Topic modeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "actual-stockholm",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy import linspace, loadtxt, ones, convolve\n",
    "import pandas as pd\n",
    "#import pickle\n",
    "#from textblob import TextBlob\n",
    "#import matplotlib.pyplot as plt\n",
    "#import matplotlib.lines as ln\n",
    "#from matplotlib.dates import YearLocator, MonthLocator, DateFormatter, drange , date2num\n",
    "import json\n",
    "import os\n",
    "import nltk\n",
    "from nltk import RegexpTokenizer\n",
    "#from collections import Counter\n",
    "import re\n",
    "from datetime import datetime\n",
    "import time\n",
    "#from scipy.signal import savgol_filter\n",
    "import string\n",
    "\n",
    "from gensim import matutils, models\n",
    "import scipy.sparse\n",
    "\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "linear-reducing",
   "metadata": {},
   "outputs": [],
   "source": [
    "global_path = '~/Desktop/Datasets/art/art_writing'\n",
    "path = 'artnet_articles'\n",
    "#path = 'artnet_articles'\n",
    "#path = 'artnet_articles'\n",
    "folderpath = os.path.expanduser(os.path.join(global_path, path))\n",
    "\n",
    "filelist = os.listdir(folderpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "sacred-topic",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>para</th>\n",
       "      <th>pubtime</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Artnet News</td>\n",
       "      <td>Art Industry News is a daily digest of the most consequential developments coming out of the art world and art market. Here’s what you need to know this Wednesday, March 20. NEED-TO-READ The Minimalist painter has had an unusually public and candid struggle with cancer, but his illness has not changed his artistic practice. “It hasn’t made me work any differently,” Marden says. “It’s just been an extra thing to think about.” The 80-year-old artist, who is based in upstate New York, is showin...</td>\n",
       "      <td>2019-03-20 13:16:19</td>\n",
       "      <td>Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Caroline Goldstein</td>\n",
       "      <td>In another installment of our series investigating the final paintings of famous artists , the list takes a darker turn, with many of the artists aware that death was near. That knowledge manifested itself differently, from Stuart Davis’s poetic resignation to the revelation of Marcel Duchamp’s closely kept secret. Once again we used Bernard Chambaz’s book The Last Painting as a jumping off point while adding our own research and insight. Below, see a selection of the works created by artist...</td>\n",
       "      <td>2019-11-08 17:18:05</td>\n",
       "      <td>See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brian Boucher</td>\n",
       "      <td>As museum acquisitions grow, and amid a ballooning number of museums around the world, New York’s New Museum has mounted a show centered around the practice of collecting. The museum itself doesn’t collect, so the show may come with a dose of irony; the curators may intend, with this sprawling show, a knowing nod to the museum enterprise itself. Might the acquisitive urges of business-suited boards of trustees be so distinct from those of the hoarder in apartment 2B? But “The Keeper” isn’t j...</td>\n",
       "      <td>2016-08-12 15:21:58</td>\n",
       "      <td>From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Vivienne Chow</td>\n",
       "      <td>On June 30, the eve of the 23rd anniversary of Britain’s handover of Hong Kong to China, Beijing passed a national security law that changed the semi-autonomous city overnight. The law, which bypassed the local legislature and prohibits acts and activities related to secession, subversion of the state, terrorism and collusion with foreign forces, gives police sweeping powers to conduct warrant-less searches and surveillance. Certain protest slogans and songs have been deemed illegal. Books b...</td>\n",
       "      <td>2020-07-16 12:59:43</td>\n",
       "      <td>Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Taylor Dafoe</td>\n",
       "      <td>A year ago, artist Allison Zuckerman was 26, fresh out of grad school, and frustrated. She was working for a gallery in SoHo and painting in her free time, but she wasn’t showing anywhere. So she began posting her work to Instagram instead. “I would recycle old work—things that I had done in grad school or college—and then Photoshop it, turn it into new compositions,” Zuckerman recalls. “I felt like, ‘What am I going to do, carry my work through the galleries in Chelsea and say please look?’...</td>\n",
       "      <td>2017-12-05 14:14:32</td>\n",
       "      <td>Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Sarah Cascone</td>\n",
       "      <td>On November 15, Wayne Thiebaud , the cherished American painter of cakes and sweets, hits an impressive milestone: his 100th birthday. Born November 1920 in Mesa, Arizona, and raised in California, Thiebaud remains busy and productive even on the eve of his centenary. “I spend a lot of time in the studio,” he told Artnet News. “I work almost every day. I have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting.” Thiebaud’s birthday is bei...</td>\n",
       "      <td>2020-11-13 22:38:06</td>\n",
       "      <td>‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Jasmin Hernandez</td>\n",
       "      <td>MECA international art fair persists no matter what you throw at it. The budding contemporary art fair launched last June, one month after Puerto Rico declared a form of bankruptcy. It returned this month, November 16-19, 2018, in Old San Juan, fourteen months after the island-wide disaster of Hurricane Maria. In the face of all this, what does this small but mighty fair have to offer? During the final day of the 2018 edition, on a sweltering Monday afternoon, I sat down with MECA’s co-found...</td>\n",
       "      <td>2018-11-30 07:00:13</td>\n",
       "      <td>Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Jessica Zhang</td>\n",
