ad, site   \n",
       "8                                      attack, muslim, people, killed, isi, terrorist, airline, security, airport, terrorism, two, bomb, attacker, bombing, according, pakistan, group, paris, threat, terrorist_attack   \n",
       "9                                                                               car, water, could, space, area, plane, fire, flight, cnn, storm, vehicle, home, foot, air, hour, first, system, passenger, driver, road   \n",
       "10                                                                                  game, team, first, player, sport, win, season, two, year, final, second, play, time, world, three, fan, point, football, ball, back   \n",
       "11                              country, immigration, mexico, refugee, immigrant, border, united_state, migrant, mexican, order, executive_order, security, wall, agent, government, ban, citizen, people, visa, policy   \n",
       "12                                                                      study, drug, health, patient, also, case, research, may, found, doctor, food, researcher, year, people, according, medical, use, risk, dr, data   \n",
       "13                                   china, north_korea, chinese, country, official, japan, sea, international, nuclear, military, would, missile, island, united_state, two, aircraft, un, philippine, according, ship   \n",
       "14                                                               would, year, american, plan, job, economy, policy, percent, cost, government, tax, new, million, people, could, also, worker, trade, economic, program   \n",
       "15                                                                                             say, people, like, get, think, going, know, would, thing, want, time, way, go, really, see, lot, make, back, could, look   \n",
       "16                                           student, school, university, college, state, education, campus, teacher, kasich, program, class, community, high_school, public, parent, child, kid, law, professor, board   \n",
       "17                                                      march, day, california, july, june, april, cnn, may, time, september, january, uk, according, february, brown, november, los_angeles, october, december, august   \n",
       "18                                                                                  woman, black, white, men, female, music, song, sex, also, gay, girl, young, year, show, man, love, color, race, transgender, singer   \n",
       "19                                                                              family, child, life, father, mother, home, son, told, parent, day, church, friend, death, daughter, girl, died, two, wife, boy, brother   \n",
       "20                                                         police, officer, case, court, gun, two, according, prison, authority, man, charge, judge, shooting, state, crime, victim, suspect, prosecutor, law, arrested   \n",
       "21                                             europe, party, britain, european, country, france, british, germany, french, london, german, government, prime_minister, leader, may, vote, election, mr, remain, brexit   \n",
       "22                                                                                   year, new_york, work, time, first, mr, city, new, home, building, two, world, project, name, life, art, known, became, hotel, also   \n",
       "23                                                          film, show, movie, star, actor, character, eu, hollywood, series, best, season, tv, award, episode, role, producer, director, television, audience, netflix   \n",
       "24                                                  republican, state, vote, democrat, party, voter, election, would, candidate, cruz, support, poll, senate, bill, gop, conservative, house, sander, democratic, rubio   \n",
       "25                                       city, police, people, protest, street, protester, israel, official, area, local, mayor, group, officer, resident, saturday, police_officer, violence, outside, state, incident   \n",
       "\n",
       "                                                                                                                                      Title  \\\n",
       "Dominant Topic                                                                                                                                \n",
       "1                                     We visited convenience store rivals Wawa and Sheetz to see who does it best — and the winner is clear   \n",
       "2                                                              Airstrikes by Russia Buttress Turkey in Battle vs. ISIS - The New York Times   \n",
       "3                                    Justin Trudeau walks back his comments on Fidel Castro after getting slammed for praising the dictator   \n",
       "4                                                          Blumenthal: If Sessions had 3rd, undisclosed Russian meeting, ’could be perjury’   \n",
       "5                                                     Yahoo CEO Marissa Mayer got a $6 million pay cut last year, but still got $36 million   \n",
       "6               Bernie Sanders taunts Trump with photos of inauguration crowd after Trump says a rally of his voters would be the ’biggest’   \n",
       "7                                                               WATCH: Why Congress Must Censure Obama for His Hiroshima Speech - Breitbart   \n",
       "8                                                        Our Articles on the Attacks Trump Says the Media Didn’t Cover - The New York Times   \n",
       "9                                                                NASA released its first incredible video of our closest look at Saturn yet   \n",
       "10                                                                 Watch: Tebow Gets Plunked in Spring Training Debut with Mets - Breitbart   \n",
       "11                                                                                            Ann Coulter: President Trump’s First 100 Days   \n",
       "12                                                                                                Hepatitis C infections soar in Appalachia   \n",
       "13                                                                                 China: South China Sea island building ’almost complete’   \n",
       "14                                                    CBO report says the GOP healthcare bill could throw many insurance markets into chaos   \n",
       "15                                                                                             5 good reasons to start a business before 40   \n",
       "16                                                                          Thousands Expected to Rally for Expanded School Choice in Texas   \n",
       "17                                      EXCLUSIVA: Mandos de Carteles Mexicanos se Reunieron en la Frontera con Texas, Planean Nuevas Rutas   \n",
       "18                                                                                        Carlos Santana Rips Beyoncé: She’s ’Not a Singer’   \n",
       "19                                                                 ‘I Buried My Own Children’: A Syrian Father’s Grief - The New York Times   \n",
       "20                                                                                        Feds Arrest Dozens of Texas Mexican Mafia Members   \n",
       "21                                                                                 Exit Polls Predict Devastating Loss for Italian PM Renzi   \n",
       "22                                                                                                                 At home with Frida Kahlo   \n",
       "23                                                                  Golden Globe Award Winners 2017: The Complete List - The New York Times   \n",
       "24                                                                                            Ted Cruz Dominates Wyoming Caucus - Breitbart   \n",
       "25                               1,000 protesters marched through Manhattan to protest recent police shootings — here’s what it looked like   \n",
       "\n",
       "                                                                                                                                                                                                                  Paper  \n",
       "Dominant Topic                                                                                                                                                                                                           \n",
       "1                         ’the capulets versus the montagues. ’ ’harvard versus yale.’ ’britney versus christina.’ ”among history’s fabled rivalries, perhaps none is more fiercely contested than wawa versus sheetz.”  \n",
       "2               washington  —   russian warplanes have carried out airstrikes to support turkey’s offensive in northern syria against the islamic state, an important evolution in a budding   partnership. the deep...  \n",
       "3               ’  ’ ’   canadian prime minister justin trudeau clarified his comments on   the death of cuban president fidel castro after being harshly   criticized for them. ’ ’   trudeau said at a news confer...  \n",
       "4               washington (cnn) sen. richard blumenthal said thursday that if attorney general jeff sessions did have a third, undisclosed meeting with russia’s ambassador to the united states, it ”could be perj...  \n",
       "5               ’’ ”yahoo ceo marissa mayer’s total compensation was worth $36 million last year, down $6 million, or 15% from the year before, according .” ”most of the cuts came from her option awards, which we...  \n",
       "6               ’   sen. bernie sanders responded to president donald trump’’s claim   that a rally with his voters would be the ”biggest ever” with   photos of his inauguration crowd. ’ ’   trump  suggesting tha...  \n",
       "7               the latest video from breitbart news regarding obama’s apology tour in japan.[  for more on this topic, read this article by joel pollak. for more videos from breitbart news, visit our facebook po...  \n",
       "8               the white house has issued a list of 78 terrorist attacks, saying most were underreported. the trump administration, under fire for immigration restrictions and other policies it says are designed...  \n",
       "9               ’on april 26, the cassini spacecraft flew closer to saturn than ever before  —   between the gap that separates the planet from its rings.’ ”since then, cassini has been transmitting dozens of ima...  \n",
       "10              tebow gets beaned. pic. twitter.  tim tebow wearing it in his spring training debut. he struck out looking his first at bat pic. twitter.  wednesday, former nfl quarterback tim tebow made his spri...  \n",
       "11              well, that was the easy part. all trump had to do was vanquish people too stupid to pick up the   bill lying on the sidewalk  —   smug, smirking,    establishment drones. [now comes the part ameri...  \n",
       "12               (cnn) an increase in the abuse of injectable drugs has caused hepatitis c infection rates to more than triple in four appalachian states, according to a report by the centers for disease control ...  \n",
       "13              hong kong (cnn) china’s foreign ministry says it will soon complete controversial land reclamation on some islands and reefs in disputed waters in the south china sea.  however, the ministry also ...  \n",
       "14              ’  ’ ’   the congressional budget office on wednesday  and one new detail showed the newest version   of the bill could lead to a disaster that republicans feared   under obamacare. ’ ’   in every...  \n",
       "15              ’almost all of us think about starting a business at some point. the thought enters our minds when we come up with an ingenious way to stop an ice cream cone from dripping.’ ’or we get a job and r...  \n",
       "16              an estimated 4, 000 texans are expected to rally in austin today to show their support for expanded school choice during national school choice week. they will bring their message to the south ste...  \n",
       "17              matamoros, tamaulipas  —   los líderes de dos de los carteles mas poderosos de mexico se reunieron en esta ciudad fronteriza con el fin de reforzar alianzas, trazar nuevas rutas y territorios para...  \n",
       "18              legendary guitarist carlos santana weighed in on adele’s sweep of the grammy awards earlier this week, telling the associated press in australia on tuesday that beyoncé should not have won the nig...  \n",
       "19              aya and ahmad,    twins, were among the 86 people killed in tuesday’s gas attack in khan sheikhoun, syria. their father, abdul hameed   asked a photographer to take pictures as he held their bodie...  \n",
       "20              a federal grand jury returned an indictment against 37 suspected texas mexican mafia (tmm) members  —   including “tmm general” raul ramos  —   charging them with conspiracy, narcotics, and   crim...  \n",
       "21              italian prime minister matteo renzi will resign following his loss in italy’s constitutional referendum. [the euro has fallen to its lowest price since march 2015.  as polls closed for the italian...  \n",
       "22                                                                                                              frida kahlo is the subject of a new book containing   seen pictures of the late painter’s private life.  \n",
       "23              here are the movies and tv shows that received the top awards. best picture, drama: “moonlight” best picture, comedy or musical: “la la land” actress, drama: isabelle huppert, “elle” actor, drama:...  \n",
       "24              on saturday, wyoming republicans voted in county caucuses to elect delegates to the republican convention. texas sen. ted cruz dominated the vote, winning 66 percent support. [florida sen. marco r...  \n",
       "25              ’about  took to the streets of new york city on thursday to protest two fatal shootings of black men at the hands of police earlier this week.’ ”the protesters crowded manhattan’s union square and...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus_topic_df.groupby('Dominant Topic').apply(lambda topic_set:\n",
    "                                            (topic_set.sort_values(by=['Contribution %'],\n",
    "                                                   ascending=False).iloc[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VISUALIZING MODEL TOPICS WITH pyLDAvis\n",
    "\n",
    "pyLDAvis is designed to help users interpret the topics in a topic model that has been fit to a corpus of text data. The package extracts information from a fitted LDA topic model to inform an interactive web-based visualization.\n",
    "\n",
    "- Saliency: a measure of how much the term tells you about the topic.\n",
    "- Relevance: a weighted average of the probability of the word given the topic and the word given the topic normalized by the probability of the topic.\n",
    "\n",
    "The size of the bubble measures the importance of the topics, relative to the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "lines_to_next_cell": 0
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex.nim@ibm.com/opt/anaconda3/lib/python3.7/site-packages/pyLDAvis/_prepare.py:257: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  return pd.concat([default_term_info] + list(topic_dfs))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el148881404265488133926725600348\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el148881404265488133926725600348_data = {\"mdsDat\": {\"x\": [-0.11215431683105721, -0.1539414525373114, 0.22796407692958123, -0.13406313404531714, -0.07872240697387622, -0.04260267295690695, 0.07223748843007806, 0.048671967975660875, -0.008381324881112595, 0.08321326021083625, -0.13444543599262396, -0.08591547947430794, -0.13942450179660323, -0.1837517448443262, -0.01609540252274483, 0.008490531626381083, 0.16124656673887486, 0.21473217952401055, 0.1437424380197325, 0.003869047685273994, -0.10920403202548049, 0.15114320733410358, 0.1859122086529907, -0.12151515417686085, 0.018994085931006134], \"y\": [-0.15611227929183158, 0.09244650929893063, -0.015274141404499803, 0.04304813165193111, -0.07745916449718213, -0.06754623317177705, 0.07953653936175065, 0.2655261947416669, -0.02020286240063002, -0.12675816553947644, 0.09876880345474236, -0.036043960930960336, 0.1029237353039197, -0.11807805255202153, -0.19908052513898258, 0.06525269028570424, 0.10672767049237425, -0.07463956404805092, -0.022453584858909848, 0.14160796477911616, -0.007357760691010344, -0.10744595155748107, -0.048557069159088875, -0.08687207283032801, 0.16804314870209494], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [14.509635925292969, 3.8032658100128174, 0.9980630874633789, 5.999969482421875, 3.4671432971954346, 7.248003005981445, 2.6061482429504395, 1.3292924165725708, 2.831059217453003, 2.6130638122558594, 1.6426600217819214, 3.0538103580474854, 2.0479989051818848, 5.8450727462768555, 12.25855827331543, 1.1068774461746216, 2.3163294792175293, 2.477369546890259, 3.5646426677703857, 3.9808523654937744, 1.6423566341400146, 4.21218204498291, 0.9639720320701599, 6.519533634185791, 2.9621424674987793]}, \"tinfo\": {\"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\"], \"Freq\": [139708.0, 79954.0, 38105.0, 28844.0, 20310.0, 33616.0, 26423.0, 38284.0, 21788.0, 41420.0, 28376.0, 48810.0, 22480.0, 23841.0, 23777.0, 11923.0, 12510.0, 31483.0, 20234.0, 18127.0, 17358.0, 27075.0, 33842.0, 25736.0, 54885.0, 29946.0, 10295.0, 12741.0, 21547.0, 48898.0, 2026.4888916015625, 1290.5185546875, 1277.7762451171875, 1086.1239013671875, 933.1590576171875, 890.1045532226562, 888.1029663085938, 869.3303833007812, 825.65283203125, 763.6881103515625, 691.3071899414062, 660.5602416992188, 659.7789916992188, 605.094482421875, 497.0476379394531, 495.8858947753906, 493.90325927734375, 480.0404968261719, 471.9461669921875, 455.8981628417969, 447.456298828125, 444.7313232421875, 434.1344299316406, 417.8885803222656, 398.9217224121094, 392.8708801269531, 384.3898010253906, 372.5596618652344, 354.94268798828125, 340.68231201171875, 1051.4344482421875, 2294.186767578125, 835.1503295898438, 755.7417602539062, 2083.100830078125, 5438.51513671875, 1298.96728515625, 5849.88525390625, 7533.1708984375, 3799.054931640625, 3529.404052734375, 2748.23583984375, 3964.526611328125, 3646.3095703125, 2311.247314453125, 9216.6611328125, 4106.9033203125, 2544.7958984375, 6112.30517578125, 9240.77734375, 5332.46337890625, 11015.8974609375, 13560.0380859375, 2335.181396484375, 6690.25830078125, 10123.96875, 13331.2265625, 4539.3212890625, 4031.732666015625, 3240.1923828125, 12672.2646484375, 7616.62158203125, 4555.0322265625, 4915.81494140625, 8926.4521484375, 15263.3798828125, 4462.10009765625, 4583.21533203125, 4714.9638671875, 9155.8759765625, 5575.62890625, 10716.8974609375, 7945.12158203125, 6875.55859375, 7320.19677734375, 7743.27294921875, 5735.7529296875, 7527.61083984375, 4864.7568359375, 4798.7841796875, 5240.69580078125, 4754.78076171875, 6649.99560546875, 5464.865234375, 3145.016357421875, 2080.036865234375, 2072.554443359375, 1972.94873046875, 1828.859619140625, 1804.4097900390625, 1661.41748046875, 1589.8359375, 1261.8294677734375, 1157.666259765625, 1147.07177734375, 976.6852416992188, 761.0271606445312, 724.9373168945312, 648.6679077148438, 621.1275634765625, 617.4937133789062, 568.5369262695312, 506.04888916015625, 501.3835754394531, 479.2565612792969, 432.2200622558594, 425.07073974609375, 421.0018005371094, 409.99298095703125, 404.05010986328125, 403.27203369140625, 395.3760070800781, 1941.1607666015625, 2257.25146484375, 879.4386596679688, 3459.81591796875, 2255.5830078125, 3516.812744140625, 1380.7301025390625, 2126.89599609375, 8452.2724609375, 2515.511474609375, 9100.9248046875, 1181.9915771484375, 1733.7459716796875, 1624.2838134765625, 3241.45263671875, 4957.15966796875, 6297.5810546875, 5162.43701171875, 1590.4881591796875, 3994.34716796875, 1942.2774658203125, 5909.96630859375, 1898.8778076171875, 5404.68701171875, 3637.625244140625, 3760.372802734375, 2104.042724609375, 3000.281494140625, 3144.259521484375, 3343.52197265625, 2546.83251953125, 2251.26611328125, 2364.476318359375, 2117.513427734375, 2362.0654296875, 2113.053466796875, 2893.54541015625, 1523.457275390625, 567.6895751953125, 560.9421997070312, 411.031005859375, 399.1196594238281, 346.46533203125, 313.71136474609375, 311.8924255371094, 285.8177185058594, 274.8742980957031, 272.1789245605469, 261.8440246582031, 256.4949951171875, 253.58531188964844, 253.2390594482422, 238.87643432617188, 230.3095245361328, 225.97061157226562, 224.33383178710938, 221.96084594726562, 215.1107635498047, 198.20372009277344, 194.99801635742188, 193.97372436523438, 190.27293395996094, 189.604248046875, 188.69842529296875, 188.5126495361328, 187.28184509277344, 2236.5732421875, 909.78662109375, 464.5184326171875, 364.5252685546875, 1256.5604248046875, 2389.18115234375, 986.8969116210938, 1336.85986328125, 660.8756713867188, 761.1884765625, 1005.4293823242188, 1457.1236572265625, 2151.501953125, 1326.0587158203125, 1245.9505615234375, 952.731201171875, 2912.275390625, 697.0274658203125, 724.7052612304688, 344.71807861328125, 706.6832275390625, 430.4590148925781, 879.66943359375, 458.7970886230469, 1611.517578125, 1114.3712158203125, 996.5591430664062, 717.8984375, 565.3174438476562, 574.7572021484375, 814.92919921875, 682.7958984375, 663.0975952148438, 626.9180297851562, 6523.5703125, 4970.67822265625, 2982.254638671875, 1809.3721923828125, 1698.081298828125, 1378.8004150390625, 1267.317626953125, 1253.4775390625, 1017.9432983398438, 874.7610473632812, 692.2083129882812, 667.81494140625, 611.177734375, 588.9315185546875, 577.4061279296875, 540.0946655273438, 495.785400390625, 483.9311828613281, 483.4498291015625, 460.07086181640625, 443.5274963378906, 435.89654541015625, 417.753173828125, 409.5264587402344, 403.12847900390625, 398.7702331542969, 393.808837890625, 390.8681640625, 380.4576416015625, 333.8202819824219, 1400.498291015625, 1180.6510009765625, 1534.4473876953125, 1201.6561279296875, 722.8157958984375, 981.9238891601562, 5103.30224609375, 1318.33837890625, 7029.0791015625, 8365.98828125, 2871.069580078125, 1135.179443359375, 2345.196533203125, 3532.99658203125, 1792.8717041015625, 5196.50830078125, 3568.33447265625, 6175.5859375, 5852.24169921875, 3290.35302734375, 1245.8018798828125, 6689.71533203125, 11277.724609375, 5325.80908203125, 5070.380859375, 5841.056640625, 3745.379150390625, 3908.772216796875, 5995.06103515625, 3426.68896484375, 5483.83447265625, 5406.11572265625, 2950.568115234375, 6673.7470703125, 3856.75146484375, 6717.4755859375, 4037.62158203125, 4703.44091796875, 3823.860107421875, 3840.62646484375, 3309.50537109375, 5302.1064453125, 4591.39453125, 2490.51953125, 1741.3963623046875, 1730.4779052734375, 1472.841064453125, 1129.12548828125, 1082.4815673828125, 1031.6629638671875, 824.507080078125, 654.1234741210938, 580.1366577148438, 537.1775512695312, 439.2999267578125, 414.35296630859375, 394.8477783203125, 381.6675109863281, 380.8819580078125, 344.39715576171875, 315.9174499511719, 314.97650146484375, 294.4278259277344, 291.4283142089844, 286.09466552734375, 283.5857238769531, 275.7631530761719, 271.2701416015625, 257.4938049316406, 241.148193359375, 236.23341369628906, 1206.6776123046875, 20628.244140625, 3538.51953125, 769.6102294921875, 2608.84716796875, 3401.4697265625, 2026.483642578125, 3095.83642578125, 3668.675048828125, 942.916259765625, 1389.4720458984375, 752.1764526367188, 3713.03955078125, 666.3124389648438, 2695.08154296875, 1366.1258544921875, 2782.49267578125, 2283.5, 6308.251953125, 4239.74951171875, 2508.88720703125, 3186.3837890625, 3037.671630859375, 1814.6910400390625, 2533.199951171875, 5583.529296875, 3167.9599609375, 1628.6181640625, 1761.025146484375, 2311.264892578125, 2822.64111328125, 4534.3662109375, 4298.65673828125, 3720.849853515625, 3068.968505859375, 2052.415283203125, 2166.81396484375, 1378.6585693359375, 1264.739013671875, 1153.0545654296875, 782.2022094726562, 727.357666015625, 644.835693359375, 639.5302734375, 601.0701904296875, 578.4122314453125, 565.2715454101562, 524.0234985351562, 512.7969970703125, 495.309814453125, 439.829345703125, 344.2781066894531, 335.9588317871094, 309.77728271484375, 300.95098876953125, 289.2601623535156, 485.0533142089844, 262.5196228027344, 261.6708984375, 260.6645202636719, 255.13858032226562, 251.4197998046875, 247.64004516601562, 243.6050262451172, 242.031005859375, 239.1709442138672, 235.83120727539062, 136995.703125, 3716.266357421875, 4246.3203125, 1718.325927734375, 1703.50537109375, 610.3096313476562, 1491.072509765625, 2271.19677734375, 1303.0823974609375, 34280.390625, 1308.4290771484375, 853.5238037109375, 24266.26171875, 634.0914306640625, 11912.5517578125, 2555.53955078125, 939.5747680664062, 1549.5072021484375, 19550.50390625, 1302.656005859375, 21443.974609375, 3896.242431640625, 1322.9393310546875, 27833.541015625, 6238.39892578125, 2536.81298828125, 9287.2724609375, 4034.6435546875, 2546.408203125, 4712.537109375, 6793.736328125, 4524.2109375, 5870.3466796875, 2289.858154296875, 7060.8037109375, 4739.24365234375, 6894.91748046875, 2755.58642578125, 2509.07958984375, 3977.064208984375, 2478.8779296875, 4495.81494140625, 3995.746826171875, 5295.841796875, 5488.0478515625, 6178.68212890625, 5239.65234375, 4997.96484375, 5658.60498046875, 5059.2802734375, 4649.4599609375, 5330.7861328125, 4179.07763671875, 1759.5972900390625, 684.7924194335938, 618.6002807617188, 570.9691772460938, 417.1692199707031, 381.380859375, 373.0820007324219, 361.6966247558594, 328.797119140625, 320.9161376953125, 239.62362670898438, 204.5574493408203, 187.23768615722656, 185.9890899658203, 160.64915466308594, 154.39320373535156, 153.32313537597656, 146.5456085205078, 145.47756958007812, 145.1766815185547, 138.5162353515625, 131.15940856933594, 130.136474609375, 119.39253997802734, 113.23544311523438, 110.57566833496094, 108.03102111816406, 106.64901733398438, 105.71277618408203, 101.86738586425781, 389.9748229980469, 7369.11181640625, 987.6366577148438, 711.632080078125, 1097.3968505859375, 319.47283935546875, 777.5155029296875, 7235.4306640625, 753.8304443359375, 3970.511474609375, 2821.517578125, 3331.1640625, 608.3103637695312, 2043.99267578125, 2088.8740234375, 3189.314453125, 1372.41259765625, 3388.5888671875, 6956.49072265625, 936.5202026367188, 2234.468017578125, 6468.77197265625, 7320.734375, 3548.527587890625, 3003.550048828125, 2301.014404296875, 2919.507568359375, 2811.300048828125, 1281.6285400390625, 4996.31494140625, 2005.376220703125, 1591.685546875, 2272.701171875, 4786.00390625, 2172.515380859375, 1412.57275390625, 4155.525390625, 2715.78955078125, 3120.91015625, 1722.112060546875, 4033.78125, 2226.30078125, 3148.21044921875, 2084.043212890625, 3136.882080078125, 1476.0379638671875, 1309.6400146484375, 1184.412109375, 1138.0679931640625, 973.5555419921875, 839.1609497070312, 511.80206298828125, 463.0740051269531, 374.9551696777344, 332.8486328125, 284.2978515625, 281.52691650390625, 280.58673095703125, 272.7431945800781, 250.27392578125, 240.31643676757812, 186.57205200195312, 167.46963500976562, 147.3287811279297, 139.88560485839844, 137.53358459472656, 131.9919891357422, 131.7147216796875, 130.6567840576172, 130.12339782714844, 127.7271957397461, 127.22393035888672, 126.89474487304688, 125.21402740478516, 1714.258056640625, 7091.32568359375, 474.36749267578125, 1320.100341796875, 667.0780029296875, 14543.6884765625, 3289.30517578125, 1948.555908203125, 409.3818359375, 2715.2275390625, 2484.58349609375, 1567.2452392578125, 1114.67578125, 744.0702514648438, 1180.6583251953125, 888.4267578125, 4230.09912109375, 470.8869934082031, 1240.1622314453125, 858.9346923828125, 1393.0064697265625, 3436.677978515625, 862.0848388671875, 2743.8603515625, 1165.398681640625, 1175.3831787109375, 1065.03466796875, 4360.68603515625, 1130.9361572265625, 1392.91162109375, 1948.5960693359375, 1312.1009521484375, 1512.8365478515625, 1394.57080078125, 1288.8118896484375, 1297.082763671875, 1185.268798828125, 1169.0352783203125, 1437.2220458984375, 815.3380737304688, 586.3652954101562, 527.7761840820312, 491.8239440917969, 469.4402160644531, 464.391357421875, 391.8937072753906, 343.9219665527344, 316.44146728515625, 301.3346252441406, 271.624267578125, 263.3552551269531, 256.84771728515625, 249.70294189453125, 230.50282287597656, 214.79962158203125, 214.23109436035156, 213.26158142089844, 210.41351318359375, 202.88172912597656, 183.3107147216797, 171.0806121826172, 168.07273864746094, 161.26783752441406, 181.011474609375, 157.5018310546875, 156.1875, 153.2112579345703, 151.90878295898438, 1956.628173828125, 761.5488891601562, 1318.8150634765625, 943.5588989257812, 838.0203857421875, 922.2996215820312, 1295.36572265625, 4591.83984375, 613.4052124023438, 820.2427368164062, 1001.6490478515625, 932.0908813476562, 658.2904052734375, 946.3244018554688, 670.0631103515625, 1246.5323486328125, 1476.02490234375, 2433.24169921875, 2815.3994140625, 955.7026977539062, 4988.43115234375, 2153.57763671875, 846.49072265625, 1722.714599609375, 1585.1173095703125, 1402.19970703125, 1589.366455078125, 1063.5997314453125, 934.1339111328125, 1584.3489990234375, 1841.66259765625, 2216.91455078125, 2802.37060546875, 1511.045166015625, 1666.6173095703125, 1143.5120849609375, 1107.2113037109375, 2923.710693359375, 1625.9901123046875, 2097.19873046875, 1792.9871826171875, 1595.6614990234375, 1575.6796875, 1277.557373046875, 1521.9967041015625, 1616.892333984375, 1551.5721435546875, 1374.78515625, 1319.8116455078125, 1545.445068359375, 1498.904541015625, 1066.8873291015625, 858.7479248046875, 849.3750610351562, 818.3748779296875, 791.830810546875, 674.6517333984375, 672.3423461914062, 658.458984375, 638.0556030273438, 636.1859130859375, 610.7091674804688, 603.954345703125, 569.5802612304688, 556.1173095703125, 535.005126953125, 457.654052734375, 359.9117431640625, 353.91717529296875, 347.4881896972656, 338.6796569824219, 336.9568786621094, 325.154296875, 318.044189453125, 299.73040771484375, 281.20916748046875, 280.7904968261719, 265.7965393066406, 252.97854614257812, 3838.796875, 1685.5909423828125, 549.158935546875, 940.6473999023438, 3965.28564453125, 8356.7919921875, 761.3756103515625, 586.9990844726562, 1684.5057373046875, 863.4382934570312, 1278.847900390625, 797.7481689453125, 7190.86474609375, 3087.072265625, 1566.8243408203125, 1243.5689697265625, 1130.693359375, 708.489013671875, 2600.58056640625, 1294.7706298828125, 3428.224853515625, 2484.355224609375, 1300.425537109375, 1075.1834716796875, 1797.289794921875, 1022.5416259765625, 2489.025390625, 4462.85595703125, 1415.1343994140625, 3016.5615234375, 2244.244384765625, 2985.306884765625, 2304.31787109375, 1677.623779296875, 1780.7088623046875, 2385.522216796875, 1546.7197265625, 1521.681396484375, 1683.6107177734375, 1597.8170166015625, 1464.2197265625, 1412.340087890625, 3854.28076171875, 3781.28564453125, 1849.00634765625, 1341.6087646484375, 1153.890625, 1123.07958984375, 1030.5892333984375, 911.1846313476562, 795.2266845703125, 740.9827270507812, 723.2130126953125, 506.8044738769531, 471.8308410644531, 448.6488952636719, 440.9267578125, 396.11505126953125, 310.1321716308594, 306.37127685546875, 301.14801025390625, 292.970947265625, 276.5602722167969, 275.9852600097656, 270.63629150390625, 254.93258666992188, 253.16506958007812, 220.5469207763672, 219.67103576660156, 193.27464294433594, 182.1749267578125, 176.33956909179688, 5060.80615234375, 6666.486328125, 4869.92138671875, 7349.421875, 742.6427612304688, 2444.78759765625, 788.919677734375, 719.75439453125, 452.9668884277344, 4672.53271484375, 837.5153198242188, 657.33935546875, 1094.9429931640625, 815.2889404296875, 2040.6004638671875, 1908.229736328125, 1958.52880859375, 7446.79833984375, 4284.7138671875, 807.4505615234375, 2680.40185546875, 1873.3006591796875, 2170.022705078125, 1353.2510986328125, 1831.2305908203125, 1730.615478515625, 1938.1795654296875, 1630.4400634765625, 1457.52099609375, 1829.56494140625, 1865.9840087890625, 1578.1160888671875, 1519.4578857421875, 1518.41015625, 1319.6031494140625, 3310.53369140625, 2049.31298828125, 1058.142822265625, 933.2775268554688, 929.3305053710938, 866.1870727539062, 861.5249633789062, 728.1455688476562, 595.085693359375, 528.6430053710938, 433.30108642578125, 405.9331359863281, 401.265625, 378.95428466796875, 350.9247741699219, 348.5268249511719, 297.1814270019531, 290.4219970703125, 289.43145751953125, 255.2632293701172, 248.77725219726562, 246.6446533203125, 241.44834899902344, 239.875, 238.75489807128906, 232.69020080566406, 226.08697509765625, 225.62493896484375, 225.01792907714844, 219.14117431640625, 2600.384765625, 701.1767578125, 535.8090209960938, 639.5714721679688, 876.507568359375, 566.5595703125, 2042.4952392578125, 373.00494384765625, 2137.06982421875, 1472.912109375, 743.4139404296875, 2710.35107421875, 4406.3408203125, 2325.3369140625, 5331.724609375, 1823.47607421875, 4455.98046875, 3045.765380859375, 1612.598388671875, 1177.1107177734375, 2691.869140625, 1936.032958984375, 754.6765747070312, 1778.680419921875, 1885.406005859375, 2194.26806640625, 2084.10546875, 2912.708984375, 1677.259765625, 3048.7490234375, 3030.906982421875, 2275.5400390625, 1997.611572265625, 3169.33154296875, 1654.3052978515625, 2531.596435546875, 2578.97607421875, 2578.051025390625, 1721.455810546875, 1670.98779296875, 4495.59130859375, 1488.6712646484375, 1446.12890625, 1442.4971923828125, 950.2745971679688, 822.22021484375, 752.697265625, 751.3838500976562, 725.0001220703125, 665.4058837890625, 647.6411743164062, 629.6615600585938, 563.217529296875, 471.1028747558594, 431.0180969238281, 430.73895263671875, 383.3315734863281, 361.3193054199219, 341.15997314453125, 319.4846496582031, 319.1898193359375, 309.89007568359375, 295.7978515625, 289.2541198730469, 288.50897216796875, 279.1462097167969, 271.17083740234375, 268.41357421875, 267.9808044433594, 267.3788757324219, 3986.1982421875, 9240.5283203125, 1628.00732421875, 608.9120483398438, 2527.157958984375, 478.90667724609375, 1823.4432373046875, 1949.0570068359375, 1572.3797607421875, 1087.113037109375, 1091.88330078125, 1358.2940673828125, 1645.428955078125, 2135.382080078125, 1646.4263916015625, 517.8991088867188, 1049.5230712890625, 1577.4605712890625, 1815.3443603515625, 944.171142578125, 2121.576904296875, 2870.739013671875, 3314.5849609375, 1389.8892822265625, 1937.701416015625, 1233.6851806640625, 1801.6953125, 1626.0426025390625, 1856.35009765625, 1671.6617431640625, 1425.80712890625, 1439.1300048828125, 1365.3831787109375, 1336.0498046875, 2623.99951171875, 861.5463256835938, 835.74267578125, 803.759765625, 791.6295776367188, 781.035400390625, 746.0718994140625, 724.7954711914062, 666.951904296875, 624.1754150390625, 621.0284423828125, 600.3845825195312, 530.8832397460938, 479.7366943359375, 444.77935791015625, 403.0287780761719, 392.2681579589844, 384.47564697265625, 380.3022766113281, 373.81854248046875, 365.37359619140625, 348.4485168457031, 326.6646423339844, 311.7375793457031, 289.9072570800781, 284.9120788574219, 283.43475341796875, 281.3182067871094, 277.6453857421875, 275.3157958984375, 1990.6700439453125, 511.6231384277344, 4835.91748046875, 2177.16357421875, 996.2628784179688, 1379.8992919921875, 1874.325439453125, 1177.1182861328125, 2139.291259765625, 5065.453125, 3550.173828125, 4146.08837890625, 4990.9453125, 493.4658508300781, 4060.993896484375, 3879.4951171875, 3620.91650390625, 1926.3619384765625, 2274.319091796875, 1407.599609375, 5025.046875, 2766.324951171875, 6701.62744140625, 3505.69921875, 6459.52490234375, 2882.278564453125, 1233.598388671875, 2616.155029296875, 3711.44970703125, 5051.1669921875, 1996.070068359375, 2025.859375, 3258.035400390625, 7393.01806640625, 9556.0244140625, 11493.5537109375, 2637.357421875, 4569.548828125, 4864.958984375, 4830.1650390625, 4268.49853515625, 3253.33447265625, 4190.09423828125, 4288.513671875, 3496.857666015625, 2838.2568359375, 3375.370361328125, 3083.56982421875, 2920.919189453125, 2128.586669921875, 792.3736572265625, 577.8003540039062, 490.8288879394531, 430.6376037597656, 398.3010559082031, 355.97119140625, 349.8511962890625, 335.7925109863281, 309.56390380859375, 303.8698425292969, 301.6886291503906, 292.1566467285156, 275.0567321777344, 265.80859375, 249.6264190673828, 247.57919311523438, 240.08425903320312, 315.5863342285156, 222.7248992919922, 213.16993713378906, 211.79531860351562, 206.49185180664062, 205.63648986816406, 194.8321990966797, 192.42710876464844, 189.09832763671875, 184.11228942871094, 179.41738891601562, 179.27333068847656, 14728.0771484375, 3875.487060546875, 878.001220703125, 1228.7723388671875, 13845.9267578125, 1148.283203125, 1146.850830078125, 779.9678955078125, 21185.873046875, 4551.10400390625, 2747.4248046875, 29407.587890625, 547.8956909179688, 23634.01953125, 2151.569091796875, 10675.017578125, 11693.388671875, 24779.720703125, 23886.744140625, 569.6824340820312, 1500.1287841796875, 17094.3671875, 18802.474609375, 4782.203125, 36959.73828125, 32422.5859375, 11724.5849609375, 6648.76025390625, 5605.7685546875, 3237.877685546875, 6576.607421875, 3738.0087890625, 13959.2490234375, 11484.3603515625, 6860.662109375, 6329.68310546875, 17249.03515625, 3999.481689453125, 34873.59375, 12722.513671875, 11019.6708984375, 13332.197265625, 11668.322265625, 21795.87890625, 10580.0556640625, 17552.05859375, 10198.3837890625, 12105.15625, 10667.19921875, 9135.2666015625, 8986.76953125, 11922.2900390625, 2571.646484375, 2454.557373046875, 836.6288452148438, 649.0162963867188, 643.599609375, 525.6671142578125, 518.0426025390625, 510.12640380859375, 345.9129638671875, 306.60748291015625, 301.64178466796875, 296.48931884765625, 295.7740783691406, 272.83831787109375, 269.29681396484375, 260.8887939453125, 256.851318359375, 249.86134338378906, 209.0334930419922, 196.16246032714844, 190.9912872314453, 175.58065795898438, 167.05674743652344, 160.24061584472656, 145.55796813964844, 141.7266387939453, 125.48933410644531, 98.34708404541016, 82.5334701538086, 264.7205505371094, 341.0075988769531, 2468.488037109375, 10936.7236328125, 4646.4384765625, 843.1050415039062, 4029.518310546875, 8014.74853515625, 1868.321533203125, 880.973876953125, 2056.426513671875, 698.3180541992188, 528.167236328125, 400.5343322753906, 421.29852294921875, 573.8311767578125, 1076.3038330078125, 2071.17919921875, 4163.423828125, 1935.861572265625, 1072.3985595703125, 1368.3980712890625, 1162.0609130859375, 1755.662841796875, 669.4395141601562, 1335.33984375, 1137.893310546875, 995.620361328125, 1001.1748046875, 792.5316162109375, 768.9133911132812, 874.0258178710938, 768.5751953125, 716.935546875, 1722.3599853515625, 920.199951171875, 877.24267578125, 763.9048461914062, 621.759521484375, 503.86578369140625, 477.4158020019531, 453.26678466796875, 441.9994201660156, 440.4972229003906, 419.0579833984375, 410.2255554199219, 392.673583984375, 378.10174560546875, 376.6374816894531, 328.4308166503906, 321.446533203125, 298.9151916503906, 293.59747314453125, 288.9821472167969, 287.2326354980469, 282.1041564941406, 280.37713623046875, 277.6033935546875, 270.3346862792969, 266.6218566894531, 242.95155334472656, 241.1611785888672, 238.0193634033203, 236.84046936035156, 3083.535400390625, 449.06719970703125, 372.802734375, 596.8806762695312, 2778.462158203125, 988.9467163085938, 2536.5458984375, 4357.8369140625, 766.8569946289062, 1880.1558837890625, 1926.8382568359375, 799.2756958007812, 3818.21923828125, 4186.4619140625, 5268.08203125, 3849.8779296875, 891.7818603515625, 1342.827392578125, 3230.66015625, 2867.474853515625, 3180.642333984375, 1368.770751953125, 2343.924072265625, 1603.322265625, 2099.254638671875, 2161.802734375, 2560.793701171875, 5103.880859375, 3816.954833984375, 3810.231201171875, 1160.2828369140625, 2969.7021484375, 3740.3798828125, 1529.08203125, 1565.0755615234375, 1390.4632568359375, 1279.916015625, 2388.876953125, 1489.2054443359375, 1486.1417236328125, 1424.3812255859375, 1075.6962890625, 736.4163208007812, 703.391845703125, 646.0524291992188, 583.105712890625, 564.3158569335938, 437.1748962402344, 428.3744201660156, 425.28802490234375, 367.9814147949219, 361.8892822265625, 343.5330810546875, 340.3216247558594, 331.7646789550781, 282.712646484375, 276.9585876464844, 275.8509826660156, 268.8800964355469, 268.7147216796875, 255.5464324951172, 247.89434814453125, 247.27597045898438, 240.28135681152344, 239.47488403320312, 236.9896240234375, 236.2012939453125, 1158.4415283203125, 1122.1854248046875, 2074.22216796875, 10806.7158203125, 22614.998046875, 8548.1845703125, 2754.322509765625, 2423.15673828125, 2369.754638671875, 924.72216796875, 426.39874267578125, 1316.5745849609375, 1383.7420654296875, 852.7108154296875, 1408.646484375, 1152.7049560546875, 1755.08154296875, 4857.59375, 587.2623901367188, 898.5452270507812, 531.3683471679688, 1981.970458984375, 1328.7708740234375, 1141.8358154296875, 890.927978515625, 1933.2547607421875, 1773.5887451171875, 1534.91748046875, 1774.586669921875, 1827.9720458984375, 2192.666259765625, 1864.3465576171875, 1170.3607177734375, 1257.2596435546875, 4101.146484375, 1229.2252197265625, 549.4812622070312, 510.27996826171875, 477.2814636230469, 460.3200378417969, 445.3509826660156, 358.5429992675781, 330.0552673339844, 315.471435546875, 303.4444274902344, 286.1905517578125, 264.80401611328125, 233.0320281982422, 232.34243774414062, 232.007080078125, 225.77774047851562, 220.60780334472656, 219.8354034423828, 205.48851013183594, 196.4877166748047, 194.9442596435547, 182.7436065673828, 182.7007293701172, 182.63916015625, 177.11619567871094, 168.38543701171875, 162.03273010253906, 157.59654235839844, 152.53990173339844, 684.904296875, 749.0126953125, 215.73141479492188, 789.6339721679688, 540.0789184570312, 802.504638671875, 431.4654846191406, 6444.6259765625, 5499.46630859375, 6768.6337890625, 556.9110107421875, 3687.39892578125, 14321.7841796875, 18193.33984375, 2667.948974609375, 1055.7447509765625, 459.6859436035156, 593.6945190429688, 2235.044921875, 1724.9490966796875, 1242.7373046875, 3085.66455078125, 4485.71240234375, 3060.5224609375, 686.213623046875, 3485.271240234375, 878.1944580078125, 3200.501953125, 1175.9451904296875, 3368.01953125, 2328.924072265625, 7880.974609375, 6121.86328125, 3948.338134765625, 982.6966552734375, 3693.686767578125, 4738.16796875, 2381.13671875, 1878.96044921875, 1382.806640625, 4178.22509765625, 2577.66064453125, 1993.400146484375, 3356.4130859375, 2908.946533203125, 2407.380615234375, 2769.427734375, 2124.072998046875, 2122.493896484375, 1776.728515625, 1707.0650634765625, 1645.705322265625, 1508.3856201171875, 1327.9461669921875, 1307.1845703125, 1130.5535888671875, 898.425537109375, 866.7789916992188, 794.2432861328125, 698.617919921875, 609.7870483398438, 587.4418334960938, 559.4014892578125, 532.5625610351562, 522.7857055664062, 510.4551086425781, 469.7052917480469, 407.19482421875, 389.9417724609375, 283.47186279296875, 276.696044921875, 551.03662109375, 265.26177978515625, 249.61520385742188, 224.85247802734375, 219.90232849121094, 214.1442108154297, 210.76344299316406, 209.99691772460938, 1112.090087890625, 4849.68603515625, 5879.85986328125, 745.1141967773438, 475.79864501953125, 3454.944091796875, 407.46209716796875, 428.74261474609375, 2710.89599609375, 7829.04736328125, 2475.68310546875, 9545.076171875, 4095.172607421875, 3226.5712890625, 1711.9327392578125, 1572.760986328125, 3708.013916015625, 2379.647216796875, 3031.185302734375, 2234.857177734375, 3884.1787109375, 12619.599609375, 4235.0673828125, 4077.857666015625, 9098.3076171875, 2968.94921875, 1863.6322021484375, 4613.02392578125, 3711.894775390625, 2442.5556640625, 2134.99072265625, 4381.72607421875, 2253.24072265625, 2876.837890625, 5094.75732421875, 3090.38525390625, 5144.82763671875, 3303.18603515625, 3891.177001953125, 2939.33544921875, 2515.0703125, 2899.421630859375, 2902.662841796875, 2665.14013671875, 2554.131591796875, 4133.07861328125, 3415.52392578125, 1913.0025634765625, 1599.716796875, 1114.09423828125, 979.1271362304688, 971.5733032226562, 919.9932250976562, 854.0239868164062, 760.200927734375, 643.4007568359375, 539.397705078125, 449.3273010253906, 417.9861145019531, 323.3048095703125, 310.9092712402344, 300.6282653808594, 292.74786376953125, 291.17376708984375, 284.3722839355469, 237.06529235839844, 227.4595184326172, 224.01950073242188, 203.50387573242188, 201.24380493164062, 192.8306427001953, 184.04881286621094, 171.88543701171875, 166.6580810546875, 160.3330841064453, 3042.72900390625, 4053.734619140625, 1828.853759765625, 623.9796752929688, 1636.1309814453125, 629.0694580078125, 5175.5712890625, 1483.515380859375, 926.0911254882812, 3625.36669921875, 3591.814208984375, 2748.657470703125, 3359.7041015625, 3245.67236328125, 1154.5352783203125, 582.623779296875, 1445.5057373046875, 5028.0693359375, 1061.703369140625, 1913.0225830078125, 1837.8414306640625, 1263.20166015625, 2697.31005859375, 3921.909912109375, 2819.70458984375, 2246.81396484375, 2499.98779296875, 1924.5640869140625, 2084.946044921875, 1546.73681640625, 1836.94482421875, 1254.7557373046875, 1250.52197265625, 848.9790649414062, 846.8323364257812, 827.7459716796875, 697.3290405273438, 577.6947021484375, 530.931884765625, 462.64056396484375, 435.4532470703125, 419.9361267089844, 396.18731689453125, 393.44671630859375, 380.9901428222656, 377.813720703125, 366.15179443359375, 365.2772521972656, 322.4819641113281, 309.4269104003906, 286.0489196777344, 271.9845886230469, 267.6054382324219, 265.3162841796875, 255.1563720703125, 248.27207946777344, 240.908447265625, 233.5780029296875, 222.87112426757812, 218.39083862304688, 218.01531982421875, 209.9785614013672, 1391.6583251953125, 714.0908203125, 724.2129516601562, 425.1263427734375, 327.7887268066406, 2387.656005859375, 643.2166748046875, 780.1339111328125, 455.8624572753906, 649.788330078125, 778.2000732421875, 1089.15771484375, 646.4384765625, 2309.447998046875, 952.776611328125, 2036.9697265625, 1849.4732666015625, 565.4239501953125, 983.1377563476562, 988.370849609375, 776.3847045898438, 601.8455810546875, 2674.669677734375, 4440.66455078125, 5088.361328125, 2892.841552734375, 1215.1258544921875, 1051.947509765625, 8228.1259765625, 5028.20947265625, 2336.902099609375, 4175.1533203125, 1954.911376953125, 1171.9794921875, 1857.2508544921875, 2566.886474609375, 4652.0166015625, 2364.79150390625, 3092.610595703125, 4985.1572265625, 1770.9803466796875, 3406.96826171875, 2710.135009765625, 2230.1455078125, 1498.9366455078125, 2413.254150390625, 2864.027587890625, 1990.1004638671875, 1623.0965576171875, 2105.4296875, 1759.5723876953125, 2000.0052490234375, 2265.833740234375, 1820.2991943359375, 1926.0701904296875, 5796.91259765625, 4979.98583984375, 2149.34521484375, 2031.422607421875, 1114.3634033203125, 726.7313232421875, 672.7183227539062, 483.5945739746094, 445.1058044433594, 395.63134765625, 357.3097839355469, 316.3416748046875, 273.9779968261719, 264.38775634765625, 262.383544921875, 231.4983367919922, 215.04518127441406, 206.950927734375, 205.78680419921875, 200.4147186279297, 178.27853393554688, 169.14154052734375, 167.57603454589844, 161.66720581054688, 153.8876953125, 140.88436889648438, 139.52491760253906, 126.29837799072266, 125.49183654785156, 109.85551452636719, 839.2870483398438, 685.4019775390625, 1063.880126953125, 2594.63427734375, 955.712890625, 844.1214599609375, 864.1203002929688, 1221.8114013671875, 1493.9586181640625, 524.3533935546875, 2321.203369140625, 881.0891723632812, 952.78076171875, 1383.1741943359375, 3138.129150390625, 384.9911804199219, 5630.72216796875, 748.6118774414062, 1944.2059326171875, 1611.1368408203125, 1822.368896484375, 881.0477905273438, 1168.495849609375, 1914.2080078125, 1122.0150146484375, 1362.13623046875, 1209.2606201171875, 1090.529541015625, 1073.3275146484375, 1089.1060791015625, 1112.2181396484375, 1001.3722534179688, 8439.759765625, 6453.50927734375, 5122.037109375, 3244.07421875, 2382.223388671875, 1957.7559814453125, 1557.9764404296875, 1526.7281494140625, 1523.6607666015625, 1497.05615234375, 1438.982421875, 1218.28076171875, 850.89794921875, 829.4547119140625, 730.4562377929688, 729.5000610351562, 682.8153076171875, 649.5179443359375, 608.7568969726562, 576.5238037109375, 567.0445556640625, 547.7472534179688, 529.6035766601562, 508.3041687011719, 502.0608215332031, 467.11962890625, 455.91497802734375, 397.7412109375, 385.650390625, 370.4349365234375, 1572.26806640625, 1116.130615234375, 7678.0390625, 15110.4794921875, 4184.90478515625, 28139.59375, 12392.8125, 11036.2626953125, 1667.541015625, 6941.69287109375, 2107.04736328125, 2838.909912109375, 4553.1083984375, 5329.95654296875, 3467.897705078125, 2554.579345703125, 2232.46728515625, 2042.2987060546875, 3454.462890625, 11421.0625, 6583.5205078125, 8479.4404296875, 5238.4814453125, 5784.28662109375, 17503.66796875, 3823.34130859375, 8720.005859375, 7779.14794921875, 4658.23095703125, 3503.24072265625, 5718.9423828125, 5095.08544921875, 3166.85791015625, 8596.0390625, 3957.954833984375, 5074.76318359375, 3747.08349609375, 3812.826171875, 3698.28369140625, 1943.3992919921875, 1634.314453125, 1498.103759765625, 899.5927734375, 726.0742797851562, 585.502685546875, 526.2592163085938, 464.03497314453125, 345.3043212890625, 339.204833984375, 300.50848388671875, 276.7036437988281, 274.0511779785156, 269.1910095214844, 254.4869842529297, 254.32249450683594, 252.1874542236328, 243.12860107421875, 234.11656188964844, 221.90219116210938, 219.5763397216797, 212.9073486328125, 199.81443786621094, 192.012451171875, 183.53582763671875, 176.89053344726562, 166.11688232421875, 141.30084228515625, 138.9525146484375, 134.77577209472656, 3955.201171875, 317.3857421875, 2871.695068359375, 4665.6982421875, 3785.101806640625, 494.06500244140625, 15300.8037109375, 791.1902465820312, 1307.912353515625, 4330.91064453125, 13802.7587890625, 646.1663208007812, 1886.647216796875, 819.815185546875, 1219.908203125, 2801.72412109375, 2669.779541015625, 2020.8834228515625, 1001.4447021484375, 2654.784912109375, 669.2810668945312, 3137.934326171875, 3183.866455078125, 2238.395751953125, 2439.544677734375, 9932.6181640625, 2675.026611328125, 2313.801025390625, 1667.49853515625, 2830.404541015625, 1688.117431640625, 1950.552001953125, 3346.177978515625, 2859.218017578125, 2260.394775390625, 2300.290283203125, 2053.01220703125, 2020.0654296875, 2391.617919921875, 2122.041015625, 2274.830810546875, 2055.68603515625, 1990.780029296875], \"Term\": [\"trump\", \"people\", \"clinton\", \"woman\", \"attack\", \"republican\", \"police\", \"country\", \"company\", \"state\", \"donald_trump\", \"president\", \"show\", \"family\", \"city\", \"student\", \"school\", \"campaign\", \"party\", \"child\", \"vote\", \"obama\", \"get\", \"government\", \"say\", \"think\", \"university\", \"black\", \"life\", \"like\", \"ok\", \"dnc\", \"moral\", \"zuckerberg\", \"rnc\", \"mueller\", \"thiel\", \"milo\", \"beck\", \"nominee_donald\", \"gawker\", \"macron\", \"merkel\", \"electoral_vote\", \"leftist\", \"gdp\", \"white_supremacist\", \"bigotry\", \"charlie_hebdo\", \"exxon\", \"le_pen\", \"political_correctness\", \"soros\", \"logic\", \"huckabee\", \"rational\", \"christianity\", \"joel_pollak\", \"castile\", \"sin\", \"bias\", \"indeed\", \"perceived\", \"acknowledge\", \"truth\", \"view\", \"principle\", \"must\", \"power\", \"value\", \"movement\", \"society\", \"belief\", \"perhaps\", \"freedom\", \"america\", \"rather\", \"opinion\", \"history\", \"political\", \"word\", \"right\", \"even\", \"argument\", \"fact\", \"world\", \"american\", \"term\", \"example\", \"simply\", \"many\", \"issue\", \"often\", \"nation\", \"way\", \"people\", \"matter\", \"yet\", \"today\", \"like\", \"public\", \"would\", \"country\", \"make\", \"new\", \"also\", \"much\", \"time\", \"doe\", \"might\", \"may\", \"president\", \"syria\", \"iran\", \"syrian\", \"saudi_arabia\", \"al_qaeda\", \"assad\", \"iranian\", \"aleppo\", \"yemen\", \"mosul\", \"erdogan\", \"terrorist_group\", \"saudi\", \"airstrikes\", \"solarcity\", \"iraq_syria\", \"sunni\", \"militia\", \"kurdish\", \"president_bashar\", \"chemical_weapon\", \"tehran\", \"assad_regime\", \"isil\", \"iraqi_force\", \"caliphate\", \"syria_iraq\", \"gm\", \"ankara\", \"turk\", \"iraqi\", \"turkish\", \"egyptian\", \"iraq\", \"troop\", \"turkey\", \"rebel\", \"middle_east\", \"military\", \"civilian\", \"isi\", \"libya\", \"fighter\", \"nato\", \"putin\", \"war\", \"russia\", \"force\", \"regime\", \"russian\", \"army\", \"government\", \"soldier\", \"country\", \"united_state\", \"group\", \"fighting\", \"leader\", \"official\", \"also\", \"obama\", \"deal\", \"american\", \"international\", \"would\", \"president\", \"cuban\", \"castro\", \"fidel_castro\", \"trudeau\", \"pregnant_woman\", \"measles\", \"atrocity\", \"brennan\", \"hurricane_matthew\", \"ramirez\", \"poem\", \"fetus\", \"heart_disease\", \"trans\", \"harper\", \"flu\", \"fletcher\", \"cookie\", \"chelsea_clinton\", \"marlow\", \"singh\", \"respiratory\", \"dementia\", \"blood_test\", \"donnell\", \"howell\", \"chemotherapy\", \"modi\", \"raleigh\", \"ultrasound\", \"cuba\", \"hurricane\", \"armstrong\", \"owen\", \"indian\", \"abortion\", \"planned_parenthood\", \"lewis\", \"knight\", \"outbreak\", \"canadian\", \"india\", \"king\", \"lee\", \"canada\", \"jackson\", \"book\", \"christmas\", \"matthew\", \"airbnb\", \"miami\", \"duke\", \"baby\", \"touted\", \"life\", \"death\", \"woman\", \"florida\", \"island\", \"author\", \"american\", \"wrote\", \"first\", \"united_state\", \"fbi\", \"comey\", \"flynn\", \"tillerson\", \"kushner\", \"james_comey\", \"intelligence_community\", \"hacking\", \"nunes\", \"nsa\", \"doj\", \"intelligence_committee\", \"rosenstein\", \"senate_intelligence\", \"classified_information\", \"gorka\", \"yates\", \"schiff\", \"special_counsel\", \"abedin\", \"kislyak\", \"dossier\", \"deputy_attorney\", \"tie_russia\", \"petraeus\", \"adviser_michael\", \"assange\", \"subpoena\", \"cyberattacks\", \"michael_flynn\", \"wikileaks\", \"hacker\", \"cia\", \"probe\", \"tapper\", \"intelligence_agency\", \"intelligence\", \"hack\", \"email\", \"investigation\", \"state_department\", \"leak\", \"attorney_general\", \"document\", \"justice_department\", \"committee\", \"national_security\", \"russian\", \"information\", \"session\", \"server\", \"russia\", \"official\", \"told_cnn\", \"administration\", \"white_house\", \"agency\", \"meeting\", \"report\", \"source\", \"former\", \"government\", \"evidence\", \"president\", \"office\", \"would\", \"statement\", \"also\", \"clinton\", \"time\", \"told\", \"apple\", \"tesla\", \"uber\", \"microsoft\", \"musk\", \"iphone\", \"yahoo\", \"spokesperson\", \"hedge_fund\", \"retailer\", \"shareholder\", \"automaker\", \"acquisition\", \"morgan_stanley\", \"electric_car\", \"alphabet\", \"tech_company\", \"goldman\", \"asteroid\", \"well_fargo\", \"venezuelan\", \"maduro\", \"patent\", \"verizon\", \"valuation\", \"wireless\", \"samsung\", \"lyft\", \"kalanick\", \"stock_price\", \"software\", \"company\", \"sale\", \"apps\", \"stock\", \"investor\", \"amazon\", \"customer\", \"google\", \"silicon_valley\", \"tech\", \"starbucks\", \"product\", \"retail\", \"store\", \"cash\", \"technology\", \"firm\", \"business\", \"market\", \"bank\", \"billion\", \"employee\", \"brand\", \"model\", \"million\", \"money\", \"consumer\", \"investment\", \"price\", \"car\", \"new\", \"year\", \"also\", \"according\", \"share\", \"service\", \"conway\", \"biden\", \"priebus\", \"tpp\", \"hannity\", \"gingrich\", \"ivanka\", \"steve_bannon\", \"realdonaldtrump\", \"kellyanne_conway\", \"santorum\", \"chief_strategist\", \"lewandowski\", \"melania_trump\", \"release_tax\", \"mark_cuban\", \"gary_johnson\", \"cohn\", \"corey_lewandowski\", \"reince_priebus\", \"potus\", \"huma_abedin\", \"sean_hannity\", \"crooked_hillary\", \"access_hollywood\", \"menendez\", \"vice_mike\", \"daughter_ivanka\", \"vermont_senator\", \"scarborough\", \"trump\", \"hillary\", \"penny\", \"christie\", \"inauguration\", \"ivanka_trump\", \"carson\", \"bannon\", \"campaign_manager\", \"clinton\", \"campaign_trail\", \"msnbc\", \"donald_trump\", \"reilly\", \"hillary_clinton\", \"bill_clinton\", \"oval_office\", \"democratic_presidential\", \"obama\", \"trump_tower\", \"campaign\", \"presidency\", \"mike_penny\", \"president\", \"speech\", \"republican_presidential\", \"white_house\", \"rally\", \"remark\", \"debate\", \"mr\", \"supporter\", \"candidate\", \"presidential\", \"election\", \"comment\", \"former\", \"president_barack\", \"bush\", \"interview\", \"fox_news\", \"new_york\", \"saying\", \"american\", \"first\", \"also\", \"country\", \"republican\", \"say\", \"day\", \"cnn\", \"would\", \"time\", \"nfl\", \"yiannopoulos\", \"journalism\", \"social_network\", \"advertiser\", \"carlson\", \"brien\", \"jpmorgan\", \"mark_zuckerberg\", \"nordstrom\", \"standing_rock\", \"google_search\", \"belichick\", \"blind_trust\", \"alexa\", \"gymnast\", \"politifact\", \"child_pornography\", \"browser\", \"eisen\", \"journalistic\", \"aaron_hernandez\", \"revenue_growth\", \"exonerated\", \"goodell\", \"leslie_jones\", \"draft_pick\", \"mandatory_evacuation\", \"sioux_tribe\", \"kraft\", \"milo_yiannopoulos\", \"facebook\", \"fake_news\", \"twitter_account\", \"youtube\", \"meme\", \"posting\", \"twitter\", \"buzzfeed\", \"social_medium\", \"ad\", \"user\", \"publisher\", \"content\", \"posted\", \"online\", \"editor\", \"tweet\", \"video\", \"outlet\", \"internet\", \"medium\", \"news\", \"post\", \"website\", \"journalist\", \"network\", \"site\", \"fox\", \"story\", \"article\", \"page\", \"photo\", \"show\", \"reporter\", \"reporting\", \"cnn\", \"wrote\", \"report\", \"tweeted\", \"time\", \"comment\", \"also\", \"statement\", \"airline\", \"pakistan\", \"mosque\", \"khan\", \"taliban\", \"afghan\", \"boko_haram\", \"claimed_responsibility\", \"suicide_bomber\", \"rahim\", \"muhammad\", \"kabul\", \"critical_condition\", \"detonated\", \"shootout\", \"suicide_bombing\", \"richards\", \"malik\", \"sikh\", \"tripoli\", \"ghani\", \"delta_air\", \"detonate\", \"explosive_device\", \"sinai\", \"flour\", \"abdeslam\", \"ariana_grande\", \"algeria\", \"nice_france\", \"attacker\", \"muslim\", \"bangladesh\", \"terrorist_attack\", \"delta\", \"attack\", \"terrorist\", \"bomb\", \"belgian\", \"airport\", \"terrorism\", \"bombing\", \"explosion\", \"jihadist\", \"terror\", \"hostage\", \"killed\", \"belgium\", \"afghanistan\", \"blast\", \"paris\", \"isi\", \"wounded\", \"security\", \"united\", \"passenger\", \"islamic_state\", \"people\", \"flight\", \"threat\", \"two\", \"victim\", \"according\", \"group\", \"least\", \"three\", \"authority\", \"also\", \"nasa\", \"snow\", \"mateen\", \"android\", \"debris\", \"sensor\", \"spacecraft\", \"astronaut\", \"operating_system\", \"pebble\", \"cannabis\", \"antibiotic\", \"artificial_intelligence\", \"national_weather\", \"wildfire\", \"space_station\", \"variant\", \"interface\", \"computing\", \"motorist\", \"robotic\", \"bot\", \"tropical_storm\", \"medical_marijuana\", \"omar_mateen\", \"rescuer\", \"atmospheric\", \"lander\", \"helium\", \"meteorologist\", \"storm\", \"flooding\", \"crash\", \"ocean\", \"mar\", \"weather\", \"pilot\", \"water\", \"inch\", \"temperature\", \"tree\", \"accident\", \"rain\", \"moon\", \"robot\", \"crew\", \"earth\", \"plane\", \"space\", \"river\", \"car\", \"flight\", \"surface\", \"foot\", \"driver\", \"mile\", \"passenger\", \"planet\", \"wind\", \"road\", \"vehicle\", \"fire\", \"area\", \"mission\", \"air\", \"truck\", \"train\", \"could\", \"hour\", \"cnn\", \"home\", \"system\", \"around\", \"near\", \"part\", \"first\", \"two\", \"also\", \"still\", \"athlete\", \"coach\", \"rio\", \"olympic\", \"championship\", \"olympics\", \"tournament\", \"quarterback\", \"baseball\", \"tennis\", \"fifa\", \"basketball\", \"teammate\", \"world_cup\", \"soccer\", \"swimmer\", \"playoff\", \"grand_slam\", \"touchdown\", \"runner\", \"ferrari\", \"national_anthem\", \"head_coach\", \"penn_state\", \"djokovic\", \"concussion\", \"armour\", \"semifinal\", \"durant\", \"wimbledon\", \"sport\", \"football\", \"curry\", \"espn\", \"player\", \"game\", \"stadium\", \"medal\", \"ball\", \"murray\", \"league\", \"super_bowl\", \"team\", \"season\", \"match\", \"patriot\", \"warrior\", \"brady\", \"final\", \"williams\", \"win\", \"play\", \"title\", \"gold\", \"fan\", \"champion\", \"second\", \"first\", \"played\", \"two\", \"three\", \"year\", \"world\", \"four\", \"point\", \"time\", \"record\", \"top\", \"back\", \"week\", \"last\", \"also\", \"migrant\", \"mexican\", \"visa\", \"cartel\", \"deportation\", \"illegal_immigrant\", \"undocumented_immigrant\", \"pe\\u00f1a_nieto\", \"border_patrol\", \"border_wall\", \"haiti\", \"undocumented\", \"southern_border\", \"immigration_custom\", \"deport\", \"tb\", \"custom_border\", \"apprehension\", \"mexico_pay\", \"country_illegally\", \"immigration_enforcement\", \"president_enrique\", \"legal_status\", \"migrant_crisis\", \"peso\", \"honduras\", \"drug_cartel\", \"haitian\", \"mexican_authority\", \"deporting\", \"refugee\", \"mexico\", \"immigrant\", \"immigration\", \"immigration_policy\", \"executive_order\", \"deported\", \"syrian_refugee\", \"ebola\", \"border\", \"illegal_immigration\", \"amnesty\", \"enforcement\", \"department_homeland\", \"wall\", \"ban\", \"agent\", \"country\", \"united_state\", \"illegally\", \"order\", \"citizen\", \"security\", \"legal\", \"policy\", \"number\", \"government\", \"law\", \"national\", \"state\", \"people\", \"american\", \"official\", \"president\", \"also\", \"patient\", \"disease\", \"diet\", \"virus\", \"symptom\", \"zika\", \"infection\", \"vaccine\", \"calorie\", \"bacteria\", \"tsa\", \"infected\", \"center_disease\", \"zika_virus\", \"noaa\", \"control_prevention\", \"diabetes\", \"clinical\", \"fitbit\", \"telescope\", \"study_published\", \"machine_learning\", \"genetic\", \"obesity\", \"side_effect\", \"food_drug\", \"autism\", \"nutrition\", \"fentanyl\", \"opioid\", \"researcher\", \"medication\", \"diagnosed\", \"public_health\", \"medicine\", \"physician\", \"brain\", \"pharmacy\", \"dr\", \"cancer\", \"scientific\", \"doctor\", \"health\", \"medical\", \"study\", \"scientist\", \"drug\", \"research\", \"science\", \"marijuana\", \"food\", \"treatment\", \"lab\", \"test\", \"hospital\", \"risk\", \"data\", \"found\", \"human\", \"case\", \"may\", \"use\", \"result\", \"also\", \"body\", \"according\", \"year\", \"people\", \"new\", \"report\", \"north_korea\", \"beijing\", \"south_korea\", \"north_korean\", \"pyongyang\", \"taiwan\", \"vessel\", \"south_korean\", \"south_china\", \"malaysia\", \"aviation\", \"earthquake\", \"korean\", \"korea\", \"seoul\", \"malaysian\", \"tornado\", \"eastern_aleppo\", \"houthis\", \"myanmar\", \"quake\", \"uranium\", \"dam\", \"kilometer_mile\", \"maritime\", \"mainland\", \"reef\", \"submarine\", \"president_xi\", \"insulin\", \"chinese\", \"china\", \"philippine\", \"pc\", \"japan\", \"coast_guard\", \"missile\", \"nuclear\", \"navy\", \"hong_kong\", \"kim\", \"japanese\", \"un\", \"sea\", \"aircraft\", \"ballistic_missile\", \"nuclear_weapon\", \"ship\", \"island\", \"asia\", \"international\", \"official\", \"country\", \"region\", \"military\", \"test\", \"united_state\", \"according\", \"would\", \"two\", \"cnn\", \"could\", \"government\", \"state\", \"startup\", \"interest_rate\", \"inflation\", \"insurer\", \"trillion\", \"recession\", \"health_insurance\", \"buffett\", \"economic_growth\", \"medicaid\", \"subsidy\", \"aca\", \"federal_reserve\", \"tariff\", \"paris_agreement\", \"fossil_fuel\", \"income_tax\", \"yuan\", \"automation\", \"pension\", \"carmaker\", \"ge\", \"oil_price\", \"unemployment_rate\", \"bayer\", \"labor_market\", \"tax_rate\", \"slowdown\", \"deduction\", \"tax_break\", \"income\", \"regulatory\", \"tax\", \"budget\", \"economist\", \"insurance\", \"debt\", \"wage\", \"regulation\", \"economy\", \"rate\", \"worker\", \"cost\", \"fiscal\", \"trade\", \"economic\", \"increase\", \"climate_change\", \"growth\", \"labor\", \"percent\", \"benefit\", \"plan\", \"price\", \"job\", \"pay\", \"healthcare\", \"cut\", \"program\", \"policy\", \"average\", \"energy\", \"market\", \"american\", \"year\", \"would\", \"billion\", \"million\", \"government\", \"new\", \"could\", \"number\", \"also\", \"people\", \"many\", \"federal\", \"state\", \"since\", \"work\", \"stuff\", \"yeah\", \"weird\", \"sandwich\", \"boring\", \"menu\", \"mad\", \"cheese\", \"game_throne\", \"tinder\", \"clown\", \"jenner\", \"video_clip\", \"anderson_cooper\", \"lemon\", \"flavor\", \"comet\", \"aisle\", \"smarter\", \"cough\", \"colbert\", \"con\", \"bronco\", \"condo\", \"dalton\", \"mccullough\", \"batman\", \"beta\", \"juno\", \"forgot\", \"really\", \"maybe\", \"bunch\", \"oh\", \"lot\", \"little_bit\", \"guess\", \"sound_like\", \"thing\", \"guy\", \"pretty\", \"get\", \"pretty_much\", \"know\", \"everybody\", \"got\", \"something\", \"think\", \"going\", \"hey\", \"feel_like\", \"go\", \"want\", \"everything\", \"say\", \"like\", \"look\", \"tell\", \"getting\", \"sure\", \"let\", \"talking\", \"see\", \"good\", \"kind\", \"thought\", \"way\", \"probably\", \"people\", \"back\", \"need\", \"make\", \"take\", \"would\", \"come\", \"time\", \"much\", \"could\", \"even\", \"work\", \"right\", \"student\", \"campus\", \"kasich\", \"cuomo\", \"classroom\", \"devos\", \"school_district\", \"de_blasio\", \"tuition\", \"charter_school\", \"educator\", \"higher_education\", \"credit_suisse\", \"per_share\", \"aden\", \"curriculum\", \"berman\", \"storm_surge\", \"corcoran\", \"faculty\", \"amtrak\", \"endowment\", \"undergraduate\", \"gov_andrew\", \"voucher\", \"newtown\", \"semester\", \"line_duty\", \"active_shooter\", \"teacher_union\", \"greene\", \"scholarship\", \"teacher\", \"school\", \"college\", \"graduate\", \"education\", \"university\", \"high_school\", \"walker\", \"class\", \"academic\", \"grade\", \"educational\", \"berkeley\", \"teaching\", \"professor\", \"program\", \"state\", \"community\", \"board\", \"parent\", \"kid\", \"public\", \"fee\", \"child\", \"law\", \"event\", \"group\", \"department\", \"center\", \"also\", \"member\", \"new_york\", \"et\", \"fisher\", \"turner\", \"shark\", \"reynolds\", \"zoo\", \"sheriff_office\", \"est\", \"gold_medal\", \"flight_attendant\", \"bee\", \"vigil\", \"golden_state\", \"alzheimer\", \"nigerian\", \"taken_custody\", \"earnings_call\", \"san_jose\", \"shelby\", \"panda\", \"phelps\", \"shark_tank\", \"coo\", \"spiegel\", \"scottish\", \"easter\", \"dylan\", \"iceland\", \"tout\", \"mia\", \"uk\", \"clarke\", \"statue\", \"county_sheriff\", \"brown\", \"ap\", \"los_angeles\", \"california\", \"announces\", \"dog\", \"flag\", \"harris\", \"april\", \"july\", \"march\", \"june\", \"la\", \"san_francisco\", \"september\", \"february\", \"january\", \"animal\", \"october\", \"veteran\", \"august\", \"december\", \"november\", \"day\", \"cnn\", \"may\", \"georgia\", \"according\", \"time\", \"news\", \"new_york\", \"today\", \"reported\", \"song\", \"transgender\", \"singer\", \"gender\", \"album\", \"feminist\", \"star_war\", \"rapper\", \"valeant\", \"nypd\", \"rolling_stone\", \"contestant\", \"hollywood_reporter\", \"selma\", \"defense_attorney\", \"lyric\", \"beyonc\\u00e9\", \"streep\", \"sitcom\", \"kanye_west\", \"sexuality\", \"sexism\", \"meryl_streep\", \"male_female\", \"emmy\", \"birth_control\", \"dancer\", \"machado\", \"feminism\", \"madonna\", \"comedy\", \"lgbt\", \"gay\", \"black\", \"woman\", \"white\", \"female\", \"music\", \"sex\", \"comedian\", \"accuser\", \"band\", \"celebrity\", \"concert\", \"male\", \"sexual\", \"color\", \"men\", \"hbo\", \"racial\", \"musician\", \"girl\", \"marriage\", \"racist\", \"racism\", \"young\", \"love\", \"race\", \"man\", \"show\", \"also\", \"year\", \"fan\", \"group\", \"church\", \"pope\", \"pope_francis\", \"vatican\", \"ramadi\", \"bishop\", \"isi_fighter\", \"manhunt\", \"aunt\", \"shot_dead\", \"tanner\", \"sandusky\", \"congregation\", \"local_hospital\", \"sexual_abuse\", \"falluja\", \"charged_murder\", \"catholic_church\", \"hussein\", \"sinaloa\", \"dylann_roof\", \"younger_brother\", \"sermon\", \"dhaka\", \"bible_study\", \"ramos\", \"sharif\", \"auschwitz\", \"sheriff_deputy\", \"tikrit\", \"baton_rouge\", \"francis\", \"slaying\", \"catholic\", \"grief\", \"pastor\", \"slain\", \"mother\", \"son\", \"father\", \"raped\", \"daughter\", \"child\", \"family\", \"christian\", \"prayer\", \"priest\", \"loved_one\", \"god\", \"sister\", \"hernandez\", \"boy\", \"parent\", \"brother\", \"funeral\", \"girl\", \"survivor\", \"wife\", \"mom\", \"died\", \"husband\", \"life\", \"home\", \"friend\", \"execution\", \"death\", \"told\", \"young\", \"hospital\", \"baby\", \"day\", \"help\", \"victim\", \"two\", \"woman\", \"man\", \"year\", \"three\", \"many\", \"jury\", \"convicted\", \"duterte\", \"inmate\", \"defendant\", \"firearm\", \"juror\", \"sentenced\", \"homicide\", \"detective\", \"district_attorney\", \"pleaded_guilty\", \"handgun\", \"guzm\\u00e1n\", \"courtroom\", \"sinaloa_cartel\", \"plaintiff\", \"robbery\", \"sergeant\", \"found_guilty\", \"misdemeanor\", \"surveillance_video\", \"court_document\", \"prison_sentence\", \"el_chapo\", \"acquitted\", \"clayton\", \"special_agent\", \"crime_scene\", \"medical_examiner\", \"death_penalty\", \"prison\", \"gun\", \"sheriff\", \"felony\", \"prosecutor\", \"pistol\", \"sentencing\", \"trial\", \"court\", \"murder\", \"officer\", \"judge\", \"arrested\", \"jail\", \"sentence\", \"suspect\", \"arrest\", \"attorney\", \"charged\", \"crime\", \"police\", \"charge\", \"shooting\", \"case\", \"law_enforcement\", \"allegedly\", \"authority\", \"victim\", \"lawyer\", \"investigator\", \"man\", \"criminal\", \"shot\", \"according\", \"federal\", \"two\", \"law\", \"state\", \"found\", \"incident\", \"told\", \"time\", \"report\", \"death\", \"britain\", \"germany\", \"brexit\", \"european_union\", \"terror_group\", \"united_kingdom\", \"berlin\", \"labour\", \"scotland\", \"greece\", \"poland\", \"corbyn\", \"theresa_may\", \"tunisian\", \"hungary\", \"leave_european\", \"david_cameron\", \"tory\", \"labour_party\", \"across_europe\", \"northern_ireland\", \"jeremy_corbyn\", \"madrid\", \"lone_wolf\", \"france_germany\", \"hungarian\", \"metadata\", \"sky_news\", \"downing_street\", \"voted_leave\", \"german\", \"european\", \"italy\", \"bezos\", \"referendum\", \"netherlands\", \"europe\", \"parliament\", \"cox\", \"france\", \"british\", \"prime_minister\", \"french\", \"london\", \"italian\", \"spain\", \"minister\", \"party\", \"australia\", \"remain\", \"leave\", \"paris\", \"leader\", \"country\", \"government\", \"vote\", \"may\", \"mr\", \"election\", \"result\", \"would\", \"year\", \"sears\", \"hamilton\", \"oracle\", \"portrait\", \"vr\", \"gallery\", \"photography\", \"marvel\", \"powell\", \"elevator\", \"bridgewater\", \"buyback\", \"sherman\", \"jenkins\", \"death_row\", \"richmond\", \"weinstein\", \"painter\", \"architectural\", \"foreclosure\", \"north_charleston\", \"knox\", \"palantir\", \"parachute\", \"santa\", \"paramedic\", \"boutique\", \"gilbert\", \"bass\", \"sculpture\", \"museum\", \"architecture\", \"campbell\", \"exhibition\", \"harvey\", \"art\", \"painting\", \"designer\", \"tattoo\", \"wright\", \"architect\", \"photographer\", \"flower\", \"hotel\", \"wilson\", \"design\", \"restaurant\", \"garden\", \"collection\", \"photograph\", \"brooklyn\", \"baker\", \"project\", \"mr\", \"new_york\", \"building\", \"artist\", \"guest\", \"year\", \"work\", \"became\", \"city\", \"photo\", \"style\", \"image\", \"name\", \"first\", \"known\", \"home\", \"time\", \"worked\", \"new\", \"world\", \"house\", \"old\", \"life\", \"two\", \"later\", \"decade\", \"made\", \"history\", \"former\", \"also\", \"place\", \"many\", \"film\", \"movie\", \"eu\", \"hollywood\", \"netflix\", \"oscar\", \"simpson\", \"premiere\", \"filmmaker\", \"la_la\", \"starring\", \"sequel\", \"golden_globe\", \"academy_award\", \"alligator\", \"box_office\", \"adaptation\", \"coates\", \"fx\", \"hidden_figure\", \"moonlight\", \"beyonce\", \"hansen\", \"amazon_echo\", \"best_picture\", \"protagonist\", \"byers\", \"tumblr\", \"visually\", \"filmmaking\", \"disney\", \"holmes\", \"theater\", \"actor\", \"moore\", \"documentary\", \"prince\", \"producer\", \"award\", \"cameron\", \"character\", \"drama\", \"actress\", \"episode\", \"star\", \"genre\", \"show\", \"studio\", \"series\", \"tv\", \"season\", \"cast\", \"television\", \"best\", \"audience\", \"role\", \"director\", \"play\", \"story\", \"new\", \"also\", \"year\", \"cruz\", \"gop\", \"rubio\", \"delegate\", \"romney\", \"paul_ryan\", \"cosby\", \"ballot\", \"mcconnell\", \"kaine\", \"polling\", \"caucus\", \"marco_rubio\", \"gorsuch\", \"scalia\", \"senate_majority\", \"ellison\", \"freedom_caucus\", \"green_party\", \"leader_mitch\", \"margin_error\", \"palin\", \"exit_poll\", \"mccrory\", \"swing_state\", \"voter_fraud\", \"filibuster\", \"chaffetz\", \"voting_right\", \"constand\", \"ted_cruz\", \"stein\", \"poll\", \"vote\", \"ryan\", \"republican\", \"democrat\", \"voter\", \"bernie_sander\", \"senate\", \"wisconsin\", \"voting\", \"senator\", \"sander\", \"nomination\", \"iowa\", \"new_hampshire\", \"rep\", \"supreme_court\", \"party\", \"bill\", \"candidate\", \"democratic\", \"conservative\", \"state\", \"primary\", \"election\", \"support\", \"race\", \"nominee\", \"house\", \"win\", \"governor\", \"would\", \"percent\", \"campaign\", \"law\", \"also\", \"could\", \"israeli\", \"palestinian\", \"netanyahu\", \"jerusalem\", \"demonstrator\", \"mosquito\", \"hamas\", \"west_bank\", \"gaza\", \"traffic_stop\", \"microcephaly\", \"body_camera\", \"interior_minister\", \"palestine\", \"israeli_settlement\", \"city_hall\", \"ortiz\", \"abbas\", \"metropolitan_police\", \"lockdown\", \"tear_gas\", \"israeli_palestinian\", \"palmyra\", \"community_policing\", \"police_custody\", \"stockholm\", \"palestinian_authority\", \"qatari\", \"east_jerusalem\", \"freddie_gray\", \"protester\", \"sharia\", \"mayor\", \"protest\", \"israel\", \"evacuated\", \"city\", \"ferguson\", \"dallas\", \"street\", \"police\", \"riot\", \"neighborhood\", \"demonstration\", \"jewish\", \"resident\", \"police_officer\", \"chicago\", \"black_life\", \"violence\", \"downtown\", \"local\", \"area\", \"fire\", \"outside\", \"people\", \"saturday\", \"incident\", \"scene\", \"officer\", \"crowd\", \"shooting\", \"official\", \"group\", \"community\", \"event\", \"reported\", \"friday\", \"state\", \"new_york\", \"day\", \"two\", \"man\"], \"Total\": [139708.0, 79954.0, 38105.0, 28844.0, 20310.0, 33616.0, 26423.0, 38284.0, 21788.0, 41420.0, 28376.0, 48810.0, 22480.0, 23841.0, 23777.0, 11923.0, 12510.0, 31483.0, 20234.0, 18127.0, 17358.0, 27075.0, 33842.0, 25736.0, 54885.0, 29946.0, 10295.0, 12741.0, 21547.0, 48898.0, 2027.674072265625, 1291.7037353515625, 1278.96142578125, 1087.30908203125, 934.3442993164062, 891.289794921875, 889.2882080078125, 870.515625, 826.8380737304688, 764.8733520507812, 692.492431640625, 661.7454833984375, 660.9642333984375, 606.2797241210938, 498.23291015625, 497.0711669921875, 495.0885314941406, 481.22576904296875, 473.1314392089844, 457.08343505859375, 448.6415710449219, 445.9165954589844, 435.3197021484375, 419.0738525390625, 400.10699462890625, 394.05615234375, 385.5750732421875, 373.74493408203125, 356.1279602050781, 341.8675842285156, 1113.208251953125, 2667.38134765625, 905.0159301757812, 812.6962280273438, 2548.52392578125, 7672.52734375, 1520.3529052734375, 8529.3173828125, 11460.548828125, 5274.8564453125, 4860.8583984375, 3689.760009765625, 5740.013671875, 5262.04150390625, 3083.974853515625, 16207.2763671875, 6176.84423828125, 3486.341552734375, 10432.7109375, 18040.08203125, 9036.19921875, 23451.328125, 30884.837890625, 3235.5703125, 12872.5146484375, 23333.560546875, 33922.08203125, 8150.93310546875, 6956.724609375, 5162.31787109375, 34938.125, 18642.64453125, 9235.865234375, 11043.47265625, 29903.6484375, 79954.796875, 9573.5888671875, 10324.8701171875, 11409.876953125, 48898.26171875, 17069.28125, 75353.984375, 38284.203125, 28871.470703125, 37433.29296875, 61148.01953125, 22634.55078125, 62559.22265625, 12836.376953125, 13578.2392578125, 29814.75390625, 48810.6484375, 6651.18408203125, 5466.0537109375, 3146.204345703125, 2081.224853515625, 2073.742431640625, 1974.1370849609375, 1830.0479736328125, 1805.59814453125, 1662.6058349609375, 1591.0242919921875, 1263.017822265625, 1158.8546142578125, 1148.2601318359375, 977.873779296875, 762.2156982421875, 726.1258544921875, 649.8564453125, 622.3161010742188, 618.6822509765625, 569.7254638671875, 507.2373962402344, 502.57208251953125, 480.445068359375, 433.4085693359375, 426.2592468261719, 422.1903076171875, 411.1814880371094, 405.2386169433594, 404.4605407714844, 396.6180114746094, 1959.2711181640625, 2309.169921875, 892.28271484375, 3625.08642578125, 2346.055908203125, 3750.7392578125, 1459.6964111328125, 2441.048583984375, 11218.08984375, 2959.468017578125, 12542.0810546875, 1308.785400390625, 2048.390380859375, 1907.9112548828125, 4955.85400390625, 8674.78125, 12988.44140625, 10061.3525390625, 2015.773681640625, 10171.0771484375, 2876.373291015625, 25736.681640625, 2885.245849609375, 38284.203125, 17742.4765625, 22314.791015625, 4035.27392578125, 16154.56640625, 25885.892578125, 61148.01953125, 27075.6171875, 11284.900390625, 33922.08203125, 7704.50341796875, 75353.984375, 48810.6484375, 2894.726806640625, 1524.638916015625, 568.871337890625, 562.1239624023438, 412.2127685546875, 400.3014221191406, 347.6470947265625, 314.89312744140625, 313.0741882324219, 286.9994812011719, 276.0560607910156, 273.3606872558594, 263.0257873535156, 257.6767578125, 254.76702880859375, 254.4207763671875, 240.0581512451172, 231.49124145507812, 227.15232849121094, 225.5155487060547, 223.14256286621094, 216.29248046875, 199.38543701171875, 196.1797332763672, 195.1554412841797, 191.45465087890625, 190.7859649658203, 189.88014221191406, 189.69436645507812, 188.46356201171875, 2290.668701171875, 957.0496215820312, 478.791015625, 373.23797607421875, 1340.673583984375, 2636.23681640625, 1050.6414794921875, 1500.73095703125, 724.660400390625, 851.3827514648438, 1227.311279296875, 1884.89990234375, 3238.3447265625, 1907.1243896484375, 1846.9866943359375, 1377.3306884765625, 7507.572265625, 1103.22509765625, 1172.274658203125, 394.6480712890625, 1249.4132080078125, 607.7857055664062, 2725.736083984375, 712.427490234375, 21547.5, 10833.71875, 28844.466796875, 6264.52734375, 2626.456298828125, 3045.20947265625, 33922.08203125, 12509.9736328125, 40342.50390625, 17742.4765625, 6524.76025390625, 4971.8681640625, 2983.445068359375, 1810.562744140625, 1699.2718505859375, 1379.990966796875, 1268.5081787109375, 1254.6680908203125, 1019.1339111328125, 875.95166015625, 693.39892578125, 669.0055541992188, 612.3683471679688, 590.1221313476562, 578.5967407226562, 541.2852783203125, 496.97601318359375, 485.1217956542969, 484.64044189453125, 461.261474609375, 444.7181091308594, 437.087158203125, 418.94378662109375, 410.7170715332031, 404.319091796875, 399.9608459472656, 394.99945068359375, 392.05877685546875, 381.64825439453125, 335.0108947753906, 1406.5374755859375, 1210.630615234375, 1616.498779296875, 1275.6063232421875, 747.055419921875, 1048.27392578125, 6195.572265625, 1445.5850830078125, 8971.3828125, 11120.0107421875, 3576.8212890625, 1266.783447265625, 2909.45166015625, 4638.41650390625, 2161.672119140625, 7520.32177734375, 4843.0458984375, 10171.0771484375, 9630.4599609375, 4797.357421875, 1463.1961669921875, 12988.44140625, 25885.892578125, 9803.826171875, 12473.2998046875, 15517.6103515625, 8243.97265625, 9876.34765625, 22060.212890625, 8014.16162109375, 22053.244140625, 25736.681640625, 7068.8603515625, 48810.6484375, 14938.162109375, 75353.984375, 18783.37109375, 61148.01953125, 38105.39453125, 62559.22265625, 29942.51171875, 5303.3115234375, 4592.599609375, 2491.724853515625, 1742.601806640625, 1731.683349609375, 1474.110595703125, 1130.3309326171875, 1083.68701171875, 1032.868408203125, 825.712646484375, 655.3290405273438, 581.3422241210938, 538.3831176757812, 440.5054931640625, 415.55853271484375, 396.0533447265625, 382.8730773925781, 382.0875244140625, 345.60272216796875, 317.1230163574219, 316.18206787109375, 295.6333923339844, 292.6338806152344, 287.30023193359375, 284.7912902832031, 276.9687194824219, 272.4757080078125, 258.6993713378906, 242.35372924804688, 237.43894958496094, 1217.16357421875, 21788.537109375, 3658.482666015625, 789.7137451171875, 2783.004150390625, 3681.0986328125, 2169.787841796875, 3416.66650390625, 4077.82958984375, 1011.29150390625, 1565.8056640625, 808.500732421875, 4719.857421875, 711.2700805664062, 3742.424072265625, 1782.9361572265625, 4341.3369140625, 3435.877197265625, 13444.6513671875, 8135.0146484375, 4063.626953125, 6023.33837890625, 5765.4814453125, 2732.7177734375, 4681.89404296875, 17885.5859375, 9262.3349609375, 2537.75146484375, 3238.4775390625, 6208.50048828125, 10445.486328125, 37433.29296875, 53244.84375, 61148.01953125, 32258.154296875, 5859.0625, 10869.6083984375, 1379.8414306640625, 1265.921875, 1154.2374267578125, 783.3851318359375, 728.5405883789062, 646.0186157226562, 640.7131958007812, 602.2531127929688, 579.5951538085938, 566.4544677734375, 525.2064208984375, 513.9799194335938, 496.4927062988281, 441.0122375488281, 345.46099853515625, 337.1417236328125, 310.9601745605469, 302.1338806152344, 290.44305419921875, 487.04412841796875, 263.7025146484375, 262.8537902832031, 261.847412109375, 256.32147216796875, 252.60267639160156, 248.8229217529297, 244.78790283203125, 243.21388244628906, 240.35382080078125, 237.0140838623047, 139708.8125, 3747.056640625, 4317.3154296875, 1731.8575439453125, 1725.750244140625, 617.30078125, 1532.7596435546875, 2356.49951171875, 1345.8946533203125, 38105.39453125, 1363.997314453125, 880.882568359375, 28376.921875, 657.2744750976562, 14679.767578125, 2872.658203125, 996.5255737304688, 1718.2718505859375, 27075.6171875, 1426.3035888671875, 31483.306640625, 4771.31689453125, 1472.47607421875, 48810.6484375, 9567.521484375, 3281.8310546875, 15517.6103515625, 5922.3701171875, 3617.42626953125, 8862.376953125, 14777.3388671875, 8667.4814453125, 14656.2109375, 3411.05224609375, 20531.59375, 11087.8974609375, 22053.244140625, 4984.9521484375, 4271.86376953125, 10890.125, 4246.10693359375, 19054.015625, 14854.94140625, 33922.08203125, 40342.50390625, 61148.01953125, 38284.203125, 33616.94921875, 54885.84765625, 37764.6796875, 29684.787109375, 75353.984375, 62559.22265625, 1760.7816162109375, 685.976806640625, 619.78466796875, 572.153564453125, 418.3535461425781, 382.565185546875, 374.2663269042969, 362.8809509277344, 329.9814453125, 322.1004638671875, 240.8079376220703, 205.74176025390625, 188.4219970703125, 187.17340087890625, 161.83346557617188, 155.5775146484375, 154.5074462890625, 147.72991943359375, 146.66188049316406, 146.36099243164062, 139.70054626464844, 132.34371948242188, 131.32078552246094, 120.57684326171875, 114.41974639892578, 111.75997161865234, 109.21532440185547, 107.83332061767578, 106.89707946777344, 103.05168914794922, 396.33062744140625, 8660.3759765625, 1073.2476806640625, 763.9559936523438, 1210.0960693359375, 338.8113708496094, 865.0441284179688, 9070.8740234375, 849.3635864257812, 5084.3154296875, 3555.959716796875, 4348.767578125, 701.9994506835938, 2805.00439453125, 2902.80859375, 4770.44580078125, 1855.7967529296875, 5344.5576171875, 12548.8037109375, 1209.1258544921875, 3404.999755859375, 12774.814453125, 15277.3388671875, 6337.80419921875, 5169.10400390625, 3717.7109375, 5431.783203125, 5456.8505859375, 1987.8975830078125, 13822.28515625, 3932.057373046875, 3085.595947265625, 5797.52490234375, 22480.53125, 5998.68896484375, 2731.104736328125, 29684.787109375, 12509.9736328125, 22060.212890625, 4483.4482421875, 62559.22265625, 11087.8974609375, 61148.01953125, 18783.37109375, 3138.06640625, 1477.222900390625, 1310.824951171875, 1185.5970458984375, 1139.2529296875, 974.7404174804688, 840.3458251953125, 512.9869384765625, 464.25885009765625, 376.1400146484375, 334.0334777832031, 285.4826965332031, 282.7117614746094, 281.7715759277344, 273.92803955078125, 251.45875549316406, 241.5012664794922, 187.7568817138672, 168.6544647216797, 148.51361083984375, 141.0704345703125, 138.71841430664062, 133.17681884765625, 132.89955139160156, 131.84161376953125, 131.3082275390625, 128.9120330810547, 128.40878295898438, 128.07958984375, 126.39885711669922, 1772.871337890625, 7989.5107421875, 504.4758605957031, 1468.941162109375, 730.6410522460938, 20310.806640625, 4250.8623046875, 2457.906494140625, 458.27947998046875, 3689.766845703125, 3486.5712890625, 2106.4736328125, 1462.03173828125, 974.180908203125, 1726.59033203125, 1236.533203125, 9974.1826171875, 555.7868041992188, 2235.922607421875, 1376.8153076171875, 2968.55908203125, 12542.0810546875, 1530.3079833984375, 12089.9873046875, 2695.029052734375, 2785.544189453125, 2469.381591796875, 79954.796875, 3630.5087890625, 7588.73779296875, 40341.3984375, 7547.419921875, 32258.154296875, 22314.791015625, 11515.4296875, 19112.119140625, 10598.310546875, 61148.01953125, 1438.4193115234375, 816.5353393554688, 587.5625610351562, 528.9734497070312, 493.02117919921875, 470.637451171875, 465.5885925292969, 393.0909423828125, 345.11920166015625, 317.6387023925781, 302.5318603515625, 272.8215026855469, 264.552490234375, 258.0449523925781, 250.90016174316406, 231.70004272460938, 215.99684143066406, 215.42831420898438, 214.45880126953125, 211.61073303222656, 204.07894897460938, 184.5079345703125, 172.27783203125, 169.26995849609375, 162.46505737304688, 182.3628387451172, 158.6990509033203, 157.3847198486328, 154.40847778320312, 153.1060028076172, 2019.2003173828125, 780.9425048828125, 1460.658935546875, 1034.5843505859375, 914.2171020507812, 1032.7088623046875, 1486.5587158203125, 5984.66943359375, 690.300537109375, 954.0834350585938, 1233.1724853515625, 1139.3780517578125, 767.8563232421875, 1176.358642578125, 799.3856811523438, 1646.70556640625, 2031.1727294921875, 3684.954345703125, 4534.85595703125, 1251.7066650390625, 10445.486328125, 3630.5087890625, 1110.04541015625, 2992.16357421875, 2675.34326171875, 2285.0537109375, 2785.544189453125, 1548.9666748046875, 1281.365966796875, 3303.36083984375, 4424.57861328125, 6418.2919921875, 10602.392578125, 3480.71240234375, 4417.482421875, 1956.39990234375, 1972.66162109375, 40741.6640625, 8593.900390625, 29684.787109375, 17719.19140625, 11908.0009765625, 14936.8076171875, 5392.341796875, 21363.986328125, 40342.50390625, 40341.3984375, 61148.01953125, 23011.84765625, 1546.6339111328125, 1500.0933837890625, 1068.076171875, 859.936767578125, 850.5639038085938, 819.563720703125, 793.0196533203125, 675.840576171875, 673.5311889648438, 659.6478271484375, 639.2444458007812, 637.374755859375, 611.8980102539062, 605.1431884765625, 570.7691040039062, 557.30615234375, 536.1939697265625, 458.8428649902344, 361.1005554199219, 355.1059875488281, 348.677001953125, 339.86846923828125, 338.14569091796875, 326.3431091308594, 319.2330017089844, 300.9192199707031, 282.3979797363281, 281.97930908203125, 266.9853515625, 254.1673126220703, 3875.9052734375, 1709.217529296875, 556.0786743164062, 969.394775390625, 4335.619140625, 9490.9970703125, 811.602783203125, 618.3716430664062, 2011.1893310546875, 966.3615112304688, 1521.658935546875, 894.4161987304688, 14291.16796875, 5284.17578125, 2230.623291015625, 1659.41259765625, 1461.1458740234375, 789.2774047851562, 6469.24560546875, 2092.557373046875, 11408.3662109375, 6906.22119140625, 2238.655029296875, 1637.4541015625, 4402.47412109375, 1521.5880126953125, 10431.521484375, 40342.50390625, 3760.3349609375, 40341.3984375, 19112.119140625, 53244.84375, 23333.560546875, 11415.984375, 16190.05859375, 62559.22265625, 9055.638671875, 11119.568359375, 25644.990234375, 18944.73046875, 14907.2587890625, 61148.01953125, 3855.446533203125, 3782.451416015625, 1850.1728515625, 1342.7752685546875, 1155.05712890625, 1124.24609375, 1031.7557373046875, 912.3511352539062, 796.3931884765625, 742.1492309570312, 724.3795166015625, 507.970947265625, 472.997314453125, 449.81536865234375, 442.0932312011719, 397.2815246582031, 311.29864501953125, 307.5377502441406, 302.3144836425781, 294.1374206542969, 277.72674560546875, 277.1517333984375, 271.8027648925781, 256.09906005859375, 254.33152770996094, 221.71337890625, 220.83749389648438, 194.44110107421875, 183.3413848876953, 177.5060272216797, 5350.6611328125, 7151.744140625, 5248.3974609375, 8218.7275390625, 776.6620483398438, 2753.7880859375, 837.7632446289062, 773.2368774414062, 472.384521484375, 6301.85302734375, 945.55078125, 751.4996337890625, 1422.6102294921875, 1083.5093994140625, 3976.35302734375, 3778.4794921875, 4207.94873046875, 38284.203125, 17742.4765625, 1160.2183837890625, 10310.8486328125, 6075.03759765625, 12089.9873046875, 5824.21826171875, 16192.5380859375, 15566.302734375, 25736.681640625, 16455.1484375, 13650.2626953125, 41420.140625, 79954.796875, 33922.08203125, 25885.892578125, 48810.6484375, 61148.01953125, 3311.72607421875, 2050.50537109375, 1059.3359375, 934.4706420898438, 930.5236206054688, 867.3801879882812, 862.7180786132812, 729.3386840820312, 596.27880859375, 529.8361206054688, 434.49420166015625, 407.1262512207031, 402.458740234375, 380.14739990234375, 352.1178894042969, 349.7199401855469, 298.3745422363281, 291.6151123046875, 290.62457275390625, 256.4563293457031, 249.9703369140625, 247.83773803710938, 242.6414337158203, 241.06808471679688, 239.94798278808594, 233.88328552246094, 227.28005981445312, 226.81802368164062, 226.2110137939453, 220.33425903320312, 2675.71728515625, 724.1806640625, 549.1318359375, 665.110595703125, 923.8221435546875, 586.6411743164062, 2239.444580078125, 381.0913391113281, 2420.409912109375, 1633.6629638671875, 803.262939453125, 3281.5888671875, 5752.876953125, 2864.953125, 7211.52001953125, 2365.26123046875, 6930.859375, 4672.43701171875, 2290.982177734375, 1565.7244873046875, 4464.63134765625, 2939.447265625, 956.8606567382812, 4223.587890625, 4841.1220703125, 6475.75341796875, 6264.7880859375, 15056.1025390625, 4977.783203125, 19880.115234375, 29814.75390625, 13649.498046875, 10950.4306640625, 61148.01953125, 6747.7216796875, 32258.154296875, 53244.84375, 79954.796875, 37433.29296875, 22060.212890625, 4496.78369140625, 1489.86328125, 1447.3209228515625, 1443.689208984375, 951.466552734375, 823.4121704101562, 753.8892211914062, 752.5758056640625, 726.1920776367188, 666.5978393554688, 648.835693359375, 630.853515625, 564.4094848632812, 472.2948913574219, 432.2101135253906, 431.93096923828125, 384.5235900878906, 362.5113220214844, 342.35198974609375, 320.6766662597656, 320.3818359375, 311.08209228515625, 296.9898681640625, 290.4461364746094, 289.70098876953125, 280.3382263183594, 272.36285400390625, 269.6055908203125, 269.1728210449219, 268.5708923339844, 4052.15380859375, 9535.4677734375, 1651.8656005859375, 621.3182983398438, 2675.468505859375, 490.5313415527344, 1985.2396240234375, 2130.2861328125, 1742.484619140625, 1195.509765625, 1209.0474853515625, 1548.2630615234375, 1930.426025390625, 2675.068115234375, 2140.514404296875, 540.1349487304688, 1284.76220703125, 2193.235595703125, 2626.456298828125, 1203.0123291015625, 7704.50341796875, 25885.892578125, 38284.203125, 4541.810546875, 11218.08984375, 4223.587890625, 17742.4765625, 32258.154296875, 75353.984375, 40341.3984375, 29684.787109375, 40741.6640625, 25736.681640625, 41420.140625, 2625.190185546875, 862.7373046875, 836.9336547851562, 804.9507446289062, 792.820556640625, 782.2263793945312, 747.2628784179688, 725.9864501953125, 668.1428833007812, 625.3663940429688, 622.2194213867188, 601.5755615234375, 532.07421875, 480.9277038574219, 445.9703674316406, 404.21978759765625, 393.45916748046875, 385.6666564941406, 381.4932861328125, 375.0095520019531, 366.5646057128906, 349.6395263671875, 327.85565185546875, 312.9285888671875, 291.0982666015625, 286.10308837890625, 284.6257629394531, 282.50921630859375, 278.8363952636719, 276.5068054199219, 2001.79541015625, 515.8656005859375, 5171.6416015625, 2363.739501953125, 1052.361083984375, 1485.367431640625, 2107.89697265625, 1286.8511962890625, 2450.42529296875, 6231.99560546875, 4597.17333984375, 5567.375, 6934.73583984375, 511.208251953125, 5862.8544921875, 5822.56201171875, 5382.79736328125, 2631.98046875, 3258.91796875, 1845.709716796875, 9585.2861328125, 4476.6142578125, 14629.205078125, 6208.50048828125, 14805.22265625, 5592.8642578125, 1588.38134765625, 5325.228515625, 9727.73046875, 16192.5380859375, 3531.2666015625, 3626.4814453125, 8135.0146484375, 33922.08203125, 53244.84375, 75353.984375, 6023.33837890625, 17885.5859375, 25736.681640625, 37433.29296875, 40741.6640625, 15566.302734375, 61148.01953125, 79954.796875, 34938.125, 9647.931640625, 41420.140625, 24182.19140625, 24219.4921875, 2129.7783203125, 793.565673828125, 578.9923706054688, 492.0209045410156, 431.8296203613281, 399.4930725097656, 357.1632080078125, 351.043212890625, 336.9845275878906, 310.75592041015625, 305.0618591308594, 302.8806457519531, 293.3486633300781, 276.2499084472656, 267.0006103515625, 250.81845092773438, 248.77122497558594, 241.2762908935547, 317.2301940917969, 223.91693115234375, 214.36196899414062, 212.9873504638672, 207.6838836669922, 206.82852172851562, 196.02423095703125, 193.619140625, 190.2903594970703, 185.3043212890625, 180.6094207763672, 180.46536254882812, 15260.6611328125, 3962.41357421875, 886.2181396484375, 1256.1505126953125, 14625.4443359375, 1180.3321533203125, 1183.525146484375, 803.28369140625, 23937.197265625, 4932.38623046875, 2933.666748046875, 33842.8671875, 562.1747436523438, 27603.64453125, 2322.97607421875, 12351.1591796875, 13623.4873046875, 29946.3671875, 29570.580078125, 593.5208129882812, 1681.7054443359375, 23073.677734375, 25683.861328125, 5931.89599609375, 54885.84765625, 48898.26171875, 16144.5751953125, 8761.056640625, 7306.9345703125, 3981.64111328125, 8928.3427734375, 4706.3173828125, 21434.5703125, 17580.755859375, 9741.267578125, 8855.611328125, 29903.6484375, 5180.91455078125, 79954.796875, 25644.990234375, 21779.01171875, 28871.470703125, 25550.734375, 75353.984375, 23513.5234375, 62559.22265625, 22634.55078125, 40741.6640625, 30884.837890625, 24219.4921875, 23451.328125, 11923.4716796875, 2572.82763671875, 2455.738525390625, 837.8104248046875, 650.1978759765625, 644.7811889648438, 526.8486938476562, 519.2241821289062, 511.3079833984375, 347.09454345703125, 307.7890625, 302.8233642578125, 297.6708984375, 296.9556579589844, 274.0198974609375, 270.4783935546875, 262.07037353515625, 258.03289794921875, 251.04290771484375, 210.21505737304688, 197.34402465820312, 192.1728515625, 176.76222229003906, 168.23831176757812, 161.42218017578125, 146.73953247070312, 142.908203125, 126.6708755493164, 99.52862548828125, 83.71501159667969, 270.5814208984375, 350.9630432128906, 2683.703369140625, 12510.7919921875, 5413.91748046875, 919.311767578125, 4791.3876953125, 10295.70703125, 2444.388427734375, 1314.5565185546875, 3883.565673828125, 1020.8881225585938, 711.7537841796875, 511.025634765625, 552.4879760742188, 916.3167724609375, 2615.0859375, 9727.73046875, 41420.140625, 11694.19140625, 3849.82861328125, 6457.41455078125, 5166.6123046875, 17069.28125, 1738.475830078125, 18127.021484375, 16455.1484375, 12937.9384765625, 22314.791015625, 6366.97021484375, 8062.27783203125, 61148.01953125, 15927.474609375, 19054.015625, 1723.544189453125, 921.3841552734375, 878.4268798828125, 765.0890502929688, 622.9437255859375, 505.050048828125, 478.6000671386719, 454.4510498046875, 443.1836853027344, 441.6814880371094, 420.24224853515625, 411.4098205566406, 393.85784912109375, 379.2860107421875, 377.8217468261719, 329.6150817871094, 322.63079833984375, 300.0994567871094, 294.78173828125, 290.1664123535156, 288.4169006347656, 283.2884216308594, 281.5614013671875, 278.78765869140625, 271.5189514160156, 267.8061218261719, 244.1357879638672, 242.3454132080078, 239.20359802246094, 238.0247039794922, 3119.782470703125, 459.275146484375, 380.6836853027344, 635.6546630859375, 3339.379150390625, 1142.697021484375, 3302.05224609375, 6082.6337890625, 870.9317016601562, 2400.390869140625, 2502.4169921875, 933.79833984375, 6018.68701171875, 6850.22412109375, 9371.23046875, 6974.52001953125, 1125.8004150390625, 1911.87744140625, 5983.1513671875, 5863.2578125, 7399.9580078125, 2330.8212890625, 5257.43017578125, 3090.8115234375, 4803.25048828125, 5250.4169921875, 7162.34326171875, 37764.6796875, 29684.787109375, 29814.75390625, 2406.0126953125, 32258.154296875, 62559.22265625, 15277.3388671875, 19054.015625, 