       "      <td>In September, artnet’s Jessica Zhang sat down with Philip Tinari, director of Ullens Center for Contemporary Art (UCCA) in the 798 Art District in Beijing. Jessica Zhang : First of all, congratulations on becoming the curator of the China Focus section of the 2014 New York Armory Show. It will be the first time that The Armory Show is hosting a China Focus section, which is a lot of responsibility for you. What do you think led you to play the curator role for this particular event? What wou...</td>\n",
       "      <td>2013-11-25 05:03:46</td>\n",
       "      <td>Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Naomi Rea</td>\n",
       "      <td>Not long ago, many in the art world wondered if we had hit peak biennial. The year 2017 saw so many international art exhibitions crowding the calendar that it was nicknamed “art-maggedon .” Now, following a wave of postponements due to the public-heath situation, it seems that 2021 may give 2017 a run for its money. There are at least 20 major biennials—more biennials than months—so far scheduled for next year, many of which were originally due to take place in 2020.  T he stakes are high f...</td>\n",
       "      <td>2020-06-09 05:00:11</td>\n",
       "      <td>With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Taylor Dafoe</td>\n",
       "      <td>The Carnegie International is the country’s oldest recurring survey, organized by Gilded Age magnate Andrew Carnegie in 1896 in the Pittsburgh museum he founded a year earlier. This year’s edition, the 57th—like the famous Heinz steak sauce, which also hails from the city—is particularly proud of this past. Led by curator Ingrid Schaffner—a Pittsburgh native—one goal of this year’s show is what she calls “Museum Joy,” a phrase she’s coined to connote the delight of looking at art with others...</td>\n",
       "      <td>2018-10-18 18:30:41</td>\n",
       "      <td>The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 author  \\\n",
       "0           Artnet News   \n",
       "1    Caroline Goldstein   \n",
       "2         Brian Boucher   \n",
       "3         Vivienne Chow   \n",
       "4          Taylor Dafoe   \n",
       "..                  ...   \n",
       "295       Sarah Cascone   \n",
       "296    Jasmin Hernandez   \n",
       "297       Jessica Zhang   \n",
       "298           Naomi Rea   \n",
       "299        Taylor Dafoe   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    para  \\\n",
       "0    Art Industry News is a daily digest of the most consequential developments coming out of the art world and art market. Here’s what you need to know this Wednesday, March 20. NEED-TO-READ The Minimalist painter has had an unusually public and candid struggle with cancer, but his illness has not changed his artistic practice. “It hasn’t made me work any differently,” Marden says. “It’s just been an extra thing to think about.” The 80-year-old artist, who is based in upstate New York, is showin...   \n",
       "1    In another installment of our series investigating the final paintings of famous artists , the list takes a darker turn, with many of the artists aware that death was near. That knowledge manifested itself differently, from Stuart Davis’s poetic resignation to the revelation of Marcel Duchamp’s closely kept secret. Once again we used Bernard Chambaz’s book The Last Painting as a jumping off point while adding our own research and insight. Below, see a selection of the works created by artist...   \n",
       "2    As museum acquisitions grow, and amid a ballooning number of museums around the world, New York’s New Museum has mounted a show centered around the practice of collecting. The museum itself doesn’t collect, so the show may come with a dose of irony; the curators may intend, with this sprawling show, a knowing nod to the museum enterprise itself. Might the acquisitive urges of business-suited boards of trustees be so distinct from those of the hoarder in apartment 2B? But “The Keeper” isn’t j...   \n",
       "3    On June 30, the eve of the 23rd anniversary of Britain’s handover of Hong Kong to China, Beijing passed a national security law that changed the semi-autonomous city overnight. The law, which bypassed the local legislature and prohibits acts and activities related to secession, subversion of the state, terrorism and collusion with foreign forces, gives police sweeping powers to conduct warrant-less searches and surveillance. Certain protest slogans and songs have been deemed illegal. Books b...   \n",
       "4    A year ago, artist Allison Zuckerman was 26, fresh out of grad school, and frustrated. She was working for a gallery in SoHo and painting in her free time, but she wasn’t showing anywhere. So she began posting her work to Instagram instead. “I would recycle old work—things that I had done in grad school or college—and then Photoshop it, turn it into new compositions,” Zuckerman recalls. “I felt like, ‘What am I going to do, carry my work through the galleries in Chelsea and say please look?’...   \n",
       "..                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   ...   \n",
       "295  On November 15, Wayne Thiebaud , the cherished American painter of cakes and sweets, hits an impressive milestone: his 100th birthday. Born November 1920 in Mesa, Arizona, and raised in California, Thiebaud remains busy and productive even on the eve of his centenary. “I spend a lot of time in the studio,” he told Artnet News. “I work almost every day. I have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting.” Thiebaud’s birthday is bei...   \n",
       "296  MECA international art fair persists no matter what you throw at it. The budding contemporary art fair launched last June, one month after Puerto Rico declared a form of bankruptcy. It returned this month, November 16-19, 2018, in Old San Juan, fourteen months after the island-wide disaster of Hurricane Maria. In the face of all this, what does this small but mighty fair have to offer? During the final day of the 2018 edition, on a sweltering Monday afternoon, I sat down with MECA’s co-found...   \n",