11409.876953125, 13186.21875, 2390.057861328125, 1490.3863525390625, 1487.3226318359375, 1425.5621337890625, 1076.877197265625, 737.5973510742188, 704.5728759765625, 647.2334594726562, 584.2867431640625, 565.4968872070312, 438.3559265136719, 429.5554504394531, 426.46905517578125, 369.1624450683594, 363.0703125, 344.714111328125, 341.5026550292969, 332.9457092285156, 283.8936767578125, 278.1396179199219, 277.0320129394531, 270.0611267089844, 269.895751953125, 256.7274475097656, 249.07537841796875, 248.45700073242188, 241.46238708496094, 240.65591430664062, 238.170654296875, 237.38232421875, 1173.369384765625, 1185.1170654296875, 2254.627685546875, 12741.9091796875, 28844.466796875, 10568.541015625, 3202.0869140625, 2844.719970703125, 2827.72705078125, 1023.611572265625, 448.61956787109375, 1591.97802734375, 1777.647705078125, 1029.162353515625, 1903.7508544921875, 1504.3409423828125, 2659.655517578125, 9927.2607421875, 678.4104614257812, 1308.6187744140625, 600.4228515625, 5468.37060546875, 2812.27587890625, 2302.559326171875, 1421.6246337890625, 7693.736328125, 7491.4560546875, 8570.611328125, 16603.21875, 22480.53125, 61148.01953125, 53244.84375, 4402.47412109375, 22314.791015625, 4102.32958984375, 1230.408447265625, 550.6644897460938, 511.4632263183594, 478.4647216796875, 461.5032958984375, 446.53424072265625, 359.72625732421875, 331.2385559082031, 316.6546936035156, 304.627685546875, 287.3738098144531, 265.9872741699219, 234.21530151367188, 233.5257110595703, 233.1903533935547, 226.9610137939453, 221.79107666015625, 221.0186767578125, 206.67178344726562, 197.67098999023438, 196.12753295898438, 183.9268798828125, 183.88400268554688, 183.8224334716797, 178.29946899414062, 169.56871032714844, 163.21600341796875, 158.77981567382812, 153.72317504882812, 696.38232421875, 764.0894775390625, 217.69198608398438, 813.9788818359375, 552.4922485351562, 838.0877685546875, 444.9028015136719, 7282.5478515625, 6281.9287109375, 7912.78466796875, 585.200439453125, 4303.56201171875, 18127.021484375, 23841.91796875, 3252.44677734375, 1206.3277587890625, 489.4955749511719, 650.1754760742188, 2823.78515625, 2128.829833984375, 1478.5914306640625, 4194.146484375, 6457.41455078125, 4256.16748046875, 773.6778564453125, 5468.37060546875, 1059.1036376953125, 5532.89599609375, 1581.4075927734375, 6402.10107421875, 3944.900634765625, 21547.5, 17719.19140625, 9696.638671875, 1340.3858642578125, 10833.71875, 29942.51171875, 7693.736328125, 4841.1220703125, 2725.736083984375, 37764.6796875, 14960.966796875, 7547.419921875, 40341.3984375, 28844.466796875, 16603.21875, 53244.84375, 19112.119140625, 34938.125, 1777.915283203125, 1708.251708984375, 1646.8919677734375, 1509.572265625, 1329.1328125, 1308.3712158203125, 1131.740234375, 899.6123046875, 867.9657592773438, 795.4300537109375, 699.8046875, 610.9738159179688, 588.6286010742188, 560.5882568359375, 533.7493286132812, 523.9724731445312, 511.6418762207031, 470.8920593261719, 408.381591796875, 391.1285400390625, 284.65863037109375, 277.8828125, 553.4281005859375, 266.44854736328125, 250.80198669433594, 226.0392608642578, 221.089111328125, 215.33099365234375, 211.95022583007812, 211.18370056152344, 1135.1190185546875, 5042.74853515625, 6392.59130859375, 773.6943969726562, 488.593505859375, 3859.018310546875, 417.89886474609375, 442.2025146484375, 3190.06494140625, 10392.3916015625, 3017.625244140625, 13438.6123046875, 5316.634765625, 4108.75634765625, 2041.1053466796875, 1861.080810546875, 4996.4169921875, 3046.263671875, 4080.396240234375, 2922.249267578125, 5793.78271484375, 26423.490234375, 6902.51513671875, 6810.849609375, 19880.115234375, 5100.525390625, 2603.08203125, 10598.310546875, 7547.419921875, 4441.0888671875, 3560.51904296875, 16603.21875, 4050.748046875, 7452.4189453125, 32258.154296875, 9647.931640625, 40341.3984375, 16455.1484375, 41420.140625, 15056.1025390625, 6954.119140625, 29942.51171875, 62559.22265625, 22060.212890625, 10833.71875, 4134.2470703125, 3416.69287109375, 1914.171630859375, 1600.8858642578125, 1115.2633056640625, 980.2962646484375, 972.742431640625, 921.162353515625, 855.193115234375, 761.3700561523438, 644.5698852539062, 540.5668334960938, 450.4964599609375, 419.1552734375, 324.4739685058594, 312.07843017578125, 301.79742431640625, 293.9170227050781, 292.3429260253906, 285.54144287109375, 238.2344207763672, 228.62864685058594, 225.18862915039062, 204.67300415039062, 202.41293334960938, 193.99977111816406, 185.2179412841797, 173.0545654296875, 167.82720947265625, 161.50221252441406, 3086.737060546875, 4138.0576171875, 1883.5604248046875, 640.3514404296875, 1712.4722900390625, 648.7499389648438, 5766.0869140625, 1613.196533203125, 1000.6630859375, 4446.6337890625, 4405.2509765625, 3496.528564453125, 4461.09716796875, 4895.59814453125, 1570.3905029296875, 681.423828125, 2248.488525390625, 20234.869140625, 1805.9578857421875, 5351.98779296875, 6558.173828125, 2968.55908203125, 16154.56640625, 38284.203125, 25736.681640625, 17358.412109375, 29814.75390625, 14777.3388671875, 20531.59375, 10950.4306640625, 75353.984375, 53244.84375, 1251.6981201171875, 850.1552124023438, 848.0084838867188, 828.922119140625, 698.5051879882812, 578.870849609375, 532.1080322265625, 463.8167419433594, 436.6294250488281, 421.1123046875, 397.3634948730469, 394.6228942871094, 382.16632080078125, 378.9898986816406, 367.3279724121094, 366.45343017578125, 323.65814208984375, 310.60308837890625, 287.22509765625, 273.1607666015625, 268.7816162109375, 266.4924621582031, 256.3325500488281, 249.4482421875, 242.08460998535156, 234.75416564941406, 224.0472869873047, 219.56700134277344, 219.1914825439453, 211.15472412109375, 1457.827880859375, 747.124267578125, 758.8668823242188, 436.7105407714844, 333.895263671875, 2744.486572265625, 685.0678100585938, 843.2623291015625, 476.6394348144531, 698.3257446289062, 878.0022583007812, 1279.157958984375, 742.051025390625, 3382.648193359375, 1185.404541015625, 3022.5927734375, 2716.945556640625, 637.418701171875, 1312.9266357421875, 1432.7900390625, 1019.87744140625, 713.973876953125, 6467.7939453125, 14777.3388671875, 19054.015625, 8274.513671875, 2177.5947265625, 1726.012939453125, 53244.84375, 24219.4921875, 6835.798828125, 23777.859375, 5797.52490234375, 2177.362060546875, 5436.70263671875, 10686.3212890625, 40342.50390625, 9719.45703125, 17719.19140625, 62559.22265625, 5763.333984375, 37433.29296875, 23333.560546875, 13833.05859375, 4847.75732421875, 21547.5, 40341.3984375, 14130.1396484375, 6683.796875, 25310.12890625, 10432.7109375, 22053.244140625, 61148.01953125, 14094.3779296875, 34938.125, 5798.09619140625, 4981.16943359375, 2150.529052734375, 2032.6064453125, 1115.5472412109375, 727.915283203125, 673.9022827148438, 484.7785339355469, 446.2897644042969, 396.8153076171875, 358.4937438964844, 317.525634765625, 275.1619567871094, 265.57171630859375, 263.5675048828125, 232.68228149414062, 216.2291259765625, 208.13487243652344, 206.9707489013672, 201.59866333007812, 179.4624786376953, 170.3254852294922, 168.75997924804688, 162.8511505126953, 155.07164001464844, 142.0683135986328, 140.7088623046875, 127.48230743408203, 126.67576599121094, 111.03944396972656, 851.1448364257812, 708.5332641601562, 1133.292236328125, 2993.05615234375, 1086.49169921875, 996.2825317382812, 1027.5565185546875, 1590.24169921875, 2041.1800537109375, 617.130859375, 3441.502197265625, 1181.749755859375, 1327.399169921875, 2103.645751953125, 6019.419921875, 441.3883056640625, 22480.53125, 1228.77783203125, 5552.9130859375, 4193.2060546875, 5284.17578125, 1695.1988525390625, 2930.0927734375, 11823.41796875, 4221.6962890625, 7455.01953125, 7113.80615234375, 6906.22119140625, 13822.28515625, 37433.29296875, 61148.01953125, 53244.84375, 8440.9453125, 6454.6943359375, 5123.22216796875, 3245.259521484375, 2383.40869140625, 1958.9412841796875, 1559.1617431640625, 1527.9134521484375, 1524.8460693359375, 1498.241455078125, 1440.167724609375, 1219.466064453125, 852.083251953125, 830.6400146484375, 731.6415405273438, 730.6853637695312, 684.0006103515625, 650.7032470703125, 609.9421997070312, 577.7091064453125, 568.2298583984375, 548.9325561523438, 530.7888793945312, 509.489501953125, 503.24615478515625, 468.3049621582031, 457.1003112792969, 398.9265441894531, 386.8357238769531, 371.6202697753906, 1581.89453125, 1120.607666015625, 8239.0478515625, 17358.412109375, 4563.07177734375, 33616.94921875, 14449.8046875, 12811.15625, 1761.473876953125, 7954.7958984375, 2268.77685546875, 3240.26513671875, 5423.71728515625, 6477.26025390625, 4057.73876953125, 2899.42724609375, 2501.0966796875, 2269.564697265625, 4413.1962890625, 20234.869140625, 10283.4228515625, 14656.2109375, 7863.26904296875, 9225.931640625, 41420.140625, 5436.4833984375, 20531.59375, 19108.951171875, 8570.611328125, 5576.994140625, 13833.05859375, 11408.3662109375, 4834.2890625, 75353.984375, 9585.2861328125, 31483.306640625, 16455.1484375, 61148.01953125, 40741.6640625, 1944.579345703125, 1635.4945068359375, 1499.2838134765625, 900.7727661132812, 727.2542724609375, 586.6826782226562, 527.439208984375, 465.2149658203125, 346.48431396484375, 340.38482666015625, 301.6884765625, 277.8836364746094, 275.2311706542969, 270.3710021972656, 255.6669921875, 255.50250244140625, 253.36746215820312, 244.30860900878906, 235.29656982421875, 223.0821990966797, 220.75634765625, 214.0873565673828, 200.99444580078125, 193.1924591064453, 184.71583557128906, 178.07054138183594, 167.29689025878906, 142.48085021972656, 140.1325225830078, 135.95578002929688, 4085.936279296875, 327.50262451171875, 3278.91943359375, 5746.65234375, 4731.44140625, 539.1257934570312, 23777.859375, 929.0057373046875, 1693.8358154296875, 6744.6865234375, 26423.490234375, 768.542724609375, 2837.18408203125, 1050.450439453125, 1720.578125, 4831.2021484375, 4764.3212890625, 3410.017578125, 1501.676025390625, 5807.583984375, 937.503173828125, 9223.4638671875, 10602.392578125, 6418.2919921875, 7514.2666015625, 79954.796875, 8922.5107421875, 6954.119140625, 4169.91796875, 13438.6123046875, 4654.9833984375, 6810.849609375, 25885.892578125, 22314.791015625, 11694.19140625, 12937.9384765625, 13186.21875, 13058.517578125, 41420.140625, 19054.015625, 37764.6796875, 40341.3984375, 16603.21875], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 1.929800033569336, 1.9293999671936035, 1.9293999671936035, 1.9292999505996704, 1.9291000366210938, 1.9290000200271606, 1.9290000200271606, 1.9290000200271606, 1.9289000034332275, 1.9287999868392944, 1.9285999536514282, 1.9285999536514282, 1.9285999536514282, 1.9284000396728516, 1.9279999732971191, 1.9279999732971191, 1.9279999732971191, 1.927899956703186, 1.9278000593185425, 1.9278000593185425, 1.9277000427246094, 1.9277000427246094, 1.9276000261306763, 1.9275000095367432, 1.92739999294281, 1.927299976348877, 1.927299976348877, 1.9271999597549438, 1.9270000457763672, 1.926900029182434, 1.8732999563217163, 1.7796000242233276, 1.850000023841858, 1.857699990272522, 1.728700041770935, 1.5861999988555908, 1.7730000019073486, 1.5533000230789185, 1.5108000040054321, 1.6022000312805176, 1.6102999448776245, 1.6358000040054321, 1.5602999925613403, 1.563599944114685, 1.6418999433517456, 1.3659000396728516, 1.5221999883651733, 1.6155999898910522, 1.3956999778747559, 1.2613999843597412, 1.402899980545044, 1.1748000383377075, 1.107200026512146, 1.604200005531311, 1.2759000062942505, 1.0953999757766724, 0.996399998664856, 1.3450000286102295, 1.3847999572753906, 1.4645999670028687, 0.9161999821662903, 1.0351999998092651, 1.2235000133514404, 1.121000051498413, 0.7214000225067139, 0.274399995803833, 1.1670000553131104, 1.1181999444961548, 1.0465999841690063, 0.2549999952316284, 0.8115000128746033, -0.019999999552965164, 0.3578999936580658, 0.49549999833106995, 0.29840001463890076, -0.13609999418258667, 0.5576000213623047, -0.18719999492168427, 0.960099995136261, 0.8902999758720398, 0.19179999828338623, -0.3984000086784363, 3.2690999507904053, 3.2690999507904053, 3.268899917602539, 3.268699884414673, 3.268699884414673, 3.268699884414673, 3.268699884414673, 3.268699884414673, 3.2685999870300293, 3.2685999870300293, 3.268399953842163, 3.2683000564575195, 3.2683000564575195, 3.2681000232696533, 3.267699956893921, 3.267699956893921, 3.2674999237060547, 3.267400026321411, 3.267400026321411, 3.267199993133545, 3.2669999599456787, 3.266900062561035, 3.2667999267578125, 3.2665998935699463, 3.2664999961853027, 3.2664999961853027, 3.266400098800659, 3.266400098800659, 3.266400098800659, 3.266200065612793, 3.259999990463257, 3.2465999126434326, 3.2548000812530518, 3.222599983215332, 3.2300000190734863, 3.204900026321411, 3.21370005607605, 3.131500005722046, 2.9862000942230225, 3.106800079345703, 2.9486000537872314, 3.1673998832702637, 3.1024999618530273, 3.1084001064300537, 2.8447999954223633, 2.709700107574463, 2.5453999042510986, 2.6019999980926514, 3.0322999954223633, 2.3345999717712402, 2.8766000270843506, 1.7979999780654907, 2.8510000705718994, 1.3114999532699585, 1.6847000122070312, 1.4886000156402588, 2.6180999279022217, 1.585800051689148, 1.1612000465393066, 0.3630000054836273, 0.9054999947547913, 1.6572999954223633, 0.6057999730110168, 1.9776999950408936, -0.19339999556541443, 0.12950000166893005, 4.6066999435424805, 4.606299877166748, 4.605000019073486, 4.605000019073486, 4.6041998863220215, 4.6041998863220215, 4.603700160980225, 4.603300094604492, 4.603300094604492, 4.603000164031982, 4.602799892425537, 4.602799892425537, 4.60260009765625, 4.602499961853027, 4.602499961853027, 4.602499961853027, 4.602200031280518, 4.6020002365112305, 4.601900100708008, 4.601900100708008, 4.601799964904785, 4.601600170135498, 4.601200103759766, 4.601099967956543, 4.60099983215332, 4.600900173187256, 4.600900173187256, 4.600900173187256, 4.600900173187256, 4.600800037384033, 4.583199977874756, 4.55649995803833, 4.5767998695373535, 4.583499908447266, 4.542300224304199, 4.508699893951416, 4.54449987411499, 4.491499900817871, 4.514999866485596, 4.495100021362305, 4.407700061798096, 4.349699974060059, 4.198200225830078, 4.24370002746582, 4.213500022888184, 4.238500118255615, 3.660099983215332, 4.147900104522705, 4.126200199127197, 4.471799850463867, 4.037300109863281, 4.2621002197265625, 3.4762001037597656, 4.166999816894531, 2.0139999389648438, 2.33270001411438, 1.2417000532150269, 2.4407999515533447, 3.0710999965667725, 2.93969988822937, 0.8784000277519226, 1.6990000009536743, 0.49889999628067017, 1.26419997215271, 2.813199996948242, 2.813199996948242, 2.812999963760376, 2.8127999305725098, 2.812700033187866, 2.8125998973846436, 2.8125, 2.8125, 2.8122000694274902, 2.8120999336242676, 2.8117001056671143, 2.8115999698638916, 2.811500072479248, 2.8113999366760254, 2.8113999366760254, 2.811199903488159, 2.811000108718872, 2.811000108718872, 2.811000108718872, 2.810800075531006, 2.810699939727783, 2.810699939727783, 2.8106000423431396, 2.810499906539917, 2.810499906539917, 2.8104000091552734, 2.8104000091552734, 2.8104000091552734, 2.81030011177063, 2.8099000453948975, 2.8090999126434326, 2.788300037384033, 2.7613000869750977, 2.753700017929077, 2.780400037765503, 2.747999906539917, 2.619499921798706, 2.721299886703491, 2.5694000720977783, 2.5288000106811523, 2.593600034713745, 2.703700065612793, 2.5978000164031982, 2.5411999225616455, 2.6263999938964844, 2.4437999725341797, 2.507999897003174, 2.314500093460083, 2.3152999877929688, 2.436300039291382, 2.652600049972534, 2.149899959564209, 1.9824999570846558, 2.203200101852417, 1.9132000207901, 1.836400032043457, 2.0244998931884766, 1.8865000009536743, 1.510599970817566, 1.9637999534606934, 1.4218000173568726, 1.253000020980835, 1.9397000074386597, 0.8235999941825867, 1.4593000411987305, 0.39590001106262207, 1.2761000394821167, 0.2484000027179718, 0.5142999887466431, 0.02290000021457672, 0.6108999848365784, 3.361599922180176, 3.361599922180176, 3.3613998889923096, 3.3610999584198, 3.3610999584198, 3.3610000610351562, 3.36080002784729, 3.3606998920440674, 3.3606998920440674, 3.3603999614715576, 3.359999895095825, 3.359800100326538, 3.359600067138672, 3.359100103378296, 3.3589000701904297, 3.358799934387207, 3.3587000370025635, 3.3587000370025635, 3.358299970626831, 3.3580000400543213, 3.3580000400543213, 3.357800006866455, 3.3577001094818115, 3.357599973678589, 3.357599973678589, 3.3575000762939453, 3.3573999404907227, 3.3571999073028564, 3.3568999767303467, 3.3566999435424805, 3.3531999588012695, 3.3071000576019287, 3.3285000324249268, 3.3361001014709473, 3.2971999645233154, 3.2827999591827393, 3.2934999465942383, 3.263200044631958, 3.2560999393463135, 3.291800022125244, 3.2423999309539795, 3.289599895477295, 3.1219000816345215, 3.2964999675750732, 3.0334999561309814, 3.095599889755249, 2.9170000553131104, 2.9532999992370605, 2.60509991645813, 2.710200071334839, 2.8796000480651855, 2.725100040435791, 2.7209999561309814, 2.952500104904175, 2.7476000785827637, 2.197700023651123, 2.2890000343322754, 2.918299913406372, 2.7525999546051025, 2.373699903488159, 2.053299903869629, 1.2510000467300415, 0.8452000021934509, 0.5625, 1.0094000101089478, 2.3129000663757324, 1.7490999698638916, 2.6236000061035156, 2.623500108718872, 2.6233999729156494, 2.6229000091552734, 2.62280011177063, 2.6226000785827637, 2.6226000785827637, 2.622499942779541, 2.6224000453948975, 2.6224000453948975, 2.6222000122070312, 2.6221001148223877, 2.6221001148223877, 2.621799945831299, 2.621000051498413, 2.6208999156951904, 2.6205999851226807, 2.620500087738037, 2.6203999519348145, 2.620300054550171, 2.6198999881744385, 2.6198999881744385, 2.6198999881744385, 2.619800090789795, 2.619800090789795, 2.6196999549865723, 2.6196000576019287, 2.6196000576019287, 2.619499921798706, 2.6194000244140625, 2.60479998588562, 2.6161999702453613, 2.6078999042510986, 2.6166000366210938, 2.6115000247955322, 2.613100051879883, 2.59689998626709, 2.587599992752075, 2.592099905014038, 2.518699884414673, 2.582900047302246, 2.592900037765503, 2.4679999351501465, 2.5885000228881836, 2.415600061416626, 2.507499933242798, 2.5655999183654785, 2.5211000442504883, 2.298799991607666, 2.533799886703491, 2.2404000759124756, 2.421799898147583, 2.517400026321411, 2.062700033187866, 2.1967999935150146, 2.367000102996826, 2.1110999584198, 2.240600109100342, 2.273400068283081, 1.992900013923645, 1.8473999500274658, 1.9743000268936157, 1.7094999551773071, 2.2258999347686768, 1.5570000410079956, 1.7745000123977661, 1.4617999792099, 2.0316998958587646, 2.0922999382019043, 1.6171000003814697, 2.086199998855591, 1.180299997329712, 1.3113000392913818, 0.767300009727478, 0.6295999884605408, 0.33230000734329224, 0.635699987411499, 0.7184000015258789, 0.352400004863739, 0.614300012588501, 0.7706000208854675, -0.024299999698996544, -0.08160000294446945, 3.6466000080108643, 3.6456000804901123, 3.645400047302246, 3.64520001411438, 3.6445000171661377, 3.644200086593628, 3.6440999507904053, 3.6440000534057617, 3.643699884414673, 3.6435999870300293, 3.642400026321411, 3.6414999961853027, 3.6410000324249268, 3.640899896621704, 3.640000104904175, 3.639699935913086, 3.6396000385284424, 3.63919997215271, 3.63919997215271, 3.63919997215271, 3.6387999057769775, 3.6382999420166016, 3.638200044631958, 3.637399911880493, 3.636899948120117, 3.6366000175476074, 3.636399984359741, 3.6363000869750977, 3.636199951171875, 3.635699987411499, 3.6310999393463135, 3.48580002784729, 3.564199924468994, 3.5762999057769775, 3.549499988555908, 3.5885000228881836, 3.540600061416626, 3.4212000370025635, 3.5280001163482666, 3.4000000953674316, 3.4158999919891357, 3.38070011138916, 3.503999948501587, 3.3308000564575195, 3.31820011138916, 3.2446999549865723, 3.345599889755249, 3.1916000843048096, 3.057300090789795, 3.3917999267578125, 3.226099967956543, 2.9667999744415283, 2.911600112915039, 3.0673000812530518, 3.1043999195098877, 3.1675000190734863, 3.026400089263916, 2.984100103378296, 3.208400011062622, 2.629699945449829, 2.9739999771118164, 2.985300064086914, 2.7107999324798584, 2.1003000736236572, 2.6315999031066895, 2.98799991607666, 1.6811000108718872, 2.1198999881744385, 1.69159996509552, 2.690500020980835, 0.9059000015258789, 2.041800022125244, 0.6808000206947327, 1.4486000537872314, 4.320099830627441, 4.319699764251709, 4.3196001052856445, 4.319499969482422, 4.319499969482422, 4.319300174713135, 4.3190999031066895, 4.31820011138916, 4.317999839782715, 4.317399978637695, 4.316999912261963, 4.316400051116943, 4.316299915313721, 4.316299915313721, 4.316199779510498, 4.315800189971924, 4.3155999183654785, 4.314199924468994, 4.313499927520752, 4.3125, 4.312099933624268, 4.3119001388549805, 4.311600208282471, 4.311600208282471, 4.311500072479248, 4.311500072479248, 4.311299800872803, 4.311299800872803, 4.311200141906738, 4.311100006103516, 4.286900043487549, 4.201300144195557, 4.258999824523926, 4.213699817657471, 4.229499816894531, 3.9865000247955322, 4.0640997886657715, 4.0883002281188965, 4.207699775695801, 4.013800144195557, 3.9816999435424805, 4.024799823760986, 4.049300193786621, 4.05109977722168, 3.9403998851776123, 3.9899001121520996, 3.4626998901367188, 4.154799938201904, 3.731100082397461, 3.8487000465393066, 3.5638999938964844, 3.025899887084961, 3.7467000484466553, 2.8375000953674316, 3.4821999073028564, 3.45770001411438, 3.479599952697754, 1.4117000102996826, 3.1542000770568848, 2.6252999305725098, 1.2903000116348267, 2.5708999633789062, 1.260699987411499, 1.5478999614715576, 2.1305999755859375, 1.6303000450134277, 2.1298000812530518, 0.36340001225471497, 3.563699960708618, 3.5631000995635986, 3.5625, 3.562299966812134, 3.5620999336242676, 3.562000036239624, 3.5618999004364014, 3.561500072479248, 3.561000108718872, 3.560699939727783, 3.5606000423431396, 3.5601000785827637, 3.559999942779541, 3.5599000453948975, 3.5597000122070312, 3.559299945831299, 3.559000015258789, 3.5589001178741455, 3.5589001178741455, 3.558799982070923, 3.5585999488830566, 3.558000087738037, 3.557499885559082, 3.5573999881744385, 3.5571000576019287, 3.5571000576019287, 3.5569000244140625, 3.5569000244140625, 3.5566999912261963, 3.5566999912261963, 3.5329999923706055, 3.539400100708008, 3.462399959564209, 3.472399950027466, 3.4774999618530273, 3.4514000415802, 3.426800012588501, 3.2995998859405518, 3.4463999271392822, 3.4133999347686768, 3.356600046157837, 3.3636999130249023, 3.410599946975708, 3.34689998626709, 3.388000011444092, 3.286099910736084, 3.245300054550171, 3.1494998931884766, 3.0878000259399414, 3.2946999073028564, 2.825500011444092, 3.04229998588562, 3.2934999465942383, 3.012399911880493, 3.041100025177002, 3.076200008392334, 3.0034000873565674, 3.1886000633239746, 3.248500108718872, 2.8297998905181885, 2.687999963760376, 2.501499891281128, 2.2339000701904297, 2.73009991645813, 2.5896999835968018, 3.0274999141693115, 2.986999988555908, 0.9301000237464905, 1.8996000289916992, 0.9144999980926514, 1.273800015449524, 1.5546000003814697, 1.3154000043869019, 2.124500036239624, 0.9228000044822693, 0.3476000130176544, 0.30640000104904175, -0.2304999977350235, 0.7059999704360962, 3.643899917602539, 3.643899917602539, 3.6435000896453857, 3.6433000564575195, 3.643199920654297, 3.643199920654297, 3.6431000232696533, 3.642899990081787, 3.642899990081787, 3.6428000926971436, 3.6428000926971436, 3.6428000926971436, 3.642699956893921, 3.642699956893921, 3.6426000595092773, 3.6424999237060547, 3.642400026321411, 3.6421000957489014, 3.6412999629974365, 3.6412999629974365, 3.641200065612793, 3.6410999298095703, 3.6410999298095703, 3.6410000324249268, 3.640899896621704, 3.640700101852417, 3.640399932861328, 3.640399932861328, 3.640199899673462, 3.640000104904175, 3.634999990463257, 3.63070011138916, 3.6321001052856445, 3.614500045776367, 3.5553998947143555, 3.517400026321411, 3.5808000564575195, 3.592600107192993, 3.467400074005127, 3.5320000648498535, 3.4707999229431152, 3.5302999019622803, 2.9577999114990234, 3.1071999073028564, 3.2913999557495117, 3.3561999797821045, 3.3882999420166016, 3.5367000102996826, 2.733299970626831, 3.164599895477295, 2.4423000812530518, 2.6222000122070312, 3.1015000343322754, 3.2239999771118164, 2.748800039291382, 3.2472000122070312, 2.211699962615967, 1.4429999589920044, 2.6673998832702637, 1.0513999462127686, 1.5026999711990356, 0.7634000182151794, 1.3294999599456787, 1.7269999980926514, 1.4372999668121338, 0.3779999911785126, 1.8774000406265259, 1.6557999849319458, 0.9211999773979187, 1.1718000173568726, 1.3241000175476074, -0.1234000027179718, 4.10860013961792, 4.108500003814697, 4.1082000732421875, 4.107999801635742, 4.107800006866455, 4.107800006866455, 4.107699871063232, 4.107600212097168, 4.107399940490723, 4.1072998046875, 4.1072001457214355, 4.106599807739258, 4.106400012969971, 4.106299877166748, 4.106200218200684, 4.105899810791016, 4.105100154876709, 4.105100154876709, 4.105000019073486, 4.104899883270264, 4.104599952697754, 4.104599952697754, 4.104599952697754, 4.104300022125244, 4.104300022125244, 4.103600025177002, 4.103600025177002, 4.102799892425537, 4.102499961853027, 4.10230016708374, 4.053199768066406, 4.038599967956543, 4.033999919891357, 3.9971001148223877, 4.0640997886657715, 3.989799976348877, 4.048799991607666, 4.037199974060059, 4.06689977645874, 3.8097000122070312, 3.987499952316284, 3.9749999046325684, 3.847100019454956, 3.824399948120117, 3.441699981689453, 3.4256999492645264, 3.344099998474121, 2.47160005569458, 2.6879000663757324, 3.7464001178741455, 2.7616000175476074, 2.9323999881744385, 2.391200065612793, 2.6493000984191895, 1.9292999505996704, 1.9121999740600586, 1.5226999521255493, 1.7970999479293823, 1.8717999458312988, 0.9891999959945679, 0.35120001435279846, 1.0410000085830688, 1.2734999656677246, 0.6385999917984009, 0.2728999853134155, 3.4883999824523926, 3.4881999492645264, 3.4876999855041504, 3.487499952316284, 3.487499952316284, 3.4874000549316406, 3.4874000549316406, 3.4870998859405518, 3.486799955368042, 3.4865000247955322, 3.4860000610351562, 3.48580002784729, 3.48580002784729, 3.485599994659424, 3.4853999614715576, 3.4853999614715576, 3.484800100326538, 3.4846999645233154, 3.4846999645233154, 3.484100103378296, 3.4839999675750732, 3.4839999675750732, 3.4839000701904297, 3.483799934387207, 3.483799934387207, 3.4837000370025635, 3.4835000038146973, 3.4835000038146973, 3.4835000038146973, 3.4834001064300537, 3.460200071334839, 3.4565000534057617, 3.464200019836426, 3.4495999813079834, 3.436199903488159, 3.453900098800659, 3.396699905395508, 3.4672999382019043, 3.364300012588501, 3.385200023651123, 3.411400079727173, 3.297499895095825, 3.222100019454956, 3.280100107192993, 3.186800003051758, 3.228600025177002, 3.046999931335449, 3.0608999729156494, 3.1375999450683594, 3.2035000324249268, 2.982800006866455, 3.071199893951416, 3.2513999938964844, 2.624000072479248, 2.545799970626831, 2.406599998474121, 2.388200044631958, 1.8460999727249146, 2.4010000228881836, 1.613800048828125, 1.2026000022888184, 1.6972999572753906, 1.7874000072479248, 0.5289999842643738, 2.0829999446868896, 0.9438999891281128, 0.46129998564720154, 0.0544000007212162, 0.40939998626708984, 0.9083999991416931, 3.888000011444092, 3.887500047683716, 3.887500047683716, 3.887500047683716, 3.8870999813079834, 3.886899948120117, 3.886699914932251, 3.886699914932251, 3.886699914932251, 3.8864998817443848, 3.8864998817443848, 3.886399984359741, 3.886199951171875, 3.8857998847961426, 3.885499954223633, 3.885499954223633, 3.885200023651123, 3.884999990463257, 3.8847999572753906, 3.8845999240875244, 3.8845999240875244, 3.884500026702881, 3.8842999935150146, 3.884200096130371, 3.884200096130371, 3.884000062942505, 3.8838999271392822, 3.8838999271392822, 3.8838999271392822, 3.8838999271392822, 3.8719000816345215, 3.8568999767303467, 3.873800039291382, 3.8680999279022217, 3.8313000202178955, 3.864300012588501, 3.803299903869629, 3.7994000911712646, 3.785599946975708, 3.793299913406372, 3.786400079727173, 3.7574000358581543, 3.728600025177002, 3.6630001068115234, 3.6259000301361084, 3.846299886703491, 3.6861000061035156, 3.5587000846862793, 3.518899917602539, 3.6459999084472656, 2.5987000465393066, 1.6892000436782837, 1.44159996509552, 2.704200029373169, 2.1322999000549316, 2.657599925994873, 1.601099967956543, 0.9006999731063843, 0.18469999730587006, 0.7046999931335449, 0.852400004863739, 0.5450999736785889, 0.9517999887466431, 0.4542999863624573, 2.839099884033203, 2.838200092315674, 2.838099956512451, 2.838099956512451, 2.838099956512451, 2.8380000591278076, 2.8380000591278076, 2.837899923324585, 2.8378000259399414, 2.8376998901367188, 2.8376998901367188, 2.837599992752075, 2.8373000621795654, 2.837100028991699, 2.836899995803833, 2.8366000652313232, 2.8364999294281006, 2.8364999294281006, 2.836400032043457, 2.836400032043457, 2.8362998962402344, 2.836199998855591, 2.835900068283081, 2.8357999324798584, 2.8355000019073486, 2.835400104522705, 2.835400104522705, 2.8352999687194824, 2.8352999687194824, 2.8352999687194824, 2.8340001106262207, 2.8313000202178955, 2.7725000381469727, 2.7572999000549316, 2.7848000526428223, 2.765899896621704, 2.722100019454956, 2.7504000663757324, 2.7037999629974365, 2.6322999000549316, 2.5810999870300293, 2.544800043106079, 2.510699987411499, 2.8041999340057373, 2.472399950027466, 2.433500051498413, 2.4430999755859375, 2.5274999141693115, 2.4798998832702637, 2.5685999393463135, 2.1937999725341797, 2.3582000732421875, 2.0589001178741455, 2.2679998874664307, 2.0100998878479004, 2.1767001152038574, 2.5868000984191895, 2.1287999153137207, 1.8760000467300415, 1.6746000051498413, 2.2690999507904053, 2.2572999000549316, 1.9244999885559082, 1.315999984741211, 1.1217999458312988, 0.9592000246047974, 2.013700008392334, 1.475000023841858, 1.173699975013733, 0.7918999791145325, 0.5835999846458435, 1.2740999460220337, 0.1589999943971634, -0.0860000029206276, 0.5378999710083008, 1.6160000562667847, 0.33230000734329224, 0.7799999713897705, 0.7243000268936157, 2.098400115966797, 2.097399950027466, 2.09689998626709, 2.0964999198913574, 2.0961999893188477, 2.0959999561309814, 2.095599889755249, 2.0954999923706055, 2.095400094985962, 2.095099925994873, 2.0950000286102295, 2.0950000286102295, 2.094899892807007, 2.094599962234497, 2.0945000648498535, 2.0941998958587646, 2.094099998474121, 2.0940001010894775, 2.0938000679016113, 2.093600034713745, 2.093400001525879, 2.0933001041412354, 2.0931999683380127, 2.0931999683380127, 2.0927999019622803, 2.0927999019622803, 2.0927000045776367, 2.0924999713897705, 2.0922999382019043, 2.0922999382019043, 2.0634000301361084, 2.0768001079559326, 2.089600086212158, 2.076900005340576, 2.0441999435424805, 2.0713999271392822, 2.067500114440918, 2.069499969482422, 1.9767999649047852, 2.0185000896453857, 2.033400058746338, 1.9585000276565552, 2.073199987411499, 1.9436999559402466, 2.0223000049591064, 1.9530999660491943, 1.9462000131607056, 1.909600019454956, 1.8854999542236328, 2.058000087738037, 1.9846999645233154, 1.7990000247955322, 1.7870999574661255, 1.8834999799728394, 1.7035000324249268, 1.688099980354309, 1.7790000438690186, 1.823099970817566, 1.833899974822998, 1.892199993133545, 1.7932000160217285, 1.8686000108718872, 1.6700999736785889, 1.6730999946594238, 1.7483999729156494, 1.763100028038025, 1.548699975013733, 1.8401000499725342, 1.2691999673843384, 1.3980000019073486, 1.4177000522613525, 1.326300024986267, 1.3151999711990356, 0.8585000038146973, 1.3003000020980835, 0.828000009059906, 1.3016999959945679, 0.8852999806404114, 1.0358999967575073, 1.123900055885315, 1.139799952507019, 4.503499984741211, 4.503200054168701, 4.5030999183654785, 4.502200126647949, 4.501800060272217, 4.501800060272217, 4.501399993896484, 4.501299858093262, 4.501299858093262, 4.500199794769287, 4.499800205230713, 4.49970006942749, 4.499599933624268, 4.499599933624268, 4.499300003051758, 4.499199867248535, 4.499100208282471, 4.499000072479248, 4.498899936676025, 4.498000144958496, 4.497600078582764, 4.497499942779541, 4.4969000816345215, 4.496600151062012, 4.496300220489502, 4.495500087738037, 4.495299816131592, 4.49429988861084, 4.491700172424316, 4.4893999099731445, 4.4816999435424805, 4.474899768829346, 4.420000076293945, 4.369200229644775, 4.350800037384033, 4.417099952697754, 4.33050012588501, 4.253200054168701, 4.234899997711182, 4.103400230407715, 3.867799997329712, 4.123899936676025, 4.2052998542785645, 4.260000228881836, 4.232500076293945, 4.035600185394287, 3.6159000396728516, 2.9567999839782715, 2.206199884414673, 2.7051000595092773, 3.2255001068115234, 2.9519999027252197, 3.0116000175476074, 2.2291998863220215, 3.549299955368042, 1.895400047302246, 1.832200050354004, 1.9391000270843506, 1.3996000289916992, 2.4200000762939453, 2.153700113296509, 0.2556999921798706, 1.4723999500274658, 1.2236000299453735, 3.7644999027252197, 3.7639000415802, 3.7637999057769775, 3.7636001110076904, 3.7632999420166016, 3.7627999782562256, 3.762700080871582, 3.7625999450683594, 3.762500047683716, 3.762500047683716, 3.762399911880493, 3.7623000144958496, 3.762200117111206, 3.7620999813079834, 3.76200008392334, 3.7616000175476074, 3.7614998817443848, 3.761199951171875, 3.761199951171875, 3.7611000537872314, 3.7611000537872314, 3.760999917984009, 3.760999917984009, 3.7609000205993652, 3.7607998847961426, 3.7607998847961426, 3.7602999210357666, 3.7602999210357666, 3.760200023651123, 3.760200023651123, 3.753499984741211, 3.7427000999450684, 3.74429988861084, 3.702199935913086, 3.5813000202178955, 3.620699882507324, 3.5013999938964844, 3.4316999912261963, 3.6379001140594482, 3.520900011062622, 3.5037999153137207, 3.609600067138672, 3.3101000785827637, 3.2727999687194824, 3.189199924468994, 3.1710000038146973, 3.5322000980377197, 3.411900043487549, 3.148900032043457, 3.0499000549316406, 2.920799970626831, 3.2328999042510986, 2.95740008354187, 3.108799934387207, 2.9375, 2.8777999877929688, 2.7367000579833984, 1.763800024986267, 1.7139999866485596, 1.707900047302246, 3.035900115966797, 1.3798999786376953, 0.9483000040054321, 1.4635000228881836, 1.2657999992370605, 1.6603000164031982, 1.432800054550171, 3.697499990463257, 3.697200059890747, 3.697200059890747, 3.6970999240875244, 3.696899890899658, 3.6963999271392822, 3.6963000297546387, 3.6960999965667725, 3.6958999633789062, 3.6958999633789062, 3.6953001022338867, 3.695199966430664, 3.695199966430664, 3.6947999000549316, 3.694700002670288, 3.694499969482422, 3.694499969482422, 3.6944000720977783, 3.6937999725341797, 3.693700075149536, 3.693700075149536, 3.6935999393463135, 3.6935999393463135, 3.6933999061584473, 3.69320011138916, 3.69320011138916, 3.6930999755859375, 3.6930999755859375, 3.693000078201294, 3.693000078201294, 3.6851999759674072, 3.643399953842163, 3.6145999431610107, 3.5332000255584717, 3.454699993133545, 3.48580002784729, 3.547300100326538, 3.537600040435791, 3.5213000774383545, 3.596400022506714, 3.647200107574463, 3.507999897003174, 3.447499990463257, 3.5099000930786133, 3.3968000411987305, 3.4316999912261963, 3.2822999954223633, 2.9832000732421875, 3.5536999702453613, 3.322000026702881, 3.5757999420166016, 2.6830999851226807, 2.948199987411499, 2.9965999126434326, 3.2307000160217285, 2.316800117492676, 2.257200002670288, 1.9780999422073364, 1.461899995803833, 1.1885000467300415, 0.36980000138282776, 0.34599998593330383, 2.3731000423431396, 0.8216999769210815, 3.3338000774383545, 3.3331000804901123, 3.3320000171661377, 3.3317999839782715, 3.3315999507904053, 3.3315000534057617, 3.3315000534057617, 3.3308000564575195, 3.3304998874664307, 3.330399990081787, 3.330199956893921, 3.3299999237060547, 3.3296000957489014, 3.3289999961853027, 3.3289999961853027, 3.3289999961853027, 3.328900098800659, 3.3287999629974365, 3.328700065612793, 3.328399896621704, 3.3280999660491943, 3.3280999660491943, 3.327699899673462, 3.327699899673462, 3.3276000022888184, 3.327399969100952, 3.3271000385284424, 3.3268001079559326, 3.3266000747680664, 3.3264000415802, 3.317500114440918, 3.314199924468994, 3.3250999450683594, 3.3036999702453613, 3.3113999366760254, 3.2906999588012695, 3.3034000396728516, 3.211899995803833, 3.2011001110076904, 3.1779000759124756, 3.284600019454956, 3.1796000003814697, 3.0985000133514404, 3.063699960708618, 3.135999917984009, 3.2007999420166016, 3.2713000774383545, 3.2432000637054443, 3.1003000736236572, 3.123699903488159, 3.1603000164031982, 3.0271999835968018, 2.9697999954223633, 3.004300117492676, 3.214099884033203, 2.883699893951416, 3.1468000411987305, 2.7867000102996826, 3.037899971008301, 2.691800117492676, 2.8071000576019287, 2.3282999992370605, 2.2713000774383545, 2.4356000423431396, 3.023699998855591, 2.2581000328063965, 1.4904999732971191, 2.16129994392395, 2.387700080871582, 2.6554999351501465, 1.132599949836731, 1.5755000114440918, 2.002700090408325, 0.847599983215332, 1.0399999618530273, 1.402999997138977, 0.37779998779296875, 1.1370999813079834, 0.5331000089645386, 3.2230000495910645, 3.2230000495910645, 3.2230000495910645, 3.222899913787842, 3.2228000164031982, 3.2228000164031982, 3.222599983215332, 3.222399950027466, 3.2223000526428223, 3.2221999168395996, 3.2219998836517334, 3.2216999530792236, 3.2216999530792236, 3.22160005569458, 3.221400022506714, 3.221400022506714, 3.221400022506714, 3.2211999893188477, 3.2207999229431152, 3.220599889755249, 3.2195000648498535, 3.219399929046631, 3.2193000316619873, 3.2191998958587646, 3.218899965286255, 3.218400001525879, 3.2183001041412354, 3.218100070953369, 3.218100070953369, 3.2179999351501465, 3.203200101852417, 3.1846001148223877, 3.1401000022888184, 3.186000108718872, 3.1970999240875244, 3.113100051879883, 3.1984000205993652, 3.1928000450134277, 3.0608999729156494, 2.9403998851776123, 3.025700092315674, 2.8815999031066895, 2.962599992752075, 2.9820001125335693, 3.047800064086914, 3.055299997329712, 2.9254000186920166, 2.9767000675201416, 2.9263999462127686, 2.9554998874664307, 2.8238000869750977, 2.4846999645233154, 2.7351999282836914, 2.710700035095215, 2.441999912261963, 2.682499885559082, 2.8894999027252197, 2.391900062561035, 2.5139999389648438, 2.6257998943328857, 2.7121999263763428, 1.8914999961853027, 2.6370999813079834, 2.2718000411987305, 1.378100037574768, 2.085200071334839, 1.1642999649047852, 1.617900013923645, 0.8586000204086304, 1.5901000499725342, 2.2065999507904053, 0.8888999819755554, 0.15320000052452087, 1.110200047492981, 1.7786999940872192, 4.108799934387207, 4.108699798583984, 4.108399868011475, 4.10830020904541, 4.107999801635742, 4.107800006866455, 4.107800006866455, 4.107800006866455, 4.107699871063232, 4.107500076293945, 4.1072001457214355, 4.106900215148926, 4.106400012969971, 4.106200218200684, 4.105400085449219, 4.105299949645996, 4.105199813842773, 4.105100154876709, 4.105000019073486, 4.104899883270264, 4.104100227355957, 4.103899955749512, 4.103799819946289, 4.103300094604492, 4.1031999588012695, 4.103000164031982, 4.102700233459473, 4.10230016708374, 4.1020002365112305, 4.101799964904785, 4.094699859619141, 4.088399887084961, 4.079599857330322, 4.083099842071533, 4.063399791717529, 4.078199863433838, 4.000999927520752, 4.025199890136719, 4.031599998474121, 3.9047999382019043, 3.904900074005127, 3.8684000968933105, 3.825500011444092, 3.697999954223633, 3.8013999462127686, 3.952399969100952, 3.6672000885009766, 2.7167000770568848, 3.5778000354766846, 3.0803000926971436, 2.836899995803833, 3.2546000480651855, 2.3190999031066895, 1.8306000232696533, 1.8977999687194824, 2.064500093460083, 1.6303000450134277, 2.0706000328063965, 1.8217999935150146, 2.1517999172210693, 0.39489999413490295, 0.3610999882221222, 3.1661999225616455, 3.165800094604492, 3.165800094604492, 3.165800094604492, 3.1654999256134033, 3.1651999950408936, 3.1649999618530273, 3.1647000312805176, 3.1644999980926514, 3.164400100708008, 3.1642000675201416, 3.1642000675201416, 3.164099931716919, 3.164099931716919, 3.1640000343322754, 3.1640000343322754, 3.1635000705718994, 3.1633999347686768, 3.163100004196167, 3.162899971008301, 3.1628000736236572, 3.1628000736236572, 3.162600040435791, 3.1624999046325684, 3.1623001098632812, 3.1621999740600586, 3.161900043487549, 3.161799907684326, 3.161799907684326, 3.161600112915039, 3.120699882507324, 3.121999979019165, 3.1203999519348145, 3.1403000354766846, 3.148699998855591, 3.027899980545044, 3.1041998863220215, 3.089400053024292, 3.1226000785827637, 3.0952000617980957, 3.0464999675750732, 3.0064001083374023, 3.0292000770568848, 2.7855000495910645, 2.948699951171875, 2.7725000381469727, 2.782599925994873, 3.047300100326538, 2.8778998851776123, 2.7959001064300537, 2.894399881362915, 2.996299982070923, 2.2841999530792236, 1.964900016784668, 1.8468999862670898, 2.1161999702453613, 2.5838000774383545, 2.671999931335449, 1.2998000383377075, 1.5951000452041626, 2.0938000679016113, 1.4276000261306763, 2.0801000595092773, 2.547800064086914, 2.093100070953369, 1.7409000396728516, 1.007099986076355, 1.7537000179290771, 1.4215999841690063, 0.637499988079071, 1.9872000217437744, 0.7705000042915344, 1.014299988746643, 1.3422000408172607, 1.993399977684021, 0.9779000282287598, 0.5220000147819519, 1.2071000337600708, 1.7517999410629272, 0.6804999709129333, 1.3873000144958496, 0.7669000029563904, -0.1281999945640564, 1.1203999519348145, 0.26910001039505005, 4.64169979095459, 4.641600131988525, 4.641300201416016, 4.641300201416016, 4.6407999992370605, 4.640200138092041, 4.640100002288818, 4.639400005340576, 4.639200210571289, 4.638899803161621, 4.638599872589111, 4.6381001472473145, 4.637599945068359, 4.637400150299072, 4.637400150299072, 4.6367998123168945, 4.63640022277832, 4.636199951171875, 4.636099815368652, 4.636000156402588, 4.635200023651123, 4.634900093078613, 4.634799957275391, 4.6346001625061035, 4.634200096130371, 4.633500099182129, 4.633399963378906, 4.632500171661377, 4.632500171661377, 4.631100177764893, 4.627799987792969, 4.608699798583984, 4.578700065612793, 4.499000072479248, 4.513599872589111, 4.476099967956543, 4.468599796295166, 4.378300189971924, 4.329800128936768, 4.478899955749512, 4.248000144958496, 4.348299980163574, 4.310299873352051, 4.222599983215332, 3.990499973297119, 4.505199909210205, 3.257499933242798, 4.146299839019775, 3.592400074005127, 3.68530011177063, 3.5773000717163086, 3.9874000549316406, 3.7225000858306885, 2.8210999965667725, 3.316800117492676, 2.941999912261963, 2.869800090789795, 2.796099901199341, 2.0862998962402344, 1.104699969291687, 0.6348999738693237, 0.6682999730110168, 2.7302000522613525, 2.7302000522613525, 2.73009991645813, 2.7300000190734863, 2.7298998832702637, 2.72979998588562, 2.729599952697754, 2.729599952697754, 2.729599952697754, 2.729599952697754, 2.7295000553131104, 2.7293999195098877, 2.7290000915527344, 2.7288999557495117, 2.7286999225616455, 2.7286999225616455, 2.728600025177002, 2.7284998893737793, 2.7283999919891357, 2.728300094604492, 2.728300094604492, 2.7281999588012695, 2.728100061416626, 2.7279999256134033, 2.7279999256134033, 2.727799892425537, 2.727799892425537, 2.727400064468384, 2.727299928665161, 2.7272000312805176, 2.724299907684326, 2.7263998985290527, 2.6598000526428223, 2.5917000770568848, 2.643899917602539, 2.552500009536743, 2.5768001079559326, 2.581199884414673, 2.675600051879883, 2.594099998474121, 2.656399965286255, 2.598099946975708, 2.5553998947143555, 2.535399913787842, 2.5732998847961426, 2.6036999225616455, 2.6166999340057373, 2.6249001026153564, 2.4853999614715576, 2.158400058746338, 2.28439998626709, 2.1830999851226807, 2.324199914932251, 2.2634999752044678, 1.86899995803833, 2.3784000873565674, 1.8739999532699585, 1.8316999673843384, 2.120699882507324, 2.265399932861328, 1.847100019454956, 1.924299955368042, 2.3073999881744385, 0.559499979019165, 1.845900058746338, 0.9052000045776367, 1.2506999969482422, -0.044599998742341995, 0.3310000002384186, 3.518699884414673, 3.5185000896453857, 3.5185000896453857, 3.517899990081787, 3.5176000595092773, 3.517199993133545, 3.5169999599456787, 3.516700029373169, 3.5157999992370605, 3.5157999992370605, 3.5153000354766846, 3.515000104904175, 3.515000104904175, 3.514899969100952, 3.5146000385284424, 3.5146000385284424, 3.5146000385284424, 3.514400005340576, 3.51419997215271, 3.5139999389648438, 3.5139000415802, 3.513700008392334, 3.513400077819824, 3.5130999088287354, 3.5127999782562256, 3.5125999450683594, 3.512200117111206, 3.5109000205993652, 3.5107998847961426, 3.510499954223633, 3.4867000579833984, 3.4879000186920166, 3.3866000175476074, 3.3108999729156494, 3.296099901199341, 3.431999921798706, 3.078399896621704, 3.3587000370025635, 3.260699987411499, 3.0762999057769775, 2.8698999881744385, 3.3457999229431152, 3.1112000942230225, 3.271399974822998, 3.1754000186920166, 2.974400043487549, 2.9400999546051025, 2.9960999488830566, 3.1140999794006348, 2.7365000247955322, 3.1821999549865723, 2.4410998821258545, 2.3162999153137207, 2.46589994430542, 2.3942999839782715, 1.4335999488830566, 2.3145999908447266, 2.418800115585327, 2.6026999950408936, 1.9615000486373901, 2.5048999786376953, 2.268899917602539, 1.4733999967575073, 1.4645999670028687, 1.8756999969482422, 1.792099952697754, 1.6593999862670898, 1.652899980545044, 0.6675000190734863, 1.3243999481201172, 0.7098000049591064, 0.5425000190734863, 