       "297  In September, artnet’s Jessica Zhang sat down with Philip Tinari, director of Ullens Center for Contemporary Art (UCCA) in the 798 Art District in Beijing. Jessica Zhang : First of all, congratulations on becoming the curator of the China Focus section of the 2014 New York Armory Show. It will be the first time that The Armory Show is hosting a China Focus section, which is a lot of responsibility for you. What do you think led you to play the curator role for this particular event? What wou...   \n",
       "298  Not long ago, many in the art world wondered if we had hit peak biennial. The year 2017 saw so many international art exhibitions crowding the calendar that it was nicknamed “art-maggedon .” Now, following a wave of postponements due to the public-heath situation, it seems that 2021 may give 2017 a run for its money. There are at least 20 major biennials—more biennials than months—so far scheduled for next year, many of which were originally due to take place in 2020.  T he stakes are high f...   \n",
       "299  The Carnegie International is the country’s oldest recurring survey, organized by Gilded Age magnate Andrew Carnegie in 1896 in the Pittsburgh museum he founded a year earlier. This year’s edition, the 57th—like the famous Heinz steak sauce, which also hails from the city—is particularly proud of this past. Led by curator Ingrid Schaffner—a Pittsburgh native—one goal of this year’s show is what she calls “Museum Joy,” a phrase she’s coined to connote the delight of looking at art with others...   \n",
       "\n",
       "                pubtime  \\\n",
       "0   2019-03-20 13:16:19   \n",
       "1   2019-11-08 17:18:05   \n",
       "2   2016-08-12 15:21:58   \n",
       "3   2020-07-16 12:59:43   \n",
       "4   2017-12-05 14:14:32   \n",
       "..                  ...   \n",
       "295 2020-11-13 22:38:06   \n",
       "296 2018-11-30 07:00:13   \n",
       "297 2013-11-25 05:03:46   \n",
       "298 2020-06-09 05:00:11   \n",
       "299 2018-10-18 18:30:41   \n",
       "\n",
       "                                                                                                                                       title  \n",
       "0                        Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories  \n",
       "1                                    See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp  \n",
       "2                                                        From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve  \n",
       "3                                        Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care  \n",
       "4                                Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession  \n",
       "..                                                                                                                                       ...  \n",
       "295  ‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old  \n",
       "296                                         Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm  \n",
       "297                                                         Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art  \n",
       "298  With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era  \n",
       "299                    The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past  \n",
       "\n",
       "[300 rows x 4 columns]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {}\n",
    "data = pd.DataFrame(data)\n",
    "\n",
    "cleaned_titles = []\n",
    "cleaned_paras = []\n",
    "brought_in = 0\n",
    "\n",
    "for file in filelist: #[:100]:\n",
    "    #file = filelist.sample(1000)\n",
    "    filepath = os.path.join(folderpath, file)\n",
    "    f = open(filepath) #, encoding='ascii', errors='ignore')\n",
    "    try:\n",
    "        j_import = json.load(f)\n",
    "        j_import = j_import[0]\n",
    "        #print(j_import)\n",
    "        #title = j_import['title']\n",
    "        try:\n",
    "            para = j_import['para']\n",
    "            para = para[0]\n",
    "            tokenizer = RegexpTokenizer(r'\\w+')\n",
    "            tokens = tokenizer.tokenize(para)\n",
    "            #print(tokens)\n",
    "            count = len(tokens)\n",
    "            if count > 1000 and brought_in < 300:\n",
    "                tokens =[]\n",
    "                brought_in += 1\n",
    "                \n",
    "                para = para.replace(\"\t\", \"\").replace(\"Follow  on Facebook:\", '').replace(\"\\n\", ' ')\n",
    "                para = para.replace(\"\\r\" , \" \")\n",
    "                para = para.strip()\n",
    "                #print(para)\n",
    "\n",
    "                title = j_import['title']\n",
    "                title = title.replace(\"\t\", \"\").replace(\"\\n\", ' ')\n",
    "                title = title.replace(\"\\r\" , \" \")\n",
    "                title = title.strip()\n",
    "\n",
    "                author = j_import['author']\n",
    "                author = author.replace(\"\t\", \"\").replace(\"\\n\", ' ')\n",
    "                author = author.replace(\"\\r\" , \" \")\n",
    "                author = author.strip()\n",
    "\n",
    "                pubtime_i = j_import['pubtime']\n",
    "                pubtime_i = pubtime_i[:19]\n",
    "\n",
    "                pubtime = datetime(*time.strptime(pubtime_i, \"%Y-%m-%dT%H:%M:%S\")[:6])\n",
    "\n",
    "                new_row = {\"title\" : title , \"para\" : para , \"author\": author ,\n",
    "                           \"pubtime\" : pubtime }\n",
    "                data = data.append(new_row, ignore_index=True)\n",
    "                f.close()\n",
    "            else:\n",
    "                pass\n",
    "\n",
    "        except KeyError:\n",
    "            f.close()\n",
    "            pass\n",
    "\n",
    "    except json.decoder.JSONDecodeError:\n",
    "        f.close()\n",
    "        pass\n",
    "\n",
    "#data = data.set_index('title')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "pending-natural",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>para</th>\n",
       "      <th>pubtime</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories</th>\n",
       "      <td>Artnet News</td>\n",
       "      <td>Art Industry News is a daily digest of the most consequential developments coming out of the art world and art market. Here’s what you need to know this Wednesday, March 20. NEED-TO-READ The Minimalist painter has had an unusually public and candid struggle with cancer, but his illness has not changed his artistic practice. “It hasn’t made me work any differently,” Marden says. “It’s just been an extra thing to think about.” The 80-year-old artist, who is based in upstate New York, is showin...</td>\n",
       "      <td>2019-03-20 13:16:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp</th>\n",
       "      <td>Caroline Goldstein</td>\n",
       "      <td>In another installment of our series investigating the final paintings of famous artists , the list takes a darker turn, with many of the artists aware that death was near. That knowledge manifested itself differently, from Stuart Davis’s poetic resignation to the revelation of Marcel Duchamp’s closely kept secret. Once again we used Bernard Chambaz’s book The Last Painting as a jumping off point while adding our own research and insight. Below, see a selection of the works created by artist...</td>\n",
       "      <td>2019-11-08 17:18:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve</th>\n",
       "      <td>Brian Boucher</td>\n",
       "      <td>As museum acquisitions grow, and amid a ballooning number of museums around the world, New York’s New Museum has mounted a show centered around the practice of collecting. The museum itself doesn’t collect, so the show may come with a dose of irony; the curators may intend, with this sprawling show, a knowing nod to the museum enterprise itself. Might the acquisitive urges of business-suited boards of trustees be so distinct from those of the hoarder in apartment 2B? But “The Keeper” isn’t j...</td>\n",
       "      <td>2016-08-12 15:21:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care</th>\n",
       "      <td>Vivienne Chow</td>\n",
       "      <td>On June 30, the eve of the 23rd anniversary of Britain’s handover of Hong Kong to China, Beijing passed a national security law that changed the semi-autonomous city overnight. The law, which bypassed the local legislature and prohibits acts and activities related to secession, subversion of the state, terrorism and collusion with foreign forces, gives police sweeping powers to conduct warrant-less searches and surveillance. Certain protest slogans and songs have been deemed illegal. Books b...</td>\n",
       "      <td>2020-07-16 12:59:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession</th>\n",
       "      <td>Taylor Dafoe</td>\n",
       "      <td>A year ago, artist Allison Zuckerman was 26, fresh out of grad school, and frustrated. She was working for a gallery in SoHo and painting in her free time, but she wasn’t showing anywhere. So she began posting her work to Instagram instead. “I would recycle old work—things that I had done in grad school or college—and then Photoshop it, turn it into new compositions,” Zuckerman recalls. “I felt like, ‘What am I going to do, carry my work through the galleries in Chelsea and say please look?’...</td>\n",
       "      <td>2017-12-05 14:14:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old</th>\n",
       "      <td>Sarah Cascone</td>\n",
       "      <td>On November 15, Wayne Thiebaud , the cherished American painter of cakes and sweets, hits an impressive milestone: his 100th birthday. Born November 1920 in Mesa, Arizona, and raised in California, Thiebaud remains busy and productive even on the eve of his centenary. “I spend a lot of time in the studio,” he told Artnet News. “I work almost every day. I have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting.” Thiebaud’s birthday is bei...</td>\n",
       "      <td>2020-11-13 22:38:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm</th>\n",
       "      <td>Jasmin Hernandez</td>\n",
       "      <td>MECA international art fair persists no matter what you throw at it. The budding contemporary art fair launched last June, one month after Puerto Rico declared a form of bankruptcy. It returned this month, November 16-19, 2018, in Old San Juan, fourteen months after the island-wide disaster of Hurricane Maria. In the face of all this, what does this small but mighty fair have to offer? During the final day of the 2018 edition, on a sweltering Monday afternoon, I sat down with MECA’s co-found...</td>\n",
       "      <td>2018-11-30 07:00:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art</th>\n",
       "      <td>Jessica Zhang</td>\n",
       "      <td>In September, artnet’s Jessica Zhang sat down with Philip Tinari, director of Ullens Center for Contemporary Art (UCCA) in the 798 Art District in Beijing. Jessica Zhang : First of all, congratulations on becoming the curator of the China Focus section of the 2014 New York Armory Show. It will be the first time that The Armory Show is hosting a China Focus section, which is a lot of responsibility for you. What do you think led you to play the curator role for this particular event? What wou...</td>\n",
       "      <td>2013-11-25 05:03:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era</th>\n",
       "      <td>Naomi Rea</td>\n",
       "      <td>Not long ago, many in the art world wondered if we had hit peak biennial. The year 2017 saw so many international art exhibitions crowding the calendar that it was nicknamed “art-maggedon .” Now, following a wave of postponements due to the public-heath situation, it seems that 2021 may give 2017 a run for its money. There are at least 20 major biennials—more biennials than months—so far scheduled for next year, many of which were originally due to take place in 2020.  T he stakes are high f...</td>\n",