1.3982000350952148], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -6.99429988861084, -7.4456000328063965, -7.45550012588501, -7.618000030517578, -7.769800186157227, -7.816999912261963, -7.819300174713135, -7.84060001373291, -7.892199993133545, -7.970200061798096, -8.06980037689209, -8.115300178527832, -8.116499900817871, -8.20300006866455, -8.399700164794922, -8.402000427246094, -8.406000137329102, -8.434499740600586, -8.451499938964844, -8.486100196838379, -8.504799842834473, -8.510899543762207, -8.53499984741211, -8.573200225830078, -8.619600296020508, -8.634900093078613, -8.656700134277344, -8.687999725341797, -8.73639965057373, -8.777400016784668, -7.6504998207092285, -6.870200157165527, -7.880799770355225, -7.9807000160217285, -6.966800212860107, -6.0071001052856445, -7.439000129699707, -5.934199810028076, -5.681300163269043, -6.365900039672852, -6.439499855041504, -6.689700126647949, -6.323200225830078, -6.406899929046631, -6.862800121307373, -5.479599952697754, -6.287899971008301, -6.766600131988525, -5.8902997970581055, -5.4770002365112305, -6.026800155639648, -5.301300048828125, -5.093500137329102, -6.852499961853027, -5.800000190734863, -5.385700225830078, -5.110499858856201, -6.18779993057251, -6.306399822235107, -6.525000095367432, -5.161200046539307, -5.670300006866455, -6.1844000816345215, -6.1082000732421875, -5.511600017547607, -4.975200176239014, -6.204999923706055, -6.178199768066406, -6.149899959564209, -5.486199855804443, -5.9822001457214355, -5.328800201416016, -5.6280999183654785, -5.772600173950195, -5.710000038146973, -5.653800010681152, -5.95389986038208, -5.682000160217285, -6.118599891662598, -6.132199764251709, -6.0441999435424805, -6.141499996185303, -4.4670000076293945, -4.663300037384033, -5.215799808502197, -5.629300117492676, -5.632900238037109, -5.68209981918335, -5.757999897003174, -5.771399974822998, -5.854000091552734, -5.8979997634887695, -6.1290998458862305, -6.2153000831604, -6.224400043487549, -6.385300159454346, -6.634699821472168, -6.683300018310547, -6.79449987411499, -6.837900161743164, -6.843699932098389, -6.926300048828125, -7.042799949645996, -7.052000045776367, -7.0971999168396, -7.200500011444092, -7.217199802398682, -7.226799964904785, -7.253300189971924, -7.267899990081787, -7.269800186157227, -7.289599895477295, -5.698400020599365, -5.547500133514404, -6.490099906921387, -5.1203999519348145, -5.548299789428711, -5.104100227355957, -6.039000034332275, -5.60699987411499, -4.227200031280518, -5.439199924468994, -4.153299808502197, -6.194499969482422, -5.811399936676025, -5.8765997886657715, -5.1855998039245605, -4.760799884796143, -4.521500110626221, -4.720300197601318, -5.897600173950195, -4.976799964904785, -5.697800159454346, -4.585000038146973, -5.720399856567383, -4.6743998527526855, -5.070300102233887, -5.037099838256836, -5.617800235748291, -5.263000011444092, -5.216100215911865, -5.154600143432617, -5.426799774169922, -5.55019998550415, -5.501100063323975, -5.611400127410889, -5.502099990844727, -5.613500118255615, -3.961400032043457, -4.60290002822876, -5.590000152587891, -5.6020002365112305, -5.912899971008301, -5.942399978637695, -6.083799839019775, -6.18310022354126, -6.189000129699707, -6.276299953460693, -6.315299987792969, -6.325200080871582, -6.363900184631348, -6.384500026702881, -6.395899772644043, -6.397299766540527, -6.455699920654297, -6.492199897766113, -6.511199951171875, -6.518499851226807, -6.529099941253662, -6.560500144958496, -6.642300128936768, -6.658599853515625, -6.663899898529053, -6.683199882507324, -6.686699867248535, -6.691500186920166, -6.692500114440918, -6.698999881744385, -4.218900203704834, -5.1184000968933105, -5.790599822998047, -6.0329999923706055, -4.795499801635742, -4.152900218963623, -5.037099838256836, -4.733500003814697, -5.4380998611450195, -5.2967000007629395, -5.018400192260742, -4.64739990234375, -4.257699966430664, -4.741600036621094, -4.803999900817871, -5.072299957275391, -3.954900026321411, -5.384799957275391, -5.345900058746338, -6.088900089263916, -5.370999813079834, -5.866799831390381, -5.152100086212158, -5.802999973297119, -4.5467000007629395, -4.915599822998047, -5.027299880981445, -5.355299949645996, -5.594200134277344, -5.577700138092041, -5.228499889373779, -5.405399799346924, -5.434700012207031, -5.490799903869629, -4.9421000480651855, -5.214000225067139, -5.724899768829346, -6.224599838256836, -6.288099765777588, -6.496300220489502, -6.580699920654297, -6.591599941253662, -6.799799919128418, -6.951399803161621, -7.185400009155273, -7.22130012512207, -7.309899806976318, -7.3470001220703125, -7.366799831390381, -7.433599948883057, -7.519199848175049, -7.543399810791016, -7.544400215148926, -7.593900203704834, -7.630499839782715, -7.647900104522705, -7.690400123596191, -7.710299968719482, -7.726099967956543, -7.7368998527526855, -7.7494001388549805, -7.756899833679199, -7.783899784088135, -7.914700031280518, -6.4807000160217285, -6.651500225067139, -6.389400005340576, -6.633900165557861, -7.142199993133545, -6.8358001708984375, -5.187699794769287, -6.541200160980225, -4.867499828338623, -4.693399906158447, -5.762899875640869, -6.690800189971924, -5.965199947357178, -5.5553998947143555, -6.233699798583984, -5.169600009918213, -5.545499801635742, -4.997000217437744, -5.0507001876831055, -5.6265997886657715, -6.597799777984619, -4.916999816894531, -4.394700050354004, -5.144999980926514, -5.1940999031066895, -5.052599906921387, -5.497000217437744, -5.4542999267578125, -5.026599884033203, -5.585999965667725, -5.115699768066406, -5.130000114440918, -5.735599994659424, -4.919400215148926, -5.467700004577637, -4.912799835205078, -5.421899795532227, -5.2692999839782715, -5.47629976272583, -5.47189998626709, -5.620800018310547, -4.60099983215332, -4.744900226593018, -5.356599807739258, -5.714399814605713, -5.720699787139893, -5.881899833679199, -6.14769983291626, -6.189899921417236, -6.23799991607666, -6.462100028991699, -6.693600177764893, -6.813600063323975, -6.890600204467773, -7.091700077056885, -7.150199890136719, -7.198400020599365, -7.2322998046875, -7.234399795532227, -7.335100173950195, -7.42140007019043, -7.4243998527526855, -7.4918999671936035, -7.502099990844727, -7.520599842071533, -7.529399871826172, -7.557300090789795, -7.573800086975098, -7.625899791717529, -7.691500186920166, -7.712100028991699, -6.081299781799316, -3.242500066757202, -5.00540018081665, -6.531000137329102, -5.310200214385986, -5.044899940490723, -5.56279993057251, -5.139100074768066, -4.969299793243408, -6.327899932861328, -5.940199851989746, -6.553899765014648, -4.957300186157227, -6.675099849700928, -5.277699947357178, -5.957200050354004, -5.245800018310547, -5.443399906158447, -4.427299976348877, -4.8246002197265625, -5.349299907684326, -5.110199928283691, -5.1579999923706055, -5.6732001304626465, -5.339600086212158, -4.549300193786621, -5.116000175476074, -5.781400203704834, -5.703199863433838, -5.431300163269043, -5.231500148773193, -4.757400035858154, -4.810800075531006, -4.9552001953125, -5.147799968719482, -5.550099849700928, -5.4959001541137695, -6.685400009155273, -6.771699905395508, -6.864099979400635, -7.252200126647949, -7.324900150299072, -7.445300102233887, -7.453499794006348, -7.515600204467773, -7.553999900817871, -7.577000141143799, -7.652699947357178, -7.6743998527526855, -7.709099769592285, -7.827899932861328, -8.072799682617188, -8.097299575805664, -8.178400039672852, -8.207300186157227, -8.246999740600586, -7.730000019073486, -8.343999862670898, -8.347200393676758, -8.35099983215332, -8.3725004196167, -8.387200355529785, -8.402299880981445, -8.418700218200684, -8.425200462341309, -8.437100410461426, -8.451199531555176, -2.0866000652313232, -5.69379997253418, -5.560500144958496, -6.465199947357178, -6.473800182342529, -7.50029993057251, -6.60699987411499, -6.186200141906738, -6.741799831390381, -3.4719998836517334, -6.73769998550415, -7.164899826049805, -3.8173999786376953, -7.462100028991699, -4.528900146484375, -6.068299770355225, -7.068900108337402, -6.568600177764893, -4.0335001945495605, -6.742099761962891, -3.9410998821258545, -5.646500110626221, -6.7266998291015625, -3.680299997329712, -5.17579984664917, -6.0756001472473145, -4.777900218963623, -5.611599922180176, -6.071800231933594, -5.456299781799316, -5.0904998779296875, -5.497099876403809, -5.236599922180176, -6.177999973297119, -5.052000045776367, -5.4506001472473145, -5.075699806213379, -5.9928998947143555, -6.086599826812744, -5.625999927520752, -6.098700046539307, -5.503399848937988, -5.621300220489502, -5.339600086212158, -5.303999900817871, -5.185400009155273, -5.350299835205078, -5.397500038146973, -5.2733001708984375, -5.385300159454346, -5.469799995422363, -5.333000183105469, -5.576399803161621, -5.418600082397461, -6.362299919128418, -6.464000225067139, -6.544099807739258, -6.857900142669678, -6.9475998878479, -6.969600200653076, -7.0005998611450195, -7.0960001945495605, -7.120200157165527, -7.412399768829346, -7.5706000328063965, -7.658999919891357, -7.6656999588012695, -7.81220006942749, -7.851900100708008, -7.85890007019043, -7.904099941253662, -7.911399841308594, -7.91349983215332, -7.960400104522705, -8.015000343322754, -8.02280044555664, -8.109000205993652, -8.161999702453613, -8.185700416564941, -8.208999633789062, -8.22189998626709, -8.23069953918457, -8.267800331115723, -6.925300121307373, -3.9863998889923096, -5.996099948883057, -6.32390022277832, -5.890699863433838, -7.124800205230713, -6.235300064086914, -4.004700183868408, -6.266300201416016, -4.604800224304199, -4.946400165557861, -4.780399799346924, -6.4807000160217285, -5.268799781799316, -5.247000217437744, -4.82390022277832, -5.667099952697754, -4.763299942016602, -4.044000148773193, -6.049300193786621, -5.179699897766113, -4.116700172424316, -3.993000030517578, -4.717100143432617, -4.883900165557861, -5.150300025939941, -4.912300109863281, -4.949999809265137, -5.735499858856201, -4.375, -5.287799835205078, -5.518899917602539, -5.162700176239014, -4.418000221252441, -5.207799911499023, -5.638299942016602, -4.559199810028076, -4.984600067138672, -4.8454999923706055, -5.440100193023682, -4.589000225067139, -5.183300018310547, -4.8368000984191895, -5.2494001388549805, -4.167200088500977, -4.92110013961792, -5.0406999588012695, -5.141200065612793, -5.181099891662598, -5.337200164794922, -5.485799789428711, -5.980299949645996, -6.0802998542785645, -6.291399955749512, -6.4105000495910645, -6.56820011138916, -6.578000068664551, -6.581299781799316, -6.6097002029418945, -6.6956000328063965, -6.736199855804443, -6.9893999099731445, -7.097400188446045, -7.225500106811523, -7.277400016784668, -7.294300079345703, -7.3354997634887695, -7.337600231170654, -7.345600128173828, -7.349699974060059, -7.368299961090088, -7.372300148010254, -7.374800205230713, -7.388199806213379, -4.771500110626221, -3.351599931716919, -6.05620002746582, -5.032700061798096, -5.7153000831604, -2.6333000659942627, -4.119800090789795, -4.643400192260742, -6.20359992980957, -4.311600208282471, -4.400300025939941, -4.861100196838379, -5.201900005340576, -5.606100082397461, -5.144400119781494, -5.428699970245361, -3.8682000637054443, -6.063600063323975, -5.095200061798096, -5.462500095367432, -4.979000091552734, -4.075900077819824, -5.458799839019775, -4.30109977722168, -5.157400131225586, -5.148900032043457, -5.247399806976318, -3.8378000259399414, -5.187399864196777, -4.979000091552734, -4.6433000564575195, -5.03879976272583, -4.896500110626221, -4.97790002822876, -5.056700229644775, -5.050300121307373, -5.140500068664551, -5.154300212860107, -5.703700065612793, -6.270599842071533, -6.600299835205078, -6.70550012588501, -6.776100158691406, -6.822700023651123, -6.833499908447266, -7.003200054168701, -7.133800029754639, -7.217100143432617, -7.265999794006348, -7.369800090789795, -7.400700092315674, -7.4257001876831055, -7.45389986038208, -7.533899784088135, -7.604499816894531, -7.6072001457214355, -7.611700057983398, -7.625100135803223, -7.661600112915039, -7.763000011444092, -7.832099914550781, -7.849800109863281, -7.89109992980957, -7.775599956512451, -7.91480016708374, -7.923099994659424, -7.942399978637695, -7.950900077819824, -5.395199775695801, -6.338900089263916, -5.789700031280518, -6.124499797821045, -6.243199825286865, -6.147299766540527, -5.807700157165527, -4.542200088500977, -6.555200099945068, -6.264599800109863, -6.064799785614014, -6.1367998123168945, -6.484600067138672, -6.121600151062012, -6.466800212860107, -5.846099853515625, -5.67710018157959, -5.177199840545654, -5.031300067901611, -6.111800193786621, -4.4593000411987305, -5.299300193786621, -6.233099937438965, -5.522500038146973, -5.605800151824951, -5.728400230407715, -5.603099822998047, -6.004799842834473, -6.1346001625061035, -5.606299877166748, -5.4558000564575195, -5.270299911499023, -5.035999774932861, -5.653600215911865, -5.555699825286865, -5.932300090789795, -5.964600086212158, -4.993599891662598, -5.5802998542785645, -5.325799942016602, -5.482600212097168, -5.5991997718811035, -5.611800193786621, -5.821499824523926, -5.646399974822998, -5.585899829864502, -5.627200126647949, -5.748199939727783, -5.789000034332275, -5.551000118255615, -5.581600189208984, -5.921599864959717, -6.138599872589111, -6.149600028991699, -6.186800003051758, -6.219699859619141, -6.379899978637695, -6.383299827575684, -6.404200077056885, -6.435699939727783, -6.438600063323975, -6.479499816894531, -6.490600109100342, -6.549200057983398, -6.5731000900268555, -6.611800193786621, -6.76800012588501, -7.008200168609619, -7.025000095367432, -7.043300151824951, -7.068999767303467, -7.074100017547607, -7.109799861907959, -7.131899833679199, -7.191199779510498, -7.255000114440918, -7.256499767303467, -7.311299800872803, -7.360799789428711, -4.641200065612793, -5.464200019836426, -6.585700035095215, -6.047500133514404, -4.608699798583984, -3.8631999492645264, -6.258999824523926, -6.519100189208984, -5.464900016784668, -6.133200168609619, -5.7403998374938965, -6.212299823760986, -4.013500213623047, -4.859099864959717, -5.537300109863281, -5.7683000564575195, -5.863500118255615, -6.330900192260742, -5.030600070953369, -5.728000164031982, -4.754300117492676, -5.076300144195557, -5.723599910736084, -5.91379976272583, -5.400000095367432, -5.964000225067139, -5.074399948120117, -4.490499973297119, -5.639100074768066, -4.882199764251709, -5.177999973297119, -4.892600059509277, -5.151500225067139, -5.468900203704834, -5.409299850463867, -5.1168999671936035, -5.55019998550415, -5.566500186920166, -5.465400218963623, -5.5177001953125, -5.605000019073486, -5.64109992980957, -4.172900199890137, -4.1921000480651855, -4.90749979019165, -5.2281999588012695, -5.379000186920166, -5.406000137329102, -5.492000102996826, -5.615099906921387, -5.751200199127197, -5.821899890899658, -5.846199989318848, -6.201700210571289, -6.2733001708984375, -6.323599815368652, -6.341000080108643, -6.448200225830078, -6.69290018081665, -6.705100059509277, -6.722300052642822, -6.749800205230713, -6.807400226593018, -6.809500217437744, -6.829100131988525, -6.888899803161621, -6.8958001136779785, -7.03380012512207, -7.037700176239014, -7.165800094604492, -7.224899768829346, -7.257500171661377, -3.900599956512451, -3.625, -3.938999891281128, -3.5274999141693115, -5.819699764251709, -4.628200054168701, -5.759200096130371, -5.85099983215332, -6.3140997886657715, -3.9804000854492188, -5.699399948120117, -5.941699981689453, -5.431399822235107, -5.72629976272583, -4.808899879455566, -4.875899791717529, -4.849899768829346, -3.5143001079559326, -4.0671000480651855, -5.736000061035156, -4.536099910736084, -4.894400119781494, -4.747399806976318, -5.219600200653076, -4.917099952697754, -4.973599910736084, -4.860400199890137, -5.033299922943115, -5.145400047302246, -4.918000221252441, -4.8983001708984375, -5.065899848937988, -5.103799819946289, -5.104499816894531, -5.244800090789795, -4.945099830627441, -5.424699783325195, -6.085700035095215, -6.21120023727417, -6.2154998779296875, -6.285799980163574, -6.291200160980225, -6.459400177001953, -6.661200046539307, -6.779600143432617, -6.978499889373779, -7.043799877166748, -7.055300235748291, -7.112500190734863, -7.1894001960754395, -7.196199893951416, -7.355599880218506, -7.378600120544434, -7.381999969482422, -7.507599830627441, -7.533400058746338, -7.541999816894531, -7.563300132751465, -7.569799900054932, -7.57450008392334, -7.600200176239014, -7.629000186920166, -7.631100177764893, -7.633800029754639, -7.660200119018555, -5.186500072479248, -6.497200012207031, -6.766200065612793, -6.589099884033203, -6.27400016784668, -6.710400104522705, -5.427999973297119, -7.128399848937988, -5.382800102233887, -5.754899978637695, -6.438700199127197, -5.145100116729736, -4.65910005569458, -5.298299789428711, -4.468500137329102, -5.541399955749512, -4.647900104522705, -5.02839994430542, -5.664299964904785, -5.979100227355957, -5.1519999504089355, -5.481500148773193, -6.423699855804443, -5.566299915313721, -5.507999897003174, -5.356299877166748, -5.407800197601318, -5.0731000900268555, -5.625, -5.027500152587891, -5.033299922943115, -5.320000171661377, -5.450200080871582, -4.988699913024902, -5.638800144195557, -5.2133002281188965, -5.194799900054932, -5.195199966430664, -5.598999977111816, -5.628799915313721, -4.23960018157959, -5.344799995422363, -5.373799800872803, -5.376299858093262, -5.793700218200684, -5.938399791717529, -6.026800155639648, -6.028500080108643, -6.064199924468994, -6.150000095367432, -6.17710018157959, -6.2052001953125, -6.316800117492676, -6.495299816131592, -6.5843000411987305, -6.58489990234375, -6.701499938964844, -6.760700225830078, -6.8180999755859375, -6.883699893951416, -6.8846001625061035, -6.9141998291015625, -6.960700035095215, -6.983099937438965, -6.9857001304626465, -7.018700122833252, -7.047699928283691, -7.0578999519348145, -7.059500217437744, -7.061800003051758, -4.359799861907959, -3.5190999507904053, -5.255300045013428, -6.238699913024902, -4.8155999183654785, -6.478899955749512, -5.141900062561035, -5.075300216674805, -5.29010009765625, -5.65910005569458, -5.654799938201904, -5.436399936676025, -5.244699954986572, -4.984000205993652, -5.244100093841553, -6.400599956512451, -5.694300174713135, -5.286799907684326, -5.146399974822998, -5.800099849700928, -4.990499973297119, -4.6880998611450195, -4.544300079345703, -5.413400173187256, -5.081200122833252, -5.532700061798096, -5.153900146484375, -5.256499767303467, -5.124100208282471, -5.228799819946289, -5.387899875640869, -5.378600120544434, -5.43120002746582, -5.452899932861328, -5.826700210571289, -6.940400123596191, -6.970799922943115, -7.009900093078613, -7.025100231170654, -7.03849983215332, -7.0843000411987305, -7.11329984664917, -7.196400165557861, -7.262700080871582, -7.2677998542785645, -7.301599979400635, -7.424600124359131, -7.525899887084961, -7.601600170135498, -7.700099945068359, -7.727200031280518, -7.747300148010254, -7.758200168609619, -7.775400161743164, -7.7982001304626465, -7.845699787139893, -7.910200119018555, -7.956999778747559, -8.029600143432617, -8.04699993133545, -8.052200317382812, -8.059700012207031, -8.072799682617188, -8.081199645996094, -6.10290002822876, -7.461599826812744, -5.2153000831604, -6.013400077819824, -6.795100212097168, -6.469399929046631, -6.1631999015808105, -6.628300189971924, -6.030900001525879, -5.169000148773193, -5.524400234222412, -5.369200229644775, -5.183800220489502, -7.497700214385986, -5.389999866485596, -5.435699939727783, -5.504700183868408, -6.135799884796143, -5.969699859619141, -6.44950008392334, -5.177000045776367, -5.773900032043457, -4.888999938964844, -5.5370001792907715, -4.92579984664917, -5.732800006866455, -6.581500053405762, -5.829699993133545, -5.480000019073486, -5.171800136566162, -6.100200176239014, -6.085400104522705, -5.610300064086914, -4.790900230407715, -4.534200191497803, -4.349599838256836, -5.821599960327148, -5.271999835968018, -5.2093000411987305, -5.2164998054504395, -5.340099811553955, -5.611700057983398, -5.358699798583984, -5.3354997634887695, -5.5395002365112305, -5.748199939727783, -5.574900150299072, -5.665299892425537, -5.7195000648498535, -6.776599884033203, -7.764699935913086, -8.080599784851074, -8.24370002746582, -8.374500274658203, -8.45259952545166, -8.564900398254395, -8.582300186157227, -8.623299598693848, -8.70460033416748, -8.723199844360352, -8.730400085449219, -8.762499809265137, -8.822799682617188, -8.857000350952148, -8.9197998046875, -8.928000450134277, -8.958800315856934, -8.68529987335205, -9.03380012512207, -9.077699661254883, -9.084199905395508, -9.10949993133545, -9.113699913024902, -9.16759967803955, -9.180100440979004, -9.197500228881836, -9.224200248718262, -9.250100135803223, -9.250900268554688, -4.842299938201904, -6.1774001121521, -7.662099838256836, -7.326000213623047, -4.9039998054504395, -7.393799781799316, -7.394999980926514, -7.7804999351501465, -4.478700160980225, -6.01669979095459, -6.521399974822998, -4.1508002281188965, -8.133700370788574, -4.36929988861084, -6.7657999992370605, -5.164100170135498, -5.072999954223633, -4.322000026702881, -4.358699798583984, -8.09469985961914, -7.126500129699707, -4.693299770355225, -4.5980000495910645, -5.967100143432617, -3.9221999645233154, -4.053199768066406, -5.070300102233887, -5.637599945068359, -5.808199882507324, -6.357100009918213, -5.648499965667725, -6.213500022888184, -4.895899772644043, -5.091000080108643, -5.606200218200684, -5.686800003051758, -4.684299945831299, -6.145899772644043, -3.980299949645996, -4.988699913024902, -5.132299900054932, -4.941800117492676, -5.075099945068359, -4.450300216674805, -5.173099994659424, -4.666900157928467, -5.209799766540527, -5.038400173187256, -5.164899826049805, -5.319900035858154, -5.336299896240234, -2.648900032043457, -4.182799816131592, -4.229400157928467, -5.305699825286865, -5.559599876403809, -5.567999839782715, -5.770400047302246, -5.784999847412109, -5.8003997802734375, -6.188899993896484, -6.309500217437744, -6.325900077819824, -6.343100070953369, -6.3454999923706055, -6.426199913024902, -6.439300060272217, -6.4710001945495605, -6.486599922180176, -6.514200210571289, -6.692599773406982, -6.756199836730957, -6.782899856567383, -6.867000102996826, -6.916800022125244, -6.958399772644043, -7.054500102996826, -7.081200122833252, -7.202899932861328, -7.446599960327148, -7.6219000816345215, -6.456399917602539, -6.203199863433838, -4.223700046539307, -2.7351999282836914, -3.591200113296509, -5.297999858856201, -3.7337000370025635, -3.046099901199341, -4.502299785614014, -5.2540998458862305, -4.406400203704834, -5.486400127410889, -5.765699863433838, -6.042300224304199, -5.991799831390381, -5.682799816131592, -5.053800106048584, -4.399199962615967, -3.7009999752044678, -4.466800212860107, -5.057400226593018, -4.813700199127197, -4.977099895477295, -4.564499855041504, -5.52869987487793, -4.838200092315674, -4.998199939727783, -5.131700038909912, -5.126200199127197, -5.359899997711182, -5.390100002288818, -5.26200008392334, -5.390600204467773, -5.460100173950195, -5.3221001625061035, -5.94890022277832, -5.996799945831299, -6.1350998878479, -6.341000080108643, -6.551199913024902, -6.605199813842773, -6.657100200653076, -6.682199954986572, -6.6855998039245605, -6.735499858856201, -6.756800174713135, -6.800600051879883, -6.838399887084961, -6.842299938201904, -6.9791998863220215, -7.000699996948242, -7.073400020599365, -7.091300010681152, -7.1072001457214355, -7.1132001876831055, -7.13129997253418, -7.137400150299072, -7.147299766540527, -7.173900127410889, -7.187699794769287, -7.280700206756592, -7.288099765777588, -7.301199913024902, -7.30620002746582, -4.739699840545654, -6.666399955749512, -6.852499961853027, -6.381800174713135, -4.843900203704834, -5.8769001960754395, -4.934999942779541, -4.393799781799316, -6.131199836730957, -5.234399795532227, -5.20989990234375, -6.089799880981445, -4.526000022888184, -4.433899879455566, -4.204100131988525, -4.5177001953125, -5.980299949645996, -5.571000099182129, -4.6930999755859375, -4.812399864196777, -4.708700180053711, -5.5518999099731445, -5.013999938964844, -5.393700122833252, -5.124199867248535, -5.094799995422363, -4.92549991607666, -4.235799789428711, -4.526299953460693, -4.52810001373291, -5.717100143432617, -4.777299880981445, -4.546599864959717, -5.441100120544434, -5.417799949645996, -5.536099910736084, -5.61899995803833, -5.06220006942749, -5.534800052642822, -5.536799907684326, -5.5792999267578125, -5.860000133514404, -6.238999843597412, -6.284800052642822, -6.369900226593018, -6.472400188446045, -6.505099773406982, -6.76039981842041, -6.780799865722656, -6.788000106811523, -6.932700157165527, -6.949399948120117, -7.001500129699707, -7.010900020599365, -7.036300182342529, -7.196300029754639, -7.216899871826172, -7.220900058746338, -7.246500015258789, -7.247099876403809, -7.297299861907959, -7.327700138092041, -7.3302001953125, -7.35890007019043, -7.362299919128418, -7.372700214385986, -7.376100063323975, -5.785900115966797, -5.817699909210205, -5.203400135040283, -3.552799940109253, -2.8143999576568604, -3.7873001098632812, -4.9197998046875, -5.047900199890137, -5.070199966430664, -6.011300086975098, -6.785399913787842, -5.6579999923706055, -5.6082000732421875, -6.092299938201904, -5.590400218963623, -5.790900230407715, -5.370500087738037, -4.352499961853027, -6.4653000831604, -6.039999961853027, -6.565299987792969, -5.248899936676025, -5.64870023727417, -5.8003997802734375, -6.048500061035156, -5.273799896240234, -5.360000133514404, -5.504499912261963, -5.359399795532227, -5.329800128936768, -5.147900104522705, -5.310100078582764, -5.775700092315674, -5.704100131988525, -4.8856000900268555, -6.0904998779296875, -6.895599842071533, -6.969699859619141, -7.036499977111816, -7.072700023651123, -7.105800151824951, -7.3225998878479, -7.405399799346924, -7.4506001472473145, -7.4893999099731445, -7.547999858856201, -7.6255998611450195, -7.753399848937988, -7.756400108337402, -7.757900238037109, -7.785099983215332, -7.808199882507324, -7.811699867248535, -7.879199981689453, -7.923999786376953, -7.9319000244140625, -7.996500015258789, -7.996799945831299, -7.997099876403809, -8.027799606323242, -8.078399658203125, -8.116800308227539, -8.144599914550781, -8.177200317382812, -6.675300121307373, -6.585899829864502, -7.830599784851074, -6.5329999923706055, -6.912899971008301, -6.516900062561035, -7.137400150299072, -4.433599948883057, -4.592199802398682, -4.3846001625061035, -6.882199764251709, -4.9918999671936035, -3.6350998878479004, -3.3958001136779785, -5.3155999183654785, -6.242599964141846, -7.074100017547607, -6.818299770355225, -5.492599964141846, -5.751699924468994, -6.079500198364258, -5.170100212097168, -4.796000003814697, -5.178299903869629, -6.673399925231934, -5.048299789428711, -6.426799774169922, -5.133600234985352, -6.134799957275391, -5.082499980926514, -5.451499938964844, -4.232399940490723, -4.485000133514404, -4.923600196838379, -6.314300060272217, -4.990200042724609, -4.741199970245361, -5.429299831390381, -5.666100025177002, -5.972700119018555, -4.867000102996826, -5.349999904632568, -5.60699987411499, -5.085999965667725, -5.229100227355957, -5.418300151824951, -5.278200149536133, -5.543499946594238, -5.544300079345703, -5.832499980926514, -5.872499942779541, -5.90910005569458, -5.996300220489502, -6.123700141906738, -6.139400005340576, -6.284599781036377, -6.514400005340576, -6.550300121307373, -6.637700080871582, -6.765900135040283, -6.901899814605713, -6.939300060272217, -6.9882001876831055, -7.037399768829346, -7.0559000968933105, -7.079699993133545, -7.162899971008301, -7.305799961090088, -7.349100112915039, -7.667900085449219, -7.6921000480651855, -7.003200054168701, -7.734300136566162, -7.795100212097168, -7.899600028991699, -7.921899795532227, -7.948400020599365, -7.964300155639648, -7.9679999351501465, -6.30109977722168, -4.828400135040283, -4.635799884796143, -6.701499938964844, -7.150100231170654, -5.167500019073486, -7.305099964141846, -7.254199981689453, -5.409999847412109, -4.3495001792907715, -5.500800132751465, -4.151299953460693, -4.997499942779541, -5.235899925231934, -5.869699954986572, -5.954500198364258, -5.096799850463867, -5.540299892425537, -5.298299789428711, -5.603099822998047, -5.0503997802734375, -3.871999979019165, -4.963900089263916, -5.001699924468994, -4.19920015335083, -5.3190999031066895, -5.784800052642822, -4.878399848937988, -5.095799922943115, -5.5142998695373535, -5.648799896240234, -4.929900169372559, -5.594900131225586, -5.350599765777588, -4.779099941253662, -5.2789998054504395, -4.7692999839782715, -5.212399959564209, -5.048600196838379, -5.329100131988525, -5.485000133514404, -5.342800140380859, -5.341700077056885, -5.427000045776367, -5.469600200653076, -4.10290002822876, -4.293600082397461, -4.873300075531006, -5.05210018157959, -5.413899898529053, -5.543000221252441, -5.55079984664917, -5.605299949645996, -5.679699897766113, -5.79610013961792, -5.962900161743164, -6.139200210571289, -6.321899890899658, -6.394199848175049, -6.651100158691406, -6.690199851989746, -6.723800182342529, -6.750400066375732, -6.755799770355225, -6.779399871826172, -6.961400032043457, -7.002699851989746, -7.01800012588501, -7.113999843597412, -7.125199794769287, -7.167900085449219, -7.2144999504089355, -7.282899856567383, -7.313700199127197, -7.352399826049805, -4.409200191497803, -4.122300148010254, -4.9182000160217285, -5.993599891662598, -5.029600143432617, -5.985400199890137, -3.878000020980835, -5.127500057220459, -5.598700046539307, -4.234000205993652, -4.243299961090088, -4.510799884796143, -4.310100078582764, -4.344600200653076, -5.378200054168701, -6.062099933624268, -5.153500080108643, -3.906899929046631, -5.462100028991699, -4.873199939727783, -4.913300037384033, -5.288300037384033, -4.529699802398682, -4.155399799346924, -4.485300064086914, -4.712399959564209, -4.605599880218506, -4.867199897766113, -4.787199974060059, -5.0858001708984375, -4.91379976272583, -5.295000076293945, -6.240200042724609, -6.627500057220459, -6.630000114440918, -6.6528000831604, -6.8242998123168945, -7.012499809265137, -7.09689998626709, -7.234600067138672, -7.295100212097168, -7.331399917602539, -7.389599800109863, -7.396599769592285, -7.428800106048584, -7.437099933624268, -7.468500137329102, -7.470900058746338, -7.5954999923706055, -7.6367998123168945, -7.715400218963623, -7.7657999992370605, -7.7820000648498535, -7.790599822998047, -7.829699993133545, -7.85699987411499, -7.8871002197265625, -7.918000221252441, -7.964900016784668, -7.985199928283691, -7.986999988555908, -8.024499893188477, -6.133299827575684, -6.80049991607666, -6.786399841308594, -7.3190999031066895, -7.57919979095459, -5.593500137329102, -6.905099868774414, -6.712100028991699, -7.249300003051758, -6.894899845123291, -6.714600086212158, -6.378399848937988, -6.900100231170654, -5.626800060272217, -6.512199878692627, -5.752299785614014, -5.848899841308594, -7.033999919891357, -6.480800151824951, -6.475500106811523, -6.716899871826172, -6.971499919891357, -5.480000019073486, -4.9730000495910645, -4.8368000984191895, -5.401500225067139, -6.268899917602539, -6.413099765777588, -4.356200218200684, -4.848700046539307, -5.614999771118164, -5.034599781036377, -5.793399810791016, -6.305099964141846, -5.844699859619141, -5.521100044250488, -4.926499843597412, -5.603099822998047, -5.334799766540527, -4.8572998046875, -5.892199993133545, -5.23799991607666, -5.466800212860107, -5.6616997718811035, -6.059000015258789, -5.582799911499023, -5.411600112915039, -5.775599956512451, -5.979400157928467, -5.719299793243408, -5.89870023727417, -5.770599842071533, -5.6458001136779785, -5.864799976348877, -5.808300018310547, -3.231800079345703, -3.383699893951416, -4.223899841308594, -4.280399799346924, -4.880799770355225, -5.308300018310547, -5.385499954223633, -5.71560001373291, -5.798500061035156, -5.916399955749512, -6.0183000564575195, -6.139999866485596, -6.28380012512207, -6.319399833679199, -6.327099800109863, -6.452300071716309, -6.526000022888184, -6.5644001960754395, -6.570000171661377, -6.596499919891357, -6.713500022888184, -6.76609992980957, -6.775400161743164, -6.811299800872803, -6.860599994659424, -6.94890022277832, -6.958600044250488, -7.058199882507324, -7.064599990844727, -7.197700023651123, -5.164299964904785, -5.3668999671936035, -4.927199840545654, -4.035699844360352, -5.03439998626709, -5.158599853515625, -5.135200023651123, -4.78879976272583, -4.587699890136719, -5.634699821472168, -4.146999835968018, -5.115699768066406, -5.037499904632568, -4.664700031280518, -3.8454999923706055, -5.943600177764893, -3.2609000205993652, -5.278600215911865, -4.3242998123168945, -4.512199878692627, -4.388999938964844, -5.115799903869629, -4.833399772644043, -4.339799880981445, -4.874000072479248, -4.680099964141846, -4.799099922180176, -4.902400016784668, -4.918300151824951, -4.90369987487793, -4.882800102233887, -4.98769998550415, -4.767600059509277, -5.035999774932861, -5.267099857330322, -5.723800182342529, -6.032599925994873, -6.228799819946289, -6.457200050354004, -6.477499961853027, -6.479499816894531, -6.497099876403809, -6.5366997718811035, -6.703199863433838, -7.062099933624268, -7.087600231170654, -7.214700222015381, -7.216000080108643, -7.282100200653076, -7.332099914550781, -7.396900177001953, -7.451300144195557, -7.467899799346924, -7.502500057220459, -7.536200046539307, -7.577300071716309, -7.589600086212158, -7.661799907684326, -7.686100006103516, -7.8225998878479, -7.853400230407715, -7.893700122833252, -6.4481000900268555, -6.7906999588012695, -4.862199783325195, -4.185200214385986, -5.469099998474121, -3.5634000301361084, -4.383500099182129, -4.4994001388549805, -6.3892998695373535, -4.963099956512451, -6.155300140380859, -5.8572001457214355, -5.384799957275391, -5.22730016708374, -5.657100200653076, -5.962699890136719, -6.097499847412109, -6.186500072479248, -5.660900115966797, -4.465099811553955, -5.015999794006348, -4.763000011444092, -5.24459981918335, -5.145500183105469, -4.0381999015808105, -5.559500217437744, -4.735000133514404, -4.8491997718811035, -5.361999988555908, -5.646900177001953, -5.156799793243408, -5.272299766540527, -5.747900009155273, -4.749300003051758, -5.524899959564209, -5.276299953460693, -5.579599857330322, -5.56220006942749, -5.592700004577637, -5.447299957275391, -5.620500087738037, -5.707499980926514, -6.21750020980835, -6.43179988861084, -6.646999835968018, -6.753699779510498, -6.879499912261963, -7.175000190734863, -7.19290018081665, -7.314000129699707, -7.396500110626221, -7.406199932098389, -7.423999786376953, -7.480199813842773, -7.480899810791016, -7.489299774169922, -7.525899887084961, -7.563600063323975, -7.617199897766113, -7.627799987792969, -7.658599853515625, -7.722099781036377, -7.761899948120117, -7.80709981918335, -7.843900203704834, -7.906799793243408, -8.068599700927734, -8.08530044555664, -8.115900039672852, -4.736700057983398, -7.259399890899658, -5.05679988861084, -4.571499824523926, -4.780600070953369, -6.816800117492676, -3.3838000297546387, -6.345900058746338, -5.843299865722656, -4.645899772644043, -3.486799955368042, -6.548399925231934, -5.476900100708008, -6.310400009155273, -5.912899971008301, -5.081500053405762, -5.129700183868408, -5.408199787139893, -6.110300064086914, -5.135300159454346, -6.513299942016602, -4.968100070953369, -4.95359992980957, -5.306000232696533, -5.219900131225586, -3.8159000873565674, -5.127799987792969, -5.272799968719482, -5.600399971008301, -5.071300029754639, -5.588099956512451, -5.443600177764893, -4.903900146484375, -5.061200141906738, -5.296199798583984, -5.27869987487793, -5.392399787902832, -5.408599853515625, -5.239699840545654, -5.359300136566162, -5.28980016708374, -5.39109992980957, -5.4232001304626465]}, \"token.table\": {\"Topic\": [7, 25, 8, 4, 3, 24, 14, 1, 12, 16, 21, 23, 6, 1, 9, 12, 15, 20, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 23, 24, 25, 1, 18, 1, 4, 6, 14, 19, 5, 20, 21, 16, 2, 4, 18, 23, 18, 23, 6, 7, 18, 23, 24, 23, 16, 1, 2, 4, 6, 11, 12, 13, 14, 16, 7, 4, 8, 2, 8, 2, 4, 9, 11, 12, 13, 14, 20, 25, 4, 8, 9, 10, 11, 15, 20, 22, 2, 6, 7, 8, 9, 10, 13, 15, 17, 20, 23, 24, 3, 15, 2, 8, 13, 8, 4, 6, 8, 13, 25, 2, 15, 2, 18, 2, 7, 8, 1, 2, 4, 8, 20, 23, 5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 17, 5, 23, 23, 1, 3, 6, 11, 14, 18, 1, 2, 3, 4, 6, 8, 10, 11, 12, 13, 14, 18, 22, 23, 24, 11, 24, 16, 15, 9, 12, 17, 2, 2, 5, 6, 17, 24, 9, 4, 17, 5, 11, 5, 7, 9, 2, 3, 4, 5, 7, 11, 13, 14, 16, 17, 18, 20, 21, 24, 1, 4, 14, 22, 24, 22, 9, 14, 22, 2, 4, 5, 9, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 24, 25, 1, 4, 14, 20, 24, 8, 10, 3, 5, 1, 2, 3, 4, 7, 8, 13, 18, 19, 20, 22, 25, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 2, 20, 25, 2, 20, 25, 1, 15, 16, 18, 22, 23, 1, 4, 7, 11, 12, 20, 21, 9, 18, 22, 8, 13, 14, 21, 22, 2, 2, 4, 5, 9, 10, 9, 3, 1, 2, 4, 6, 7, 8, 13, 20, 25, 8, 20, 4, 16, 20, 4, 20, 24, 1, 6, 7, 15, 18, 23, 2, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 17, 19, 20, 23, 24, 19, 19, 9, 10, 12, 13, 17, 21, 1, 3, 12, 18, 22, 1, 2, 4, 8, 9, 11, 13, 14, 19, 20, 21, 25, 12, 5, 14, 5, 7, 9, 10, 12, 14, 15, 24, 13, 5, 10, 11, 18, 22, 23, 24, 3, 12, 15, 19, 1, 2, 4, 5, 6, 9, 10, 11, 13, 14, 15, 17, 19, 20, 21, 22, 24, 25, 12, 4, 5, 8, 22, 24, 10, 15, 2, 13, 24, 1, 2, 4, 7, 11, 12, 13, 17, 20, 21, 24, 9, 18, 22, 8, 13, 5, 6, 13, 14, 15, 21, 25, 1, 6, 11, 10, 10, 22, 15, 18, 19, 14, 1, 2, 3, 4, 5, 6, 7, 10, 12, 15, 17, 18, 19, 20, 21, 22, 24, 1, 17, 13, 8, 10, 8, 10, 7, 1, 4, 6, 12, 14, 15, 19, 24, 1, 2, 4, 5, 6, 12, 14, 15, 18, 24, 12, 16, 17, 21, 16, 1, 24, 1, 3, 4, 5, 6, 10, 12, 14, 15, 16, 18, 22, 23, 24, 23, 15, 23, 18, 12, 21, 1, 12, 18, 19, 6, 1, 3, 10, 14, 15, 18, 20, 22, 23, 24, 4, 6, 2, 5, 9, 13, 14, 18, 19, 9, 18, 20, 25, 7, 18, 25, 2, 6, 8, 9, 10, 18, 7, 3, 4, 5, 7, 8, 9, 10, 13, 16, 17, 20, 22, 24, 1, 2, 3, 4, 8, 9, 10, 12, 16, 18, 19, 20, 21, 24, 25, 25, 8, 2, 8, 13, 25, 2, 8, 1, 3, 5, 7, 15, 22, 23, 2, 8, 11, 13, 21, 11, 11, 15, 9, 22, 23, 10, 15, 16, 18, 19, 20, 10, 14, 24, 12, 15, 22, 1, 5, 6, 7, 15, 18, 22, 3, 21, 22, 7, 21, 4, 7, 8, 10, 12, 18, 21, 22, 23, 15, 15, 16, 18, 20, 22, 25, 3, 8, 10, 19, 20, 22, 23, 10, 17, 18, 20, 22, 24, 7, 14, 15, 24, 14, 1, 2, 4, 5, 6, 9, 11, 13, 14, 15, 16, 22, 24, 25, 6, 15, 2, 4, 6, 9, 10, 17, 24, 1, 4, 5, 6, 14, 15, 18, 21, 22, 24, 25, 22, 4, 6, 7, 23, 4, 5, 11, 12, 14, 16, 17, 24, 2, 12, 1, 23, 1, 2, 4, 6, 7, 12, 18, 21, 24, 4, 6, 24, 6, 14, 24, 10, 22, 16, 3, 7, 10, 12, 13, 14, 21, 3, 5, 10, 13, 3, 12, 1, 6, 21, 24, 9, 5, 9, 20, 25, 7, 14, 6, 10, 11, 1, 4, 5, 11, 12, 14, 15, 19, 20, 24, 5, 6, 10, 11, 14, 15, 20, 22, 24, 1, 4, 6, 10, 22, 23, 24, 1, 3, 19, 24, 19, 24, 6, 7, 18, 22, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 19, 22, 24, 25, 12, 24, 1, 6, 10, 14, 18, 24, 10, 1, 6, 15, 18, 22, 23, 1, 2, 4, 5, 6, 10, 14, 15, 20, 21, 1, 4, 5, 6, 14, 15, 16, 18, 19, 20, 22, 25, 19, 1, 16, 15, 3, 2, 3, 3, 6, 10, 14, 16, 17, 18, 20, 22, 25, 6, 3, 6, 11, 12, 14, 16, 18, 19, 7, 13, 14, 5, 13, 1, 18, 19, 21, 1, 5, 6, 2, 3, 15, 17, 19, 19, 2, 4, 1, 2, 4, 8, 11, 13, 14, 19, 20, 21, 24, 25, 2, 5, 9, 10, 11, 13, 14, 16, 17, 20, 22, 25, 25, 2, 8, 20, 25, 8, 17, 24, 1, 5, 10, 12, 15, 16, 22, 4, 16, 20, 1, 6, 12, 14, 12, 4, 6, 15, 2, 4, 6, 7, 9, 12, 13, 15, 17, 20, 22, 24, 25, 10, 11, 13, 23, 6, 15, 4, 5, 7, 9, 12, 14, 22, 10, 12, 15, 16, 18, 22, 1, 9, 15, 16, 18, 22, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 23, 24, 25, 7, 18, 7, 18, 15, 4, 1, 2, 4, 5, 6, 7, 13, 16, 18, 20, 21, 4, 10, 12, 14, 24, 25, 1, 7, 11, 12, 14, 16, 18, 19, 20, 25, 25, 5, 7, 14, 9, 15, 8, 18, 25, 10, 15, 19, 1, 6, 7, 21, 24, 24, 5, 12, 14, 1, 4, 7, 9, 12, 15, 16, 23, 18, 12, 20, 6, 17, 3, 21, 16, 6, 24, 1, 2, 4, 5, 9, 10, 11, 12, 13, 14, 15, 22, 24, 15, 1, 2, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 19, 20, 21, 22, 24, 25, 1, 2, 3, 6, 8, 11, 12, 13, 14, 15, 18, 19, 21, 24, 25, 11, 9, 17, 4, 10, 20, 21, 24, 4, 20, 20, 16, 20, 21, 9, 14, 17, 16, 7, 9, 13, 17, 18, 22, 25, 1, 2, 4, 11, 19, 20, 23, 25, 20, 1, 4, 11, 20, 8, 6, 6, 10, 15, 17, 18, 21, 25, 24, 2, 3, 3, 16, 16, 10, 15, 11, 5, 8, 9, 14, 2, 5, 6, 7, 9, 10, 14, 15, 17, 19, 20, 22, 23, 24, 25, 4, 10, 16, 18, 20, 24, 25, 15, 13, 18, 4, 5, 7, 9, 11, 12, 14, 24, 6, 18, 19, 22, 6, 21, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 20, 21, 22, 24, 25, 16, 1, 2, 4, 5, 6, 10, 13, 14, 15, 21, 24, 1, 2, 3, 8, 9, 12, 13, 17, 18, 19, 20, 23, 24, 25, 19, 20, 22, 1, 6, 12, 21, 24, 9, 5, 6, 14, 22, 1, 2, 3, 5, 9, 10, 12, 13, 14, 20, 21, 22, 24, 2, 3, 4, 5, 7, 8, 10, 13, 14, 17, 18, 19, 20, 21, 24, 14, 20, 18, 24, 8, 13, 8, 3, 4, 6, 24, 1, 2, 4, 6, 21, 24, 6, 24, 1, 13, 25, 25, 4, 5, 9, 11, 12, 13, 14, 16, 20, 22, 25, 4, 11, 11, 11, 11, 20, 11, 4, 5, 9, 14, 22, 5, 18, 22, 20, 8, 8, 16, 19, 12, 3, 12, 2, 3, 8, 9, 12, 17, 19, 20, 22, 25, 12, 1, 2, 4, 5, 7, 11, 12, 13, 14, 16, 19, 21, 22, 23, 24, 25, 12, 14, 23, 20, 10, 1, 3, 12, 19, 1, 4, 5, 11, 12, 19, 20, 22, 22, 23, 1, 2, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 20, 24, 12, 15, 17, 4, 1, 4, 6, 11, 14, 24, 3, 4, 21, 17, 22, 25, 3, 12, 16, 18, 19, 7, 1, 4, 6, 10, 15, 21, 22, 23, 24, 5, 9, 14, 20, 25, 11, 12, 20, 11, 1, 3, 10, 10, 20, 17, 19, 17, 1, 9, 23, 13, 25, 17, 13, 9, 11, 1, 2, 6, 13, 14, 21, 14, 14, 21, 6, 13, 14, 21, 1, 7, 22, 3, 14, 16, 24, 1, 3, 14, 16, 16, 2, 19, 7, 20, 1, 4, 6, 7, 21, 24, 1, 5, 22, 24, 4, 5, 6, 7, 12, 15, 16, 18, 4, 5, 7, 8, 14, 16, 20, 25, 16, 4, 5, 6, 9, 10, 12, 14, 15, 18, 22, 24, 4, 7, 11, 14, 20, 2, 4, 6, 7, 12, 15, 18, 20, 23, 25, 2, 7, 10, 17, 17, 23, 2, 12, 21, 9, 21, 21, 13, 25, 1, 2, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 19, 22, 24, 1, 4, 5, 6, 7, 9, 10, 13, 15, 16, 17, 18, 21, 22, 23, 25, 6, 15, 25, 1, 4, 6, 9, 13, 14, 15, 19, 25, 1, 4, 6, 7, 12, 14, 20, 24, 1, 4, 5, 7, 12, 14, 15, 1, 2, 5, 17, 19, 4, 11, 14, 10, 22, 24, 7, 8, 9, 14, 25, 8, 1, 5, 7, 19, 20, 25, 1, 4, 5, 6, 7, 10, 12, 14, 15, 18, 20, 24, 16, 4, 7, 19, 3, 5, 6, 11, 12, 14, 15, 16, 19, 20, 22, 6, 7, 10, 15, 18, 23, 3, 6, 19, 22, 4, 2, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 16, 17, 18, 20, 23, 24, 4, 11, 12, 14, 16, 20, 24, 14, 5, 11, 14, 16, 10, 15, 18, 4, 20, 8, 12, 17, 18, 20, 18, 18, 12, 1, 3, 25, 10, 3, 3, 10, 2, 6, 10, 18, 19, 1, 2, 6, 10, 14, 15, 16, 17, 18, 19, 20, 24, 25, 24, 23, 23, 23, 1, 2, 3, 4, 6, 9, 10, 13, 14, 17, 18, 19, 20, 21, 22, 23, 24, 1, 2, 4, 6, 7, 9, 15, 17, 20, 25, 20, 1, 2, 4, 5, 14, 21, 22, 24, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 14, 24, 17, 12, 1, 2, 10, 17, 19, 15, 3, 3, 8, 9, 13, 20, 17, 9, 13, 3, 6, 9, 10, 12, 13, 16, 17, 20, 24, 8, 8, 19, 22, 3, 4, 2, 5, 12, 13, 15, 17, 19, 22, 12, 3, 6, 9, 10, 11, 13, 15, 17, 19, 20, 22, 25, 10, 23, 1, 2, 9, 10, 13, 14, 18, 20, 21, 22, 24, 25, 22, 15, 1, 2, 3, 4, 5, 6, 7, 10, 16, 18, 19, 20, 21, 22, 24, 14, 1, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 20, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 6, 7, 10, 20, 23, 4, 6, 7, 8, 21, 23, 21, 19, 22, 25, 1, 2, 3, 18, 19, 21, 24, 8, 21, 22, 2, 4, 5, 6, 7, 8, 10, 13, 14, 17, 18, 19, 20, 21, 23, 24, 25, 1, 3, 6, 7, 15, 18, 19, 20, 21, 22, 25, 3, 19, 23, 22, 1, 5, 7, 10, 15, 15, 9, 17, 22, 6, 1, 1, 18, 19, 25, 1, 14, 18, 12, 18, 23, 3, 12, 13, 16, 17, 20, 22, 24, 10, 21, 21, 1, 4, 5, 6, 9, 10, 11, 12, 14, 15, 20, 24, 25, 1, 2, 4, 5, 6, 9, 10, 12, 14, 15, 20, 24, 25, 8, 22, 6, 18, 19, 2, 1, 2, 4, 5, 6, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 24, 25, 1, 15, 18, 19, 23, 2, 4, 6, 11, 14, 15, 24, 25, 5, 10, 15, 18, 22, 17, 23, 17, 5, 1, 3, 5, 6, 10, 12, 14, 15, 17, 21, 24, 7, 5, 7, 7, 24, 4, 24, 6, 10, 15, 20, 22, 24, 25, 16, 1, 2, 4, 11, 13, 14, 19, 21, 24, 25, 6, 8, 14, 16, 17, 20, 24, 25, 14, 15, 16, 16, 22, 10, 21, 24, 16, 24, 15, 19, 1, 2, 4, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 22, 24, 25, 5, 12, 14, 21, 6, 15, 1, 3, 6, 7, 15, 18, 22, 8, 15, 20, 24, 6, 10, 15, 20, 7, 4, 6, 9, 4, 7, 4, 11, 11, 25, 22, 20, 6, 23, 3, 17, 18, 24, 1, 22, 7, 18, 10, 3, 12, 14, 24, 14, 3, 12, 14, 24, 3, 5, 9, 1, 2, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 19, 20, 21, 24, 25, 10, 19, 7, 15, 23, 10, 16, 18, 19, 22, 16, 6, 18, 4, 6, 24, 1, 3, 6, 9, 10, 11, 12, 14, 17, 18, 20, 22, 24, 23, 18, 10, 23, 2, 5, 6, 9, 10, 11, 13, 14, 15, 17, 19, 20, 21, 22, 24, 25, 20, 11, 13, 22, 2, 8, 12, 19, 20, 25, 2, 8, 5, 6, 8, 13, 22, 25, 2, 4, 6, 7, 8, 9, 10, 12, 13, 14, 15, 17, 19, 20, 21, 23, 24, 25, 4, 9, 14, 15, 19, 20, 22, 24, 25, 13, 3, 1, 6, 1, 3, 9, 12, 15, 18, 19, 23, 21, 21, 3, 12, 3, 4, 6, 18, 19, 22, 19, 17, 11, 6, 11, 4, 11, 13, 20, 1, 2, 6, 7, 8, 9, 18, 19, 22, 25, 1, 6, 11, 19, 6, 11, 21, 24, 11, 11, 6, 11, 6, 17, 9, 10, 15, 1, 4, 8, 10, 13, 16, 18, 20, 25, 5, 14, 14, 2, 11, 12, 13, 14, 21, 24, 25, 1, 4, 10, 14, 22, 24, 3, 5, 13, 14, 3, 13, 14, 12, 12, 14, 4, 5, 7, 9, 11, 12, 15, 16, 20, 25, 20, 13, 5, 14, 15, 22, 14, 1, 2, 4, 5, 12, 21, 2, 4, 4, 4, 14, 9, 25, 1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 21, 22, 23, 1, 5, 7, 15, 1, 2, 4, 6, 7, 11, 15, 18, 19, 20, 21, 22, 23, 4, 12, 20, 25, 4, 8, 9, 12, 20, 5, 14, 5, 14, 6, 15, 22, 24, 5, 2, 2, 2, 6, 2, 2, 19, 2, 2, 6, 8, 19, 2, 2, 8, 3, 13, 21, 22, 23, 2, 25, 25, 25, 25, 1, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 18, 20, 24, 8, 21, 22, 21, 22, 6, 6, 7, 3, 6, 10, 16, 18, 20, 6, 15, 19, 20, 4, 2, 3, 4, 5, 6, 7, 8, 11, 13, 14, 17, 18, 20, 24, 10, 13, 14, 5, 10, 13, 22, 22, 15, 21, 25, 1, 19, 22, 25, 2, 8, 4, 6, 14, 15, 16, 18, 20, 21, 22, 1, 7, 1, 2, 4, 6, 7, 11, 19, 21, 25, 7, 7, 1, 4, 20, 24, 2, 3, 4, 5, 6, 7, 8, 14, 17, 20, 21, 24, 25, 2, 4, 5, 6, 7, 8, 14, 17, 18, 19, 20, 21, 24, 15, 20, 20, 4, 20, 8, 24, 5, 18, 16, 6, 8, 12, 15, 16, 18, 19, 2, 8, 9, 19, 20, 25, 13, 10, 13, 18, 1, 4, 6, 9, 12, 13, 14, 15, 1, 2, 3, 4, 6, 10, 17, 18, 23, 24, 4, 3, 10, 1, 4, 6, 8, 12, 15, 19, 20, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 22, 13, 13, 7, 2, 4, 9, 11, 17, 18, 19, 21, 23, 5, 9, 12, 3, 6, 13, 14, 19, 22, 24, 14, 21, 21, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 20, 21, 22, 23, 24, 25, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 1, 4, 11, 13, 14, 16, 20, 24, 4, 8, 11, 20, 25, 1, 4, 5, 19, 20, 22, 24, 1, 1, 2, 3, 4, 5, 6, 10, 11, 13, 14, 19, 21, 24, 25, 24, 1, 10, 4, 7, 9, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 20, 21, 22, 23, 24, 25, 2, 4, 6, 7, 10, 13, 14, 15, 16, 19, 20, 21, 24, 25, 21, 3, 10, 13, 20, 22, 23, 24, 1, 1, 4, 5, 11, 12, 14, 16, 20, 24, 11, 15, 7, 1, 4, 6, 14, 15, 17, 18, 19, 20, 24, 6, 3, 4, 10, 13, 18, 24, 2, 4, 6, 21, 1, 2, 3, 9, 12, 15, 18, 19, 20, 22, 23, 1, 2, 5, 6, 7, 9, 11, 12, 14, 15, 18, 22, 24, 16, 6, 10, 15, 2, 5, 7, 8, 9, 11, 12, 13, 14, 16, 17, 19, 20, 21, 22, 24, 25, 19, 25, 1, 8, 10, 12, 21, 22, 25, 21, 1, 4, 5, 6, 9, 10, 14, 15, 17, 18, 21, 22, 23, 24, 5, 10, 11, 17, 18, 22, 23, 5, 6, 14, 15, 24, 3, 6, 10, 15, 18, 19, 22, 23, 3, 12, 19, 5, 18, 18, 12, 1, 15, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 18, 21, 5, 13, 1, 2, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 18, 19, 20, 23, 24, 13, 13, 12, 18, 19, 20, 18, 8, 1, 3, 6, 8, 10, 15, 18, 19, 20, 22, 23, 25, 7, 19, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 18, 19, 21, 22, 24, 25, 9, 17, 2, 4, 5, 6, 7, 8, 11, 13, 14, 16, 17, 18, 24, 25, 24, 24, 12, 20, 24, 13, 6, 7, 5, 8, 14, 21, 3, 18, 19, 22, 24, 22, 2, 5, 7, 8, 9, 10, 12, 14, 15, 18, 20, 24, 9, 1, 4, 5, 6, 7, 12, 15, 18, 20, 24, 25, 2, 3, 4, 5, 6, 9, 10, 15, 17, 23, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 1, 6, 15, 6, 20, 21, 24, 25, 24, 24, 15, 3, 3, 10, 14, 2, 3, 10, 12, 14, 19, 20, 20, 9, 12, 20, 12, 19, 1, 2, 4, 6, 7, 8, 13, 20, 25, 1, 2, 4, 5, 6, 7, 11, 13, 14, 15, 16, 19, 21, 22, 24, 25, 6, 1, 2, 4, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 1, 7, 1, 2, 6, 8, 10, 12, 18, 19, 20, 21, 22, 25, 6, 15, 1, 18, 21, 9, 25, 11, 11, 6, 11, 14, 24, 11, 17, 3, 5, 6, 9, 10, 17, 20, 22, 25, 4, 25, 5, 1, 2, 6, 14, 21, 1, 2, 4, 5, 9, 10, 12, 13, 14, 15, 24, 11, 11, 4, 6, 24, 3, 9, 10, 11, 13, 17, 19, 20, 25, 2, 4, 6, 13, 20, 22, 2, 1, 2, 3, 5, 6, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21, 22, 23, 24, 1, 1, 7, 2, 13, 19, 21, 25, 20, 2, 13, 1, 2, 3, 4, 7, 9, 11, 13, 14, 16, 19, 22, 1, 5, 9, 12, 14, 18, 21, 22, 24, 3, 15, 18, 19, 1, 5, 6, 11, 14, 15, 19, 20, 24, 9, 13, 22, 23, 10, 20, 23, 24, 1, 5, 8, 25, 2, 3, 18, 19, 22, 9, 1, 2, 18, 21, 24, 25, 23, 4, 6, 20, 21, 22, 6, 24, 1, 2, 4, 5, 6, 9, 10, 12, 13, 14, 15, 18, 22, 24, 1, 8, 1, 18, 19, 20, 3, 10, 16, 8, 22, 25, 9, 18, 22, 18, 22, 5, 1, 6, 8, 19, 21, 1, 2, 4, 8, 10, 11, 12, 13, 14, 16, 19, 20, 21, 24, 25, 13, 1, 2, 3, 4, 5, 6, 7, 8, 10, 15, 16, 17, 18, 19, 20, 22, 24, 9, 1, 2, 3, 4, 6, 10, 11, 13, 14, 19, 21, 24, 25, 1, 3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 16, 17, 20, 21, 22, 24, 25, 10, 2, 4, 6, 9, 2, 6, 21, 2, 13, 22, 2, 8, 9, 10, 13, 14, 15, 17, 19, 20, 22, 24, 25, 1, 2, 4, 6, 11, 12, 13, 14, 15, 16, 19, 21, 24, 14, 15, 16, 19, 22, 25, 25, 23, 9, 21, 1, 2, 4, 5, 6, 7, 8, 9, 11, 14, 15, 23, 24, 1, 2, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21, 22, 23, 24, 25, 6, 16, 24, 4, 5, 6, 7, 8, 10, 12, 14, 15, 16, 17, 18, 20, 22, 24, 25, 1, 2, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 17, 19, 20, 24, 25, 16, 7, 8, 17, 12, 6, 23, 24, 4, 6, 18, 24, 1, 7, 22, 13, 13, 21, 2, 4, 5, 6, 7, 8, 10, 11, 12, 14, 16, 17, 20, 21, 23, 24, 4, 2, 13, 24, 2, 6, 13, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 4, 12, 18, 1, 2, 4, 6, 14, 24, 12, 9, 13, 18, 2, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 20, 21, 23, 24, 1, 2, 3, 4, 5, 6, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 24, 25, 2, 4, 5, 12, 16, 20, 25, 2, 4, 7, 8, 10, 11, 12, 13, 14, 16, 17, 20, 21, 24, 25, 1, 2, 4, 5, 6, 9, 10, 11, 12, 14, 15, 18, 19, 22, 6, 15, 18, 14, 1, 1, 2, 3, 9, 10, 15, 18, 19, 21, 22, 25, 10, 10, 9, 1, 5, 7, 8, 12, 15, 16, 18, 19, 20, 21, 9, 1, 4, 7, 15, 20, 24, 12, 22, 1, 2, 4, 5, 10, 11, 12, 13, 14, 15, 17, 19, 20, 24, 25, 25, 23, 3, 13, 25, 1, 4, 5, 6, 7, 12, 18, 1, 2, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 24, 25, 4, 6, 3, 21, 1, 3, 4, 7, 14, 15, 20, 22, 22, 1, 6, 22, 8, 22, 25, 25, 25, 24, 25, 17, 22, 22, 5, 12, 14, 15, 16, 18, 19, 8, 10, 14, 21, 22, 14, 2, 21, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 1, 2, 4, 6, 7, 13, 15, 18, 21, 22, 24, 25, 8, 9, 20, 25, 6, 19, 5, 12, 1, 10, 24, 24, 1, 2, 5, 6, 11, 14, 15, 16, 17, 19, 20, 22, 13, 24, 9, 10, 6, 14, 22, 14, 1, 2, 4, 6, 7, 8, 11, 12, 13, 14, 15, 18, 19, 21, 24, 25, 16, 1, 2, 4, 18, 10, 11, 12, 14, 18, 24, 1, 6, 9, 10, 14, 15, 22, 24, 11, 4, 11, 12, 20, 17, 2, 13, 20, 7, 9, 17, 18, 19, 20, 22, 25, 2, 7, 8, 17, 19, 20, 22, 25, 7, 22, 25, 22, 12, 24, 2, 9, 13, 23, 15, 20, 1, 2, 3, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 22, 24, 25, 20, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 19, 20, 21, 22, 24, 25, 2, 4, 6, 8, 9, 13, 1, 9, 14, 23, 3, 24, 1, 2, 5, 6, 10, 13, 14, 15, 18, 22, 23, 24, 1, 2, 4, 6, 10, 15, 18, 20, 22, 23, 25, 2, 5, 10, 10, 20, 3, 1, 2, 4, 5, 6, 8, 9, 10, 12, 13, 14, 15, 20, 24, 21, 20, 25, 25, 8, 20, 25, 1, 2, 4, 6, 11, 13, 14, 16, 24, 1, 2, 4, 6, 11, 20, 21, 24, 1, 7, 6, 21, 24, 24, 19, 19, 22, 1, 2, 4, 5, 6, 7, 8, 9, 10, 17, 19, 21, 22, 24, 25, 4, 5, 6, 7, 8, 10, 17, 19, 25, 7, 10, 20, 25, 6, 22, 1, 2, 4, 5, 9, 13, 14, 18, 21, 24, 8, 19, 3, 23, 1, 6, 14, 21, 24, 1, 2, 3, 4, 6, 11, 13, 14, 16, 21, 24, 25, 2, 4, 6, 13, 14, 24, 2, 11, 13, 2, 4, 6, 13, 21, 22, 24, 4, 9, 10, 14, 15, 1, 14, 15, 2, 3, 5, 14, 15, 22, 6, 8, 19, 1, 2, 5, 6, 7, 9, 12, 16, 24, 2, 13, 21, 25, 2, 22, 23, 1, 24, 2, 19, 20, 20, 1, 2, 4, 5, 6, 9, 12, 13, 14, 15, 24, 4, 5, 15, 14, 23, 1, 5, 12, 13, 14, 15, 1, 12, 13, 16, 21, 2, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 22, 23, 1, 5, 7, 9, 11, 12, 13, 14, 16, 21, 22, 23, 24, 4, 20, 23, 1, 7, 13, 16, 18, 21, 24, 25, 6, 25, 1, 4, 5, 6, 7, 12, 14, 16, 17, 18, 20, 21, 22, 24, 25, 12, 14, 3, 7, 22, 2, 4, 6, 13, 25, 13, 10, 1, 6, 9, 10, 16, 18, 20, 24, 1, 16, 18, 24, 1, 18, 1, 6, 7, 18, 8, 9, 10, 17, 3, 1, 6, 10, 14, 21, 24, 25, 19, 3, 19, 1, 19, 18, 9, 12, 14, 1, 4, 5, 9, 12, 14, 15, 24, 1, 6, 1, 6, 14, 15, 2, 18, 24, 14, 3, 4, 5, 6, 7, 9, 10, 11, 12, 14, 18, 20, 22, 24, 13, 21, 24, 2, 11, 1, 2, 4, 13, 2, 9, 11, 12, 13, 14, 21, 24, 25, 4, 10, 12, 13, 14, 24, 12, 14, 5, 6, 4, 6, 6, 1, 2, 4, 5, 7, 9, 10, 11, 12, 13, 14, 17, 19, 20, 21, 22, 24, 25, 1, 2, 6, 18, 21, 15, 24, 2, 4, 5, 6, 7, 8, 11, 12, 13, 14, 16, 17, 20, 21, 24, 25, 2, 4, 5, 7, 8, 11, 12, 13, 14, 16, 17, 20, 24, 25, 4, 6, 7, 10, 15, 20, 25, 4, 5, 6, 7, 11, 12, 14, 17, 20, 21, 25, 4, 6, 24, 6, 24, 9, 1, 4, 5, 7, 12, 13, 14, 16, 21, 22, 24, 2, 12, 14, 9, 12, 13, 14, 16, 17, 19, 20, 24, 25, 3, 5, 8, 14, 15, 20, 22, 25, 1, 2, 4, 5, 7, 9, 10, 12, 13, 14, 16, 20, 21, 23, 24, 25, 5, 14, 24, 5, 7, 17, 8, 22, 1, 6, 10, 11, 14, 15, 16, 17, 18, 20, 24, 25, 10, 1, 18, 25, 1, 2, 4, 5, 11, 12, 13, 14, 15, 20, 21, 24, 9, 13, 19, 22, 25, 1, 9, 10, 13, 14, 15, 19, 22, 24, 25, 20, 9, 14, 18, 9, 1, 2, 4, 5, 6, 10, 12, 14, 18, 20, 21, 22, 23, 24, 18, 24, 4, 24, 10, 2, 4, 2, 4, 10, 18, 24, 3, 5, 20, 5, 5, 10, 14, 17, 18, 17, 6, 24, 19, 15, 22, 6, 2, 3, 4, 6, 7, 8, 10, 13, 17, 18, 19, 20, 21, 23, 24, 25, 2, 2, 1, 2, 4, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 24, 25, 1, 2, 4, 6, 7, 11, 13, 15, 16, 18, 19, 20, 21, 24, 25, 24, 6, 8, 15, 18, 20, 22, 23, 25, 4, 16, 22, 12, 16, 19, 21, 22, 16, 1, 9, 12, 14, 16, 23, 9, 12, 9, 12, 21, 17, 22, 3, 9, 13, 15, 21, 22, 6, 22, 6, 9, 10, 12, 23, 24, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 19, 20, 21, 22, 23, 24, 25, 1, 2, 4, 5, 8, 11, 13, 14, 16, 20, 21, 25, 1, 2, 4, 6, 7, 9, 11, 12, 13, 14, 15, 17, 18, 19, 21, 23, 24, 25, 18, 16, 10, 4, 24, 4, 24, 4, 6, 24, 9, 1, 15, 20, 20, 20, 24, 13, 2, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 17, 19, 20, 21, 23, 23, 20, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 13, 14, 20, 22, 23, 24, 25, 19, 4, 5, 6, 15, 2, 3, 4, 5, 7, 8, 9, 11, 12, 13, 14, 16, 17, 19, 21, 22, 24, 25, 4, 10, 12, 15, 16, 18, 24, 12, 18, 20, 18, 7, 12, 18, 20, 19, 18, 1, 2, 4, 5, 6, 7, 14, 15, 16, 18, 19, 21, 22, 24, 5, 4, 25, 19, 17, 17, 17, 15, 20, 24, 19, 17, 22, 9, 13, 15, 22, 8, 10, 18, 20, 23, 25, 8, 2, 6, 10, 15, 18, 20, 22, 23, 24, 25, 19, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 17, 18, 20, 21, 22, 23, 24, 25, 12, 8, 1, 5, 23, 1, 4, 5, 7, 11, 12, 14, 15, 18, 20, 24, 23, 1, 8, 19, 20, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 18, 3, 7, 10, 17, 18, 19, 20, 22, 18, 2, 5, 7, 8, 9, 12, 13, 22, 25, 21, 1, 19, 1, 19, 14, 1, 15, 9, 10, 7, 8, 18, 25, 7, 1, 12, 18, 19, 21, 4, 5, 2, 2, 3, 8, 13, 17, 19, 22, 23, 1, 4, 6, 14, 15, 6, 10, 19, 20, 22, 18, 1, 1, 6, 15, 1, 2, 4, 5, 6, 7, 8, 9, 12, 14, 17, 19, 21, 22, 24, 13, 13, 13, 11, 1, 2, 5, 7, 9, 15, 16, 18, 22, 9, 9, 9, 10, 17, 21, 20, 4, 1, 6, 16, 21, 17, 5, 5, 10, 10, 25, 7, 6, 7, 9, 10, 15, 18, 21, 22, 23, 18, 5, 15, 23, 14, 1, 2, 3, 4, 11, 12, 13, 14, 16, 17, 19, 20, 21, 24, 25, 2, 4, 11, 13, 16, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 16, 18, 19, 20, 21, 23, 24, 25, 13, 17, 22, 24, 6, 1, 2, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 18, 19, 20, 21, 22, 24, 25, 2, 5, 13, 14, 5, 25, 5, 9, 15, 20, 22, 25, 6, 7, 9, 16, 1, 3, 4, 6, 7, 15, 19, 22, 23, 18, 1, 15, 19, 20, 22, 25, 16, 22, 23, 1, 2, 11, 12, 13, 14, 16, 19, 12, 15, 1, 6, 10, 18, 22, 13, 4, 14, 8, 8, 2, 10, 18, 1, 2, 4, 5, 6, 7, 11, 12, 13, 14, 16, 18, 19, 21, 24, 25, 1, 2, 6, 7, 21, 24, 25, 20, 24, 1, 4, 6, 10, 12, 15, 24, 1, 4, 7, 9, 10, 12, 15, 20, 3, 9, 18, 19, 20, 1, 4, 8, 12, 15, 20, 21, 10, 24, 12, 2, 2, 2, 2, 11, 1, 4, 5, 9, 11, 12, 13, 14, 15, 16, 20, 21, 24, 13, 1, 2, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 17, 8, 1, 4, 6, 15, 19, 4, 14, 14, 20, 22, 6, 14, 14, 14, 11, 16, 19, 22, 16, 1, 16, 19, 4, 5, 6, 7, 9, 10, 11, 12, 15, 20, 24, 10, 25, 5, 7, 9, 14, 5, 5, 7, 9, 12, 13, 14, 6, 24, 2, 12, 2, 6, 7, 10, 15, 18, 19, 21, 22, 23, 25, 1, 3, 4, 6, 7, 12, 15, 16, 19, 20, 23, 24, 9, 12, 13, 10, 1, 2, 4, 5, 6, 12, 14, 15, 20, 21, 22, 24, 1, 2, 8, 19, 25, 21, 1, 2, 4, 6, 8, 21, 2, 8, 2, 4, 6, 8, 2, 5, 1, 4, 5, 6, 9, 10, 12, 13, 16, 24, 2, 8, 23, 21, 1, 1, 4, 6, 14, 15, 1, 4, 6, 15, 24, 1, 4, 6, 8, 12, 15, 18, 19, 20, 22, 1, 2, 4, 7, 8, 11, 13, 14, 20, 25, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 4, 19, 4, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 15, 1, 3, 4, 7, 10, 16, 18, 22, 23, 1, 2, 3, 4, 6, 7, 9, 14, 15, 17, 19, 21, 22, 24, 25, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 1, 4, 21, 2, 4, 5, 6, 7, 9, 10, 13, 14, 15, 17, 18, 21, 22, 23, 24, 13, 21, 10, 10, 17, 3, 22, 6, 1, 3, 6, 10, 13, 14, 21, 22, 25, 2, 8, 9, 10, 14, 15, 16, 23, 25, 3, 18, 1, 4, 6, 7, 11, 12, 18, 19, 20, 25, 3, 9, 22, 1, 5, 10, 12, 20, 14, 8, 2, 13, 9, 8, 9, 20, 25, 3, 6, 11, 24, 4, 6, 1, 4, 6, 15, 18, 12, 16, 23, 21, 2, 2, 21, 2, 21, 17, 2, 6, 7, 10, 15, 17, 23, 25, 4, 6, 7, 4, 6, 7, 17, 18, 24, 6, 7, 21, 25, 6, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 5, 11, 17, 3, 1, 13, 17, 21, 16, 11, 11, 14, 1, 2, 5, 6, 8, 10, 14, 17, 21, 24, 21, 1, 2, 3, 4, 6, 10, 11, 12, 13, 14, 19, 20, 21, 1, 12, 13, 16, 21, 22, 13, 1, 2, 4, 5, 6, 7, 9, 11, 12, 13, 14, 15, 16, 18, 20, 24, 5, 7, 12, 12, 18, 5, 1, 5, 6, 11, 14, 9, 19, 2, 5, 8, 9, 13, 20, 25, 5, 5, 6, 13, 1, 2, 6, 10, 14, 15, 17, 20, 22, 23, 24, 6, 1, 7, 8, 18, 19, 20, 25, 2, 7, 8, 10, 15, 17, 18, 20, 25, 15, 1, 4, 6, 7, 9, 14, 15, 22, 24, 17, 1, 2, 8, 11, 18, 19, 20, 25, 12, 11, 23, 21, 24, 21, 6, 21, 24, 24, 1, 18, 21, 24, 24, 16, 22, 2, 6, 14, 9, 10, 16, 23, 24, 6, 9, 10, 11, 15, 19, 22, 25, 1, 2, 6, 11, 14, 15, 16, 19, 21, 24, 1, 2, 6, 13, 22, 23, 1, 2, 3, 10, 18, 9, 12, 13, 15, 23, 1, 2, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 18, 24, 25, 9, 10, 13, 14, 15, 1, 4, 5, 7, 8, 9, 10, 11, 12, 14, 16, 17, 22, 24, 25, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 22, 15, 5, 25, 1, 9, 15, 16, 18, 19, 20, 22, 24, 25, 4, 6, 14, 24, 1, 6, 15, 18, 19, 20, 22, 23, 4, 7, 9, 10, 18, 20, 1, 10, 11, 22, 23, 24, 10, 1, 2, 6, 10, 15, 21, 23, 24, 9, 14, 15, 22, 24, 5, 10, 12, 16, 24, 3, 6, 8, 12, 18, 19, 20, 25, 1, 3, 6, 7, 15, 18, 19, 1, 2, 4, 5, 6, 7, 9, 11, 12, 14, 15, 16, 18, 19, 21, 22, 24, 25, 1, 2, 4, 5, 6, 11, 12, 14, 15, 19, 20, 22, 24, 8, 11, 12, 13, 14, 17, 19, 22, 24, 25, 1, 2, 3, 5, 9, 10, 12, 13, 14, 15, 18, 19, 21, 22, 23, 10, 1, 2, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 16, 19, 20, 21, 22, 24, 2, 6, 8, 19, 20, 25, 1, 15, 22, 1, 3, 4, 5, 6, 7, 12, 14, 16, 18, 19, 20, 22, 24, 5, 4, 15, 1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 2, 1, 2, 4, 5, 6, 8, 9, 10, 12, 13, 14, 15, 19, 20, 21, 22, 23, 24, 25, 7, 1, 3, 10, 12, 14, 15, 16, 18, 19, 21, 22, 24, 25, 19, 7, 18, 23, 14, 12, 12, 17, 1], \"Freq\": [0.9898467659950256, 0.9946436285972595, 0.9929251670837402, 0.9972651600837708, 0.906216025352478, 0.09331483393907547, 0.9973809123039246, 0.19786693155765533, 0.07346544414758682, 0.6837183833122253, 0.04309972748160362, 0.9940817356109619, 0.9936553239822388, 0.038617558777332306, 0.8179901242256165, 0.011409733444452286, 0.015798091888427734, 0.11497500538825989, 0.05149085819721222, 0.08512576669454575, 0.09513873606920242, 0.022040938958525658, 0.05028185993432999, 0.046902868896722794, 0.022040938958525658, 0.000154999564983882, 0.024799931794404984, 0.07849178463220596, 0.05040585994720459, 0.07167179882526398, 0.018599947914481163, 0.09206974506378174, 0.0048049865290522575, 0.019436946138739586, 0.15794456005096436, 0.0028829919174313545, 0.005641984287649393, 0.05669884383678436, 0.043399877846241, 0.04681026190519333, 0.9495795965194702, 0.9302368760108948, 0.022148497402668, 0.027070384472608566, 0.003691416233778, 0.014765664935112, 0.9974309802055359, 0.9954022765159607, 0.9946016669273376, 0.9846413731575012, 0.03608351945877075, 0.05646402761340141, 0.04009279981255531, 0.867006778717041, 0.28100061416625977, 0.7179452776908875, 0.039932962507009506, 0.7935972809791565, 0.014623337425291538, 0.005343142431229353, 0.14651459455490112, 0.9943156242370605, 0.9962779879570007, 8.017124491743743e-05, 0.07479977607727051, 0.4064682126045227, 0.2164623737335205, 0.07969021797180176, 0.010662775486707687, 0.02733839489519596, 0.17076475918293, 0.013789454475045204, 0.996764600276947, 0.9975976347923279, 0.9992403984069824, 0.44500645995140076, 0.5545809268951416, 0.05640484392642975, 0.4542712867259979, 0.07617686688899994, 0.06683670729398727, 0.0513102151453495, 0.07848157733678818, 0.12554626166820526, 0.02741396799683571, 0.06344028562307358, 0.26022180914878845, 0.010218755342066288, 0.006178782321512699, 0.03517153114080429, 0.46554750204086304, 0.028755102306604385, 0.1556577831506729, 0.03802327811717987, 0.1623096466064453, 0.05659332126379013, 0.0697229728102684, 0.000905493157915771, 0.37736427783966064, 0.016751622781157494, 0.07447680830955505, 0.09620864689350128, 0.023542821407318115, 0.010865917429327965, 0.1070745661854744, 0.0045274654403328896, 0.8741965889930725, 0.1241612583398819, 0.13781733810901642, 0.09250112622976303, 0.7689740061759949, 0.9996601939201355, 0.04173705354332924, 0.0054203965701162815, 0.7358188629150391, 0.06260558217763901, 0.15393926203250885, 0.9991064667701721, 0.9947102665901184, 0.9996419548988342, 0.9991854429244995, 0.9991148710250854, 0.9948498606681824, 0.9915709495544434, 0.09488751739263535, 0.008835679851472378, 0.1283094435930252, 0.05147743970155716, 0.7160742282867432, 0.9940527677536011, 0.9973403811454773, 0.12662716209888458, 0.05468697100877762, 0.0008503954741172493, 0.07691173255443573, 0.06085233762860298, 0.10104987770318985, 0.05148163437843323, 0.01911754533648491, 0.02248641848564148, 0.023091508075594902, 0.021586962044239044, 0.05182506516575813, 0.020785627886652946, 0.06852225214242935, 0.015683256089687347, 0.0142931854352355, 0.003941256087273359, 0.03586379438638687, 0.032854702323675156, 0.03941256180405617, 0.020098770037293434, 0.03705761954188347, 0.018185380846261978, 0.06235688552260399, 0.02037678472697735, 0.9966093897819519, 0.9337318539619446, 0.06544418632984161, 0.9947734475135803, 0.5686951875686646, 0.02671639434993267, 0.2434091866016388, 0.05429660156369209, 0.08742986619472504, 0.01937401480972767, 0.3929888606071472, 0.06968911737203598, 0.024025648832321167, 0.027238894253969193, 0.15612249076366425, 0.01353100873529911, 0.016154669225215912, 0.046518370509147644, 0.004186064004898071, 0.0032722048927098513, 0.21794062852859497, 0.001208652276545763, 0.0009433383238501847, 0.008843796327710152, 0.01733384095132351, 0.8742519021034241, 0.12375255674123764, 0.9931894540786743, 0.9954754710197449, 0.9981597661972046, 0.41230103373527527, 0.587346613407135, 0.9963889122009277, 0.0470760203897953, 0.017222935333848, 0.01377834752202034, 0.8806660771369934, 0.04133504256606102, 0.9969888925552368, 0.13389375805854797, 0.8654962778091431, 0.9997527003288269, 0.9949998259544373, 0.9750368595123291, 0.0012662815861403942, 0.02279306948184967, 0.02309473790228367, 0.002326088724657893, 0.0387127622961998, 0.04054040461778641, 0.02924225851893425, 0.005981370806694031, 0.032066795974969864, 0.02708231844007969, 0.01279348786920309, 0.6343576312065125, 0.0387127622961998, 0.03356213867664337, 0.017113367095589638, 0.06429973989725113, 0.028473731130361557, 0.00911159347742796, 0.054669562727212906, 0.8861024975776672, 0.020501086488366127, 0.995734691619873, 0.01070772297680378, 0.03212317079305649, 0.955664336681366, 0.13289453089237213, 0.004904553294181824, 0.009243196807801723, 0.26427996158599854, 0.03404891863465309, 0.06045805290341377, 0.039425063878297806, 0.05555349960923195, 0.01424206793308258, 0.015185251832008362, 0.0002829550066962838, 0.005187508184462786, 0.03348300978541374, 0.01046933513134718, 0.019995486363768578, 0.30030956864356995, 0.7216656804084778, 0.014835096895694733, 0.032451774924993515, 0.10353661328554153, 0.1270255148410797, 0.9890289306640625, 0.9950495958328247, 0.971196174621582, 0.027151720598340034, 0.057016242295503616, 0.675155758857727, 0.020511941984295845, 0.012515760958194733, 0.012515760958194733, 0.005214900244027376, 0.061188165098428726, 0.020511941984295845, 0.012168101035058498, 0.002433620160445571, 0.10395034402608871, 0.017035340890288353, 0.02564135566353798, 0.025373561307787895, 0.002075409982353449, 0.04519037902355194, 0.006560973357409239, 0.008234690874814987, 0.006895717233419418, 0.10551116615533829, 0.01426007505506277, 0.00234320480376482, 0.002677948446944356, 0.012117716483771801, 0.029256585985422134, 0.40155836939811707, 0.008435537107288837, 0.007832999341189861, 0.0005355897010304034, 0.03869635611772537, 0.010778741911053658, 0.021959176287055016, 0.06467245519161224, 0.03380909934639931, 0.12566272914409637, 0.015100466087460518, 0.7812849879264832, 0.20319974422454834, 0.01484634168446064, 0.7853958010673523, 0.19957377016544342, 0.008016071282327175, 0.011295373551547527, 0.013845941051840782, 0.06084926798939705, 0.8701081275939941, 0.03534358739852905, 0.3786821663379669, 0.024669019505381584, 0.5099111795425415, 0.015004867687821388, 0.02136286161839962, 0.017293745651841164, 0.032807253301143646, 0.9941316246986389, 0.44131261110305786, 0.5579550862312317, 0.03075612708926201, 0.7846968770027161, 0.08811214566230774, 0.06483723968267441, 0.031587373465299606, 0.9994239807128906, 0.9969922304153442, 0.9974697232246399, 0.9953625202178955, 0.9972246885299683, 0.998943567276001, 0.9955950975418091, 0.9952621459960938, 0.05228743702173233, 0.07582170516252518, 0.0019201600225642323, 0.12801067531108856, 0.0037418503779917955, 0.7160720229148865, 0.008074519224464893, 0.011964074335992336, 0.0021663345396518707, 0.9667932391166687, 0.0321512334048748, 0.24727991223335266, 0.009557895362377167, 0.7428200244903564, 0.8059937953948975, 0.12304724007844925, 0.0704600140452385, 0.06987712532281876, 0.3512805998325348, 0.12104139477014542, 0.06632404774427414, 0.12554195523262024, 0.26576995849609375, 0.05454639717936516, 0.05579555034637451, 0.0507989339530468, 0.09680943936109543, 0.10263882577419281, 0.0037474622949957848, 0.008119501173496246, 0.015614425763487816, 0.02165200375020504, 0.004163846839219332, 0.026648620143532753, 0.4369957447052002, 0.03976473957300186, 0.04330400750041008, 0.006662155035883188, 0.03226981312036514, 0.9962608218193054, 0.9925497174263, 0.00775211863219738, 0.07419884949922562, 0.009967009536921978, 0.27741509675979614, 0.042082931846380234, 0.5880535840988159, 0.5733595490455627, 0.18882116675376892, 0.18816439807415009, 0.007552846800535917, 0.04203323274850845, 0.003962895832955837, 0.011511269025504589, 0.0723700225353241, 0.11181027442216873, 0.03887411952018738, 0.061802301555871964, 0.0371757373213768, 0.03736444562673569, 0.01613464765250683, 0.43525806069374084, 0.028306398540735245, 0.14530618488788605, 0.9943678975105286, 0.9976911544799805, 0.9960857033729553, 0.03568124771118164, 0.023221129551529884, 0.05182276666164398, 0.05125639587640762, 0.14470727741718292, 0.5652362704277039, 0.057486455887556076, 0.07051294296979904, 0.9987120032310486, 0.019596507772803307, 0.07250707596540451, 0.011267991736531258, 0.11463956534862518, 0.03870310261845589, 0.7319295406341553, 0.010778078809380531, 0.3228485584259033, 0.1258375644683838, 0.04365793243050575, 0.5073858499526978, 0.03033730946481228, 0.03599143400788307, 0.011113281361758709, 0.001637746812775731, 0.08180934935808182, 0.030064351856708527, 0.0656658485531807, 0.023162418976426125, 3.89939705200959e-05, 0.05006825923919678, 0.49612030386924744, 0.004991228226572275, 0.041762541979551315, 0.04254242032766342, 0.016806401312351227, 0.01969195529818535, 0.03478262200951576, 0.013413925655186176, 0.9984219074249268, 0.01820794865489006, 0.08123546838760376, 0.011204891838133335, 0.8431680798530579, 0.04481956735253334, 0.8378127217292786, 0.1620931476354599, 0.03887917101383209, 0.9590196013450623, 0.9994021654129028, 0.23924967646598816, 0.019319940358400345, 0.012174209579825401, 0.03705194219946861, 0.5049650073051453, 0.011115582659840584, 0.031758807599544525, 0.06722281128168106, 0.03493468835949898, 0.015879403799772263, 0.02620101533830166, 0.05402084439992905, 0.8272727131843567, 0.11809208244085312, 0.9395890831947327, 0.05748540535569191, 0.617428719997406, 0.03789718076586723, 0.0009843423031270504, 0.21458663046360016, 0.028299842029809952, 0.04158846288919449, 0.058814454823732376, 0.01273074746131897, 0.9637175798416138, 0.022915344685316086, 0.9977266192436218, 0.9978430867195129, 0.9945641756057739, 0.9932190179824829, 0.014359927736222744, 0.9836550354957581, 0.9962271451950073, 0.17496126890182495, 0.009655052796006203, 0.05017701908946037, 0.04198485240340233, 0.02750227227807045, 0.03306124359369278, 0.0007314434042200446, 0.040960829704999924, 0.010679073631763458, 0.014043713919818401, 0.00043886605999432504, 0.052371349185705185, 0.13882796466350555, 0.03159835562109947, 0.004242371767759323, 0.34187665581703186, 0.026770828291773796, 0.9989864230155945, 0.9970439672470093, 0.9994205832481384, 0.8924685120582581, 0.10473957657814026, 0.8474472761154175, 0.1511370837688446, 0.9924530982971191, 0.6907649040222168, 0.052961546927690506, 0.030139300972223282, 0.01045293640345335, 0.012195092625916004, 0.1637626737356186, 0.013763033784925938, 0.02578391134738922, 0.16709056496620178, 0.0020104479044675827, 0.025465674698352814, 0.02233831025660038, 0.0008935324149206281, 0.10364975780248642, 0.6178776621818542, 0.02256169356405735, 0.019210947677493095, 0.018764181062579155, 0.061539798974990845, 0.7620075345039368, 0.17375943064689636, 0.9992367625236511, 0.9959157109260559, 0.05279669538140297, 0.9469342827796936, 0.16568812727928162, 0.000845779140945524, 0.0001691558281891048, 0.024865906685590744, 0.024950483813881874, 0.10707563906908035, 0.028418177738785744, 0.021821102127432823, 0.3783169984817505, 0.003552272217348218, 0.020383276045322418, 0.014462823048233986, 0.16188211739063263, 0.047448206692934036, 0.9930893778800964, 0.9929611682891846, 0.9922178983688354, 0.9955998659133911, 0.02342463657259941, 0.9744648933410645, 0.9441180229187012, 0.023355918005108833, 0.03144065663218498, 0.9955259561538696, 0.9992717504501343, 0.9974527955055237, 0.017990119755268097, 0.005640145391225815, 0.23552469909191132, 0.055234529078006744, 0.0015559021849185228, 0.0051539260894060135, 0.03452157974243164, 0.004084243439137936, 0.6402537226676941, 0.11000264436006546, 0.8897682428359985, 0.020088527351617813, 0.5289425849914551, 0.008467065170407295, 0.004482564050704241, 0.43779709935188293, 0.9941357970237732, 0.9967426061630249, 0.007455711718648672, 0.8481460809707642, 0.03806336969137192, 0.10634199529886246, 0.024639135226607323, 0.3076562285423279, 0.666588544845581, 0.026147298514842987, 0.18811528384685516, 0.6239035725593567, 0.14163120090961456, 0.005084197036921978, 0.014526276849210262, 0.9937309622764587, 0.9939864873886108, 0.10364098101854324, 0.20182716846466064, 0.025715431198477745, 0.0038962773978710175, 0.18312503397464752, 0.012468087486922741, 0.01792287640273571, 0.2784539461135864, 0.0005195036646910012, 0.013507095165550709, 0.013766846619546413, 0.1449415236711502, 0.009040088392794132, 0.03334458917379379, 0.02578648179769516, 0.0077063050121068954, 0.014819816686213017, 0.1181139424443245, 0.006372521165758371, 0.24511976540088654, 0.004149548709392548, 0.10907385498285294, 0.253122478723526, 0.1241900622844696, 0.011855853721499443, 0.018228374421596527, 0.01896936632692814, 0.9968200922012329, 0.99839848279953, 0.15419626235961914, 0.792951226234436, 0.03783707693219185, 0.014646611176431179, 0.25540316104888916, 0.7438972592353821, 0.2616025507450104, 0.3878750503063202, 0.0003995965525973588, 0.05847429484128952, 0.09097481518983841, 0.1786196529865265, 0.021844612434506416, 0.1783602386713028, 0.009203641675412655, 0.7415279150009155, 0.037131935358047485, 0.03364089876413345, 0.9982506036758423, 0.9984514713287354, 0.9980788230895996, 0.9918272495269775, 0.9953256249427795, 0.9927700757980347, 0.01621307246387005, 0.035048846155405045, 0.022412188351154327, 0.18788090348243713, 0.7357873916625977, 0.002622702857479453, 0.8970230221748352, 0.02787359617650509, 0.07221795618534088, 0.9118332266807556, 0.06876704841852188, 0.01875464990735054, 0.08014000207185745, 0.66417396068573, 0.059281643480062485, 0.03330018371343613, 0.010246209800243378, 0.05781789869070053, 0.09477744251489639, 0.997163712978363, 0.9993879199028015, 0.9965686202049255, 0.9966164827346802, 0.9996983408927917, 0.01747914031147957, 0.01293910387903452, 0.010442083701491356, 0.02746722102165222, 0.006583052687346935, 0.029056232422590256, 0.8153905272483826, 0.06197149679064751, 0.0186141487210989, 0.9918920993804932, 0.030395809561014175, 0.004902550019323826, 0.023532239720225334, 0.0921679362654686, 0.7608757615089417, 0.08726538717746735, 0.009868032298982143, 0.06132277473807335, 0.014097189530730247, 0.7191916108131409, 0.027254566550254822, 0.13721264898777008, 0.030543910339474678, 0.010780447162687778, 0.8318911790847778, 0.12068111449480057, 0.005090766586363316, 0.0005989136989228427, 0.030544599518179893, 0.9886686205863953, 0.9209982752799988, 0.04484419524669647, 0.03384467586874962, 0.9986412525177002, 0.022720368579030037, 0.04121088236570358, 0.0008459711680188775, 0.08447626233100891, 0.026225106790661812, 0.1491326242685318, 0.007492887321859598, 0.022116104140877724, 0.03686017170548439, 0.022236956283450127, 0.012206155806779861, 0.3496277928352356, 0.003021325683221221, 0.22176529467105865, 0.007898732088506222, 0.9907267093658447, 0.022004447877407074, 0.0002340898645343259, 0.5873314738273621, 0.014981751330196857, 0.0035113480407744646, 0.010534043423831463, 0.36073246598243713, 0.019561681896448135, 0.04113159701228142, 0.4691828489303589, 0.11699819564819336, 0.2063274085521698, 0.07661039382219315, 0.0024545076303184032, 0.0024545076303184032, 0.048048846423625946, 0.0016363384202122688, 0.01547083631157875, 0.9958874583244324, 0.07770524173974991, 0.03414320945739746, 0.8877235054969788, 0.994962215423584, 0.018084270879626274, 0.03320929780602455, 0.022851942107081413, 0.00969974510371685, 0.01775546558201313, 0.019235089421272278, 0.716465950012207, 0.1625940352678299, 0.9971806406974792, 0.9978553652763367, 0.14907696843147278, 0.849090576171875, 0.0014610918005928397, 0.016262587159872055, 0.06968772411346436, 0.6811228394508362, 0.02274221181869507, 0.003239812096580863, 0.007686613127589226, 0.036559056490659714, 0.1611965298652649, 0.0029720007441937923, 0.9681292772293091, 0.0274910070002079, 0.958946168422699, 0.016129063442349434, 0.024193596094846725, 0.044803641736507416, 0.9540539979934692, 0.9996783137321472, 0.6746123433113098, 0.0021656895987689495, 0.03140249848365784, 0.008121335878968239, 0.06930206716060638, 0.1115330159664154, 0.1023288369178772, 0.8188631534576416, 0.031776778399944305, 0.04807256534695625, 0.10021907091140747, 0.09793941676616669, 0.9016547799110413, 0.008869959972798824, 0.40051278471946716, 0.011940330266952515, 0.5785260796546936, 0.9949365258216858, 0.2702602744102478, 0.47752684354782104, 0.12292391061782837, 0.1292424201965332, 0.9959087371826172, 0.9957317113876343, 0.9727552533149719, 0.026749137789011, 0.9994226098060608, 0.15462687611579895, 0.10613620281219482, 0.016700103878974915, 0.01519105862826109, 0.15336933732032776, 0.01991940103471279, 0.04919488728046417, 0.00015090455417521298, 0.45764321088790894, 0.02706221677362919, 0.7661519646644592, 0.01065657939761877, 0.012339197099208832, 0.03477409854531288, 0.06225685775279999, 0.02131315879523754, 0.05440463870763779, 0.032530609518289566, 0.0050478531047701836, 0.1628127545118332, 0.026545558124780655, 0.0855356901884079, 0.01710713841021061, 0.023596052080392838, 0.5197030305862427, 0.16399255394935608, 0.9968327283859253, 0.9989250302314758, 0.9705411791801453, 0.028256261721253395, 0.9964332580566406, 0.9987977743148804, 0.02981468103826046, 0.12094634771347046, 0.7785569429397583, 0.07031764835119247, 0.10865415632724762, 0.06052879989147186, 0.055071283131837845, 0.029396159574389458, 0.03820260241627693, 0.02257426455616951, 0.010170822963118553, 0.021581990644335747, 0.06859103590250015, 0.019473405554890633, 0.048373427242040634, 0.07615713775157928, 0.015008165501058102, 0.05010990798473358, 0.09538247436285019, 0.0023566540330648422, 0.04750518500804901, 0.08384726941585541, 0.023318471387028694, 0.12341425567865372, 0.9963754415512085, 0.9976773858070374, 0.16233040392398834, 0.08017939329147339, 0.6723238825798035, 0.004600456915795803, 0.01380137074738741, 0.06637801975011826, 0.9981613159179688, 0.16184793412685394, 0.0656690001487732, 0.03457792475819588, 0.03690249100327492, 0.026732511818408966, 0.6744148135185242, 0.027236448600888252, 0.010575855150818825, 0.12763462960720062, 0.07533486187458038, 0.03534943237900734, 0.01043098047375679, 0.03419043496251106, 0.04578041285276413, 0.6135444641113281, 0.019702963531017303, 0.021216534078121185, 0.06159638985991478, 0.016083501279354095, 0.036615632474422455, 0.030455991625785828, 0.0256651621311903, 0.006159638985991478, 0.013688086532056332, 0.004106425680220127, 0.7648218274116516, 0.011292670853435993, 0.008555053733289242, 0.995765745639801, 0.9976086020469666, 0.9968465566635132, 0.9970282316207886, 0.9949270486831665, 0.9975605010986328, 0.9958803653717041, 0.013782920315861702, 0.04809359461069107, 0.026686079800128937, 0.052199143916368484, 0.019061485305428505, 0.04780033975839615, 0.03313766047358513, 0.10029273480176926, 0.06627532094717026, 0.5926655530929565, 0.9980934858322144, 0.01164008118212223, 0.0024824817664921284, 0.019859854131937027, 0.07993591576814651, 0.012302076444029808, 0.07364695519208908, 0.010040259920060635, 0.7900912165641785, 0.995059072971344, 0.9691187143325806, 0.030832257121801376, 0.016040852293372154, 0.9836744070053101, 0.15157818794250488, 0.00983874686062336, 0.8203055262565613, 0.018140189349651337, 0.9959149956703186, 0.006928976159542799, 0.9919984340667725, 0.02900586649775505, 0.6317840218544006, 0.026286566630005836, 0.0661696344614029, 0.24654985964298248, 0.9996758699417114, 0.05010829493403435, 0.948964536190033, 0.3135783076286316, 0.02962944656610489, 0.05563751608133316, 0.08098715543746948, 0.3083108365535736, 0.0072427536360919476, 0.008888834156095982, 0.004444417078047991, 0.07720116525888443, 0.03242778405547142, 0.039670538157224655, 0.04181044176220894, 0.06400912255048752, 0.0006728948792442679, 0.022836370393633842, 0.0027756914496421814, 0.03713538497686386, 0.0037009217776358128, 0.027210187166929245, 0.005214935168623924, 0.015644805505871773, 0.0016822372563183308, 0.17558351159095764, 0.6434977650642395, 0.99411940574646, 0.8501527905464172, 0.03514144942164421, 0.038858335465192795, 0.07568927854299545, 0.9980760812759399, 0.9776274561882019, 0.019596096128225327, 0.20033136010169983, 0.03682183101773262, 0.015192223712801933, 0.01544971950352192, 0.1544971913099289, 0.5294103622436523, 0.047894131392240524, 0.9972403049468994, 0.9981576800346375, 0.9950738549232483, 0.03115524724125862, 0.04407327622175217, 0.1926306039094925, 0.7317683696746826, 0.9944614768028259, 0.10035324841737747, 0.899610161781311, 0.9965192079544067, 0.050126686692237854, 0.08785644918680191, 0.15661220252513885, 0.14000436663627625, 0.07064224779605865, 0.01940387859940529, 0.048038072884082794, 0.19686850905418396, 0.1285843849182129, 0.05413547158241272, 0.0168436449021101, 0.020852431654930115, 0.010005124844610691, 0.9992710947990417, 0.022424662485718727, 0.976492166519165, 0.994547426700592, 0.9962471127510071, 0.9936463832855225, 0.15918634831905365, 0.04341445863246918, 0.013709829188883305, 0.0038082858081907034, 0.009139886125922203, 0.021326400339603424, 0.7487090229988098, 0.008496619760990143, 0.02271922305226326, 0.03380177170038223, 0.8581586480140686, 0.02715224213898182, 0.04968675598502159, 0.051134441047906876, 0.08722934126853943, 0.01353558711707592, 0.051134441047906876, 0.6598598957061768, 0.13685983419418335, 0.17764244973659515, 0.026410333812236786, 0.03393791615962982, 0.023943668231368065, 0.02368849515914917, 0.0018287348793819547, 0.0017862061504274607, 0.0047206878662109375, 0.014714936725795269, 0.03529883548617363, 0.006889652460813522, 0.016288498416543007, 0.05413905903697014, 0.4499538242816925, 0.0002977010153699666, 0.010291949845850468, 0.022837921977043152, 0.0013609189772978425, 0.017224131152033806, 0.0009356318041682243, 0.049631014466285706, 0.02615516074001789, 0.0957394391298294, 0.9036630988121033, 0.011931451968848705, 0.9869015216827393, 0.9968998432159424, 0.9998253583908081, 0.1380784809589386, 0.0010822610929608345, 0.12707549333572388, 0.0007215074147097766, 0.42740294337272644, 0.2007594257593155, 0.009830538183450699, 0.0058622476644814014, 0.03012293390929699, 0.039322152733802795, 0.019570888951420784, 0.6910608410835266, 0.009175139479339123, 0.003457298967987299, 0.026195688173174858, 0.25477632880210876, 0.015291898511350155, 0.21480749547481537, 0.0011971755884587765, 0.0835457518696785, 0.018043145537376404, 0.05917467549443245, 0.1655522733926773, 0.07764538377523422, 0.165466770529747, 0.021207109093666077, 0.1932583451271057, 0.9938275814056396, 0.9467363357543945, 0.011749297380447388, 0.04144380986690521, 0.9931977391242981, 0.995364248752594, 0.056356512010097504, 0.8288294076919556, 0.11465635150671005, 0.996945321559906, 0.9959941506385803, 0.9962882399559021, 0.19943785667419434, 0.012790036387741566, 0.10600555688142776, 0.054628629237413406, 0.6269285678863525, 0.995639979839325, 0.6419068574905396, 0.01103338971734047, 0.3467636704444885, 0.05846692994236946, 0.08377883583307266, 0.7286975979804993, 0.027450937777757645, 0.02566840872168541, 0.013547215610742569, 0.0035650567151606083, 0.05811042711138725, 0.9963789582252502, 0.9979413747787476, 0.9992672801017761, 0.999390184879303, 0.9944545030593872, 0.9935581088066101, 0.9971014857292175, 0.9958456754684448, 0.9950315356254578, 0.9992548823356628, 0.009661506861448288, 0.007786886300891638, 0.0007210079929791391, 0.13252127170562744, 0.034319981932640076, 0.002595628844574094, 0.0015862175496295094, 0.010526716709136963, 0.004326047841459513, 0.7197101712226868, 0.04369308426976204, 0.01773679628968239, 0.0147085627540946, 0.9959050416946411, 0.10947024822235107, 0.030558397993445396, 0.07940274477005005, 0.03357741981744766, 0.018727757036685944, 0.07176928222179413, 0.011462467722594738, 0.005031703971326351, 0.03583555296063423, 0.03532010689377785, 0.1047576293349266, 0.2971159815788269, 0.01777050644159317, 0.03183473274111748, 0.025968503206968307, 0.0002945387677755207, 0.0907670333981514, 0.0002699938777368516, 0.20752684772014618, 0.14118094742298126, 0.009821283631026745, 0.1368710696697235, 0.007731648627668619, 0.19451887905597687, 0.0009664560784585774, 0.08658923953771591, 0.07431263476610184, 0.022463573142886162, 0.003212813287973404, 0.01178031601011753, 0.10244434326887131, 0.00020896346541121602, 0.00039180650492198765, 0.996133029460907, 0.05978088825941086, 0.9391891956329346, 0.04734232649207115, 0.05196109041571617, 0.7533395886421204, 0.015588327310979366, 0.1315385401248932, 0.0018069194629788399, 0.995612621307373, 0.9985961318016052, 0.026982108131051064, 0.04696885496377945, 0.925386369228363, 0.9030171036720276, 0.09242404252290726, 0.0041077351197600365, 0.9943867325782776, 0.025505470111966133, 0.757269561290741, 0.10748733580112457, 0.03582911193370819, 0.020647285506129265, 0.02975638210773468, 0.0230763778090477, 0.08250223100185394, 0.038489535450935364, 0.02865140326321125, 0.11667679250240326, 0.0001725988113321364, 0.670373797416687, 0.02519942633807659, 0.03779913857579231, 0.9955167770385742, 0.06616061925888062, 0.11133746057748795, 0.265876829624176, 0.5561935901641846, 0.9974823594093323, 0.9948444962501526, 0.3959197700023651, 0.09022588282823563, 0.088936947286129, 0.002577882492914796, 0.04704635590314865, 0.012459765188395977, 0.36262214183807373, 0.999888002872467, 0.023137347772717476, 0.976570725440979, 0.999748945236206, 0.9990326762199402, 0.9945341348648071, 0.9872703552246094, 0.01078984048217535, 0.9958282709121704, 0.9061464071273804, 0.036000002175569534, 0.047414638102054596, 0.010536585934460163, 0.041688352823257446, 0.02121974714100361, 0.01014040969312191, 0.01952967792749405, 0.01783961057662964, 0.030233444646000862, 0.4912465214729309, 0.25482475757598877, 0.010328195057809353, 0.03530364856123924, 0.006572487764060497, 0.01352054625749588, 0.010891551151871681, 0.010703765787184238, 0.025726595893502235, 0.9956812262535095, 0.06021835282444954, 0.011807519942522049, 0.0348321832716465, 0.10213504731655121, 0.01889203116297722, 0.7722117900848389, 0.9947749972343445, 0.9966669678688049, 0.9939436316490173, 0.07917267084121704, 0.28811827301979065, 0.01979316771030426, 0.012929407879710197, 0.015483364462852478, 0.3326529264450073, 0.21533051133155823, 0.03639388829469681, 0.015336133539676666, 0.09573464840650558, 0.856732189655304, 0.03183409571647644, 0.9950090050697327, 0.9973577260971069, 0.0036277284380048513, 0.02407011017203331, 0.007255456876009703, 0.05711686238646507, 0.001985982758924365, 0.13396115601062775, 0.03214643895626068, 0.0014563873410224915, 0.025129301473498344, 0.028915908187627792, 0.017476648092269897, 0.021554531529545784, 0.009771035052835941, 0.01051246840506792, 0.22783192992210388, 0.13515274226665497, 0.11063247919082642, 0.00799689069390297, 0.011015583761036396, 0.023752352222800255, 0.04832557961344719, 0.06024147570133209, 0.9976422786712646, 0.016393586993217468, 0.19947008788585663, 0.02357131987810135, 0.15392249822616577, 0.11945164948701859, 0.007886644452810287, 0.01772279664874077, 0.22499090433120728, 0.148782879114151, 0.061409492045640945, 0.02622973918914795, 0.0338757187128067, 0.051413554698228836, 0.10282710939645767, 0.04033702611923218, 0.008953527547419071, 0.09858110547065735, 0.0019383925246074796, 0.04956746846437454, 0.002861436689272523, 0.3409724831581116, 0.23574545979499817, 0.015230227261781693, 0.00027691322611644864, 0.017260923981666565, 0.01938122697174549, 0.9796329736709595, 0.9963847994804382, 0.22883251309394836, 0.5317986607551575, 0.0018053847597911954, 0.008124231360852718, 0.22939670085906982, 0.9979287385940552, 0.05597996711730957, 0.03225963935256004, 0.8890377879142761, 0.022297104820609093, 0.3831654489040375, 0.022891180589795113, 0.04054581746459007, 0.008378471247851849, 0.006134238094091415, 0.0118196289986372, 0.039947353303432465, 0.02782849408686161, 0.18327905237674713, 0.006732699926942587, 0.00628385366871953, 0.24282604455947876, 0.020198101177811623, 0.05580509081482887, 0.052757713943719864, 0.10608681291341782, 0.031616535037755966, 0.07675580680370331, 0.04685342311859131, 0.0026664547622203827, 0.01999841071665287, 0.09580191224813461, 0.4117768108844757, 0.005142448469996452, 0.0017141496064141393, 0.055995553731918335, 0.011999047361314297, 0.02495039999485016, 0.9970003962516785, 0.9991477131843567, 0.9970520734786987, 0.9996119141578674, 0.912896990776062, 0.08485698699951172, 0.9948210716247559, 0.9930514693260193, 0.08789046108722687, 0.054395198822021484, 0.8576586246490479, 0.026579275727272034, 0.030903177335858345, 0.09194649010896683, 0.15006481111049652, 0.03420969098806381, 0.6661351919174194, 0.9020691514015198, 0.09777265787124634, 0.19229845702648163, 0.026655232533812523, 0.7806174755096436, 0.9982753396034241, 0.2580505311489105, 0.022302601486444473, 0.03282565996050835, 0.004868877585977316, 0.10852885991334915, 0.010208937339484692, 0.1433963030576706, 0.12454903870820999, 0.17826375365257263, 0.005025938153266907, 0.11198419332504272, 0.24642148613929749, 0.7521854639053345, 0.9975271224975586, 0.9990847706794739, 0.9417935013771057, 0.05729542300105095, 0.9915156364440918, 0.9977472424507141, 0.1611199527978897, 0.1502021700143814, 0.014226197265088558, 0.6739247441291809, 0.06047939881682396, 0.013044576160609722, 0.9249790906906128, 0.9982021450996399, 0.9911634922027588, 0.9972617030143738, 0.9987884163856506, 0.9951925873756409, 0.9953932166099548, 0.021852675825357437, 0.9760861992835999, 0.01905624382197857, 0.08778367936611176, 0.0357695072889328, 0.03623810410499573, 0.03733149543404579, 0.10762091726064682, 0.5260772705078125, 0.05607534199953079, 0.06451006978750229, 0.029521558433771133, 0.9987388849258423, 0.00042171517270617187, 0.010964594781398773, 0.37153106927871704, 0.024178337305784225, 0.013635457493364811, 0.035705216228961945, 0.1036013588309288, 0.052292682230472565, 0.027270914986729622, 0.03851665183901787, 0.006325727794319391, 0.00618515582755208, 0.09010647237300873, 0.16995121538639069, 0.03205035254359245, 0.017149750143289566, 0.9992658495903015, 0.012923769652843475, 0.9857311844825745, 0.9988501071929932, 0.9961376190185547, 0.9994552135467529, 0.0021331130992621183, 0.8258194923400879, 0.17156323790550232, 0.03147625923156738, 0.7616823315620422, 0.022637035697698593, 0.03082948736846447, 0.004742998164147139, 0.04656761512160301, 0.05907188355922699, 0.042686980217695236, 0.15156343579292297, 0.8471492528915405, 0.37900102138519287, 0.004440505523234606, 0.07011324167251587, 0.018541056662797928, 0.014022648334503174, 0.005686962977051735, 0.011763444170355797, 0.039107609540224075, 0.005219541490077972, 0.06465999037027359, 0.3071739077568054, 0.00942633580416441, 0.01698298566043377, 0.05383138731122017, 0.004582587163895369, 0.21163220703601837, 0.7832058072090149, 0.9979825019836426, 0.016527514904737473, 0.0051802657544612885, 0.8551315069198608, 0.023751694709062576, 0.005744104273617268, 0.09363242238759995, 0.9940793514251709, 0.997512698173523, 0.9950710535049438, 0.0021333261393010616, 0.2826656997203827, 0.7135975956916809, 0.038010090589523315, 0.882908284664154, 0.02437603659927845, 0.026854954659938812, 0.02768126130104065, 0.988872230052948, 0.0016924056690186262, 0.060080401599407196, 0.01777026057243347, 0.03469431772828102, 0.04400254786014557, 0.024539882317185402, 0.016077853739261627, 0.7455046772956848, 0.05500318482518196, 0.141664057970047, 0.5924473404884338, 0.01794162206351757, 0.11176136136054993, 0.13568352162837982, 0.09493771940469742, 0.6429216861724854, 0.26201656460762024, 0.9962076544761658, 0.09049241989850998, 0.7074862122535706, 0.1990833282470703, 0.9963093400001526, 0.999458372592926, 0.9953477382659912, 0.991546630859375, 0.9949452877044678, 0.25502508878707886, 0.7266737818717957, 0.017723750323057175, 0.9986470341682434, 0.9919182062149048, 0.996989905834198, 0.9958309531211853, 0.038104549050331116, 0.9589645266532898, 0.12365690618753433, 0.0030914226081222296, 0.06766780465841293, 0.04911927133798599, 0.6662015914916992, 0.08999475091695786, 0.9982894659042358, 0.9464432001113892, 0.05226343125104904, 0.08745191991329193, 0.005295253824442625, 0.8127412796020508, 0.09435179829597473, 0.17836004495620728, 0.7393050789833069, 0.08136666566133499, 0.03381066396832466, 0.1143718734383583, 0.8410924673080444, 0.010644097812473774, 0.11741094291210175, 0.05479177087545395, 0.04109383001923561, 0.7846964597702026, 0.9974363446235657, 0.985113799571991, 0.013448651880025864, 0.9907011389732361, 0.9968023300170898, 0.00370161235332489, 0.11747748404741287, 0.34390899538993835, 0.008620860055088997, 0.10155081003904343, 0.42471131682395935, 0.9978892207145691, 0.9962495565414429, 0.9973586797714233, 0.9985371232032776, 0.7834912538528442, 0.00457008695229888, 0.046035267412662506, 0.086943119764328, 0.005350345745682716, 0.06531880795955658, 0.008136983960866928, 0.9956825375556946, 0.15766246616840363, 0.5269290804862976, 0.06157334893941879, 0.005723719950765371, 0.08602923899888992, 0.022027648985385895, 0.10441452264785767, 0.03555643931031227, 0.9938969016075134, 0.01047847606241703, 0.03226267546415329, 0.06617984920740128, 0.1326354444026947, 0.01075422577559948, 0.007720982655882835, 0.5586682558059692, 0.14063218235969543, 0.00027574936393648386, 0.020129704847931862, 0.020129704847931862, 0.01757333055138588, 0.007732265628874302, 0.7697119116783142, 0.113172248005867, 0.09138131886720657, 0.009031939320266247, 0.030423372983932495, 0.04991334676742554, 0.06274820864200592, 0.018063878640532494, 0.06892795860767365, 0.04230750352144241, 0.0275711826980114, 0.6574300527572632, 0.03280019760131836, 0.9991941452026367, 0.028884001076221466, 0.9707087874412537, 0.9968070387840271, 0.9991040825843811, 0.9992889761924744, 0.0920901820063591, 0.010058814659714699, 0.8976625204086304, 0.020057719200849533, 0.9796866774559021, 0.9994466304779053, 0.08161360770463943, 0.9162982106208801, 0.4390503764152527, 0.00841837003827095, 0.016966253519058228, 0.014537877403199673, 0.00683183129876852, 0.01738717220723629, 0.003820644924417138, 0.0035292399115860462, 0.020074574276804924, 6.4756692154333e-05, 0.06873922795057297, 0.3453798294067383, 0.002072214148938656, 0.0013275122037157416, 0.05180535465478897, 0.0983927994966507, 0.0068789939396083355, 0.009429631754755974, 0.27747851610183716, 0.10272115468978882, 0.032153498381376266, 0.07528246939182281, 0.006260657217353582, 0.007420038338750601, 0.07698290050029755, 0.07373663038015366, 0.03764123469591141, 0.005796905141323805, 0.00633794954046607, 0.005796905141323805, 0.17777174711227417, 0.07102957367897034, 0.9263978600502014, 0.0021524112671613693, 0.11682604998350143, 0.008091847412288189, 0.0020229618530720472, 0.0008429008303210139, 0.004551664460450411, 0.0033716033212840557, 0.8061503171920776, 0.05158552899956703, 0.006406046450138092, 0.15320715308189392, 0.4174647331237793, 0.0012731896713376045, 0.0234832763671875, 0.1284506916999817, 0.008487931452691555, 0.25223302841186523, 0.015419741161167622, 0.5795831084251404, 0.019261937588453293, 0.06727303564548492, 0.011787156574428082, 0.07719150185585022, 0.145183265209198, 0.09961584210395813, 0.014921076595783234, 0.1633857935667038, 0.037302691489458084, 0.050731658935546875, 0.7333709001541138, 0.08243190497159958, 0.8878678679466248, 0.02941402792930603, 0.022898463532328606, 0.9731846451759338, 0.9985137581825256, 0.9869225025177002, 0.7626373171806335, 0.18399053812026978, 0.023939289152622223, 0.028727145865559578, 0.9932313561439514, 0.997629702091217, 0.06223748251795769, 0.8508868217468262, 0.03660349175333977, 0.008082790300250053, 0.04203050956130028, 0.519711971282959, 0.11707114428281784, 0.010254406370222569, 0.02586907148361206, 0.0326276570558548, 0.000854533864185214, 0.020353443920612335, 0.03216154873371124, 0.19452299177646637, 0.002097492339089513, 0.02734508365392685, 0.01701299287378788, 0.994219958782196, 0.07826711237430573, 0.9205703735351562, 0.994895339012146, 0.008136929012835026, 0.007423899602144957, 0.05351918563246727, 0.016148028895258904, 0.008891901932656765, 0.04357871040701866, 0.004781494382768869, 0.01501557044684887, 0.7630677819252014, 0.01673523150384426, 0.06270468980073929, 0.01726301945745945, 0.08199934661388397, 0.4081795811653137, 0.06178344041109085, 0.2657596468925476, 0.1646801233291626, 0.005939754657447338, 0.03879797086119652, 0.8554510474205017, 0.09983842819929123, 0.9998834729194641, 0.024218617007136345, 0.002217197325080633, 0.07077976316213608, 0.03138187155127525, 0.023536402732133865, 0.07316751778125763, 0.00017055364151019603, 0.002217197325080633, 0.0347929447889328, 0.03445183485746384, 0.01722591742873192, 0.009892111644148827, 0.488977313041687, 0.03854512423276901, 0.002217197325080633, 0.00648103840649128, 0.13951288163661957, 0.17319774627685547, 0.12168411165475845, 0.0065298969857394695, 0.2941563129425049, 0.052757423371076584, 0.3202759027481079, 0.03130204603075981, 0.997981071472168, 0.4181824028491974, 0.010929113253951073, 0.18521972000598907, 0.3848198354244232, 0.019028302282094955, 0.8919516801834106, 0.0886005312204361, 0.024560293182730675, 0.9742249846458435, 0.022485336288809776, 0.009056593291461468, 0.04528296738862991, 0.8600640892982483, 0.06277156621217728, 0.995084822177887, 0.9978343844413757, 0.9946465492248535, 0.10333628207445145, 0.044133204966783524, 0.8514479398727417, 0.9951903820037842, 0.9950223565101624, 0.998468279838562, 0.998053252696991, 0.846518337726593, 0.03710230439901352, 0.06590540707111359, 0.006834634579718113, 0.04344874992966652, 0.14596283435821533, 0.5214020013809204, 0.00743443937972188, 0.006938810460269451, 0.006690995767712593, 0.12712891399860382, 0.0044606635347008705, 0.013134176842868328, 0.0044606635347008705, 0.05328014865517616, 0.007930069230496883, 0.07657472789287567, 0.024533649906516075, 0.9975928664207458, 0.9998109340667725, 0.9971100091934204, 0.9906389713287354, 0.0219500083476305, 0.03215212747454643, 0.013293667696416378, 0.06847784668207169, 0.07527925819158554, 0.01669437251985073, 0.40205615758895874, 0.015303174965083599, 0.04791903495788574, 0.01901303604245186, 0.0004637325764633715, 0.021486276760697365, 0.009120074100792408, 0.03539825230836868, 0.023650361225008965, 0.03246128186583519, 0.16524337232112885, 0.020566219463944435, 0.005608968902379274, 0.07042372226715088, 0.0791487842798233, 0.025707773864269257, 0.3454189896583557, 0.03022610954940319, 0.06294509768486023, 0.011062133125960827, 0.3486908972263336, 0.9989519715309143, 0.07188848406076431, 0.019500114023685455, 0.07916464656591415, 0.6647501587867737, 0.06752278655767441, 0.01193290576338768, 0.045112207531929016, 0.040164414793252945, 0.064051553606987, 0.02664683386683464, 0.016434280201792717, 0.03086075186729431, 0.037950050085783005, 0.13603518903255463, 0.010708308778703213, 0.003470285329967737, 0.04008179530501366, 0.11062774062156677, 0.01797112077474594, 0.022903883829712868, 0.021714070811867714, 0.04221354424953461, 0.1177666112780571, 0.02468860149383545, 0.02156534418463707, 0.04613000899553299, 0.0106091583147645, 0.017847182229161263, 0.1153126209974289, 0.020623410120606422, 0.04293238744139671, 0.0008923590648919344, 0.9643819332122803, 0.03325454890727997, 0.998497724533081, 0.9944100379943848, 0.13866594433784485, 0.04915247857570648, 0.03316793218255043, 0.7700555324554443, 0.008791500702500343, 0.9967368841171265, 0.9955921173095703, 0.004682539496570826, 0.3115265965461731, 0.5933052897453308, 0.07299252599477768, 0.017352940514683723, 0.996192991733551, 0.9757440686225891, 0.023049071431159973, 0.1146135926246643, 0.15835192799568176, 0.16920669376850128, 0.01101439818739891, 0.030648760497570038, 0.0014366606483235955, 0.02250768430531025, 0.0030329502187669277, 0.08875370025634766, 0.4005090594291687, 0.9900369644165039, 0.02156185917556286, 0.10646168142557144, 0.8705601096153259, 0.9944156408309937, 0.9995156526565552, 0.030461641028523445, 0.07660207152366638, 0.6029613018035889, 0.018366577103734016, 0.00895930640399456, 0.03001367673277855, 0.08533739298582077, 0.14693261682987213, 0.9962233901023865, 0.00401047570630908, 0.01437087170779705, 0.5758374929428101, 0.06851229816675186, 0.007686745375394821, 0.013368252664804459, 0.10961967706680298, 0.015039284713566303, 0.11530118435621262, 0.03275221958756447, 0.009357777424156666, 0.033420633524656296, 0.9864162802696228, 0.012871386483311653, 0.1817847043275833, 0.5130522847175598, 0.0017890238668769598, 0.010932923294603825, 0.0525774247944355, 0.05327315628528595, 0.0032798771280795336, 0.06758534908294678, 0.0021865847520530224, 0.003677438013255596, 0.024946944788098335, 0.08487924188375473, 0.9957506060600281, 0.9918801188468933, 0.04992462694644928, 0.026027915999293327, 0.0015417232643812895, 0.24867089092731476, 0.02094929851591587, 0.3126524090766907, 0.026390675455331802, 0.041082389652729034, 0.002947412198409438, 0.0024939640425145626, 0.0009068960789591074, 0.060308586806058884, 0.0384523943066597, 0.09068960696458817, 0.07704082131385803, 0.9969823360443115, 0.02317996881902218, 0.00039850949542596936, 0.08375341445207596, 0.001859711017459631, 0.03400614485144615, 0.02650088258087635, 0.07784219086170197, 0.015409034676849842, 0.1934763640165329, 0.03294345363974571, 0.04669203236699104, 0.00046492775436490774, 0.002855984726920724, 0.011091847904026508, 0.11948643624782562, 0.1952032446861267, 0.005778387654572725, 0.06867647171020508, 0.0603741891682148, 0.9971146583557129, 0.022249504923820496, 0.00508059561252594, 0.0246146097779274, 0.025578171014785767, 0.025315381586551666, 0.06403302401304245, 0.03757888823747635, 0.14698688685894012, 0.004905402660369873, 0.054485008120536804, 0.033199064433574677, 0.040294378995895386, 0.06219349801540375, 0.000788368284702301, 0.019008435308933258, 0.07498258352279663, 0.10809405148029327, 0.004029437899589539, 0.06228109449148178, 0.013927839696407318, 0.12587612867355347, 0.04441141337156296, 0.17405323684215546, 0.6449024677276611, 0.029679598286747932, 0.0005030440515838563, 0.15091320872306824, 0.02119588665664196, 0.5838289260864258, 0.39471450448036194, 0.1754135936498642, 0.8152233958244324, 0.008995568379759789, 0.9930195212364197, 0.980251669883728, 0.01832246221601963, 0.9929699301719666, 0.7493575811386108, 0.020103925839066505, 0.08527955412864685, 0.020103925839066505, 0.01880689710378647, 0.10603199154138565, 0.9989192485809326, 0.19389848411083221, 0.7531779408454895, 0.05267762392759323, 0.03798287361860275, 0.1536927968263626, 0.028716888278722763, 0.21020762622356415, 0.024887969717383385, 