       "      <td>2020-06-09 05:00:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past</th>\n",
       "      <td>Taylor Dafoe</td>\n",
       "      <td>The Carnegie International is the country’s oldest recurring survey, organized by Gilded Age magnate Andrew Carnegie in 1896 in the Pittsburgh museum he founded a year earlier. This year’s edition, the 57th—like the famous Heinz steak sauce, which also hails from the city—is particularly proud of this past. Led by curator Ingrid Schaffner—a Pittsburgh native—one goal of this year’s show is what she calls “Museum Joy,” a phrase she’s coined to connote the delight of looking at art with others...</td>\n",
       "      <td>2018-10-18 18:30:41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 3 columns</p>\n",
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       "                                                                                                                                                     author  \\\n",
       "title                                                                                                                                                         \n",
       "Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories                             Artnet News   \n",
       "See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp                                  Caroline Goldstein   \n",
       "From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve                                                           Brian Boucher   \n",
       "Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care                                           Vivienne Chow   \n",
       "Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession                                    Taylor Dafoe   \n",
       "...                                                                                                                                                     ...   \n",
       "‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old       Sarah Cascone   \n",
       "Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm                                           Jasmin Hernandez   \n",
       "Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art                                                              Jessica Zhang   \n",
       "With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era           Naomi Rea   \n",
       "The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past                          Taylor Dafoe   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        para  \\\n",
       "title                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
       "Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories                      Art Industry News is a daily digest of the most consequential developments coming out of the art world and art market. Here’s what you need to know this Wednesday, March 20. NEED-TO-READ The Minimalist painter has had an unusually public and candid struggle with cancer, but his illness has not changed his artistic practice. “It hasn’t made me work any differently,” Marden says. “It’s just been an extra thing to think about.” The 80-year-old artist, who is based in upstate New York, is showin...   \n",
       "See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp                                  In another installment of our series investigating the final paintings of famous artists , the list takes a darker turn, with many of the artists aware that death was near. That knowledge manifested itself differently, from Stuart Davis’s poetic resignation to the revelation of Marcel Duchamp’s closely kept secret. Once again we used Bernard Chambaz’s book The Last Painting as a jumping off point while adding our own research and insight. Below, see a selection of the works created by artist...   \n",
       "From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve                                                      As museum acquisitions grow, and amid a ballooning number of museums around the world, New York’s New Museum has mounted a show centered around the practice of collecting. The museum itself doesn’t collect, so the show may come with a dose of irony; the curators may intend, with this sprawling show, a knowing nod to the museum enterprise itself. Might the acquisitive urges of business-suited boards of trustees be so distinct from those of the hoarder in apartment 2B? But “The Keeper” isn’t j...   \n",
       "Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care                                      On June 30, the eve of the 23rd anniversary of Britain’s handover of Hong Kong to China, Beijing passed a national security law that changed the semi-autonomous city overnight. The law, which bypassed the local legislature and prohibits acts and activities related to secession, subversion of the state, terrorism and collusion with foreign forces, gives police sweeping powers to conduct warrant-less searches and surveillance. Certain protest slogans and songs have been deemed illegal. Books b...   \n",
       "Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession                              A year ago, artist Allison Zuckerman was 26, fresh out of grad school, and frustrated. She was working for a gallery in SoHo and painting in her free time, but she wasn’t showing anywhere. So she began posting her work to Instagram instead. “I would recycle old work—things that I had done in grad school or college—and then Photoshop it, turn it into new compositions,” Zuckerman recalls. “I felt like, ‘What am I going to do, carry my work through the galleries in Chelsea and say please look?’...   \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      ...   \n",