0.006432583089917898, 0.03185660392045975, 0.040433380752801895, 0.01432015560567379, 0.08362358063459396, 0.00911282654851675, 0.02565375342965126, 0.07765046507120132, 0.02802768349647522, 0.014703047461807728, 0.0579698272049427, 0.15468831360340118, 0.02155386097729206, 0.0016500563360750675, 0.07064303755760193, 0.02279140241444111, 0.31815147399902344, 0.020006932318210602, 0.40715140104293823, 0.004228269215673208, 0.000928156659938395, 0.13262327015399933, 0.00020625704200938344, 0.1111573725938797, 0.8866739273071289, 0.9953097105026245, 0.9984955787658691, 0.006005691364407539, 0.010220211930572987, 0.0007375410641543567, 0.8805186748504639, 0.10230748355388641, 0.9970784187316895, 0.04863365367054939, 0.0627531036734581, 0.8863875269889832, 0.9969122409820557, 0.9978448152542114, 0.06963455677032471, 0.9198858141899109, 0.01020124088972807, 0.9957160949707031, 0.9978450536727905, 0.9953107833862305, 0.9989041686058044, 0.993235170841217, 0.12460683286190033, 0.8722478747367859, 0.016625016927719116, 0.010806260630488396, 0.010390635579824448, 0.10806260257959366, 0.482125461101532, 0.029093777760863304, 0.014962514862418175, 0.32751283049583435, 0.013930567540228367, 0.9858306646347046, 0.9997972249984741, 0.00038412821595557034, 0.003338960697874427, 0.00017728994134813547, 0.011198814958333969, 0.0005909664905630052, 0.0019501893548294902, 0.007150694262236357, 0.0081848856061697, 0.05360065773129463, 0.8689571022987366, 0.005289149936288595, 0.03560572862625122, 0.0035753471311181784, 0.0024634134024381638, 0.005611108150333166, 0.012453923001885414, 0.027781827375292778, 0.030655810609459877, 0.008211378008127213, 0.0016422756016254425, 0.04174116998910904, 0.05378452315926552, 0.7672163844108582, 0.006295389495790005, 0.018338743597269058, 0.023539282381534576, 0.9924120306968689, 0.9928632378578186, 0.9984232187271118, 0.3624480068683624, 0.6373013854026794, 0.996943473815918, 0.04264599829912186, 0.011528288014233112, 0.018895991146564484, 0.007064326666295528, 0.007324363570660353, 0.02075958624482155, 0.007324363570660353, 0.0027303840033710003, 0.041085779666900635, 0.740844190120697, 0.005720804445445538, 0.00975137110799551, 0.0010401462204754353, 0.014302011579275131, 0.014908763580024242, 0.008667885325849056, 0.027477197349071503, 0.017855843529105186, 0.09951181709766388, 0.06268182396888733, 0.026205958798527718, 0.7914907932281494, 0.019477402791380882, 0.0019275915110483766, 0.0006763479323126376, 0.11714345961809158, 0.009976131841540337, 0.03175453469157219, 0.8077961206436157, 0.030266568064689636, 0.000473443535156548, 0.061681117862463, 0.6565069556236267, 0.029924502596259117, 0.031145911663770676, 0.2198534905910492, 0.9973291158676147, 0.9957771897315979, 0.9978219270706177, 0.9971537590026855, 0.15437333285808563, 0.000398162635974586, 0.0013082486111670732, 0.04311532527208328, 0.029236512258648872, 0.0048348321579396725, 0.10244155675172806, 0.6532142162322998, 0.005801798310130835, 0.003071540268138051, 0.0021045738831162453, 0.9875917434692383, 0.8997433185577393, 0.10005322098731995, 0.996394693851471, 0.9998924136161804, 0.9976255297660828, 0.9980255961418152, 0.04185841977596283, 0.03683864697813988, 0.8642913699150085, 0.03481454774737358, 0.00234795780852437, 0.002266993746161461, 0.017488237470388412, 0.9926395416259766, 0.12208256125450134, 0.22963333129882812, 0.21005038917064667, 0.07530108094215393, 0.053037140518426895, 0.18902981281280518, 0.001709622098132968, 0.10957123339176178, 0.00878124125301838, 0.0007771009695716202, 0.09618787467479706, 0.01654845103621483, 0.01820329762995243, 0.06557323783636093, 0.028546079993247986, 0.05750587210059166, 0.6551118493080139, 0.06247040629386902, 0.08570379763841629, 0.17140759527683258, 0.7418295741081238, 0.916990339756012, 0.08158276975154877, 0.9981630444526672, 0.998200535774231, 0.998455286026001, 0.979372501373291, 0.018478726968169212, 0.019909782335162163, 0.9773892760276794, 0.16612300276756287, 0.16849809885025024, 0.02410956844687462, 0.0394805409014225, 0.03235522285103798, 0.06251458823680878, 0.006946065463125706, 0.038629088550806046, 0.04853283241391182, 0.003002492943778634, 0.030248994007706642, 0.044858139008283615, 0.009545238688588142, 0.056330349296331406, 0.012099597603082657, 0.017073877155780792, 0.11154036968946457, 0.1281213015317917, 0.2675734758377075, 0.02638912759721279, 0.6977776288986206, 0.007978107780218124, 0.030417604371905327, 0.9691386818885803, 0.0005793699529021978, 0.012166768312454224, 0.09096107631921768, 0.13325507938861847, 0.03707967698574066, 0.11529461294412613, 0.6094971895217896, 0.02377752587199211, 0.03331981971859932, 0.9198147654533386, 0.022838938981294632, 0.06041700392961502, 0.01662481389939785, 0.9226771593093872, 0.9971668124198914, 0.9898602366447449, 0.9117415547370911, 0.04358097165822983, 0.04358097165822983, 0.9755246639251709, 0.02395445853471756, 0.9986705183982849, 0.9980955719947815, 0.9925885200500488, 0.9972712993621826, 0.9986411929130554, 0.9972332119941711, 0.9978854060173035, 0.9954966902732849, 0.9969893097877502, 0.8556451201438904, 0.0920969694852829, 0.05140295997262001, 0.014974755235016346, 0.9823439717292786, 0.1326630413532257, 0.8652578592300415, 0.9966118335723877, 0.05458138510584831, 0.7658776640892029, 0.16496093571186066, 0.014427564106881618, 0.9983099699020386, 0.02140543982386589, 0.06421631574630737, 0.7768915295600891, 0.13724663853645325, 0.9961000680923462, 0.9991592168807983, 0.9908782243728638, 6.684059917461127e-05, 0.037564415484666824, 0.0327518954873085, 0.034556590020656586, 0.04418163746595383, 0.006617219187319279, 0.03749757632613182, 0.0006684060208499432, 0.0228594858199358, 0.09524785727262497, 0.010627655312418938, 0.1068781167268753, 0.31020721793174744, 0.02005217969417572, 0.1723150610923767, 0.005414088722318411, 0.009691886603832245, 0.0436469130218029, 0.009290843270719051, 0.1589350551366806, 0.8406649827957153, 0.03875179961323738, 0.9603707194328308, 0.9920700788497925, 0.02250051498413086, 0.7641993165016174, 0.02904612012207508, 0.1272301822900772, 0.056455839425325394, 0.997281014919281, 0.9917117357254028, 0.008006284013390541, 0.08848913758993149, 0.8115251064300537, 0.09993346035480499, 0.5858496427536011, 0.03987458348274231, 0.041599925607442856, 0.008530860766768456, 0.08425422757863998, 0.0023963090498000383, 0.004984322935342789, 0.003450685180723667, 9.585236693965271e-05, 0.003163127927109599, 0.02808474190533161, 0.16870015859603882, 0.02904326654970646, 0.9992096424102783, 0.9965553283691406, 0.03105005994439125, 0.9667859673500061, 0.00863470509648323, 0.005079238675534725, 0.000507923832628876, 0.10118971765041351, 0.04988940805196762, 0.014391175471246243, 0.0005643598269671202, 0.04520522430539131, 0.08437179774045944, 0.02906453236937523, 0.3455010950565338, 0.022235777229070663, 0.015971383079886436, 0.17455649375915527, 0.03854577615857124, 0.06422414630651474, 0.998887300491333, 0.9967824220657349, 0.9092355966567993, 0.08950156718492508, 0.026027023792266846, 0.058457523584365845, 0.3893725275993347, 0.38813316822052, 0.01817760430276394, 0.11960037052631378, 0.28062328696250916, 0.7181367874145508, 0.03488391265273094, 0.09903483092784882, 0.050256483256816864, 0.0023650110233575106, 0.682601273059845, 0.13037122786045074, 0.017686963081359863, 0.04177381470799446, 0.054457228630781174, 0.05538812279701233, 0.004654463846236467, 0.18920396268367767, 0.02559955231845379, 0.01140343677252531, 0.00034908478846773505, 0.02711225301027298, 0.24459208548069, 0.03711935132741928, 0.08133675903081894, 0.03909749910235405, 0.003607209539040923, 0.006632611155509949, 0.02443593554198742, 0.1355612576007843, 0.14537638425827026, 0.028627075254917145, 0.06578443944454193, 0.0027470425702631474, 0.13923168182373047, 0.0070121875032782555, 0.16120801866054535, 0.4134298861026764, 0.03650674968957901, 0.9960508942604065, 0.9924021363258362, 0.9972332715988159, 0.9967518448829651, 0.3244416117668152, 0.03495531901717186, 0.19848193228244781, 0.33689695596694946, 0.05022316053509712, 0.003013389650732279, 0.031138358637690544, 0.020691942423582077, 0.994846522808075, 0.9954573512077332, 0.9508388638496399, 0.04806438460946083, 0.9965689182281494, 0.008365229703485966, 0.21724247932434082, 0.08517324924468994, 0.5903823971748352, 0.09860831499099731, 0.9953910112380981, 0.9944483637809753, 0.9988915920257568, 0.11316155642271042, 0.8862559199333191, 0.14307650923728943, 0.6955587267875671, 0.017238134518265724, 0.14307650923728943, 0.09583014249801636, 0.018025631085038185, 0.0031268952880054712, 0.311585932970047, 0.00956462137401104, 0.10705018043518066, 0.0502142608165741, 0.025199096649885178, 0.34156733751296997, 0.037890613079071045, 0.03753526881337166, 0.02457893081009388, 0.9279022812843323, 0.009717252105474472, 0.042220648378133774, 0.8941773772239685, 0.029201600700616837, 0.03431187942624092, 0.9981873035430908, 0.9973832368850708, 0.04248952120542526, 0.9566580653190613, 0.9873966574668884, 0.012168620713055134, 0.8880190253257751, 0.055048488080501556, 0.055048488080501556, 0.010784975253045559, 0.03422432020306587, 0.1368972808122635, 0.0064709847792983055, 0.06557264924049377, 0.029191331937909126, 0.02243274822831154, 0.36165615916252136, 0.33275243639945984, 0.0049955155700445175, 0.994607150554657, 0.99629145860672, 0.05108867958188057, 0.06483617424964905, 0.16218332946300507, 0.013933275826275349, 0.6726985573768616, 0.005387533456087112, 0.011889728717505932, 0.018020369112491608, 0.8600195050239563, 0.03524055704474449, 0.00899758841842413, 0.07123091071844101, 0.019119875505566597, 0.00487369392067194, 0.7729853391647339, 0.010080111213028431, 0.16764816641807556, 0.04827842488884926, 0.9375883936882019, 0.0335652157664299, 0.028343960642814636, 0.9972336292266846, 0.9991676807403564, 0.9988844394683838, 0.6076552867889404, 0.03260488063097, 0.10819835960865021, 0.052437786012887955, 0.017756160348653793, 0.07289371639490128, 0.004776511341333389, 0.0035304648336023092, 0.09137673676013947, 0.008514650166034698, 0.9989584684371948, 0.9941509366035461, 0.014137916266918182, 0.929063081741333, 0.04376021772623062, 0.012791448272764683, 0.9988188743591309, 0.02340381033718586, 0.1370333433151245, 0.8236527442932129, 0.007424657233059406, 0.0024210838600993156, 0.005972006823867559, 0.062006693333387375, 0.9367780685424805, 0.998496949672699, 0.9988110661506653, 0.9991453886032104, 0.9933698773384094, 0.9955267906188965, 0.045687563717365265, 0.27490416169166565, 0.021545840427279472, 0.02647802047431469, 0.028814315795898438, 0.009215389378368855, 0.014147569425404072, 0.023622548207640648, 0.0555519238114357, 0.014017775654792786, 0.2754233181476593, 0.06606525927782059, 0.07813611626625061, 0.0638587549328804, 0.002336296020075679, 0.04728341102600098, 0.23142439126968384, 0.6560940146446228, 0.06490455567836761, 0.031220946460962296, 0.011110983788967133, 0.11074253171682358, 0.365193247795105, 0.07897062599658966, 0.009458109736442566, 0.25187957286834717, 0.0361795648932457, 0.017538825049996376, 0.040587227791547775, 0.012855683453381062, 0.012488378211855888, 0.021854661405086517, 0.7523373961448669, 0.0030575511045753956, 0.22203215956687927, 0.022481992840766907, 0.2496826946735382, 0.04746498912572861, 0.09633427113294601, 0.006740590091794729, 0.599631667137146, 0.5437740087509155, 0.45576971769332886, 0.9239089488983154, 0.07552093267440796, 0.07863622158765793, 0.017244786024093628, 0.022763116285204887, 0.8812085390090942, 0.9992465972900391, 0.9998072385787964, 0.9994273781776428, 0.9544600248336792, 0.04524030163884163, 0.9984495043754578, 0.9906745553016663, 0.008676695637404919, 0.9970458149909973, 0.7256371378898621, 0.00023919474915601313, 0.2740374505519867, 0.9965640902519226, 0.996749997138977, 0.5681584477424622, 0.43128207325935364, 0.21511875092983246, 0.6910451650619507, 0.014468164183199406, 0.07614823430776596, 0.0022844469640403986, 0.19972771406173706, 0.7999676465988159, 0.9991878271102905, 0.9949209690093994, 0.99347984790802, 0.40857937932014465, 0.1064763069152832, 0.002252899343147874, 0.09488996863365173, 0.006705057341605425, 0.024460049346089363, 0.019793329760432243, 0.017433149740099907, 0.0726291835308075, 0.04725724458694458, 0.011908181942999363, 0.02665930800139904, 0.00010728091729106382, 0.1608140915632248, 0.0025471372064203024, 0.735485851764679, 0.2617183327674866, 0.9710333347320557, 0.02866910956799984, 0.9988868832588196, 0.9881730675697327, 0.009719735011458397, 0.6919180750846863, 0.0007260420243255794, 0.09511151164770126, 0.03049376606941223, 0.04211043938994408, 0.1386740356683731, 0.1058250144124031, 0.0244965311139822, 0.03037569858133793, 0.8387612104415894, 0.9992818832397461, 0.04851378872990608, 0.001216223114170134, 0.13027100265026093, 0.026081228628754616, 0.044189438223838806, 0.08027072250843048, 0.019594706594944, 0.04945974051952362, 0.010946008376777172, 0.0733787938952446, 0.42986729741096497, 0.03148666396737099, 0.033919110894203186, 0.020946064963936806, 0.022052211686968803, 0.9445074796676636, 0.03289143741130829, 0.037461332976818085, 0.012271816842257977, 0.8771119117736816, 0.07298501580953598, 0.9973880648612976, 0.9970924258232117, 0.9928764700889587, 0.9991421103477478, 0.17203520238399506, 0.1081032007932663, 0.010461599566042423, 0.7090640068054199, 0.23506927490234375, 0.7637185454368591, 0.027017492800951004, 0.12954887747764587, 0.4363325238227844, 0.37405720353126526, 0.009388579055666924, 6.754373316653073e-05, 0.005403498653322458, 0.0010131560266017914, 0.017223652452230453, 0.9980068206787109, 0.9987339377403259, 0.11969731003046036, 0.09172310680150986, 0.006455585360527039, 0.020173704251646996, 0.6189292669296265, 0.04196130484342575, 0.03846452757716179, 0.04841689020395279, 0.013718118891119957, 0.9949854016304016, 0.9975723624229431, 0.10401315987110138, 0.015047112479805946, 0.7702240347862244, 0.11040818691253662, 0.02394082210958004, 0.0017517674714326859, 0.0683189332485199, 0.018539538607001305, 0.08350091427564621, 0.06817295402288437, 0.037225060164928436, 0.006861089263111353, 0.6110749244689941, 0.030655931681394577, 0.0035035349428653717, 0.044524092227220535, 0.0016057868488132954, 0.006308678071945906, 0.033407315611839294, 0.020073065534234047, 0.02781553380191326, 0.05548768863081932, 0.07928860932588577, 0.02236713096499443, 0.5520092844963074, 0.0022940647322684526, 0.003010959830135107, 0.05276348814368248, 0.08258632570505142, 0.06236988306045532, 0.9910889267921448, 0.9993459582328796, 0.999485194683075, 0.8294504880905151, 0.17023858428001404, 0.9948063492774963, 0.9991713762283325, 0.9944142699241638, 0.9959027171134949, 0.9996992945671082, 0.9974323511123657, 0.9986529350280762, 0.006580714602023363, 0.4591016173362732, 0.2249055951833725, 0.030968068167567253, 0.27832549810409546, 0.14066316187381744, 0.42409491539001465, 0.02757118083536625, 0.14447298645973206, 0.15028800070285797, 0.11279119551181793, 0.9950209856033325, 0.028121311217546463, 0.9031903147697449, 0.06782198697328568, 0.26382604241371155, 0.009239044040441513, 0.00544077018275857, 0.003490305505692959, 0.0039009295869618654, 0.005030146334320307, 0.004824833944439888, 0.7043231129646301, 0.10035991668701172, 0.006484794430434704, 0.6645370125770569, 0.008337592706084251, 0.03551197052001953, 0.039835166186094284, 0.035820771008729935, 0.03921756520867348, 0.03890876844525337, 0.03057117387652397, 0.9983852505683899, 0.9121513962745667, 0.08693727105855942, 0.013440254144370556, 0.04216834530234337, 0.06249174848198891, 0.005144248250871897, 0.003296666080132127, 0.8561912775039673, 0.014961792156100273, 0.0022823072504252195, 0.06667038798332214, 0.06317225098609924, 0.002160614589229226, 0.0729464590549469, 0.026853352785110474, 0.0023663872852921486, 0.04136033356189728, 0.05813081935048103, 0.02963128499686718, 0.014198323711752892, 0.018108006566762924, 0.09372951835393906, 0.026853352785110474, 0.02438407763838768, 0.008539571426808834, 0.0024692737497389317, 0.028705306351184845, 0.04701908677816391, 0.06574441492557526, 0.016873370856046677, 0.2433263510465622, 0.006584729999303818, 0.03333519399166107, 0.006996275391429663, 0.9943996071815491, 0.9972583055496216, 0.9975027441978455, 0.9897945523262024, 0.9972808957099915, 0.9992515444755554, 0.047077614814043045, 0.06128972768783569, 0.7923251390457153, 0.06128972768783569, 0.0017765138763934374, 0.03553027659654617, 0.9979453682899475, 0.1410863697528839, 0.06897556036710739, 0.7890385985374451, 0.0818113461136818, 0.02708985097706318, 0.014086722396314144, 0.7628501653671265, 0.020588286221027374, 0.06230665743350983, 0.03088242933154106, 0.9961444139480591, 0.998738169670105, 0.9954063296318054, 0.9912016987800598, 0.04715823382139206, 0.04581660404801369, 0.0060373274609446526, 0.017575331032276154, 0.026027588173747063, 0.08136975765228271, 0.01972193643450737, 0.014623748138546944, 0.025356775149703026, 0.09820719063282013, 0.0005366512923501432, 0.0009391398052684963, 0.012745468877255917, 0.04400540888309479, 0.23169919848442078, 0.06064159795641899, 0.05950121581554413, 0.010934270918369293, 0.028710845857858658, 0.036961860954761505, 0.020862320438027382, 0.08874870836734772, 0.02193562313914299, 0.011606396175920963, 0.022717397660017014, 0.02406204119324684, 0.08464176952838898, 0.012455645017325878, 0.15130777657032013, 0.026043619960546494, 0.0202404223382473, 0.01365874707698822, 0.03573920950293541, 0.015498785302042961, 0.011181771755218506, 0.007501695305109024, 0.08549101650714874, 0.028095971792936325, 0.018329612910747528, 0.10785456001758575, 0.13418126106262207, 0.009129421785473824, 0.14083370566368103, 0.007077070884406567, 0.009837128221988678, 0.022434314712882042, 0.18237453699111938, 0.08100808411836624, 0.0990571454167366, 0.0020054513588547707, 0.13782919943332672, 0.0691576898097992, 0.2007274478673935, 0.22770988941192627, 0.13606441020965576, 0.038623470813035965, 0.084305040538311, 0.5820968747138977, 0.158807173371315, 0.020715640857815742, 0.3177148699760437, 0.01508639007806778, 0.009457140229642391, 0.5500903129577637, 0.05944488197565079, 0.027245569974184036, 0.9963409900665283, 0.23182299733161926, 0.1857060045003891, 0.009904320351779461, 0.022594230249524117, 0.00037141202483326197, 0.1363082081079483, 0.005447376053780317, 0.003342708107084036, 0.0313224121928215, 0.02445129118859768, 0.010213830508291721, 0.16694970428943634, 0.1454077959060669, 0.026122644543647766, 0.9987725615501404, 0.15903694927692413, 0.8405300378799438, 0.8959700465202332, 0.03315483778715134, 0.06946727633476257, 0.14319917559623718, 0.0514092855155468, 0.06174324452877045, 0.03933852165937424, 0.0015631201677024364, 0.0026052002795040607, 0.1119367703795433, 0.08301904797554016, 0.01563120074570179, 0.01346020121127367, 0.04767516255378723, 0.010941840708255768, 0.07676656544208527, 0.12496276944875717, 0.006686680484563112, 0.0005210400559008121, 0.0411621630191803, 0.0053840805776417255, 0.0011289201211184263, 0.0026052002795040607, 0.06990620493888855, 0.0884031280875206, 0.03217358887195587, 0.021957332268357277, 0.01814529486000538, 0.00930137000977993, 0.0018297776114195585, 0.007014147937297821, 0.08630451560020447, 0.3130444586277008, 0.002287222072482109, 0.09636829048395157, 0.030038850381970406, 0.28026095032691956, 0.012046036310493946, 0.08935414254665375, 0.996544361114502, 0.6952876448631287, 0.02307138405740261, 0.07865244895219803, 0.06711675226688385, 0.021498335525393486, 0.05558106303215027, 0.05820281058549881, 0.9975254535675049, 0.162425234913826, 0.22011537849903107, 0.026784710586071014, 0.2323058545589447, 0.004120724741369486, 0.04069215804338455, 0.0398336723446846, 0.23676997423171997, 0.036743126809597015, 0.9970465302467346, 0.9962524175643921, 0.9931999444961548, 0.14840379357337952, 0.0019040487240999937, 0.0828821212053299, 0.0019040487240999937, 0.7366428375244141, 0.0021280543878674507, 0.0029120745602995157, 0.014672376215457916, 0.0014560372801497579, 0.00694417767226696, 0.9969934821128845, 0.8908991813659668, 0.03265075758099556, 0.047310277819633484, 0.028652703389525414, 0.9467419385910034, 0.05231550708413124, 0.9031274318695068, 0.035911157727241516, 0.021393882110714912, 0.03820335865020752, 0.11235642433166504, 0.00046409096103161573, 0.07481146603822708, 0.016939319670200348, 0.023111730813980103, 0.23441234230995178, 0.03944773226976395, 0.3657500743865967, 0.019352592527866364, 0.11198514699935913, 0.0013458637986332178, 0.1872459203004837, 0.000654420000500977, 0.03807906433939934, 0.015624277293682098, 0.007628083229064941, 0.009080077521502972, 4.0901250031311065e-05, 0.009100528433918953, 0.029837461188435555, 0.6630706191062927, 0.016483204439282417, 0.011513701640069485, 0.011615955270826817, 0.9868093132972717, 0.006777753122150898, 0.019486039876937866, 0.9726075530052185, 0.025912173092365265, 0.006938824895769358, 0.006505148485302925, 0.02894791029393673, 0.0481380969285965, 0.10982858389616013, 0.009649302810430527, 0.01962386444211006, 0.0595221072435379, 0.07253240048885345, 0.017455480992794037, 0.053125377744436264, 0.06288310140371323, 0.017455480992794037, 0.08857843279838562, 0.03263416141271591, 0.34021925926208496, 0.9948111772537231, 0.9951488971710205, 0.9974375367164612, 0.08681268244981766, 0.04943216219544411, 0.012255907990038395, 0.6630446314811707, 0.18731112778186798, 0.0010213257046416402, 0.996711790561676, 0.0714171752333641, 0.016228361055254936, 0.02434254251420498, 0.03679254278540611, 0.00712313549593091, 0.0003097015433013439, 0.02601492963731289, 0.7262501120567322, 0.06280747801065445, 0.009600748308002949, 0.004335821606218815, 0.0055746277794241905, 0.0027873138897120953, 0.006441792473196983, 0.023318830877542496, 0.012416521087288857, 0.02029041200876236, 0.7683100700378418, 0.036946721374988556, 0.02695293538272381, 0.11205153167247772, 0.0010256099049001932, 0.02372577413916588, 0.027828214690089226, 0.9467062950134277, 0.0006837398977950215, 0.016151733696460724, 0.04324926808476448, 0.01628521829843521, 0.4643957018852234, 0.2368030995130539, 0.17192919552326202, 0.014282938092947006, 0.03697545453906059, 0.013842416927218437, 0.07228817790746689, 0.9135994911193848, 0.9934310913085938, 0.9979283809661865, 0.9931191802024841, 0.9966198205947876, 0.9988734722137451, 0.9967432022094727, 0.1762140393257141, 0.020308075472712517, 0.002370592439547181, 0.08320779353380203, 0.04152487590909004, 0.1268662065267563, 0.02579994685947895, 0.015211301855742931, 0.047016751021146774, 0.007901974953711033, 0.008060013875365257, 0.004938734229654074, 0.025997497141361237, 0.16827255487442017, 0.0011852962197735906, 0.027617402374744415, 0.032872214913368225, 0.04808351770043373, 0.01019354723393917, 0.08316828310489655, 0.01619904860854149, 0.019122779369354248, 0.007822955027222633, 0.9941768050193787, 0.9947216510772705, 0.9944749474525452, 0.9952263832092285, 0.23815898597240448, 0.008000978268682957, 0.013819870539009571, 0.03879262134432793, 0.04814441129565239, 0.007931705564260483, 0.013854507356882095, 0.014270142652094364, 0.015932682901620865, 0.001731813419610262, 0.09126656502485275, 0.4617707133293152, 0.008416613563895226, 0.00010390880197519436, 0.0012122694170102477, 0.004883714020252228, 0.03165755048394203, 0.9976029992103577, 0.9978446364402771, 0.05410371720790863, 0.7401178479194641, 0.036244239658117294, 0.1691397726535797, 0.9971664547920227, 0.9959688186645508, 0.052821084856987, 0.006625221576541662, 0.048303887248039246, 0.04396737739443779, 0.0165630541741848, 0.1479833573102951, 0.10690698027610779, 0.14497189223766327, 0.2639247179031372, 0.04348554462194443, 0.00457742577418685, 0.11991650611162186, 0.992272138595581, 0.997981071472168, 0.36269834637641907, 0.02667573094367981, 8.58660860103555e-05, 0.007069640792906284, 0.017917389050126076, 0.01786014623939991, 0.0007727947668172419, 5.72440549149178e-05, 0.012908535078167915, 0.0009731489699333906, 0.025960179045796394, 0.03798143193125725, 0.10009123384952545, 0.17290566861629486, 0.0033201551996171474, 0.001974920043721795, 0.06073594465851784, 0.004035706166177988, 0.05512602627277374, 0.047970518469810486, 0.04281855374574661, 0.916631281375885, 0.08203740417957306, 0.02497003972530365, 0.05698291212320328, 0.018567465245723724, 0.06765387207269669, 0.018140627071261406, 0.009497151710093021, 0.020488237962126732, 0.008216637186706066, 0.018674174323678017, 0.0007469670381397009, 0.562146008014679, 0.026250554248690605, 0.11492621153593063, 0.05292794853448868, 0.9987286925315857, 0.997835636138916, 0.7517286539077759, 0.22928683459758759, 0.018521776422858238, 0.9975802898406982, 0.9966135025024414, 0.997025728225708, 0.5212037563323975, 0.025199709460139275, 0.40049096941947937, 0.052980851382017136, 0.9932796359062195, 0.4725709855556488, 0.41638875007629395, 0.0035558389499783516, 0.10738633573055267, 0.9982390999794006, 0.00537966238334775, 0.04483051970601082, 0.004483052063733339, 0.010311019606888294, 0.02689831145107746, 0.7024942636489868, 0.016138987615704536, 0.03631272166967392, 0.0690390020608902, 0.019725428894162178, 0.014794071204960346, 0.04931357130408287, 0.9973406195640564, 0.4660739004611969, 0.1583523154258728, 0.013056754134595394, 0.004491523373872042, 0.0055360640399158, 0.0011489944299682975, 0.20159628987312317, 0.04084152728319168, 0.011907760053873062, 0.018279455602169037, 0.07865388691425323, 0.02388518676161766, 0.6184557676315308, 0.02473822981119156, 0.02473822981119156, 0.044358205050230026, 0.04606429114937782, 0.028150400146842003, 0.04947645962238312, 0.13051548600196838, 0.007677381858229637, 0.17578545212745667, 0.021935448050498962, 0.08723868429660797, 0.03270193189382553, 0.0217342060059309, 0.04739264398813248, 0.00955902598798275, 0.011906856670975685, 0.009055919013917446, 0.0012074558762833476, 0.1016610786318779, 0.02035904861986637, 0.06550448387861252, 0.0800274908542633, 0.0020795073360204697, 0.12778908014297485, 0.0031192610040307045, 0.0004695661773439497, 0.02243855595588684, 0.08385110646486282, 3.354044019943103e-05, 0.007714301347732544, 0.06647715717554092, 0.013628057204186916, 0.007823514752089977, 0.9779393076896667, 0.07136497646570206, 0.013419055379927158, 0.012199141085147858, 0.026838110759854317, 0.8758983016014099, 0.9994451403617859, 0.9970764517784119, 0.9916374683380127, 0.9967489242553711, 0.04851451516151428, 0.9492673277854919, 0.9978150725364685, 0.010820421390235424, 0.024782255291938782, 0.004537595901638269, 0.8115316033363342, 0.022338934242725372, 0.09319524466991425, 0.0324612632393837, 0.9943948984146118, 0.992497444152832, 0.967990517616272, 0.0303791593760252, 0.9493169188499451, 0.04979313537478447, 0.20329062640666962, 0.011115621775388718, 0.013150876387953758, 0.19436681270599365, 0.5063869953155518, 0.020117709413170815, 0.024423055350780487, 7.827902300050482e-05, 0.02700626291334629, 0.0004050080315209925, 0.043437108397483826, 0.3957940936088562, 0.005062600132077932, 0.26052141189575195, 0.00010125200788024813, 0.00162003212608397, 0.024907993152737617, 0.033311910927295685, 0.11299723386764526, 0.01285900454968214, 0.012251492589712143, 0.0395895354449749, 0.010833964683115482, 0.014276532456278801, 0.031995631754398346, 0.9977047443389893, 0.04614667594432831, 0.1022133156657219, 0.14057470858097076, 0.0035787217784672976, 0.03220849484205246, 0.012556918896734715, 0.009417688474059105, 0.01324754860252142, 0.00031392296659760177, 0.00031392296659760177, 0.026369528844952583, 0.04828135296702385, 0.009543257765471935, 0.051420580595731735, 0.10610596090555191, 0.06466812640428543, 0.07352075725793839, 0.026871806010603905, 0.012494133785367012, 0.17435280978679657, 0.0458955354988575, 0.05312690511345863, 0.9415268301963806, 0.007353488821536303, 0.00946887582540512, 0.0288095586001873, 0.057115454226732254, 0.057216186076402664, 0.01923994906246662, 0.4893595576286316, 0.1048627644777298, 0.17839765548706055, 0.0039285761304199696, 0.01923994906246662, 0.02498171478509903, 0.9966927170753479, 0.9962626099586487, 0.9985411763191223, 0.9966810941696167, 0.9934242963790894, 0.9927762150764465, 0.9944896101951599, 0.999616265296936, 0.9926836490631104, 0.021812861785292625, 0.9320803284645081, 0.03803268074989319, 0.007970083504915237, 0.9956519603729248, 0.9956949949264526, 0.5658656358718872, 0.011205259710550308, 0.1344631165266037, 0.014406763017177582, 0.09684546291828156, 0.06242930516600609, 0.019209017977118492, 0.028813526034355164, 0.0664311870932579, 0.9969825148582458, 0.9977179169654846, 0.9990807771682739, 0.024169940501451492, 0.8713468313217163, 0.05530410259962082, 0.005735240411013365, 0.04301430284976959, 0.35343316197395325, 0.0038296571001410484, 0.04610317945480347, 7.364725024672225e-05, 0.025850186124444008, 0.004713424015790224, 0.06967029720544815, 0.006922841537743807, 0.053836140781641006, 0.4179481565952301, 0.017528045922517776, 0.9996247887611389, 0.9957084655761719, 0.012224307283759117, 0.8984866142272949, 0.08828666061162949, 0.008752529509365559, 0.6135523319244385, 0.0262575875967741, 0.04288739338517189, 0.09321443736553192, 0.06651922315359116, 0.06083007901906967, 0.020568443462252617, 0.06651922315359116, 0.7534259557723999, 0.007666189223527908, 0.05036507919430733, 0.17275668680667877, 0.009449023753404617, 0.006239921320229769, 0.9978851675987244, 0.01134992204606533, 0.03768397495150566, 0.00967259332537651, 0.3122067153453827, 0.035447537899017334, 0.026389965787529945, 0.011517654173076153, 0.019680652767419815, 0.056470055133104324, 0.026781342923641205, 0.00016773284005466849, 0.2555130124092102, 0.030806930735707283, 0.008330730721354485, 0.012859516777098179, 0.01923336461186409, 0.007156600710004568, 0.03829899802803993, 0.08045584708452225, 0.9982589483261108, 0.012615729123353958, 0.9840269088745117, 0.08939338475465775, 0.09917773306369781, 0.049811240285634995, 0.6430986523628235, 0.11874643713235855, 0.9941732883453369, 0.0810985192656517, 0.9182770848274231, 0.14795821905136108, 0.2332855761051178, 0.0008618925348855555, 0.05142625421285629, 0.02097271755337715, 0.4341065287590027, 0.01666325516998768, 0.029304346069693565, 0.007469735108315945, 0.038497865200042725, 0.009480818174779415, 0.009768115356564522, 0.11106616258621216, 0.5410203337669373, 0.11790100485086441, 0.008543550968170166, 0.020931700244545937, 0.12003689259290695, 0.0019222989212721586, 0.06300868839025497, 0.015591979958117008, 0.9953647255897522, 0.13848422467708588, 0.11698438972234726, 0.7436413168907166, 0.0002159282739739865, 0.3420303761959076, 0.000431856547947973, 0.0060459915548563, 0.29938456416130066, 0.26753512024879456, 0.04091840609908104, 0.005614134948700666, 0.03778744861483574, 0.8041765093803406, 0.15726496279239655, 0.03740355744957924, 0.9918507933616638, 0.04233810678124428, 0.04601968079805374, 0.8798962831497192, 0.03129338100552559, 0.9992482662200928, 0.9965823292732239, 0.9993706345558167, 0.9988363981246948, 0.999356210231781, 0.0778573676943779, 0.03570178896188736, 0.8849924802780151, 0.0013731458457186818, 0.9923882484436035, 0.7260034680366516, 0.01769234798848629, 0.047316744923591614, 0.0763239711523056, 0.052048418670892715, 0.08064419031143188, 0.9997652173042297, 0.05697913467884064, 0.4597580134868622, 0.05251283943653107, 0.13026702404022217, 0.3005277216434479, 0.9694822430610657, 0.02951585315167904, 0.25341787934303284, 0.015330544672906399, 0.0016788493376225233, 0.03507911413908005, 0.02566872164607048, 0.03993894159793854, 0.010868340730667114, 0.020587993785738945, 0.0019439307507127523, 0.11071569472551346, 0.4505501389503479, 4.418024400365539e-05, 0.012282107956707478, 0.021825041621923447, 0.9985529184341431, 0.996906042098999, 0.11366553604602814, 0.017894865944981575, 0.04771964251995087, 0.8205127716064453, 0.07243666052818298, 0.8930405378341675, 0.03311390057206154, 0.02812403254210949, 0.9548452496528625, 0.01646284945309162, 0.016170307993888855, 0.8517534136772156, 0.1314716339111328, 0.8843767046928406, 0.11325351893901825, 0.9990279078483582, 0.08936717361211777, 0.021403063088655472, 0.887538731098175, 0.0006258205394260585, 0.0008761487551964819, 0.6858696341514587, 0.02180713787674904, 0.036931443959474564, 0.011489782482385635, 0.001524154795333743, 0.029662396758794785, 0.016531217843294144, 0.005744891241192818, 0.0656559020280838, 0.005744891241192818, 0.0379866287112236, 0.006331104319542646, 0.013131179846823215, 0.05674545466899872, 0.004806949757039547, 0.9947714805603027, 0.09591700881719589, 0.008609136566519737, 0.021429264917969704, 0.07392628490924835, 0.032939303666353226, 0.046508051455020905, 0.10003442317247391, 0.043981458991765976, 0.0101999556645751, 0.08515559136867523, 0.01993202231824398, 0.0048660337924957275, 0.04005119949579239, 0.10639769583940506, 0.040893398225307465, 0.24021363258361816, 0.028915470466017723, 0.9990133047103882, 0.44514983892440796, 0.08294492214918137, 0.027799226343631744, 0.0008149610366672277, 0.07633468508720398, 0.002354332013055682, 0.09879139065742493, 0.07081106305122375, 0.08738193660974503, 0.0056141759268939495, 0.0456378199160099, 0.023362217471003532, 0.0328700952231884, 0.16116905212402344, 0.02432187646627426, 0.06373503804206848, 0.03047560341656208, 0.021831082180142403, 0.007472383789718151, 0.038607314229011536, 0.10681112855672836, 0.044541265815496445, 0.030329085886478424, 0.0630757063627243, 0.03252684697508812, 0.07150045782327652, 0.019120510667562485, 0.08820343017578125, 0.011428351514041424, 0.1567002832889557, 0.02820458449423313, 0.9974446892738342, 0.10737044364213943, 0.7367264628410339, 0.155687153339386, 0.9959505200386047, 0.8511926531791687, 0.02096533589065075, 0.126840278506279, 0.033285804092884064, 0.9021600484848022, 0.06370214372873306, 0.08660430461168289, 0.07770279049873352, 0.23700277507305145, 0.012610476464033127, 0.05656169727444649, 0.03245343267917633, 0.005007101222872734, 0.06880127638578415, 0.054336316883563995, 0.062496040016412735, 0.0430239774286747, 0.011868683621287346, 0.25165319442749023, 0.18761181831359863, 0.01781531795859337, 0.019376453012228012, 0.0072546908631920815, 0.008999490179121494, 0.03530922532081604, 0.008769911713898182, 0.12066663056612015, 0.5059917569160461, 0.007162859663367271, 0.0005050734034739435, 0.0032141036354005337, 0.07727623730897903, 0.020090343430638313, 0.0031721594277769327, 0.014098485931754112, 0.12864868342876434, 0.1684769093990326, 0.66509610414505, 0.9991437196731567, 0.9986129999160767, 0.02928709238767624, 0.9695569276809692, 0.0093891816213727, 0.03608391433954239, 0.046577706933021545, 0.11948194354772568, 0.025221919640898705, 0.5375766754150391, 0.07051091641187668, 0.015280432999134064, 0.012334807775914669, 0.011782502755522728, 0.02301270142197609, 0.06333094835281372, 0.029640357941389084, 0.19554784893989563, 0.028530752286314964, 0.05083709955215454, 0.12112212181091309, 0.014772946015000343, 0.042048130184412, 0.03515587002038956, 0.0035529870074242353, 0.03296530619263649, 0.04597511515021324, 0.023187914863228798, 0.1290295273065567, 0.031068600714206696, 0.00010685675079002976, 0.006785403471440077, 0.029118463397026062, 0.028610894456505775, 0.09101523458957672, 0.02909174934029579, 0.05447022616863251, 0.006972402799874544, 0.09795702993869781, 0.009195965714752674, 0.892408549785614, 0.07966824620962143, 0.017581595107913017, 0.23596076667308807, 0.08979734778404236, 0.0016269535990431905, 0.0050383079797029495, 0.005510649643838406, 0.014590100385248661, 0.007767391391098499, 0.0376298613846302, 0.0821349173784256, 0.0019943302031606436, 0.025191539898514748, 0.2670303285121918, 0.017109254375100136, 0.1113675981760025, 0.030764520168304443, 0.03416825458407402, 0.05930352210998535, 0.012829459272325039, 0.0784822553396225, 0.47920650243759155, 0.013876762241125107, 0.01112759206444025, 0.0036655599251389503, 0.02395705133676529, 0.02513526752591133, 0.015316803939640522, 0.1000828742980957, 0.013745849020779133, 0.02336794324219227, 0.02683713473379612, 0.0481104739010334, 0.9949602484703064, 0.9995561242103577, 0.9889329671859741, 0.997825026512146, 0.9968252182006836, 0.0825582966208458, 0.06259644031524658, 0.8546631932258606, 0.006993014365434647, 0.34947142004966736, 0.015241185203194618, 0.6281161308288574, 0.9988581538200378, 0.9965834617614746, 0.9970920085906982, 0.9998257160186768, 0.9988299608230591, 0.9948184490203857, 0.026806868612766266, 0.03322934731841087, 0.023595629259943962, 0.18220293521881104, 0.0279238224029541, 0.05319488048553467, 0.00013961910735815763, 0.019407056272029877, 0.005584764294326305, 0.04034992307424545, 0.005584764294326305, 0.3575645387172699, 0.024293724447488785, 0.004607430659234524, 0.008237527683377266, 0.1875084638595581, 0.998913586139679, 0.05820814147591591, 0.9149006009101868, 0.02675696834921837, 0.09340249747037888, 0.08873237669467926, 0.817271888256073, 0.012784024700522423, 0.0427204854786396, 0.03282732143998146, 0.04670344665646553, 0.0028266184963285923, 0.04708889499306679, 0.04522589594125748, 0.0012205853126943111, 0.02498987689614296, 0.11120174080133438, 0.10150130093097687, 0.003790238406509161, 0.20897704362869263, 0.09719713032245636, 0.0009636199683882296, 0.0005781719810329378, 0.014004610478878021, 0.001991481287404895, 0.006681098602712154, 0.017409401014447212, 0.004561134614050388, 0.1357419341802597, 0.03905873000621796, 0.9988873600959778, 0.9963935017585754, 0.9973529577255249, 0.008642462082207203, 0.09406987577676773, 0.041513364762067795, 0.7220888137817383, 0.07612014561891556, 0.05757948011159897, 0.9955693483352661, 0.9124436974525452, 0.057994306087493896, 0.028030579909682274, 0.06314872205257416, 0.09148956835269928, 0.08502252399921417, 0.09263080358505249, 0.05154609680175781, 0.007227865979075432, 0.0011412419844418764, 0.06181727349758148, 0.0038041400257498026, 0.006276831030845642, 0.009700557217001915, 0.44584518671035767, 0.005896416958421469, 0.038421813398599625, 0.006086623761802912, 0.0034237259533256292, 0.026248564943671227, 0.0024768777657300234, 0.007966173812747002, 0.00040165582322515547, 0.25819775462150574, 0.019413365051150322, 0.14934903383255005, 0.032601065933704376, 0.011179421097040176, 0.09003785252571106, 0.026843998581171036, 0.017003430053591728, 0.0025438203010708094, 0.002945476211607456, 0.12571828067302704, 0.02845062129199505, 0.08240638673305511, 0.0719633400440216, 0.07049059867858887, 0.013319827616214752, 0.03653651103377342, 0.02254697121679783, 0.004315922036767006, 0.002306785900145769, 0.7102667689323425, 0.21058721840381622, 0.12145611643791199, 0.4356813132762909, 0.005987817421555519, 0.03102075681090355, 0.007648954167962074, 0.058680612593889236, 0.0069149634800851345, 0.1109098345041275, 0.01097122672945261, 0.0047129918821156025, 0.0158001109957695, 0.04400080069899559, 0.006953594274818897, 0.009928187355399132, 0.1292596012353897, 0.4931860566139221, 0.0014075562357902527, 0.006171592976897955, 0.009528073482215405, 0.0009744620183482766, 0.006712960544973612, 0.0029233861714601517, 0.020138882100582123, 0.10426744073629379, 0.05121339485049248, 0.06583032757043839, 0.010935629718005657, 0.06182420253753662, 0.16479235887527466, 0.004776497837156057, 0.9783859252929688, 0.015921659767627716, 0.9973901510238647, 0.9991744160652161, 0.24403037130832672, 0.01031404733657837, 0.005775866564363241, 0.03568660467863083, 0.01031404733657837, 0.30653348565101624, 0.008457519114017487, 0.03692429140210152, 0.00412561884149909, 0.30921515822410583, 0.02846677228808403, 0.998910665512085, 0.998091995716095, 0.9909822940826416, 0.0016769921639934182, 0.18677499890327454, 0.668491005897522, 0.046117283403873444, 0.018027665093541145, 0.0031443601474165916, 0.016560297459363937, 0.033120594918727875, 0.019285408779978752, 0.0031443601474165916, 0.0035636082757264376, 0.9967570304870605, 0.729991614818573, 0.0060235061682760715, 0.0958024337887764, 0.04417238011956215, 0.034420035779476166, 0.08949209004640579, 0.9939444065093994, 0.9988107681274414, 0.24779725074768066, 0.029095567762851715, 0.13587629795074463, 0.07138112932443619, 0.0003879409050568938, 0.2599204182624817, 0.00853469967842102, 0.025216158479452133, 0.03093828819692135, 0.03986093029379845, 0.006013084203004837, 0.0017457341309636831, 0.09902191907167435, 0.03152019903063774, 0.012511094100773335, 0.9946028590202332, 0.9987425804138184, 0.8938400745391846, 0.07634638994932175, 0.028189435601234436, 0.03887105733156204, 0.021503137424588203, 0.047968536615371704, 0.0529308021068573, 0.774940013885498, 0.014059743843972683, 0.04879558086395264, 0.04844118654727936, 0.02461983449757099, 0.060817644000053406, 0.01650194264948368, 0.02555139549076557, 0.00558936782181263, 0.0037262451369315386, 0.021958230063319206, 0.014904980547726154, 0.012376457452774048, 0.003593164961785078, 0.02275671251118183, 0.12695850431919098, 0.006520929280668497, 0.011311816051602364, 0.08490516245365143, 0.042718738317489624, 0.02674911729991436, 0.06401156634092331, 0.05136895179748535, 0.32471564412117004, 0.056195247918367386, 0.9432773590087891, 0.9779283404350281, 0.02143404632806778, 0.023010142147541046, 0.013611633330583572, 0.24825026094913483, 0.5159457325935364, 0.033380910754203796, 0.016528410837054253, 0.009398508816957474, 0.13968127965927124, 0.9948387742042542, 0.0029194189701229334, 0.05546896159648895, 0.9385932087898254, 0.9991721510887146, 0.9948014616966248, 0.9949291944503784, 0.9990862011909485, 0.992247998714447, 0.9983011484146118, 0.9950523972511292, 0.9959802031517029, 0.9941942095756531, 0.996787428855896, 0.04459989443421364, 0.015021491795778275, 0.0193575918674469, 0.0004645822336897254, 0.21184949576854706, 0.013937466777861118, 0.6947053074836731, 0.46925121545791626, 0.0037055015563964844, 0.029980875551700592, 0.4254589378833771, 0.07107825577259064, 0.9978241324424744, 0.07996545732021332, 0.9199126958847046, 0.20506472885608673, 0.06768399477005005, 0.007536046672612429, 0.07676470279693604, 0.033748384565114975, 0.0056169293820858, 0.015352940186858177, 0.00032765421201474965, 0.07124138623476028, 0.004961621016263962, 0.0140423234552145, 0.024386834353208542, 0.027663376182317734, 0.06941588222980499, 0.17243972420692444, 0.003744619432836771, 0.005897775758057833, 0.034076038748025894, 0.010250896215438843, 0.021531561389565468, 0.008846663869917393, 0.056216102093458176, 0.0022467717062681913, 0.028927186504006386, 0.03196968883275986, 0.07531553506851196, 0.007808303460478783, 0.0016308481572195888, 0.0421055369079113, 9.883928578346968e-05, 0.00543616060167551, 0.008351919241249561, 0.008055401965975761, 0.24848195910453796, 0.021794062107801437, 0.5644217133522034, 0.016456741839647293, 0.42182064056396484, 0.5704450607299805, 0.005743940360844135, 0.0014359850902110338, 0.04056854173541069, 0.9581335186958313, 0.9944166541099548, 0.9997807741165161, 0.19283932447433472, 0.7496628761291504, 0.057249173521995544, 0.9995194673538208, 0.00017879926599562168, 0.011621952056884766, 0.1587737500667572, 0.03111107088625431, 0.015913134440779686, 0.5152994990348816, 0.1798720508813858, 0.014482740312814713, 0.0053639779798686504, 0.03611744940280914, 0.030574673786759377, 0.000536397797986865, 0.9801739454269409, 0.01770429126918316, 0.9948409795761108, 0.995884358882904, 0.9834815263748169, 0.012739398516714573, 0.003474381286650896, 0.9973079562187195, 0.19089536368846893, 0.0038521767128258944, 0.00041273320675827563, 0.03763376548886299, 0.0007754381513223052, 0.05454332008957863, 0.023338187485933304, 0.03224321827292442, 0.0021637226454913616, 0.05364280939102173, 0.43617144227027893, 0.007579282391816378, 0.014595746994018555, 0.008617369458079338, 0.009292750619351864, 0.1242326945066452, 0.9967818260192871, 0.9226356744766235, 0.014364387840032578, 0.012154482305049896, 0.049722880125045776, 0.002295184414833784, 0.008450452238321304, 0.049450792372226715, 0.524241030216217, 0.0025038376916199923, 0.41292455792427063, 0.6928869485855103, 0.0015203225193545222, 0.004941048100590706, 0.04827024042606354, 0.012352620251476765, 0.12732701003551483, 0.07468584179878235, 0.03762798011302948, 0.9947646260261536, 0.9967374801635742, 0.9985190629959106, 0.978767991065979, 0.018368300050497055, 0.9950873255729675, 0.013318275101482868, 0.9855523109436035, 0.0006053761462680995, 0.39206385612487793, 0.017593715339899063, 0.12557083368301392, 0.023630773648619652, 0.07468704134225845, 0.0006899496074765921, 0.33721286058425903, 0.028632909059524536, 0.007677328772842884, 0.16610947251319885, 0.036292824894189835, 0.04257427528500557, 0.029313435778021812, 0.004187633749097586, 0.6895636916160583, 0.023729924112558365, 0.08364877849817276, 0.8513413071632385, 0.06410466879606247, 0.997917652130127, 0.966519296169281, 0.03238777071237564, 0.06457868218421936, 0.8711394667625427, 0.02018083818256855, 0.04305245354771614, 0.021536311134696007, 0.9739198684692383, 0.1931976079940796, 0.02036272920668125, 0.00319276237860322, 0.023697393015027046, 0.00333466287702322, 0.014473856426775455, 0.042995866388082504, 0.028876762837171555, 0.03292092680931091, 0.002412309404462576, 0.007449778728187084, 0.05583786591887474, 0.246339350938797, 0.02156888321042061, 0.008655933663249016, 0.018801823258399963, 0.01603476144373417, 0.12912949919700623, 0.07059552520513535, 0.06016583368182182, 0.9967909455299377, 0.05776116997003555, 0.032127514481544495, 0.05482184514403343, 0.08359989523887634, 0.0020506924483925104, 0.001640553935430944, 0.019618291407823563, 0.004853305406868458, 0.0354086235165596, 0.0019139796495437622, 0.008954689837992191, 0.45812469720840454, 0.08257454633712769, 0.02358296327292919, 0.002665900159627199, 0.0029393257573246956, 0.007382492534816265, 0.020096786320209503, 0.07252615690231323, 0.027410922572016716, 0.07869839668273926, 0.022252650931477547, 0.0648583322763443, 0.09932280331850052, 0.6602523922920227, 0.07435641437768936, 0.17560093104839325, 0.686909556388855, 0.07488863170146942, 0.06262239068746567, 0.939426064491272, 0.05996336787939072, 0.10772895812988281, 0.012018149718642235, 0.0069502550177276134, 0.02360190823674202, 0.35967570543289185, 0.006081473547965288, 0.02229873463511467, 0.24861642718315125, 0.0005791879375465214, 0.005212691612541676, 0.157973513007164, 0.04908617585897446, 0.07765265554189682, 0.018083496019244194, 0.03350765258073807, 0.08456693589687347, 0.3762962520122528, 0.00026593374786898494, 0.05105927959084511, 0.019679097458720207, 0.1361580789089203, 0.19439756870269775, 0.007978012785315514, 0.02168087102472782, 0.06342808157205582, 0.9145175814628601, 0.9977732300758362, 0.9984061121940613, 0.9961744546890259, 0.14996857941150665, 0.0148239117115736, 0.019332852214574814, 0.017665160819888115, 0.03341556712985039, 0.00382951064966619, 0.026497742161154747, 0.11000578105449677, 0.0022235866636037827, 0.009882607497274876, 0.04428643733263016, 0.32785552740097046, 0.022544698789715767, 0.217664435505867, 0.997564435005188, 0.47760534286499023, 0.5223761200904846, 0.9961246848106384, 0.036941252648830414, 0.40257570147514343, 0.5604156255722046, 0.2734592854976654, 0.023838140070438385, 0.035695452243089676, 0.17823024094104767, 0.11307677626609802, 0.018588809296488762, 0.31193381547927856, 0.03575721010565758, 0.009387039579451084, 0.5122482180595398, 0.02195112034678459, 0.03919050842523575, 0.18907895684242249, 0.013470005244016647, 0.0011086424347013235, 0.06729459762573242, 0.15559795498847961, 0.9979444742202759, 0.9902435541152954, 0.023546410724520683, 0.044422607868909836, 0.9319037795066833, 0.9991891980171204, 0.9988552927970886, 0.9969773292541504, 0.9988875389099121, 0.005049067083746195, 0.010729268193244934, 0.18665771186351776, 0.0036290171556174755, 0.07005581259727478, 0.5599731206893921, 0.006311334203928709, 0.0064691174775362015, 0.016567252576351166, 0.03471233695745468, 0.012622668407857418, 0.012307101860642433, 0.04402155429124832, 0.013411585241556168, 0.017829518765211105, 0.0241145770996809, 0.007578867021948099, 0.016191216185688972, 0.7196478843688965, 0.0251480583101511, 0.016880203038454056, 0.07544417679309845, 0.038238827139139175, 0.07613316178321838, 0.8993760943412781, 0.017340155318379402, 0.039304353296756744, 0.043928395956754684, 0.9973359704017639, 0.9962681531906128, 0.6572983860969543, 0.10261289030313492, 0.023908104747533798, 0.0026176755782216787, 0.06500561535358429, 0.049910347908735275, 0.03664746135473251, 0.005758886691182852, 0.02478066273033619, 0.03141210973262787, 0.12351535260677338, 0.8753839731216431, 0.9970579147338867, 0.9983940124511719, 0.05030057951807976, 0.8165460824966431, 0.01907230354845524, 0.053863536566495895, 0.060151107609272, 0.09741726517677307, 0.04328973591327667, 0.0055725546553730965, 0.13673245906829834, 0.5702444314956665, 0.031099772080779076, 0.011493394151329994, 0.04050345718860626, 0.006904231384396553, 0.007887623272836208, 0.047899384051561356, 0.000962904654443264, 0.1400213986635208, 0.11715257912874222, 0.5528638958930969, 0.0008024148992262781, 0.0766306221485138, 0.11253869533538818, 0.9987266659736633, 0.9958444237709045, 0.9956428408622742, 0.04544052481651306, 0.0788612961769104, 0.6713470816612244, 0.013485575094819069, 0.015537727624177933, 0.014365068636834621, 0.1606542319059372, 0.003067833138629794, 0.017725257202982903, 0.012271332554519176, 0.029996590688824654, 0.936370849609375, 0.014230450615286827, 0.00889403186738491, 0.9747858643531799, 0.013690906576812267, 0.0006442779558710754, 0.3722316026687622, 0.5647096037864685, 0.028992507606744766, 0.019650477916002274, 0.9989279508590698, 0.05924466252326965, 0.939742922782898, 0.050768110901117325, 0.005518272984772921, 0.014163567684590816, 0.16701972484588623, 0.0057022157125175, 0.015267222188413143, 0.032189927995204926, 0.005886157974600792, 0.7032119035720825, 0.1155431717634201, 0.04776165634393692, 0.7862083911895752, 0.0506216362118721, 0.09439869970083237, 0.06325685977935791, 0.8408296704292297, 0.8544068932533264, 0.1447032392024994, 0.02300332859158516, 0.015071146190166473, 0.9617770910263062, 0.9945635199546814, 0.06311626732349396, 0.009071757085621357, 0.011580967344343662, 0.015248273499310017, 0.01852954737842083, 0.012160015292465687, 0.023933997377753258, 0.008685724809765816, 0.039568305015563965, 0.7718714475631714, 0.02586415968835354, 0.9422969818115234, 0.027437932789325714, 0.02978975512087345, 0.23078252375125885, 0.7684366703033447, 0.025848237797617912, 0.786676287651062, 0.10402856767177582, 0.0019068372203037143, 0.08093465119600296, 0.00021187080710660666, 0.31050604581832886, 0.21299491822719574, 0.039386849850416183, 0.4114587604999542, 0.025238176807761192, 0.01593383029103279, 0.07463200390338898, 0.011513477191329002, 0.001336385728791356, 0.04050276800990105, 0.09395819902420044, 0.06301572918891907, 0.06486610323190689, 0.381486713886261, 0.012335868552327156, 0.21289652585983276, 0.010691085830330849, 0.016550622880458832, 0.0354061983525753, 0.16218821704387665, 0.014688161201775074, 0.05272276699542999, 0.0332416296005249, 0.023037221282720566, 0.043291423469781876, 0.12755508720874786, 0.020408812910318375, 0.019017303362488747, 0.41358768939971924, 0.045765217393636703, 0.008967508561909199, 0.10443070530891418, 0.8953053951263428, 0.9924802780151367, 0.10023226588964462, 0.013225090689957142, 0.010092832148075104, 0.02035968005657196, 0.02871236763894558, 0.007656631525605917, 0.007830645889043808, 0.8119509816169739, 0.031816452741622925, 0.9679543972015381, 0.32666870951652527, 0.18559657037258148, 0.04323556274175644, 0.010603844188153744, 0.042415376752614975, 0.0066786641255021095, 0.08049548417329788, 0.10287486761808395, 0.0022848062217235565, 0.0054483842104673386, 0.05219903588294983, 0.007264512125402689, 0.05671006068587303, 0.02782776765525341, 0.049679890275001526, 0.9622460007667542, 0.03608422353863716, 0.08689465373754501, 0.8660975694656372, 0.04558408260345459, 0.6539740562438965, 0.2919779419898987, 0.05387567728757858, 0.9984586238861084, 0.9896066784858704, 0.9956868886947632, 0.9987562298774719, 0.035936757922172546, 0.05880560725927353, 0.00840080063790083, 0.15366464853286743, 0.009567579254508018, 0.1791004091501236, 0.011084389872848988, 0.543485164642334, 0.23994764685630798, 0.057312335819005966, 0.6869838833808899, 0.01604745350778103, 0.3728128969669342, 0.626747727394104, 0.22409845888614655, 0.17328543961048126, 0.10640333592891693, 0.49596986174583435, 0.9969691634178162, 0.8569311499595642, 0.03646515682339668, 0.10548848658800125, 0.9963395595550537, 0.0008442566031590104, 0.6813150644302368, 0.009962228126823902, 0.009286822751164436, 0.013339254073798656, 0.03495222330093384, 0.2500688135623932, 0.9969387054443359, 0.9965174794197083, 0.9927119016647339, 0.046138036996126175, 0.9518106579780579, 0.9980942606925964, 0.012181398458778858, 0.2153497189283371, 0.7722136378288269, 0.6649026274681091, 0.02120824158191681, 0.04338785260915756, 0.007770958356559277, 0.021046346053481102, 0.07868095487356186, 0.12044985592365265, 0.04241648316383362, 0.9973198175430298, 0.9972478151321411, 0.020837891846895218, 0.012843480333685875, 0.0011795032769441605, 0.9650958180427551, 0.946087121963501, 0.04932532459497452, 0.004110443871468306, 0.9984322190284729, 0.012699269689619541, 0.17712721228599548, 0.012367984279990196, 0.08525075018405914, 0.04361923038959503, 0.08392561227083206, 0.1708327829837799, 0.012809698469936848, 0.014024411328136921, 0.079508475959301, 0.044171374291181564, 0.10700514912605286, 0.06581534445285797, 0.09055131673812866, 0.994996190071106, 0.9553439021110535, 0.04379633069038391, 0.05401201546192169, 0.9458644390106201, 0.05754614248871803, 0.7887790203094482, 0.013890448026359081, 0.13890448212623596, 0.3707772493362427, 0.11251019686460495, 0.05218183249235153, 0.04117300733923912, 0.3060453534126282, 0.02708171121776104, 0.047778304666280746, 0.0077061778865754604, 0.03456771373748779, 0.04570635035634041, 0.02122080698609352, 0.031423117965459824, 0.008161848410964012, 0.8729097247123718, 0.01958843693137169, 0.005815468262881041, 0.9925065636634827, 0.03347155824303627, 0.9645894169807434, 0.0020532021299004555, 0.9958029985427856, 0.9957708716392517, 0.11621849983930588, 0.07137534767389297, 0.05549339950084686, 0.027092738077044487, 0.005605394020676613, 0.04745900258421898, 0.010089709423482418, 0.025037426501512527, 0.01494771707803011, 0.014760870486497879, 0.08520198613405228, 0.00018684646056499332, 0.03381920978426933, 0.03195074573159218, 0.35743728280067444, 0.002989543369039893, 0.060725100338459015, 0.03923775628209114, 0.20815904438495636, 0.032343436032533646, 0.7038153409957886, 0.034831393510103226, 0.020732972770929337, 0.09957856684923172, 0.8997319936752319, 0.03381653502583504, 0.27175623178482056, 0.03440583124756813, 0.0004079742939211428, 0.14147642254829407, 0.050180841237306595, 0.030280759558081627, 0.07574722915887833, 0.021713299676775932, 0.10824918001890182, 0.006754241418093443, 0.013463151641190052, 0.12080572545528412, 0.009746053256094456, 0.011695262975990772, 0.06940095871686935, 0.025481149554252625, 0.16077391803264618, 0.04421282559633255, 0.14416566491127014, 0.025481149554252625, 0.07295495271682739, 0.05657421797513962, 0.027832087129354477, 0.01774580031633377, 0.007962859235703945, 0.09707104414701462, 0.14879170060157776, 0.01509151328355074, 0.15569284558296204, 0.12019293010234833, 0.36141231656074524, 0.3622458279132843, 0.007334935944527388, 0.052844882011413574, 0.01917085610330105, 0.0766834244132042, 0.19955295324325562, 0.01903991401195526, 0.004393826238811016, 0.5173730254173279, 0.03368600085377693, 0.02160297892987728, 0.05052900314331055, 0.02489835023880005, 0.028926024213433266, 0.011350718326866627, 0.08824267983436584, 0.014219017699360847, 0.14867500960826874, 0.8370777368545532, 0.7730440497398376, 0.2267027050256729, 0.9925267696380615, 0.04494442790746689, 0.028892844915390015, 0.09609546512365341, 0.012841264717280865, 0.6519082188606262, 0.004708463791757822, 0.1067965179681778, 0.027394697070121765, 0.010701053775846958, 0.005992589984089136, 0.009630948305130005, 0.005605973303318024, 0.9717020392417908, 0.02205016277730465, 0.11756908148527145, 0.024424562230706215, 0.005588671192526817, 0.0869348868727684, 0.01821492798626423, 0.042225513607263565, 0.07348067313432693, 0.03104817308485508, 0.020491793751716614, 0.5799798965454102, 0.994024395942688, 0.07361207157373428, 0.04232694208621979, 0.006993147078901529, 0.0014722414780408144, 0.009569569490849972, 0.6805436611175537, 0.18513436615467072, 0.1384420394897461, 0.012419602833688259, 0.031505610793828964, 0.051687464118003845, 0.04365125298500061, 0.010136587545275688, 0.04739539697766304, 0.18245857954025269, 0.009132061153650284, 0.08191458880901337, 0.0036528243217617273, 0.027122220024466515, 0.14127297699451447, 0.002283015288412571, 0.21423815190792084, 0.0026482976973056793, 0.9363532066345215, 0.043584007769823074, 0.01687122881412506, 0.9991369247436523, 0.9899423122406006, 0.9984850287437439, 0.9937835931777954, 0.996033787727356, 0.46973884105682373, 0.001236603711731732, 0.008229810744524002, 0.007121131755411625, 0.0006822641589678824, 0.38321924209594727, 0.003112829988822341, 0.0001705660397419706, 0.013176226057112217, 0.03155471757054329, 0.0801660344004631, 0.0015777357621118426, 0.9989924430847168, 0.0767686665058136, 0.08067215979099274, 0.8405518531799316, 0.18283586204051971, 0.056518521159887314, 0.04987836629152298, 0.03289192542433739, 0.03613479062914848, 0.3388022780418396, 0.052503544837236404, 0.1812916398048401, 0.02903137169778347, 0.015133374370634556, 0.0220823734998703, 0.0026251771487295628, 0.7637572288513184, 0.05832037329673767, 0.026364004239439964, 0.11344511061906815, 0.0375487320125103, 0.9985612630844116, 0.47951164841651917, 0.038445692509412766, 0.01120071392506361, 0.040262024849653244, 0.14258205890655518, 0.05812262371182442, 0.0242177601903677, 0.020282374694943428, 0.1849631369113922, 0.9981055855751038, 0.8381435871124268, 0.045034583657979965, 0.11508837342262268, 0.9947130680084229, 0.2688121795654297, 0.06559339165687561, 0.21059636771678925, 0.04547271877527237, 0.09255509078502655, 0.0056337881833314896, 0.006572752725332975, 0.013547918759286404, 0.017840329557657242, 0.0032193074002861977, 0.005231374409049749, 0.06894683837890625, 0.18269570171833038, 0.01314550545066595, 0.9969068169593811, 0.9994089603424072, 0.9977654814720154, 0.9997614622116089, 0.9968854784965515, 0.48489266633987427, 0.5150733590126038, 0.39268210530281067, 0.6072120070457458, 0.06464943289756775, 0.01797035150229931, 0.917145311832428, 0.029520435258746147, 0.9673409461975098, 0.0030067109037190676, 0.9945840835571289, 0.17417433857917786, 0.06433466821908951, 0.04864328354597092, 0.7024508714675903, 0.009937875904142857, 0.9963363409042358, 0.1769266575574875, 0.8228787779808044, 0.9952194094657898, 0.9979251027107239, 0.9955196976661682, 0.997702956199646, 0.05312405899167061, 0.0030260540079325438, 0.014794042333960533, 0.2553093135356903, 0.0022415216080844402, 0.03171753138303757, 0.08887632936239243, 0.0446062795817852, 0.041692301630973816, 0.0028019018936902285, 0.06982339918613434, 0.0024656737223267555, 0.012328368611633778, 0.00403473898768425, 0.07329775393009186, 0.2998034954071045, 0.9989025592803955, 0.9994114637374878, 0.01120507437735796, 0.014976538717746735, 0.006249334197491407, 0.10310490429401398, 0.000564808608032763, 0.016379449516534805, 0.0022410149686038494, 0.013209233991801739, 0.013919799588620663, 0.03377920016646385, 0.6733976602554321, 0.009364891797304153, 0.004992179572582245, 0.005739184562116861, 0.046332526952028275, 0.002915141172707081, 0.03964592143893242, 0.0019859399180859327, 0.07330893725156784, 0.04039059951901436, 0.07573237270116806, 0.26900139451026917, 0.059441499412059784, 0.002692706650123, 0.012453768402338028, 0.2529797852039337, 0.000875129655469209, 0.008414708077907562, 0.012184497900307178, 0.06947183609008789, 0.03278370201587677, 0.049411166459321976, 0.040794506669044495, 0.9977563619613647, 0.9957213997840881, 0.05731527507305145, 0.07602068036794662, 0.0014388771960511804, 0.12997858226299286, 0.14460715651512146, 0.19017159938812256, 0.39976805448532104, 0.997687578201294, 0.971612274646759, 0.0256437249481678, 0.017105232924222946, 0.8742052316665649, 0.09136112034320831, 0.006234617438167334, 0.011030476540327072, 0.9983891248703003, 0.04452238976955414, 0.09821115434169769, 0.7040648460388184, 0.051069799810647964, 0.0597996786236763, 0.04190342500805855, 0.07345041632652283, 0.9249773025512695, 0.22872738540172577, 0.7707393765449524, 0.9986048340797424, 0.9944057464599609, 0.9945313930511475, 0.00822408962994814, 0.1379404067993164, 0.7981105446815491, 0.0014952890342101455, 0.018317291513085365, 0.03551311418414116, 0.9967637062072754, 0.9994422793388367, 0.024980243295431137, 0.026683442294597626, 0.5841970443725586, 0.00756977079436183, 0.3448030650615692, 0.011354655958712101, 0.04898614436388016, 0.011024278588593006, 0.0022048556711524725, 0.019268522039055824, 0.009202876128256321, 0.040454309433698654, 0.0077649266459047794, 0.01802229881286621, 0.07534854859113693, 0.23860374093055725, 0.019843701273202896, 0.029334167018532753, 0.02780035510659218, 0.12375950813293457, 0.0435219332575798, 0.07055538147687912, 0.021952694281935692, 0.02847139723598957, 0.02473272942006588, 0.09902678430080414, 0.04007085785269737, 0.0010752700036391616, 0.1321754902601242, 0.17237403988838196, 0.04822172224521637, 0.22696466743946075, 0.17948736250400543, 0.05334993079304695, 0.015384631231427193, 0.0037220881786197424, 0.0009925569174811244, 0.014309361577033997, 0.15194392204284668, 0.20868158340454102, 0.01245651300996542, 0.002659255638718605, 0.012829741463065147, 0.0008864185074344277, 0.03261087089776993, 0.0018194906879216433, 0.004712013993412256, 0.006344890221953392, 0.04026206210255623, 0.6512376666069031, 0.000793111277744174, 0.0006531504914164543, 0.005131896585226059, 0.0022393730469048023, 0.0036856348160654306, 0.006578158587217331, 0.00639154389500618, 0.9968511462211609, 0.9936448335647583, 0.9965270161628723, 0.12721885740756989, 0.8726810812950134, 0.9980984926223755, 0.9990620017051697, 0.13809716701507568, 0.02212504670023918, 0.8394611477851868, 0.9965207576751709, 0.08221029490232468, 0.07200117409229279, 0.8452078104019165, 0.9982078075408936, 0.970143735408783, 0.02713688835501671, 0.9972001910209656, 0.055990561842918396, 0.0018384960712864995, 0.05231356993317604, 0.03994550555944443, 0.11348534375429153, 0.06200745701789856, 0.02239622361958027, 0.005682623945176601, 0.031087296083569527, 0.00016713600780349225, 0.03626851364970207, 0.5400164127349854, 0.0031755841337144375, 0.029583072289824486, 0.004846944008022547, 0.0008356799953617156, 0.995195209980011, 0.9966168999671936, 0.050604067742824554, 0.01638779416680336, 0.004862312693148851, 0.06627152115106583, 0.009724625386297703, 0.030614562332630157, 0.06591135263442993, 0.026292506605386734, 0.03565695881843567, 0.12227816134691238, 0.017828479409217834, 0.022330621257424355, 0.030074303969740868, 0.10571028292179108, 0.350086510181427, 0.02719293348491192, 0.01800856553018093, 0.994960606098175, 0.8515604734420776, 0.0861128568649292, 0.03280489891767502, 0.028704285621643066, 0.035143859684467316, 0.031095877289772034, 0.11693153530359268, 0.19936320185661316, 0.038179848343133926, 0.034131865948438644, 0.08546765893697739, 0.0005519978003576398, 0.021251915022730827, 0.0066239736042916775, 0.18666726350784302, 0.0207919180393219, 0.06734373420476913, 0.11877153068780899, 0.010763957165181637, 0.005979976151138544, 0.00036799852387048304, 0.020515918731689453, 0.6857942342758179, 0.017092743888497353, 0.00041689618956297636, 0.0614921860396862, 0.013549125753343105, 0.016884295269846916, 0.2042791247367859, 0.04668060317635536, 0.8381289839744568, 0.11493329703807831, 0.9960708022117615, 0.01528908684849739, 0.026589717715978622, 0.7664486169815063, 0.1914459615945816, 0.9934666156768799, 0.9962747693061829, 0.2101018726825714, 0.016043521463871002, 0.018774334341287613, 0.35022667050361633, 0.0011947304010391235, 0.08055896311998367, 0.07629206776618958, 0.07014773786067963, 0.0025601366069167852, 0.027820151299238205, 0.06622219830751419, 0.016384873539209366, 0.01860365830361843, 0.0448877289891243, 0.9979719519615173, 0.02748069539666176, 0.9679311513900757, 0.9907488226890564, 0.9985765814781189, 0.9954519271850586, 0.9973480701446533, 0.012924999929964542, 0.9629124999046326, 0.02326500043272972, 0.9950886964797974, 0.9966567754745483, 0.9969481229782104, 0.2302534282207489, 0.7190290093421936, 0.032372262328863144, 0.017781946808099747, 0.06195996329188347, 0.03670613840222359, 0.0017618946731090546, 0.5987505316734314, 0.014241982251405716, 0.2864547073841095, 0.9966121315956116, 0.02120116911828518, 0.05018504709005356, 0.1637052297592163, 0.1331111490726471, 0.003354615531861782, 0.38604915142059326, 0.01650470867753029, 0.027507847175002098, 0.01784655451774597, 0.1804783195257187, 0.9947744607925415, 0.0028913908172398806, 0.008496240712702274, 0.007028303574770689, 0.0029803565703332424, 0.04835294932126999, 0.21289531886577606, 0.003647600533440709, 0.006805888842791319, 0.003069322556257248, 0.01734834536910057, 0.008629688993096352, 0.02308664284646511, 0.15195369720458984, 0.016414202749729156, 0.0813148021697998, 0.03776600956916809, 0.00444829324260354, 0.02695665881037712, 0.2504833936691284, 0.06409990787506104, 0.02130732499063015, 0.9960492253303528, 0.9901902079582214, 0.04449755698442459, 0.932470977306366, 0.02175435982644558, 0.627625048160553, 0.04087311401963234, 0.014722068794071674, 0.008523303084075451, 0.014528357423841953, 0.023051660507917404, 0.08155251294374466, 0.1565188318490982, 0.0061987657099962234, 0.0034868058282881975, 0.022664237767457962, 0.9986611008644104, 0.9974622130393982, 0.9936164617538452, 0.9919109344482422, 0.9981440305709839, 0.07261542230844498, 0.08448366075754166, 0.003804452484473586, 0.039119698107242584, 0.05508185550570488, 0.06550274789333344, 0.044082026928663254, 0.006409675348550081, 0.01980796456336975, 0.05185634270310402, 0.023695122450590134, 0.04375120624899864, 0.03837534785270691, 0.12753187119960785, 0.012612586840987206, 0.01968390680849552, 0.007154025137424469, 0.045198552310466766, 0.028533393517136574, 0.0352325402200222, 0.07455900311470032, 0.006078853737562895, 0.07526199519634247, 0.019559849053621292, 0.999110758304596, 0.9948796629905701, 0.9916080236434937, 0.014092248864471912, 0.008455349132418633, 0.09535755217075348, 0.8103043437004089, 0.0009394832886755466, 0.06999150663614273, 0.9968520998954773, 0.017226053401827812, 0.04086606204509735, 0.5151323080062866, 0.03738420084118843, 0.13139447569847107, 0.0042148856446146965, 0.06029118597507477, 0.09254422038793564, 0.10079073905944824, 0.9939061403274536, 0.02697218395769596, 0.9687509536743164, 0.00459364615380764, 0.9922276139259338, 0.9946578145027161, 0.0031522850040346384, 0.9961220622062683, 0.9981197118759155, 0.9986525177955627, 0.781029462814331, 0.032059378921985626, 0.09932507574558258, 0.08752407133579254, 0.9979838132858276, 0.7447639107704163, 0.0823901817202568, 0.07886692136526108, 0.07778283953666687, 0.015719179064035416, 0.007394240237772465, 0.9916498064994812, 0.9984050393104553, 0.6581761240959167, 0.002772727282717824, 0.19755682349205017, 0.013170454651117325, 0.025301136076450348, 0.06550568342208862, 0.017329545691609383, 0.019755681976675987, 0.12133457511663437, 0.015341152437031269, 0.003082911018282175, 0.0018350661266595125, 0.8582971096038818, 0.03613539785146713, 0.010347140952944756, 0.8753681182861328, 0.0025469884276390076, 0.07545453310012817, 0.999557375907898, 0.9969684481620789, 0.008714231662452221, 0.018673352897167206, 0.9710143804550171, 0.00511594396084547, 0.053530242294073105, 0.42761802673339844, 0.030196545645594597, 0.039430201053619385, 0.16969959437847137, 0.08959140628576279, 0.06139132380485535, 0.03581160679459572, 0.059893976897001266, 0.00037433733814395964, 0.0009982329793274403, 0.010356666520237923, 0.009857550263404846, 0.006114176474511623, 0.998358428478241, 0.9990873336791992, 0.9979060888290405, 0.9978914856910706, 0.07475430518388748, 0.002866684226319194, 0.04895414412021637, 0.005953882820904255, 0.6207473874092102, 0.0035282266326248646, 0.01565650664269924, 0.014774449169635773, 0.21257565915584564, 0.9969786405563354, 0.9965879917144775, 0.02788279391825199, 0.09098596125841141, 0.024947762489318848, 0.8555614948272705, 0.9938188195228577, 0.9966151118278503, 0.31983205676078796, 0.6519975066184998, 0.01808200776576996, 0.00992942601442337, 0.9971746802330017, 0.9984432458877563, 0.009288152679800987, 0.9904782772064209, 0.9376507997512817, 0.06037436053156853, 0.996644914150238, 0.049008045345544815, 0.0885467380285263, 0.006811287719756365, 0.16563057899475098, 0.0061467718333005905, 0.12941446900367737, 0.002824192401021719, 0.029903214424848557, 0.5213127136230469, 0.9977676272392273, 0.9301166534423828, 0.06802714616060257, 0.9958332777023315, 0.9995466470718384, 0.01938670314848423, 0.03894240781664848, 0.00755671039223671, 0.045678261667490005, 0.04418140649795532, 0.02964741177856922, 0.032254841178655624, 0.08148209750652313, 0.10050666332244873, 0.02498784288764, 4.828568853554316e-05, 0.09393980354070663, 0.0010139994556084275, 0.4225963354110718, 0.057749684900045395, 0.16103683412075043, 0.8026679754257202, 0.008387335576117039, 0.022086650133132935, 0.005591556895524263, 0.02299906685948372, 0.0489794947206974, 0.022147249430418015, 0.21497738361358643, 0.010541238822042942, 0.1365569531917572, 0.11094920337200165, 0.046157848089933395, 0.00218278169631958, 0.016078051179647446, 0.007719594053924084, 0.057178232818841934, 0.0008518172544427216, 0.02401059865951538, 0.03503098711371422, 0.0051109036430716515, 0.13075394928455353, 0.010807431302964687, 0.0002129543136106804, 0.04269734025001526, 0.05393068119883537, 0.018387969583272934, 0.9798160791397095, 0.0026771188713610172, 0.9958882331848145, 0.9979193210601807, 0.12741263210773468, 0.04432499408721924, 0.029680363833904266, 0.043282054364681244, 0.005996910855174065, 0.002085882006213069, 0.002085882006213069, 0.05736175552010536, 0.03072330355644226, 0.03146205469965935, 0.006474925670772791, 0.06770425289869308, 0.3156200349330902, 0.014210071414709091, 0.06014293432235718, 0.0141231594607234, 0.010559777729213238, 0.02685573138296604, 0.08386983722448349, 0.02598661370575428, 0.008623774163424969, 0.9374761581420898, 0.003233915427699685, 0.05030535161495209, 0.9939396977424622, 0.9939880967140198, 0.7201215028762817, 0.007214575074613094, 0.0029392712749540806, 0.0972631648182869, 0.07561943680047989, 0.09646154195070267, 0.015847858041524887, 0.014362121000885963, 0.969195544719696, 0.9959970116615295, 0.043842244893312454, 0.016133366152644157, 0.08283724635839462, 0.0006511224200949073, 0.3614453077316284, 0.28873664140701294, 0.049629997462034225, 0.07907520234584808, 0.07762826234102249, 0.9971595406532288, 0.01882963627576828, 0.08643840998411179, 0.008599361404776573, 0.054264940321445465, 0.18948249518871307, 0.6421350836753845, 0.9998765587806702, 0.3898182213306427, 0.6095487475395203, 0.05921081826090813, 0.02371206134557724, 0.019829383119940758, 0.7393725514411926, 0.032725416123867035, 0.04298677667975426, 0.08195220679044724, 0.00013866701920051128, 0.9961181879043579, 0.9996345639228821, 0.17130820453166962, 0.1837085336446762, 0.045008592307567596, 0.06154235824942589, 0.5382660031318665, 0.9940446615219116, 0.9972994327545166, 0.9980401992797852, 0.9972884654998779, 0.9941987991333008, 0.9986820816993713, 0.8922020792961121, 0.10733257979154587, 0.15762247145175934, 0.10618060827255249, 0.0007849724497646093, 0.01036163605749607, 0.08399204909801483, 0.0218745656311512, 0.013501525856554508, 0.009210343472659588, 0.003924862015992403, 0.039405617862939835, 0.028886985033750534, 0.019624311476945877, 0.0461563803255558, 0.028363671153783798, 0.40708670020103455, 0.0230781901627779, 0.06484005600214005, 0.017536813393235207, 0.521950900554657, 0.041073061525821686, 0.037265729159116745, 0.22947841882705688, 0.08779943734407425, 0.21707622706890106, 0.7826526761054993, 0.1185440868139267, 0.01958991214632988, 0.014818010851740837, 0.007032276131212711, 0.0102972611784935, 0.8132324814796448, 0.01657607965171337, 0.08378035575151443, 0.027025921270251274, 0.03963801637291908, 0.7621309757232666, 0.02612505666911602, 0.03062937781214714, 0.027926785871386528, 0.9968230724334717, 0.0066093625500798225, 0.05004231631755829, 0.051930706948041916, 0.8290029168128967, 0.06231684610247612, 0.020414629951119423, 0.005003585480153561, 0.18213051557540894, 0.009006453678011894, 0.03542538732290268, 0.7421318292617798, 0.005604015663266182, 0.9976562857627869, 0.9975237846374512, 0.9983626008033752, 0.9998219609260559, 0.997126579284668, 0.9996172189712524, 0.06724976748228073, 0.9311506152153015, 0.26276451349258423, 0.09539804607629776, 0.021834058687090874, 0.13402754068374634, 0.020742356777191162, 0.05382935330271721, 0.08456499129533768, 0.23295262455940247, 0.00529056042432785, 0.028216322883963585, 0.013520321808755398, 0.0002519314584787935, 0.04652334004640579, 0.9982849955558777, 0.16347867250442505, 0.03295404464006424, 0.025478718802332878, 0.011976172216236591, 0.03459783270955086, 0.006614291109144688, 0.014676681719720364, 0.021369248628616333, 0.019255805760622025, 0.0187078770250082, 0.01913839392364025, 0.05991999804973602, 0.45666006207466125, 0.010488935746252537, 0.023600105196237564, 0.0014872370520606637, 0.0004305159964133054, 0.016750985756516457, 0.01686839945614338, 0.005322743207216263, 0.038433339446783066, 0.0017612017691135406, 0.9951000809669495, 0.9989002346992493, 0.028259888291358948, 0.009774096310138702, 0.16743452847003937, 0.794251561164856, 0.9946568012237549, 0.9677996635437012, 0.030787542462348938, 0.998071014881134, 0.04196044057607651, 0.9566980004310608, 0.06477633863687515, 0.9350996017456055, 0.9945505857467651, 0.9942880868911743, 0.9967742562294006, 0.9196247458457947, 0.06707149744033813, 0.012669060379266739, 0.9914589524269104, 0.12986774742603302, 0.6264209151268005, 0.24336561560630798, 0.11426638066768646, 0.07354192435741425, 0.0746615007519722, 0.05709820240736008, 0.08165882527828217, 0.5031778812408447, 0.00916650053113699, 0.0384153351187706, 0.015394123271107674, 0.024700570851564407, 0.007837007753551006, 0.9985324144363403, 0.996573805809021, 0.8870832920074463, 0.07727651298046112, 0.02873919904232025, 0.006386488676071167, 0.9977196455001831, 0.6408164501190186, 0.00046068758820183575, 0.18128056824207306, 0.04906322807073593, 0.058968011289834976, 0.06887279450893402, 0.005057227332144976, 0.9937451481819153, 0.9968719482421875, 0.994321346282959, 0.03958918899297714, 0.2057955265045166, 0.1491420418024063, 0.012968872673809528, 0.036176327615976334, 0.00955601129680872, 0.036176327615976334, 0.026279032230377197, 0.04641491174697876, 0.39862218499183655, 0.03924790397286415, 0.005250508431345224, 0.0011414148611947894, 0.0579838752746582, 0.0584404394030571, 0.016208089888095856, 0.018719203770160675, 0.7589267492294312, 0.009245459921658039, 0.04839598760008812, 0.01335455384105444, 0.0002282829664181918, 0.011984855867922306, 0.859463632106781, 0.13311204314231873, 0.006288758013397455, 0.9975019693374634, 0.5568687319755554, 0.02993522211909294, 0.046375058591365814, 0.040486160665750504, 0.03619217500090599, 0.011164366267621517, 0.12219459563493729, 0.033247727900743484, 0.022696787491440773, 0.03337041288614273, 0.0004907413385808468, 0.0671088844537735, 0.10135583579540253, 0.18707390129566193, 0.6840070486068726, 0.0011583523591980338, 0.02606292814016342, 0.9988672733306885, 0.022371549159288406, 0.18757683038711548, 0.01204621884971857, 0.0613783523440361, 0.712734580039978, 0.0037285913713276386, 0.22583653032779694, 0.7737253904342651, 0.06875700503587723, 0.021784398704767227, 0.01021143700927496, 0.8986064195632935, 0.9992625117301941, 0.9996516704559326, 0.10299300402402878, 0.004972076043486595, 0.06511051952838898, 0.00805002823472023, 0.024386849254369736, 0.0189412422478199, 0.42120587825775146, 0.29216864705085754, 0.026754504069685936, 0.03504129871726036, 0.045884016901254654, 0.01411815918982029, 0.9388575553894043, 0.9966781735420227, 0.9985514283180237, 0.08626741170883179, 0.0017545913578942418, 0.01980181783437729, 0.0070601413026452065, 0.885066032409668, 0.040505748242139816, 0.006411462090909481, 0.08976046741008759, 0.827479362487793, 0.03579733148217201, 0.1042276993393898, 0.014679958112537861, 0.030714988708496094, 0.02947283908724785, 0.015357494354248047, 0.714801013469696, 0.0005646137869916856, 0.08344991505146027, 0.003274759743362665, 0.003500605234876275, 0.3880750834941864, 0.10278388857841492, 0.03940049186348915, 0.027936134487390518, 0.18356148898601532, 0.04203597456216812, 0.13849470019340515, 0.0002635484270285815, 0.027540812268853188, 0.04994243010878563, 0.022237198427319527, 0.0008371651638299227, 0.03667829930782318, 0.03929444029927254, 0.017214208841323853, 0.06786269694566727, 0.04886951670050621, 0.11741241067647934, 0.0046044085174798965, 0.048084672540426254, 0.024225465953350067, 0.04709053784608841, 0.049706678837537766, 0.000627873872872442, 0.013499287888407707, 0.0005232281982898712, 0.11113367229700089, 0.12662123143672943, 0.006749643944203854, 0.05854923650622368, 0.01370857935398817, 0.09679722040891647, 0.04766609147191048, 0.998254120349884, 0.9952955842018127, 0.9991368651390076, 0.12033397704362869, 0.015505307354032993, 0.0005434849881567061, 0.061397820711135864, 0.01713576354086399, 0.06680069863796234, 0.06448289752006531, 0.0007832578266970813, 0.020124930888414383, 0.038139861077070236, 0.021803339943289757, 0.012947731651365757, 0.03770826756954193, 0.28056615591049194, 0.05978335067629814, 0.00023977279488462955, 0.028612887486815453, 0.04640403017401695, 0.004283940885215998, 0.07968449592590332, 0.0004955304320901632, 0.018942050635814667, 0.0033088645432144403, 0.9975674748420715, 0.08665917813777924, 0.039756014943122864, 0.011167419143021107, 0.034842349588871, 0.5807058215141296, 0.0174211747944355, 0.012507510371506214, 0.09693320095539093, 0.119268037378788, 0.4132384657859802, 0.01156892441213131, 0.013146504759788513, 0.008851979859173298, 0.023663708940148354, 0.043821681290864944, 0.000701146898791194, 0.0646807998418808, 0.24540141224861145, 0.12182427942752838, 0.0018405106384307146, 0.010780134238302708, 0.006573252379894257, 0.0276953037828207, 0.006135035306215286, 0.00040076798177324235, 0.014394249767065048, 6.679466605419293e-05, 0.11054516583681107, 0.01679885759949684, 0.10687146335840225, 0.04401768371462822, 0.0014694825513288379, 0.006813055835664272, 0.014828415587544441, 0.0016698666149750352, 0.013626111671328545, 0.004909407813102007, 0.2856139838695526, 0.00888369046151638, 0.002838773187249899, 0.019838014617562294, 0.158236563205719, 0.09681886434555054, 0.014060276560485363, 0.0015696745831519365, 0.002471402520313859, 0.02731901779770851, 0.04598812758922577, 0.40106791257858276, 0.5432572960853577, 0.055590540170669556, 0.035163234919309616, 0.18948577344417572, 0.06915736198425293, 0.12221697717905045, 0.05854543671011925, 0.03768131881952286, 0.13687582314014435, 0.0007194523932412267, 0.07473311573266983, 0.03570282459259033, 0.008723360486328602, 0.036422278732061386, 0.0167272686958313, 0.053149543702602386, 0.008453565649688244, 0.11637142300605774, 0.9960377216339111, 0.9968799948692322, 0.9969522356987, 0.9987142086029053, 0.9949682950973511, 0.6442760825157166, 0.3551238477230072, 0.9982318878173828, 0.02063841000199318, 0.0075048767030239105, 0.133552685379982, 0.004946396220475435, 0.071296326816082, 0.6926659941673279, 0.030360637232661247, 0.03888890519738197, 0.9959315657615662, 0.026360323652625084, 0.13230855762958527, 0.561170756816864, 0.01216630358248949, 0.03700583800673485, 0.13281548023223877, 0.017742525786161423, 0.014700950123369694, 0.06438001990318298, 0.9934927821159363, 0.9990698099136353, 0.056813403964042664, 0.015649201348423958, 0.05477220192551613, 0.007824600674211979, 0.0047628004103899, 0.6586272120475769, 0.03912300243973732, 0.06089580059051514, 0.09627660363912582, 0.005102999974042177, 0.05514232814311981, 0.8125383853912354, 0.132179394364357, 0.023823967203497887, 0.013165876269340515, 0.020689234137535095, 0.0921611338853836, 0.8498259782791138, 0.9989650249481201, 0.9898082613945007, 0.9616138935089111, 0.0379360094666481, 0.9925827383995056, 0.26732775568962097, 0.5847475528717041, 0.019423432648181915, 0.12778574228286743, 0.9980005025863647, 0.9805823564529419, 0.008288668468594551, 0.01112313475459814, 0.08623690158128738, 0.9135502576828003, 0.817335844039917, 0.012163903564214706, 0.009417216293513775, 0.1569536030292511, 0.0035314559936523438, 0.9965610504150391, 0.9974418878555298, 0.9883724451065063, 0.9972438216209412, 0.9959204792976379, 0.9376817941665649, 0.062121085822582245, 0.9774075150489807, 0.02208585850894451, 0.998375654220581, 0.030287086963653564, 0.028856201097369194, 0.32290327548980713, 0.008585316129028797, 0.18911543488502502, 0.0007154429913498461, 0.38419291377067566, 0.0350567065179348, 0.0061745052225887775, 0.3596181571483612, 0.634103000164032, 0.03947854042053223, 0.36355945467948914, 0.38407936692237854, 0.16282109916210175, 0.016282111406326294, 0.03323334828019142, 0.15841913223266602, 0.7976078391075134, 0.008929680101573467, 0.03494701907038689, 0.06675776839256287, 0.9319908618927002, 0.0028754579834640026, 0.03705870360136032, 0.002082228194922209, 0.04786645993590355, 0.037851933389902115, 0.06588765233755112, 0.002255747327581048, 0.048312652856111526, 0.03847164660692215, 0.0747867003083229, 0.004387552384287119, 0.03728180006146431, 0.0414462573826313, 0.02555687353014946, 0.07144025713205338, 0.000892383570317179, 0.010262411087751389, 0.003495168872177601, 0.08318997919559479, 0.12753647565841675, 0.0227309912443161, 0.070994071662426, 0.013113080523908138, 0.07929819077253342, 0.05096501484513283, 0.9997090697288513, 0.011218731291592121, 0.9885304570198059, 0.9922342300415039, 0.12432488799095154, 0.8521435260772705, 0.008288325741887093, 0.01502259075641632, 0.9956878423690796, 0.9980885982513428, 0.9992675185203552, 0.9970325827598572, 0.20816102623939514, 0.004823695868253708, 0.04897906258702278, 0.051947493106126785, 0.4322773516178131, 0.08163177222013474, 0.033394817262887955, 0.03673429787158966, 0.0304263886064291, 0.07087121903896332, 0.998677670955658, 0.1166691705584526, 0.20504465699195862, 0.03533892333507538, 0.06250536441802979, 0.11638735979795456, 0.0070452396757900715, 0.24151082336902618, 0.025870120152831078, 0.10156417638063431, 0.06938152015209198, 0.001916305162012577, 0.008792459033429623, 0.00800339225679636, 0.04866105690598488, 0.11519364267587662, 0.02486473321914673, 0.778479814529419, 0.009130018763244152, 0.023602070286870003, 0.996521532535553, 0.24916666746139526, 0.04080736264586449, 0.08740247786045074, 0.08688963949680328, 0.0005861021345481277, 0.03985494375228882, 0.038756005465984344, 0.002564196940511465, 0.16674606502056122, 0.02249166928231716, 0.06864721328020096, 0.11253160983324051, 0.016703911125659943, 0.0027107223868370056, 0.06227335333824158, 0.0019048319663852453, 0.1839601695537567, 0.765964150428772, 0.04989919438958168, 0.9981645345687866, 0.9977977275848389, 0.9972215294837952, 0.7202091813087463, 0.22673602402210236, 0.004929044283926487, 0.006066515576094389, 0.04189687594771385, 0.995384931564331, 0.9971391558647156, 0.018306827172636986, 0.23527663946151733, 0.022601021453738213, 0.4163108170032501, 0.002486112527549267, 0.15436498820781708, 0.15052281320095062, 0.9962614178657532, 0.9954743385314941, 0.9943673610687256, 0.9988204836845398, 0.043030768632888794, 0.018441759049892426, 0.29053857922554016, 0.03203042224049568, 0.01035326812416315, 0.004853094462305307, 0.518634021282196, 0.01197096612304449, 0.018765298649668694, 0.01747114025056362, 0.03364812210202217, 0.9967812895774841, 0.04067615047097206, 0.016826942563056946, 0.17383423447608948, 0.0067572761327028275, 0.2640637457370758, 0.4918237030506134, 0.0058298069052398205, 0.00900484248995781, 0.5543158054351807, 0.02972394973039627, 0.012192397378385067, 0.03203492611646652, 0.0027891104109585285, 0.07251687347888947, 0.16862164437770844, 0.11865673214197159, 0.9954025149345398, 0.7088928818702698, 0.023329991847276688, 0.099185049533844, 0.04261959344148636, 0.007820108905434608, 0.01707390509545803, 0.005865081679075956, 0.04405327886343002, 0.05122171342372894, 0.9965732097625732, 0.20146070420742035, 0.06715357303619385, 0.10193567723035812, 0.055961307138204575, 0.030477389693260193, 0.004993470851331949, 0.08092866092920303, 0.4571608304977417, 0.9984262585639954, 0.9993661046028137, 0.9867712259292603, 0.1294473260641098, 0.8704712986946106, 0.990698516368866, 0.10084959864616394, 0.03762345761060715, 0.861436665058136, 0.9972134232521057, 0.021603170782327652, 0.013270518742501736, 0.08857300132513046, 0.8761628866195679, 0.9978395700454712, 0.9911896586418152, 0.9978451132774353, 0.03652326017618179, 0.04817961901426315, 0.9146356582641602, 0.048685621470212936, 0.04564277082681656, 0.6701880097389221, 0.024342810735106468, 0.20995673537254333, 0.0035208142362535, 0.09732536226511002, 0.005029734689742327, 0.5132843852043152, 0.10989969968795776, 0.016095150262117386, 0.17075948417186737, 0.083745077252388, 0.09036803245544434, 0.006073853000998497, 0.05485935136675835, 0.013666169717907906, 0.045320287346839905, 0.7320550084114075, 0.002336097415536642, 0.0006229592836461961, 0.02382819354534149, 0.03075861558318138, 0.37084507942199707, 0.571426510810852, 0.0040346840396523476, 0.02847333997488022, 0.01636928878724575, 0.008761027827858925, 0.17041419446468353, 0.010950310155749321, 0.008897126652300358, 0.7740499973297119, 0.0349041111767292, 0.7672938704490662, 0.04678621143102646, 0.17377735674381256, 0.005012808367609978, 0.007017931435257196, 0.2984920144081116, 0.0038456846959888935, 0.016018113121390343, 0.003879125230014324, 0.002742140321061015, 0.014212312176823616, 0.007624487858265638, 0.00030096661066636443, 0.005016110371798277, 0.001504833111539483, 0.05186657980084419, 0.5768192410469055, 0.00020064441196154803, 0.016252197325229645, 0.001237307209521532, 0.892797589302063, 0.026144832372665405, 0.005809962749481201, 0.025176504626870155, 0.04938468337059021, 0.031533513218164444, 0.032500796020030975, 0.05087922513484955, 0.5811452269554138, 0.014122369699180126, 0.02534288354218006, 0.020312998443841934, 0.007157913409173489, 0.021667197346687317, 0.017217684537172318, 0.04623625427484512, 0.05281379446387291, 0.05919788032770157, 0.014509283937513828, 0.02534288354218006, 0.038005292415618896, 0.006017504259943962, 0.08208087086677551, 0.028451183810830116, 0.14251984655857086, 0.05933048203587532, 0.002533686114475131, 0.08435063064098358, 0.013882488012313843, 0.055160459131002426, 0.022380894050002098, 0.03035144880414009, 0.11929439008235931, 0.0007389917736873031, 0.04133075475692749, 0.0076010581105947495, 0.059119343757629395, 0.012879570946097374, 0.017630232498049736, 0.0011084877187386155, 0.012985141016542912, 0.11174611002206802, 0.05062093585729599, 0.9948768615722656, 0.9982860088348389, 0.9964587092399597, 0.9973883628845215, 0.0014193066162988544, 0.016747817397117615, 0.00047310220543295145, 0.00671805115416646, 0.8088155388832092, 0.003974058665335178, 0.02990005910396576, 0.04210609570145607, 0.054690614342689514, 0.035009562969207764, 0.3764110505580902, 0.598481297492981, 0.02010618895292282, 0.004897661507129669, 0.9978013634681702, 0.1328418254852295, 0.01644708216190338, 0.016989294439554214, 0.5785397291183472, 0.041027337312698364, 0.19031624495983124, 0.02385730668902397, 0.9953520894050598, 0.003554828930646181, 0.9964122772216797, 0.6188599467277527, 0.16821521520614624, 0.21218055486679077, 0.04555406793951988, 0.05399000644683838, 0.016871877014636993, 0.8039449453353882, 0.02699500322341919, 0.05230281874537468, 0.9954072833061218, 0.007187707349658012, 0.00815191213041544, 0.1527826189994812, 0.30048123002052307, 0.028926139697432518, 0.03322123363614082, 0.0226149819791317, 0.44660207629203796, 0.7289096117019653, 0.051507532596588135, 0.09052839130163193, 0.08584588766098022, 0.04214252531528473, 0.9965023994445801, 0.009696855209767818, 0.006170725915580988, 0.05465500056743622, 0.9286942481994629, 0.03456468880176544, 0.02818564884364605, 0.0053389789536595345, 0.01591293141245842, 0.7840325236320496, 0.10085123032331467, 0.02801230549812317, 0.0030855138320475817, 0.5900710821151733, 0.00044266399345360696, 0.0670635923743248, 0.02556384541094303, 0.23073861002922058, 0.029437154531478882, 0.056439660489559174, 0.11643514037132263, 0.0077210539020597935, 0.05813499167561531, 0.03216417506337166, 0.002890234114602208, 0.000247734336880967, 0.0022296090610325336, 0.013006052933633327, 0.027415934950113297, 0.12060533463954926, 0.37717553973197937, 0.009496483020484447, 0.00037160151987336576, 0.014781482517719269, 8.257811714429408e-05, 0.2076013833284378, 0.00450050737708807, 0.005119842942804098, 0.03695777431130409, 0.008502023294568062, 0.1278773695230484, 0.027588197961449623, 0.04598033055663109, 0.00884904433041811, 0.00832851231098175, 0.02134181372821331, 0.22313474118709564, 0.11104683578014374, 0.04598033055663109, 0.30728742480278015, 0.026894155889749527, 0.005568153690546751, 0.026583444327116013, 0.005747771821916103, 0.009699364192783833, 0.7446956634521484, 0.0014369429554790258, 0.04993376508355141, 0.04274905100464821, 0.01490828301757574, 0.09878982603549957, 0.4338814914226532, 0.06719934195280075, 0.001971409423276782, 0.033685386180877686, 0.007328500039875507, 0.09874189645051956, 0.019842663779854774, 0.04337100684642792, 0.02931400015950203, 0.12522734701633453, 0.0007714210660196841, 0.004757096525281668, 0.015128424391150475, 0.11614172905683517, 0.0026999737601727247, 0.9981108903884888, 0.1422220766544342, 0.031345389783382416, 0.08913928270339966, 0.005095947999507189, 0.07074609398841858, 0.003105343319475651, 0.00448549585416913, 0.011691485531628132, 0.001871168497018516, 0.024630416184663773, 0.1525334119796753, 0.28924813866615295, 6.635349564021453e-05, 0.015486905351281166, 0.01936194859445095, 0.024378273636102676, 0.0004910158459097147, 0.11407492309808731, 0.06730671226978302, 0.010455411858856678, 0.5632852911949158, 0.07514826953411102, 0.09148485213518143, 0.19277165830135345, 0.035799913108348846, 0.032935917377471924, 0.9307976961135864, 0.35123974084854126, 0.0545964390039444, 0.11894509196281433, 0.003437257371842861, 0.0026378952898085117, 0.21710677444934845, 0.0020783417858183384, 0.039728302508592606, 0.0023181503638625145, 0.059072867035865784, 0.051079243421554565, 0.03189455345273018, 0.05291777849197388, 0.012869731523096561, 0.9988225102424622, 0.9980360865592957, 0.9980270266532898, 0.07732204347848892, 0.03900847211480141, 0.008733239956200123, 0.01001035887748003, 0.08074021339416504, 0.003042548196390271, 0.0026857061311602592, 0.013297062367200851, 0.0560617670416832, 0.014686868526041508, 0.048436615616083145, 0.015607144683599472, 0.17947277426719666, 0.0726267471909523, 0.007643932476639748, 0.00839517917484045, 0.035008084028959274, 0.05200503394007683, 0.044116947799921036, 0.023570356890559196, 0.15453138947486877, 0.01879994198679924, 0.03414415195584297, 0.9990341663360596, 0.4438796639442444, 0.011041301302611828, 0.04755507782101631, 0.03593265637755394, 0.012687810696661472, 0.019951824098825455, 0.04116274416446686, 0.02305113710463047, 0.028959201648831367, 0.007748281583189964, 0.055109653621912, 0.12561900913715363, 0.00910423044115305, 0.016465097665786743, 0.0014528027968481183, 0.027603253722190857, 0.011041301302611828, 0.08009786158800125, 0.0015496562700718641, 0.9985760450363159, 0.041852228343486786, 0.00025995171745307744, 0.015207176096737385, 0.019626354798674583, 0.029244568198919296, 0.09241283684968948, 0.07720565795898438, 0.25124335289001465, 0.30947253108024597, 0.036393240094184875, 0.0816248431801796, 0.04198220372200012, 0.0035093482583761215, 0.994251012802124, 0.9065396189689636, 0.0628049299120903, 0.029749704524874687, 0.9956784844398499, 0.9984087944030762, 0.996981680393219, 0.9979209303855896, 