       "‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old  On November 15, Wayne Thiebaud , the cherished American painter of cakes and sweets, hits an impressive milestone: his 100th birthday. Born November 1920 in Mesa, Arizona, and raised in California, Thiebaud remains busy and productive even on the eve of his centenary. “I spend a lot of time in the studio,” he told Artnet News. “I work almost every day. I have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting.” Thiebaud’s birthday is bei...   \n",
       "Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm                                         MECA international art fair persists no matter what you throw at it. The budding contemporary art fair launched last June, one month after Puerto Rico declared a form of bankruptcy. It returned this month, November 16-19, 2018, in Old San Juan, fourteen months after the island-wide disaster of Hurricane Maria. In the face of all this, what does this small but mighty fair have to offer? During the final day of the 2018 edition, on a sweltering Monday afternoon, I sat down with MECA’s co-found...   \n",
       "Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art                                                         In September, artnet’s Jessica Zhang sat down with Philip Tinari, director of Ullens Center for Contemporary Art (UCCA) in the 798 Art District in Beijing. Jessica Zhang : First of all, congratulations on becoming the curator of the China Focus section of the 2014 New York Armory Show. It will be the first time that The Armory Show is hosting a China Focus section, which is a lot of responsibility for you. What do you think led you to play the curator role for this particular event? What wou...   \n",
       "With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era  Not long ago, many in the art world wondered if we had hit peak biennial. The year 2017 saw so many international art exhibitions crowding the calendar that it was nicknamed “art-maggedon .” Now, following a wave of postponements due to the public-heath situation, it seems that 2021 may give 2017 a run for its money. There are at least 20 major biennials—more biennials than months—so far scheduled for next year, many of which were originally due to take place in 2020.  T he stakes are high f...   \n",
       "The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past                    The Carnegie International is the country’s oldest recurring survey, organized by Gilded Age magnate Andrew Carnegie in 1896 in the Pittsburgh museum he founded a year earlier. This year’s edition, the 57th—like the famous Heinz steak sauce, which also hails from the city—is particularly proud of this past. Led by curator Ingrid Schaffner—a Pittsburgh native—one goal of this year’s show is what she calls “Museum Joy,” a phrase she’s coined to connote the delight of looking at art with others...   \n",
       "\n",
       "                                                                                                                                                    pubtime  \n",
       "title                                                                                                                                                        \n",
       "Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories                     2019-03-20 13:16:19  \n",
       "See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp                                 2019-11-08 17:18:05  \n",
       "From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve                                                     2016-08-12 15:21:58  \n",
       "Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care                                     2020-07-16 12:59:43  \n",
       "Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession                             2017-12-05 14:14:32  \n",
       "...                                                                                                                                                     ...  \n",
       "‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old 2020-11-13 22:38:06  \n",
       "Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm                                        2018-11-30 07:00:13  \n",
       "Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art                                                        2013-11-25 05:03:46  \n",
       "With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era 2020-06-09 05:00:11  \n",
       "The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past                   2018-10-18 18:30:41  \n",
       "\n",
       "[300 rows x 3 columns]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.set_index('title')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "offensive-reading",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:7: DeprecationWarning: invalid escape sequence \\[\n",
      "<>:9: DeprecationWarning: invalid escape sequence \\w\n",
      "<>:7: DeprecationWarning: invalid escape sequence \\[\n",
      "<>:9: DeprecationWarning: invalid escape sequence \\w\n",
      "<ipython-input-128-bc64b8a14122>:7: DeprecationWarning: invalid escape sequence \\[\n",
      "  text = re.sub('\\[.*?\\]', '', text)\n",
      "<ipython-input-128-bc64b8a14122>:9: DeprecationWarning: invalid escape sequence \\w\n",
      "  text = re.sub('\\w*\\d\\w*', '', text)\n"
     ]
    }
   ],
   "source": [
    "def clean_text_round1(text):\n",
    "    '''Make text lowercase, remove text in square brackets, remove punctuation and remove words containing numbers.'''\n",
    "    text = text.lower()\n",
    "    text = text.replace('-', ' ')\n",
    "    text = text.replace(\"’s \", \" \").replace(\"' \", \" \")\n",
    "    text = text.replace(\"s’ \", \" \").replace(\"s' \", \" \")#remove proper possesives\n",
    "    text = re.sub('\\[.*?\\]', '', text)\n",
    "    text = re.sub('[%s]' % re.escape(string.punctuation), '', text)\n",
    "    text = re.sub('\\w*\\d\\w*', '', text)\n",
    "    return text\n",
    "\n",
    "round1 = lambda x: clean_text_round1(x)\n",
    "\n",
    "# Apply a second round of cleaning\n",
    "def clean_text_round2(text):\n",
    "    '''Get rid of some additional punctuation and non-sensical text that was missed the first time around.'''\n",
    "    text = re.sub('[‘’“”…]', '', text)\n",
    "    text = re.sub('\\n', '', text)\n",
    "    text = re.sub('new york', 'newyork', text)\n",
    "    text = re.sub('newyork city', 'newyorkcity', text)\n",
    "    text = re.sub('new year', 'newyear', text)\n",
    "    text = re.sub('the new museum', 'newmuseum', text)\n",
    "    #text = text.replace(r'[^\\u0020-\\u007E]', '')\n",
    "    return text\n",
    "\n",
    "round2 = lambda x: clean_text_round2(x)\n",
    "\n",
    "# Let's create a function to pull out nouns from a string of text\n",
    "from nltk import word_tokenize, pos_tag\n",
    "\n",
    "def nouns(text):\n",
    "    '''Given a string of text, tokenize the text and pull out only the nouns.'''\n",
    "    is_noun = lambda pos: pos[:2] == 'NN'\n",
    "    tokenized = word_tokenize(text)\n",
    "    all_nouns = [word for (word, pos) in pos_tag(tokenized) if is_noun(pos)] \n",
    "    return ' '.join(all_nouns)\n",
    "\n",
    "# Let's create a function to pull out nouns from a string of text\n",
    "def nouns_adj(text):\n",
    "    '''Given a string of text, tokenize the text and pull out only the nouns and adjectives.'''\n",
    "    is_noun_adj = lambda pos: pos[:2] == 'NN' or pos[:2] == 'JJ'\n",
    "    tokenized = word_tokenize(text)\n",
    "    nouns_adj = [word for (word, pos) in pos_tag(tokenized) if is_noun_adj(pos)] \n",
    "    return ' '.join(nouns_adj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "magnetic-communication",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "liable-beijing",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories</th>\n",
       "      <td>art industry news is a daily digest of the most consequential developments coming out of the art world and art market here what you need to know this wednesday march  need to read the minimalist painter has had an unusually public and candid struggle with cancer but his illness has not changed his artistic practice “it hasn’t made me work any differently” marden says “it just been an extra thing to think about” the  year old artist who is based in upstate new york is showing little sign of s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp</th>\n",
       "      <td>in another installment of our series investigating the final paintings of famous artists  the list takes a darker turn with many of the artists aware that death was near that knowledge manifested itself differently from stuart davis poetic resignation to the revelation of marcel duchamp closely kept secret once again we used bernard chambaz book the last painting as a jumping off point while adding our own research and insight below see a selection of the works created by artists just before...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve</th>\n",
       "      <td>as museum acquisitions grow and amid a ballooning number of museums around the world new york new museum has mounted a show centered around the practice of collecting the museum itself doesn’t collect so the show may come with a dose of irony the curators may intend with this sprawling show a knowing nod to the museum enterprise itself might the acquisitive urges of business suited boards of trustees be so distinct from those of the hoarder in apartment  but “the keeper” isn’t just about col...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care</th>\n",
       "      <td>on june  the eve of the  anniversary of britain handover of hong kong to china beijing passed a national security law that changed the semi autonomous city overnight the law which bypassed the local legislature and prohibits acts and activities related to secession subversion of the state terrorism and collusion with foreign forces gives police sweeping powers to conduct warrant less searches and surveillance certain protest slogans and songs have been deemed illegal books by pro democracy a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession</th>\n",
       "      <td>a year ago artist allison zuckerman was  fresh out of grad school and frustrated she was working for a gallery in soho and painting in her free time but she wasn’t showing anywhere so she began posting her work to instagram instead “i would recycle old work—things that i had done in grad school or college—and then photoshop it turn it into new compositions” zuckerman recalls “i felt like ‘what am i going to do carry my work through the galleries in chelsea and say please look’ the only way t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old</th>\n",
       "      <td>on november  wayne thiebaud  the cherished american painter of cakes and sweets hits an impressive milestone his  birthday born november  in mesa arizona and raised in california thiebaud remains busy and productive even on the eve of his centenary “i spend a lot of time in the studio” he told artnet news “i work almost every day i have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting” thiebaud birthday is being celebrated in a big way...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm</th>\n",
       "      <td>meca international art fair persists no matter what you throw at it the budding contemporary art fair launched last june one month after puerto rico declared a form of bankruptcy it returned this month november    in old san juan fourteen months after the island wide disaster of hurricane maria in the face of all this what does this small but mighty fair have to offer during the final day of the  edition on a sweltering monday afternoon i sat down with meca co founders danny báez and tony ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art</th>\n",