0.9987960457801819], \"Term\": [\"aaron_hernandez\", \"abbas\", \"abdeslam\", \"abedin\", \"abortion\", \"abortion\", \"aca\", \"academic\", \"academic\", \"academic\", \"academic\", \"academy_award\", \"access_hollywood\", \"accident\", \"accident\", \"accident\", \"accident\", \"accident\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"according\", \"accuser\", \"accuser\", \"acknowledge\", \"acknowledge\", \"acknowledge\", \"acknowledge\", \"acknowledge\", \"acquisition\", \"acquitted\", \"across_europe\", \"active_shooter\", \"actor\", \"actor\", \"actor\", \"actor\", \"actress\", \"actress\", \"ad\", \"ad\", \"ad\", \"ad\", \"ad\", \"adaptation\", \"aden\", \"administration\", \"administration\", \"administration\", \"administration\", \"administration\", \"administration\", \"administration\", \"administration\", \"administration\", \"advertiser\", \"adviser_michael\", \"afghan\", \"afghanistan\", \"afghanistan\", \"agency\", \"agency\", \"agency\", \"agency\", \"agency\", \"agency\", \"agency\", \"agency\", \"agency\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"airbnb\", \"airbnb\", \"aircraft\", \"aircraft\", \"aircraft\", \"airline\", \"airport\", \"airport\", \"airport\", \"airport\", \"airport\", \"airstrikes\", \"aisle\", \"al_qaeda\", \"album\", \"aleppo\", \"alexa\", \"algeria\", \"allegedly\", \"allegedly\", \"allegedly\", \"allegedly\", \"allegedly\", \"alligator\", \"alphabet\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"alzheimer\", \"amazon\", \"amazon\", \"amazon_echo\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"american\", \"amnesty\", \"amnesty\", \"amtrak\", \"anderson_cooper\", \"android\", \"animal\", \"animal\", \"ankara\", \"announces\", \"announces\", \"announces\", \"announces\", \"announces\", \"antibiotic\", \"ap\", \"ap\", \"apple\", \"apprehension\", \"apps\", \"apps\", \"apps\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"april\", \"architect\", \"architect\", \"architect\", \"architect\", \"architect\", \"architectural\", \"architecture\", \"architecture\", \"architecture\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"argument\", \"argument\", \"argument\", \"argument\", \"argument\", \"ariana_grande\", \"armour\", \"armstrong\", \"armstrong\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"army\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"around\", \"arrest\", \"arrest\", \"arrest\", \"arrested\", \"arrested\", \"arrested\", \"art\", \"art\", \"art\", \"art\", \"art\", \"art\", \"article\", \"article\", \"article\", \"article\", \"article\", \"article\", \"article\", \"artificial_intelligence\", \"artist\", \"artist\", \"asia\", \"asia\", \"asia\", \"asia\", \"asia\", \"assad\", \"assad_regime\", \"assange\", \"asteroid\", \"astronaut\", \"athlete\", \"atmospheric\", \"atrocity\", \"attack\", \"attack\", \"attack\", \"attack\", \"attack\", \"attack\", \"attack\", \"attack\", \"attack\", \"attacker\", \"attacker\", \"attorney\", \"attorney\", \"attorney\", \"attorney_general\", \"attorney_general\", \"attorney_general\", \"audience\", \"audience\", \"audience\", \"audience\", \"audience\", \"audience\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"august\", \"aunt\", \"auschwitz\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"author\", \"author\", \"author\", \"author\", \"author\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"authority\", \"autism\", \"automaker\", \"automation\", \"average\", \"average\", \"average\", \"average\", \"average\", \"average\", \"average\", \"average\", \"aviation\", \"award\", \"award\", \"award\", \"award\", \"award\", \"award\", \"award\", \"baby\", \"baby\", \"baby\", \"baby\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"back\", \"bacteria\", \"baker\", \"baker\", \"baker\", \"baker\", \"baker\", \"ball\", \"ball\", \"ballistic_missile\", \"ballistic_missile\", \"ballot\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"ban\", \"band\", \"band\", \"band\", \"bangladesh\", \"bangladesh\", \"bank\", \"bank\", \"bank\", \"bank\", \"bank\", \"bank\", \"bank\", \"bannon\", \"bannon\", \"bannon\", \"baseball\", \"basketball\", \"bass\", \"batman\", \"baton_rouge\", \"baton_rouge\", \"bayer\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"became\", \"beck\", \"bee\", \"beijing\", \"belgian\", \"belgian\", \"belgium\", \"belgium\", \"belichick\", \"belief\", \"belief\", \"belief\", \"belief\", \"belief\", \"belief\", \"belief\", \"belief\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"berkeley\", \"berkeley\", \"berkeley\", \"berlin\", \"berman\", \"bernie_sander\", \"bernie_sander\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best\", \"best_picture\", \"beta\", \"beyonce\", \"beyonc\\u00e9\", \"bezos\", \"bezos\", \"bias\", \"bias\", \"bias\", \"bible_study\", \"biden\", \"bigotry\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill\", \"bill_clinton\", \"bill_clinton\", \"billion\", \"billion\", \"billion\", \"billion\", \"billion\", \"birth_control\", \"bishop\", \"black\", \"black\", \"black\", \"black\", \"black_life\", \"black_life\", \"black_life\", \"blast\", \"blast\", \"blast\", \"blast\", \"blast\", \"blast\", \"blind_trust\", \"blood_test\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"board\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body\", \"body_camera\", \"boko_haram\", \"bomb\", \"bomb\", \"bomb\", \"bomb\", \"bombing\", \"bombing\", \"book\", \"book\", \"book\", \"book\", \"book\", \"book\", \"book\", \"border\", \"border\", \"border\", \"border\", \"border\", \"border_patrol\", \"border_wall\", \"boring\", \"bot\", \"boutique\", \"box_office\", \"boy\", \"boy\", \"boy\", \"boy\", \"boy\", \"boy\", \"brady\", \"brady\", \"brady\", \"brain\", \"brain\", \"brain\", \"brand\", \"brand\", \"brand\", \"brand\", \"brand\", \"brand\", \"brand\", \"brennan\", \"brexit\", \"bridgewater\", \"brien\", \"britain\", \"british\", \"british\", \"british\", \"british\", \"british\", \"british\", \"british\", \"british\", \"british\", \"bronco\", \"brooklyn\", \"brooklyn\", \"brooklyn\", \"brooklyn\", \"brooklyn\", \"brooklyn\", \"brother\", \"brother\", \"brother\", \"brother\", \"brother\", \"brother\", \"brother\", \"brown\", \"brown\", \"brown\", \"brown\", \"brown\", \"brown\", \"browser\", \"budget\", \"budget\", \"budget\", \"buffett\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"building\", \"bunch\", \"bunch\", \"bush\", \"bush\", \"bush\", \"bush\", \"bush\", \"bush\", \"bush\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"buyback\", \"buzzfeed\", \"buzzfeed\", \"buzzfeed\", \"byers\", \"california\", \"california\", \"california\", \"california\", \"california\", \"california\", \"california\", \"california\", \"caliphate\", \"calorie\", \"cameron\", \"cameron\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign\", \"campaign_manager\", \"campaign_manager\", \"campaign_manager\", \"campaign_trail\", \"campaign_trail\", \"campaign_trail\", \"campbell\", \"campbell\", \"campus\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canadian\", \"canadian\", \"canadian\", \"canadian\", \"cancer\", \"cancer\", \"candidate\", \"candidate\", \"candidate\", \"candidate\", \"cannabis\", \"car\", \"car\", \"car\", \"car\", \"carlson\", \"carmaker\", \"carson\", \"carson\", \"cartel\", \"case\", \"case\", \"case\", \"case\", \"case\", \"case\", \"case\", \"case\", \"case\", \"case\", \"cash\", \"cash\", \"cash\", \"cash\", \"cash\", \"cash\", \"cash\", \"cash\", \"cash\", \"cast\", \"cast\", \"cast\", \"cast\", \"cast\", \"cast\", \"cast\", \"castile\", \"castro\", \"catholic\", \"catholic\", \"catholic_church\", \"caucus\", \"celebrity\", \"celebrity\", \"celebrity\", \"celebrity\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center_disease\", \"chaffetz\", \"champion\", \"champion\", \"champion\", \"champion\", \"champion\", \"champion\", \"championship\", \"character\", \"character\", \"character\", \"character\", \"character\", \"character\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charge\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged\", \"charged_murder\", \"charlie_hebdo\", \"charter_school\", \"cheese\", \"chelsea_clinton\", \"chemical_weapon\", \"chemotherapy\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chicago\", \"chief_strategist\", \"child\", \"child\", \"child\", \"child\", \"child\", \"child\", \"child\", \"child\", \"child_pornography\", \"china\", \"china\", \"chinese\", \"chinese\", \"christian\", \"christian\", \"christian\", \"christian\", \"christianity\", \"christie\", \"christie\", \"christmas\", \"christmas\", \"christmas\", \"christmas\", \"christmas\", \"church\", \"cia\", \"cia\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city\", \"city_hall\", \"civilian\", \"civilian\", \"civilian\", \"civilian\", \"claimed_responsibility\", \"clarke\", \"clarke\", \"class\", \"class\", \"class\", \"class\", \"class\", \"class\", \"class\", \"classified_information\", \"classroom\", \"clayton\", \"climate_change\", \"climate_change\", \"climate_change\", \"climate_change\", \"clinical\", \"clinton\", \"clinton\", \"clown\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"cnn\", \"coach\", \"coast_guard\", \"coast_guard\", \"coates\", \"cohn\", \"colbert\", \"collection\", \"collection\", \"collection\", \"collection\", \"collection\", \"collection\", \"collection\", \"college\", \"college\", \"college\", \"college\", \"college\", \"college\", \"color\", \"color\", \"color\", \"color\", \"color\", \"color\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"comedian\", \"comedian\", \"comedy\", \"comedy\", \"comet\", \"comey\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"comment\", \"committee\", \"committee\", \"committee\", \"committee\", \"committee\", \"committee\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community\", \"community_policing\", \"company\", \"company\", \"company\", \"computing\", \"con\", \"concert\", \"concert\", \"concert\", \"concussion\", \"condo\", \"congregation\", \"conservative\", \"conservative\", \"conservative\", \"conservative\", \"conservative\", \"constand\", \"consumer\", \"consumer\", \"consumer\", \"content\", \"content\", \"content\", \"content\", \"content\", \"content\", \"content\", \"content\", \"contestant\", \"control_prevention\", \"convicted\", \"conway\", \"coo\", \"cookie\", \"corbyn\", \"corcoran\", \"corey_lewandowski\", \"cosby\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"cough\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"could\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country_illegally\", \"county_sheriff\", \"county_sheriff\", \"court\", \"court\", \"court\", \"court\", \"court\", \"court_document\", \"court_document\", \"courtroom\", \"cox\", \"cox\", \"cox\", \"crash\", \"crash\", \"crash\", \"credit_suisse\", \"crew\", \"crew\", \"crew\", \"crew\", \"crew\", \"crew\", \"crew\", \"crime\", \"crime\", \"crime\", \"crime\", \"crime\", \"crime\", \"crime\", \"crime\", \"crime_scene\", \"criminal\", \"criminal\", \"criminal\", \"criminal\", \"critical_condition\", \"crooked_hillary\", \"crowd\", \"crowd\", \"crowd\", \"crowd\", \"crowd\", \"crowd\", \"crowd\", \"cruz\", \"cuba\", \"cuba\", \"cuban\", \"cuomo\", \"curriculum\", \"curry\", \"curry\", \"custom_border\", \"customer\", \"customer\", \"customer\", \"customer\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cut\", \"cyberattacks\", \"dallas\", \"dallas\", \"dallas\", \"dallas\", \"dallas\", \"dallas\", \"dalton\", \"dam\", \"dancer\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"daughter\", \"daughter\", \"daughter\", \"daughter\", \"daughter_ivanka\", \"david_cameron\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"de_blasio\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"deal\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death\", \"death_penalty\", \"death_penalty\", \"death_row\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debris\", \"debt\", \"debt\", \"debt\", \"debt\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"decade\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"december\", \"deduction\", \"defendant\", \"defense_attorney\", \"delegate\", \"delta\", \"delta\", \"delta_air\", \"dementia\", \"democrat\", \"democrat\", \"democrat\", \"democratic\", \"democratic\", \"democratic\", \"democratic\", \"democratic\", \"democratic\", \"democratic_presidential\", \"democratic_presidential\", \"demonstration\", \"demonstration\", \"demonstration\", \"demonstrator\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department_homeland\", \"department_homeland\", \"deport\", \"deportation\", \"deported\", \"deported\", \"deporting\", \"deputy_attorney\", \"design\", \"design\", \"design\", \"design\", \"designer\", \"designer\", \"designer\", \"detective\", \"detonate\", \"detonated\", \"devos\", \"dhaka\", \"diabetes\", \"diagnosed\", \"diagnosed\", \"died\", \"died\", \"died\", \"died\", \"died\", \"died\", \"died\", \"died\", \"died\", \"died\", \"diet\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"disease\", \"disney\", \"disney\", \"district_attorney\", \"djokovic\", \"dnc\", \"doctor\", \"doctor\", \"doctor\", \"document\", \"document\", \"document\", \"document\", \"document\", \"document\", \"document\", \"document\", \"documentary\", \"documentary\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"doe\", \"dog\", \"dog\", \"dog\", \"doj\", \"donald_trump\", \"donald_trump\", \"donald_trump\", \"donald_trump\", \"donald_trump\", \"donald_trump\", \"donnell\", \"dossier\", \"downing_street\", \"downtown\", \"downtown\", \"downtown\", \"dr\", \"dr\", \"dr\", \"dr\", \"dr\", \"draft_pick\", \"drama\", \"drama\", \"drama\", \"drama\", \"drama\", \"drama\", \"drama\", \"drama\", \"drama\", \"driver\", \"driver\", \"driver\", \"driver\", \"driver\", \"drug\", \"drug\", \"drug\", \"drug_cartel\", \"duke\", \"duke\", \"duke\", \"durant\", \"duterte\", \"dylan\", \"dylann_roof\", \"earnings_call\", \"earth\", \"earth\", \"earth\", \"earthquake\", \"east_jerusalem\", \"easter\", \"eastern_aleppo\", \"ebola\", \"ebola\", \"economic\", \"economic\", \"economic\", \"economic\", \"economic\", \"economic\", \"economic_growth\", \"economist\", \"economist\", \"economy\", \"economy\", \"economy\", \"economy\", \"editor\", \"editor\", \"editor\", \"education\", \"education\", \"education\", \"education\", \"educational\", \"educational\", \"educational\", \"educational\", \"educator\", \"egyptian\", \"egyptian\", \"eisen\", \"el_chapo\", \"election\", \"election\", \"election\", \"election\", \"election\", \"election\", \"electoral_vote\", \"electric_car\", \"elevator\", \"ellison\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"emmy\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"endowment\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"energy\", \"enforcement\", \"enforcement\", \"enforcement\", \"enforcement\", \"enforcement\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"episode\", \"erdogan\", \"espn\", \"espn\", \"est\", \"et\", \"eu\", \"europe\", \"europe\", \"europe\", \"european\", \"european\", \"european_union\", \"evacuated\", \"evacuated\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"even\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"everybody\", \"everybody\", \"everybody\", \"everything\", \"everything\", \"everything\", \"everything\", \"everything\", \"everything\", \"everything\", \"everything\", \"everything\", \"evidence\", \"evidence\", \"evidence\", \"evidence\", \"evidence\", \"evidence\", \"evidence\", \"evidence\", \"example\", \"example\", \"example\", \"example\", \"example\", \"example\", \"example\", \"execution\", \"execution\", \"execution\", \"execution\", \"execution\", \"executive_order\", \"executive_order\", \"executive_order\", \"exhibition\", \"exhibition\", \"exit_poll\", \"exonerated\", \"explosion\", \"explosion\", \"explosion\", \"explosion\", \"explosive_device\", \"exxon\", \"facebook\", \"facebook\", \"facebook\", \"facebook\", \"facebook\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"faculty\", \"fake_news\", \"fake_news\", \"falluja\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"family\", \"fan\", \"fan\", \"fan\", \"fan\", \"fan\", \"fan\", \"father\", \"father\", \"father\", \"father\", \"fbi\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"february\", \"federal\", \"federal\", \"federal\", \"federal\", \"federal\", \"federal\", \"federal\", \"federal_reserve\", \"fee\", \"fee\", \"fee\", \"fee\", \"feel_like\", \"feel_like\", \"feel_like\", \"felony\", \"felony\", \"female\", \"female\", \"female\", \"female\", \"female\", \"feminism\", \"feminist\", \"fentanyl\", \"ferguson\", \"ferguson\", \"ferguson\", \"ferrari\", \"fetus\", \"fidel_castro\", \"fifa\", \"fighter\", \"fighter\", \"fighter\", \"fighter\", \"fighter\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"fighting\", \"filibuster\", \"film\", \"filmmaker\", \"filmmaking\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"fire\", \"firearm\", \"firm\", \"firm\", \"firm\", \"firm\", \"firm\", \"firm\", \"firm\", \"firm\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"fiscal\", \"fiscal\", \"fisher\", \"fitbit\", \"flag\", \"flag\", \"flag\", \"flag\", \"flag\", \"flavor\", \"fletcher\", \"flight\", \"flight\", \"flight\", \"flight\", \"flight\", \"flight_attendant\", \"flooding\", \"flooding\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"florida\", \"flour\", \"flower\", \"flower\", \"flower\", \"flu\", \"flynn\", \"food\", \"food\", \"food\", \"food\", \"food\", \"food\", \"food\", \"food\", \"food_drug\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"foot\", \"football\", \"football\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"force\", \"foreclosure\", \"forgot\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"former\", \"fossil_fuel\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found\", \"found_guilty\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"four\", \"fox\", \"fox\", \"fox\", \"fox\", \"fox\", \"fox_news\", \"fox_news\", \"fox_news\", \"france\", \"france\", \"france\", \"france_germany\", \"francis\", \"francis\", \"freddie_gray\", \"freedom\", \"freedom\", \"freedom\", \"freedom\", \"freedom\", \"freedom\", \"freedom_caucus\", \"french\", \"french\", \"french\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friday\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"funeral\", \"funeral\", \"fx\", \"gallery\", \"game\", \"game\", \"game\", \"game\", \"game\", \"game_throne\", \"garden\", \"garden\", \"garden\", \"gary_johnson\", \"gawker\", \"gay\", \"gay\", \"gay\", \"gaza\", \"gdp\", \"ge\", \"gender\", \"genetic\", \"genre\", \"genre\", \"georgia\", \"georgia\", \"georgia\", \"georgia\", \"georgia\", \"georgia\", \"georgia\", \"georgia\", \"german\", \"german\", \"germany\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"getting\", \"ghani\", \"gilbert\", \"gingrich\", \"girl\", \"girl\", \"gm\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"god\", \"god\", \"god\", \"god\", \"god\", \"going\", \"going\", \"going\", \"going\", \"going\", \"going\", \"going\", \"going\", \"gold\", \"gold\", \"gold\", \"gold\", \"gold\", \"gold_medal\", \"golden_globe\", \"golden_state\", \"goldman\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"goodell\", \"google\", \"google\", \"google_search\", \"gop\", \"gorka\", \"gorsuch\", \"got\", \"got\", \"got\", \"got\", \"got\", \"got\", \"got\", \"gov_andrew\", \"government\", \"government\", \"government\", \"government\", \"government\", \"government\", \"government\", \"government\", \"government\", \"government\", \"governor\", \"governor\", \"governor\", \"governor\", \"governor\", \"governor\", \"governor\", \"governor\", \"grade\", \"grade\", \"grade\", \"graduate\", \"graduate\", \"grand_slam\", \"greece\", \"green_party\", \"greene\", \"greene\", \"grief\", \"grief\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"growth\", \"growth\", \"growth\", \"growth\", \"guess\", \"guess\", \"guest\", \"guest\", \"guest\", \"guest\", \"guest\", \"guest\", \"guest\", \"gun\", \"gun\", \"gun\", \"gun\", \"guy\", \"guy\", \"guy\", \"guzm\\u00e1n\", \"gymnast\", \"hack\", \"hack\", \"hack\", \"hacker\", \"hacker\", \"hacking\", \"haiti\", \"haitian\", \"hamas\", \"hamilton\", \"handgun\", \"hannity\", \"hansen\", \"harper\", \"harris\", \"harris\", \"harris\", \"harvey\", \"harvey\", \"hbo\", \"hbo\", \"head_coach\", \"health\", \"health\", \"health\", \"health\", \"health_insurance\", \"healthcare\", \"healthcare\", \"healthcare\", \"healthcare\", \"heart_disease\", \"hedge_fund\", \"helium\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"help\", \"hernandez\", \"hernandez\", \"hey\", \"hey\", \"hidden_figure\", \"high_school\", \"high_school\", \"high_school\", \"high_school\", \"high_school\", \"higher_education\", \"hillary\", \"hillary\", \"hillary_clinton\", \"hillary_clinton\", \"hillary_clinton\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"history\", \"hollywood\", \"hollywood_reporter\", \"holmes\", \"holmes\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"homicide\", \"honduras\", \"hong_kong\", \"hong_kong\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hostage\", \"hostage\", \"hotel\", \"hotel\", \"hotel\", \"hotel\", \"hotel\", \"hotel\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"houthis\", \"howell\", \"huckabee\", \"huma_abedin\", \"human\", \"human\", \"human\", \"human\", \"human\", \"human\", \"human\", \"human\", \"hungarian\", \"hungary\", \"hurricane\", \"hurricane\", \"hurricane_matthew\", \"husband\", \"husband\", \"husband\", \"husband\", \"husband\", \"hussein\", \"iceland\", \"illegal_immigrant\", \"illegal_immigration\", \"illegal_immigration\", \"illegally\", \"illegally\", \"illegally\", \"illegally\", \"image\", \"image\", \"image\", \"image\", \"image\", \"image\", \"image\", \"image\", \"image\", \"image\", \"immigrant\", \"immigrant\", \"immigrant\", \"immigrant\", \"immigration\", \"immigration\", \"immigration\", \"immigration\", \"immigration_custom\", \"immigration_enforcement\", \"immigration_policy\", \"immigration_policy\", \"inauguration\", \"inauguration\", \"inch\", \"inch\", \"inch\", \"incident\", \"incident\", \"incident\", \"incident\", \"incident\", \"incident\", \"incident\", \"incident\", \"incident\", \"income\", \"income\", \"income_tax\", \"increase\", \"increase\", \"increase\", \"increase\", \"increase\", \"increase\", \"increase\", \"increase\", \"indeed\", \"indeed\", \"indeed\", \"indeed\", \"indeed\", \"indeed\", \"india\", \"india\", \"india\", \"india\", \"indian\", \"indian\", \"indian\", \"infected\", \"infection\", \"inflation\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"inmate\", \"insulin\", \"insurance\", \"insurance\", \"insurance\", \"insurance\", \"insurer\", \"intelligence\", \"intelligence\", \"intelligence\", \"intelligence\", \"intelligence\", \"intelligence\", \"intelligence_agency\", \"intelligence_agency\", \"intelligence_committee\", \"intelligence_community\", \"interest_rate\", \"interface\", \"interior_minister\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"international\", \"internet\", \"internet\", \"internet\", \"internet\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"interview\", \"investigation\", \"investigation\", \"investigation\", \"investigation\", \"investigator\", \"investigator\", \"investigator\", \"investigator\", \"investigator\", \"investment\", \"investment\", \"investor\", \"investor\", \"iowa\", \"iowa\", \"iowa\", \"iowa\", \"iphone\", \"iran\", \"iranian\", \"iraq\", \"iraq\", \"iraq_syria\", \"iraqi\", \"iraqi\", \"iraqi_force\", \"isi\", \"isi\", \"isi\", \"isi_fighter\", \"isil\", \"islamic_state\", \"islamic_state\", \"island\", \"island\", \"island\", \"island\", \"island\", \"israel\", \"israel\", \"israeli\", \"israeli_palestinian\", \"israeli_settlement\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"italian\", \"italian\", \"italian\", \"italy\", \"italy\", \"ivanka\", \"ivanka_trump\", \"ivanka_trump\", \"jackson\", \"jackson\", \"jackson\", \"jackson\", \"jackson\", \"jackson\", \"jail\", \"jail\", \"jail\", \"jail\", \"james_comey\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"january\", \"japan\", \"japan\", \"japan\", \"japanese\", \"japanese\", \"japanese\", \"japanese\", \"jenkins\", \"jenner\", \"jeremy_corbyn\", \"jerusalem\", \"jewish\", \"jewish\", \"jewish\", \"jewish\", \"jihadist\", \"jihadist\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"joel_pollak\", \"journalism\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalist\", \"journalistic\", \"jpmorgan\", \"judge\", \"judge\", \"judge\", \"judge\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"july\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"june\", \"juno\", \"juror\", \"jury\", \"justice_department\", \"justice_department\", \"kabul\", \"kaine\", \"kalanick\", \"kanye_west\", \"kasich\", \"kellyanne_conway\", \"khan\", \"kid\", \"kid\", \"kid\", \"kid\", \"kid\", \"killed\", \"killed\", \"killed\", \"killed\", \"killed\", \"killed\", \"kilometer_mile\", \"kim\", \"kim\", \"kim\", \"kind\", \"kind\", \"kind\", \"kind\", \"kind\", \"kind\", \"kind\", \"kind\", \"king\", \"king\", \"king\", \"king\", \"king\", \"king\", \"king\", \"king\", \"king\", \"king\", \"kislyak\", \"knight\", \"knight\", \"know\", \"know\", \"know\", \"know\", \"know\", \"know\", \"know\", \"know\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"known\", \"knox\", \"korea\", \"korean\", \"kraft\", \"kurdish\", \"kushner\", \"la\", \"la\", \"la\", \"la\", \"la\", \"la\", \"la_la\", \"lab\", \"lab\", \"lab\", \"labor\", \"labor\", \"labor\", \"labor\", \"labor\", \"labor\", \"labor\", \"labor_market\", \"labour\", \"labour_party\", \"lander\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"last\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"later\", \"law\", \"law\", \"law\", \"law\", \"law\", \"law\", \"law\", \"law\", \"law_enforcement\", \"law_enforcement\", \"law_enforcement\", \"law_enforcement\", \"law_enforcement\", \"lawyer\", \"lawyer\", \"lawyer\", \"lawyer\", \"lawyer\", \"lawyer\", \"lawyer\", \"le_pen\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader_mitch\", \"league\", \"league\", \"leak\", \"leak\", \"leak\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"least\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave_european\", \"lee\", \"lee\", \"lee\", \"lee\", \"lee\", \"lee\", \"lee\", \"leftist\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal_status\", \"lemon\", \"leslie_jones\", \"let\", \"let\", \"let\", \"let\", \"let\", \"let\", \"let\", \"let\", \"let\", \"let\", \"lewandowski\", \"lewis\", \"lewis\", \"lewis\", \"lewis\", \"lgbt\", \"lgbt\", \"libya\", \"libya\", \"libya\", \"libya\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"like\", \"line_duty\", \"little_bit\", \"little_bit\", \"little_bit\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local_hospital\", \"lockdown\", \"logic\", \"london\", \"london\", \"london\", \"london\", \"london\", \"london\", \"lone_wolf\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"look\", \"los_angeles\", \"los_angeles\", \"los_angeles\", \"los_angeles\", \"los_angeles\", \"los_angeles\", \"los_angeles\", \"lot\", \"lot\", \"lot\", \"lot\", \"lot\", \"love\", \"love\", \"love\", \"love\", \"love\", \"love\", \"love\", \"love\", \"loved_one\", \"loved_one\", \"loved_one\", \"lyft\", \"lyric\", \"machado\", \"machine_learning\", \"macron\", \"mad\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"made\", \"madonna\", \"madrid\", \"maduro\", \"mainland\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"malaysia\", \"malaysian\", \"male\", \"male\", \"male\", \"male\", \"male_female\", \"malik\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"mandatory_evacuation\", \"manhunt\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"mar\", \"mar\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"march\", \"marco_rubio\", \"margin_error\", \"marijuana\", \"marijuana\", \"marijuana\", \"maritime\", \"mark_cuban\", \"mark_zuckerberg\", \"market\", \"market\", \"market\", \"market\", \"marlow\", \"marriage\", \"marriage\", \"marriage\", \"marriage\", \"marvel\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"match\", \"mateen\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matter\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"matthew\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"may\", \"maybe\", \"maybe\", \"maybe\", \"mayor\", \"mayor\", \"mayor\", \"mayor\", \"mayor\", \"mcconnell\", \"mccrory\", \"mccullough\", \"measles\", \"medal\", \"medal\", \"medicaid\", \"medical\", \"medical\", \"medical\", \"medical\", \"medical\", \"medical\", \"medical\", \"medical_examiner\", \"medical_marijuana\", \"medication\", \"medication\", \"medicine\", \"medicine\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"melania_trump\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"meme\", \"meme\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"men\", \"menendez\", \"menu\", \"merkel\", \"meryl_streep\", \"metadata\", \"meteorologist\", \"metropolitan_police\", \"mexican\", \"mexican_authority\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico_pay\", \"mia\", \"miami\", \"miami\", \"miami\", \"miami\", \"miami\", \"miami\", \"miami\", \"miami\", \"miami\", \"michael_flynn\", \"microcephaly\", \"microsoft\", \"middle_east\", \"middle_east\", \"middle_east\", \"middle_east\", \"middle_east\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"might\", \"migrant\", \"migrant_crisis\", \"mike_penny\", \"mike_penny\", \"mike_penny\", \"mile\", \"mile\", \"mile\", \"mile\", \"mile\", \"mile\", \"mile\", \"mile\", \"mile\", \"military\", \"military\", \"military\", \"military\", \"military\", \"military\", \"militia\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"million\", \"milo\", \"milo_yiannopoulos\", \"milo_yiannopoulos\", \"minister\", \"minister\", \"minister\", \"minister\", \"minister\", \"misdemeanor\", \"missile\", \"missile\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"mission\", \"model\", \"model\", \"model\", \"model\", \"model\", \"model\", \"model\", \"model\", \"model\", \"modi\", \"mom\", \"mom\", \"mom\", \"money\", \"money\", \"money\", \"money\", \"money\", \"money\", \"money\", \"money\", \"money\", \"moon\", \"moon\", \"moon\", \"moonlight\", \"moore\", \"moore\", \"moore\", \"moore\", \"moral\", \"morgan_stanley\", \"mosque\", \"mosquito\", \"mosul\", \"mother\", \"mother\", \"mother\", \"mother\", \"motorist\", \"movement\", \"movement\", \"movement\", \"movement\", \"movement\", \"movement\", \"movie\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"msnbc\", \"msnbc\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"mueller\", \"muhammad\", \"murder\", \"murder\", \"murder\", \"murder\", \"murray\", \"murray\", \"murray\", \"museum\", \"museum\", \"museum\", \"music\", \"music\", \"music\", \"musician\", \"musician\", \"musk\", \"muslim\", \"muslim\", \"muslim\", \"muslim\", \"muslim\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"must\", \"myanmar\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"nasa\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national_anthem\", \"national_security\", \"national_security\", \"national_security\", \"national_weather\", \"nato\", \"nato\", \"nato\", \"navy\", \"navy\", \"navy\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"neighborhood\", \"neighborhood\", \"neighborhood\", \"neighborhood\", \"neighborhood\", \"neighborhood\", \"netanyahu\", \"netflix\", \"netherlands\", \"netherlands\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new_hampshire\", \"new_hampshire\", \"new_hampshire\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"new_york\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"news\", \"newtown\", \"nfl\", \"nice_france\", \"nigerian\", \"noaa\", \"nomination\", \"nomination\", \"nomination\", \"nominee\", \"nominee\", \"nominee\", \"nominee\", \"nominee_donald\", \"nordstrom\", \"north_charleston\", \"north_korea\", \"north_korean\", \"northern_ireland\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"november\", \"nsa\", \"nuclear\", \"nuclear\", \"nuclear\", \"nuclear_weapon\", \"nuclear_weapon\", \"nuclear_weapon\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"nunes\", \"nutrition\", \"nypd\", \"obama\", \"obama\", \"obama\", \"obama\", \"obama\", \"obama\", \"obesity\", \"ocean\", \"ocean\", \"ocean\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"october\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"often\", \"oh\", \"oh\", \"oh\", \"oil_price\", \"ok\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"olympic\", \"olympics\", \"omar_mateen\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"online\", \"operating_system\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opioid\", \"oracle\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"ortiz\", \"oscar\", \"outbreak\", \"outbreak\", \"outbreak\", \"outlet\", \"outlet\", \"outlet\", \"outlet\", \"outlet\", \"outlet\", \"outlet\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"oval_office\", \"oval_office\", \"owen\", \"owen\", \"page\", \"page\", \"page\", \"page\", \"page\", \"page\", \"page\", \"page\", \"painter\", \"painting\", \"painting\", \"painting\", \"pakistan\", \"palantir\", \"palestine\", \"palestinian\", \"palestinian_authority\", \"palin\", \"palmyra\", \"panda\", \"parachute\", \"paramedic\", \"parent\", \"parent\", \"parent\", \"parent\", \"parent\", \"parent\", \"parent\", \"paris\", \"paris\", \"paris\", \"paris\", \"paris\", \"paris_agreement\", \"parliament\", \"parliament\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"passenger\", \"passenger\", \"passenger\", \"passenger\", \"pastor\", \"pastor\", \"patent\", \"patient\", \"patriot\", \"patriot\", \"patriot\", \"paul_ryan\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pc\", \"pc\", \"pebble\", \"penn_state\", \"penny\", \"penny\", \"penny\", \"pension\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"per_share\", \"perceived\", \"perceived\", \"perceived\", \"perceived\", \"percent\", \"percent\", \"percent\", \"percent\", \"percent\", \"percent\", \"perhaps\", \"perhaps\", \"perhaps\", \"perhaps\", \"perhaps\", \"perhaps\", \"perhaps\", \"perhaps\", \"peso\", \"petraeus\", \"pe\\u00f1a_nieto\", \"pharmacy\", \"pharmacy\", \"phelps\", \"philippine\", \"philippine\", \"philippine\", \"photo\", \"photo\", \"photo\", \"photo\", \"photo\", \"photo\", \"photo\", \"photo\", \"photograph\", \"photograph\", \"photograph\", \"photograph\", \"photograph\", \"photograph\", \"photograph\", \"photograph\", \"photographer\", \"photographer\", \"photographer\", \"photography\", \"physician\", \"physician\", \"pilot\", \"pilot\", \"pilot\", \"pilot\", \"pistol\", \"pistol\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"plaintiff\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plane\", \"plane\", \"plane\", \"plane\", \"plane\", \"plane\", \"planet\", \"planet\", \"planet\", \"planet\", \"planned_parenthood\", \"planned_parenthood\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"play\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"played\", \"player\", \"player\", \"player\", \"playoff\", \"pleaded_guilty\", \"poem\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"poland\", \"police\", \"police\", \"police_custody\", \"police_officer\", \"police_officer\", \"police_officer\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"political\", \"political\", \"political\", \"political\", \"political\", \"political\", \"political\", \"political\", \"political_correctness\", \"politifact\", \"poll\", \"poll\", \"poll\", \"polling\", \"pope\", \"pope_francis\", \"portrait\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"post\", \"posted\", \"posted\", \"posted\", \"posted\", \"posted\", \"posted\", \"posted\", \"posted\", \"posted\", \"posting\", \"posting\", \"posting\", \"posting\", \"potus\", \"powell\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"prayer\", \"prayer\", \"pregnant_woman\", \"premiere\", \"presidency\", \"presidency\", \"presidency\", \"presidency\", \"presidency\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president\", \"president_barack\", \"president_barack\", \"president_barack\", \"president_barack\", \"president_barack\", \"president_barack\", \"president_bashar\", \"president_enrique\", \"president_xi\", \"presidential\", \"presidential\", \"presidential\", \"presidential\", \"presidential\", \"presidential\", \"presidential\", \"pretty\", \"pretty\", \"pretty\", \"pretty\", \"pretty\", \"pretty_much\", \"pretty_much\", \"pretty_much\", \"price\", \"price\", \"price\", \"price\", \"price\", \"price\", \"priebus\", \"priest\", \"priest\", \"primary\", \"primary\", \"primary\", \"primary\", \"primary\", \"primary\", \"primary\", \"primary\", \"primary\", \"prime_minister\", \"prime_minister\", \"prime_minister\", \"prime_minister\", \"prince\", \"prince\", \"prince\", \"principle\", \"principle\", \"prison\", \"prison\", \"prison\", \"prison_sentence\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probably\", \"probe\", \"probe\", \"probe\", \"producer\", \"producer\", \"product\", \"product\", \"product\", \"product\", \"product\", \"product\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"program\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"prosecutor\", \"prosecutor\", \"protagonist\", \"protest\", \"protest\", \"protest\", \"protest\", \"protest\", \"protest\", \"protest\", \"protest\", \"protester\", \"protester\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public_health\", \"public_health\", \"publisher\", \"publisher\", \"publisher\", \"putin\", \"putin\", \"putin\", \"pyongyang\", \"qatari\", \"quake\", \"quarterback\", \"race\", \"race\", \"race\", \"race\", \"race\", \"race\", \"race\", \"race\", \"racial\", \"racial\", \"racial\", \"racial\", \"racism\", \"racism\", \"racist\", \"racist\", \"racist\", \"racist\", \"rahim\", \"rain\", \"rain\", \"rain\", \"raleigh\", \"rally\", \"rally\", \"rally\", \"rally\", \"rally\", \"rally\", \"rally\", \"ramadi\", \"ramirez\", \"ramos\", \"raped\", \"raped\", \"rapper\", \"rate\", \"rate\", \"rate\", \"rather\", \"rather\", \"rather\", \"rather\", \"rather\", \"rather\", \"rather\", \"rather\", \"rational\", \"realdonaldtrump\", \"really\", \"really\", \"really\", \"really\", \"rebel\", \"rebel\", \"rebel\", \"recession\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"reef\", \"referendum\", \"referendum\", \"refugee\", \"refugee\", \"regime\", \"regime\", \"regime\", \"regime\", \"region\", \"region\", \"region\", \"region\", \"region\", \"region\", \"region\", \"region\", \"region\", \"regulation\", \"regulation\", \"regulation\", \"regulation\", \"regulation\", \"regulation\", \"regulatory\", \"regulatory\", \"reilly\", \"reilly\", \"reince_priebus\", \"reince_priebus\", \"release_tax\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remain\", \"remark\", \"remark\", \"remark\", \"remark\", \"remark\", \"rep\", \"rep\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reported\", \"reporter\", \"reporter\", \"reporter\", \"reporter\", \"reporter\", \"reporter\", \"reporter\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"reporting\", \"republican\", \"republican\", \"republican\", \"republican_presidential\", \"republican_presidential\", \"rescuer\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"research\", \"researcher\", \"researcher\", \"researcher\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"respiratory\", \"restaurant\", \"restaurant\", \"restaurant\", \"restaurant\", \"restaurant\", \"restaurant\", \"restaurant\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"retail\", \"retail\", \"retail\", \"retailer\", \"revenue_growth\", \"reynolds\", \"richards\", \"richmond\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"right\", \"rio\", \"riot\", \"riot\", \"riot\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"river\", \"river\", \"river\", \"river\", \"river\", \"rnc\", \"road\", \"road\", \"road\", \"road\", \"road\", \"road\", \"road\", \"road\", \"road\", \"robbery\", \"robot\", \"robot\", \"robot\", \"robotic\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"role\", \"rolling_stone\", \"romney\", \"rosenstein\", \"rubio\", \"runner\", \"russia\", \"russia\", \"russian\", \"russian\", \"ryan\", \"ryan\", \"ryan\", \"sale\", \"sale\", \"sale\", \"samsung\", \"san_francisco\", \"san_francisco\", \"san_francisco\", \"san_francisco\", \"san_francisco\", \"san_jose\", \"sander\", \"sander\", \"sandusky\", \"sandwich\", \"santa\", \"santorum\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saturday\", \"saudi\", \"saudi_arabia\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"saying\", \"scalia\", \"scarborough\", \"scene\", \"scene\", \"scene\", \"scene\", \"scene\", \"scene\", \"scene\", \"schiff\", \"scholarship\", \"scholarship\", \"school\", \"school\", \"school\", \"school\", \"school\", \"school_district\", \"science\", \"science\", \"science\", \"science\", \"science\", \"science\", \"scientific\", \"scientific\", \"scientist\", \"scientist\", \"scotland\", \"scottish\", \"sculpture\", \"sea\", \"sea\", \"sea\", \"sea\", \"sea\", \"sea\", \"sean_hannity\", \"sears\", \"season\", \"season\", \"season\", \"season\", \"season\", \"season\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"second\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"security\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"selma\", \"semester\", \"semifinal\", \"senate\", \"senate\", \"senate_intelligence\", \"senate_majority\", \"senator\", \"senator\", \"senator\", \"sensor\", \"sentence\", \"sentence\", \"sentence\", \"sentenced\", \"sentencing\", \"sentencing\", \"seoul\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"september\", \"sequel\", \"sergeant\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"series\", \"sermon\", \"server\", \"server\", \"server\", \"server\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"session\", \"session\", \"session\", \"session\", \"session\", \"session\", \"session\", \"sex\", \"sex\", \"sex\", \"sexism\", \"sexual\", \"sexual\", \"sexual\", \"sexual\", \"sexual_abuse\", \"sexuality\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"shareholder\", \"sharia\", \"sharia\", \"sharif\", \"shark\", \"shark_tank\", \"shelby\", \"sheriff\", \"sheriff\", \"sheriff\", \"sheriff_deputy\", \"sheriff_office\", \"sherman\", \"ship\", \"ship\", \"ship\", \"ship\", \"shooting\", \"shooting\", \"shooting\", \"shooting\", \"shooting\", \"shooting\", \"shootout\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot\", \"shot_dead\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"side_effect\", \"sikh\", \"silicon_valley\", \"silicon_valley\", \"silicon_valley\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simply\", \"simpson\", \"sin\", \"sinai\", \"sinaloa\", \"sinaloa_cartel\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"since\", \"singer\", \"singh\", \"sioux_tribe\", \"sister\", \"sister\", \"sister\", \"sister\", \"sister\", \"sister\", \"sitcom\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"sky_news\", \"slain\", \"slain\", \"slaying\", \"slaying\", \"slowdown\", \"smarter\", \"smarter\", \"snow\", \"soccer\", \"social_medium\", \"social_medium\", \"social_medium\", \"social_medium\", \"social_network\", \"society\", \"society\", \"society\", \"society\", \"society\", \"software\", \"software\", \"solarcity\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"something\", \"something\", \"something\", \"something\", \"something\", \"son\", \"son\", \"son\", \"son\", \"son\", \"song\", \"soros\", \"sound_like\", \"sound_like\", \"sound_like\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"south_china\", \"south_korea\", \"south_korean\", \"southern_border\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space_station\", \"spacecraft\", \"spain\", \"spain\", \"spain\", \"spain\", \"special_agent\", \"special_counsel\", \"speech\", \"speech\", \"speech\", \"speech\", \"spiegel\", \"spokesperson\", \"sport\", \"sport\", \"stadium\", \"stadium\", \"standing_rock\", \"star\", \"star\", \"star\", \"star\", \"star\", \"star\", \"star\", \"star\", \"star\", \"star_war\", \"starbucks\", \"starbucks\", \"starring\", \"startup\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state_department\", \"state_department\", \"state_department\", \"state_department\", \"state_department\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statue\", \"statue\", \"stein\", \"stein\", \"steve_bannon\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"stock\", \"stock\", \"stock\", \"stock\", \"stock_price\", \"stockholm\", \"store\", \"store\", \"store\", \"store\", \"store\", \"store\", \"storm\", \"storm\", \"storm\", \"storm_surge\", \"story\", \"story\", \"story\", \"story\", \"story\", \"story\", \"story\", \"story\", \"story\", \"streep\", \"street\", \"street\", \"street\", \"street\", \"street\", \"street\", \"student\", \"studio\", \"studio\", \"study\", \"study\", \"study\", \"study\", \"study\", \"study\", \"study\", \"study\", \"study_published\", \"stuff\", \"style\", \"style\", \"style\", \"style\", \"style\", \"submarine\", \"subpoena\", \"subsidy\", \"suicide_bomber\", \"suicide_bombing\", \"sunni\", \"super_bowl\", \"super_bowl\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"supporter\", \"supporter\", \"supporter\", \"supporter\", \"supporter\", \"supporter\", \"supporter\", \"supreme_court\", \"supreme_court\", \"sure\", \"sure\", \"sure\", \"sure\", \"sure\", \"sure\", \"sure\", \"surface\", \"surface\", \"surface\", \"surface\", \"surface\", \"surface\", \"surface\", \"surveillance_video\", \"survivor\", \"survivor\", \"survivor\", \"survivor\", \"survivor\", \"suspect\", \"suspect\", \"suspect\", \"suspect\", \"suspect\", \"suspect\", \"suspect\", \"swimmer\", \"swing_state\", \"symptom\", \"syria\", \"syria_iraq\", \"syrian\", \"syrian_refugee\", \"syrian_refugee\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"taiwan\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"taken_custody\", \"taliban\", \"talking\", \"talking\", \"talking\", \"talking\", \"tanner\", \"tapper\", \"tapper\", \"tariff\", \"tattoo\", \"tattoo\", \"tax\", \"tax\", \"tax_break\", \"tax_rate\", \"tb\", \"teacher\", \"teacher\", \"teacher\", \"teacher_union\", \"teaching\", \"teaching\", \"teaching\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"team\", \"teammate\", \"tear_gas\", \"tech\", \"tech\", \"tech\", \"tech\", \"tech_company\", \"technology\", \"technology\", \"technology\", \"technology\", \"technology\", \"technology\", \"ted_cruz\", \"ted_cruz\", \"tehran\", \"telescope\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"television\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"temperature\", \"temperature\", \"temperature\", \"tennis\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"terror\", \"terror\", \"terror\", \"terror\", \"terror\", \"terror_group\", \"terrorism\", \"terrorism\", \"terrorism\", \"terrorism\", \"terrorism\", \"terrorism\", \"terrorist\", \"terrorist\", \"terrorist_attack\", \"terrorist_attack\", \"terrorist_attack\", \"terrorist_attack\", \"terrorist_group\", \"tesla\", \"test\", \"test\", \"test\", \"test\", \"test\", \"test\", \"test\", \"test\", \"test\", \"test\", \"theater\", \"theater\", \"theater\", \"theresa_may\", \"thiel\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"think\", \"think\", \"think\", \"think\", \"think\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"thought\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"threat\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"three\", \"tie_russia\", \"tikrit\", \"tillerson\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"tinder\", \"title\", \"title\", \"title\", \"title\", \"title\", \"title\", \"title\", \"title\", \"title\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told\", \"told_cnn\", \"told_cnn\", \"told_cnn\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"tornado\", \"tory\", \"touchdown\", \"tournament\", \"tout\", \"touted\", \"touted\", \"tpp\", \"trade\", \"trade\", \"trade\", \"trade\", \"trade\", \"trade\", \"trade\", \"trade\", \"traffic_stop\", \"train\", \"train\", \"train\", \"train\", \"train\", \"train\", \"train\", \"train\", \"train\", \"trans\", \"transgender\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"treatment\", \"tree\", \"tree\", \"tree\", \"trial\", \"trial\", \"trial\", \"trial\", \"trial\", \"trillion\", \"tripoli\", \"troop\", \"troop\", \"tropical_storm\", \"truck\", \"truck\", \"truck\", \"truck\", \"trudeau\", \"trump\", \"trump\", \"trump\", \"trump_tower\", \"trump_tower\", \"truth\", \"truth\", \"truth\", \"truth\", \"truth\", \"tsa\", \"tuition\", \"tumblr\", \"tunisian\", \"turk\", \"turkey\", \"turkey\", \"turkish\", \"turkish\", \"turner\", \"tv\", \"tv\", \"tv\", \"tv\", \"tv\", \"tv\", \"tv\", \"tv\", \"tweet\", \"tweet\", \"tweet\", \"tweeted\", \"tweeted\", \"tweeted\", \"tweeted\", \"tweeted\", \"tweeted\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter_account\", \"twitter_account\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"two\", \"uber\", \"uk\", \"uk\", \"ultrasound\", \"un\", \"un\", \"un\", \"un\", \"undergraduate\", \"undocumented\", \"undocumented_immigrant\", \"unemployment_rate\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united\", \"united_kingdom\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"united_state\", \"university\", \"university\", \"university\", \"university\", \"university\", \"university\", \"uranium\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"user\", \"user\", \"user\", \"vaccine\", \"valeant\", \"valuation\", \"value\", \"value\", \"value\", \"value\", \"value\", \"variant\", \"vatican\", \"vehicle\", \"vehicle\", \"vehicle\", \"vehicle\", \"vehicle\", \"vehicle\", \"vehicle\", \"venezuelan\", \"verizon\", \"vermont_senator\", \"vessel\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"vice_mike\", \"victim\", \"victim\", \"victim\", \"victim\", \"victim\", \"victim\", \"victim\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video_clip\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"vigil\", \"violence\", \"violence\", \"violence\", \"violence\", \"violence\", \"violence\", \"violence\", \"violence\", \"virus\", \"visa\", \"visually\", \"vote\", \"vote\", \"voted_leave\", \"voter\", \"voter\", \"voter\", \"voter_fraud\", \"voting\", \"voting\", \"voting\", \"voting\", \"voting_right\", \"voucher\", \"vr\", \"wage\", \"wage\", \"wage\", \"walker\", \"walker\", \"walker\", \"walker\", \"walker\", \"wall\", \"wall\", \"wall\", \"wall\", \"wall\", \"wall\", \"wall\", \"wall\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"warrior\", \"warrior\", \"warrior\", \"warrior\", \"warrior\", \"water\", \"water\", \"water\", \"water\", \"water\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"weather\", \"weather\", \"weather\", \"weather\", \"weather\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"website\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"weinstein\", \"weird\", \"well_fargo\", \"west_bank\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white\", \"white_house\", \"white_house\", \"white_house\", \"white_house\", \"white_supremacist\", \"wife\", \"wife\", \"wife\", \"wife\", \"wife\", \"wife\", \"wife\", \"wikileaks\", \"wikileaks\", \"wildfire\", \"williams\", \"williams\", \"williams\", \"wilson\", \"wilson\", \"wilson\", \"wilson\", \"wilson\", \"wilson\", \"wimbledon\", \"win\", \"win\", \"win\", \"win\", \"win\", \"win\", \"win\", \"win\", \"wind\", \"wind\", \"wind\", \"wind\", \"wind\", \"wireless\", \"wisconsin\", \"wisconsin\", \"wisconsin\", \"wisconsin\", \"woman\", \"woman\", \"woman\", \"woman\", \"woman\", \"woman\", \"woman\", \"woman\", \"word\", \"word\", \"word\", \"word\", \"word\", \"word\", \"word\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worked\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world_cup\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"wounded\", \"wounded\", \"wounded\", \"wounded\", \"wounded\", \"wounded\", \"wright\", \"wright\", \"wright\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"wrote\", \"yahoo\", \"yates\", \"yeah\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"yemen\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yet\", \"yiannopoulos\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"young\", \"younger_brother\", \"youtube\", \"youtube\", \"youtube\", \"yuan\", \"zika\", \"zika_virus\", \"zoo\", \"zuckerberg\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el148881404265488133926725600348\", ldavis_el148881404265488133926725600348_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el148881404265488133926725600348\", ldavis_el148881404265488133926725600348_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el148881404265488133926725600348\", ldavis_el148881404265488133926725600348_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyLDAvis.gensim\n",
    "\n",
    "load_lda_model = gensim.models.ldamodel.LdaModel.load('models/gensim/model_25.gensim')\n",
    "\n",
    "lda_display = pyLDAvis.gensim.prepare(load_lda_model, bow_corpus, dictionary, sort_topics=False)\n",
    "pyLDAvis.display(lda_display)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,py:light"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}