       "      <td>in september artnet jessica zhang sat down with philip tinari director of ullens center for contemporary art ucca in the  art district in beijing jessica zhang  first of all congratulations on becoming the curator of the china focus section of the  new york armory show it will be the first time that the armory show is hosting a china focus section which is a lot of responsibility for you what do you think led you to play the curator role for this particular event what would you like to prese...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era</th>\n",
       "      <td>not long ago many in the art world wondered if we had hit peak biennial the year  saw so many international art exhibitions crowding the calendar that it was nicknamed “art maggedon ” now following a wave of postponements due to the public heath situation it seems that  may give  a run for its money there are at least  major biennials—more biennials than months—so far scheduled for next year many of which were originally due to take place in   t he stakes are high for these months long event...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past</th>\n",
       "      <td>the carnegie international is the country oldest recurring survey organized by gilded age magnate andrew carnegie in  in the pittsburgh museum he founded a year earlier this year edition the —like the famous heinz steak sauce which also hails from the city—is particularly proud of this past led by curator ingrid schaffner—a pittsburgh native—one goal of this year show is what she calls “museum joy” a phrase she coined to connote the delight of looking at art with others her show looks to cel...</td>\n",
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       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        para\n",
       "title                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories                      art industry news is a daily digest of the most consequential developments coming out of the art world and art market here what you need to know this wednesday march  need to read the minimalist painter has had an unusually public and candid struggle with cancer but his illness has not changed his artistic practice “it hasn’t made me work any differently” marden says “it just been an extra thing to think about” the  year old artist who is based in upstate new york is showing little sign of s...\n",
       "See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp                                  in another installment of our series investigating the final paintings of famous artists  the list takes a darker turn with many of the artists aware that death was near that knowledge manifested itself differently from stuart davis poetic resignation to the revelation of marcel duchamp closely kept secret once again we used bernard chambaz book the last painting as a jumping off point while adding our own research and insight below see a selection of the works created by artists just before...\n",
       "From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve                                                      as museum acquisitions grow and amid a ballooning number of museums around the world new york new museum has mounted a show centered around the practice of collecting the museum itself doesn’t collect so the show may come with a dose of irony the curators may intend with this sprawling show a knowing nod to the museum enterprise itself might the acquisitive urges of business suited boards of trustees be so distinct from those of the hoarder in apartment  but “the keeper” isn’t just about col...\n",
       "Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care                                      on june  the eve of the  anniversary of britain handover of hong kong to china beijing passed a national security law that changed the semi autonomous city overnight the law which bypassed the local legislature and prohibits acts and activities related to secession subversion of the state terrorism and collusion with foreign forces gives police sweeping powers to conduct warrant less searches and surveillance certain protest slogans and songs have been deemed illegal books by pro democracy a...\n",
       "Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession                              a year ago artist allison zuckerman was  fresh out of grad school and frustrated she was working for a gallery in soho and painting in her free time but she wasn’t showing anywhere so she began posting her work to instagram instead “i would recycle old work—things that i had done in grad school or college—and then photoshop it turn it into new compositions” zuckerman recalls “i felt like ‘what am i going to do carry my work through the galleries in chelsea and say please look’ the only way t...\n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      ...\n",
       "‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old  on november  wayne thiebaud  the cherished american painter of cakes and sweets hits an impressive milestone his  birthday born november  in mesa arizona and raised in california thiebaud remains busy and productive even on the eve of his centenary “i spend a lot of time in the studio” he told artnet news “i work almost every day i have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting” thiebaud birthday is being celebrated in a big way...\n",
       "Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm                                         meca international art fair persists no matter what you throw at it the budding contemporary art fair launched last june one month after puerto rico declared a form of bankruptcy it returned this month november    in old san juan fourteen months after the island wide disaster of hurricane maria in the face of all this what does this small but mighty fair have to offer during the final day of the  edition on a sweltering monday afternoon i sat down with meca co founders danny báez and tony ro...\n",
       "Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art                                                         in september artnet jessica zhang sat down with philip tinari director of ullens center for contemporary art ucca in the  art district in beijing jessica zhang  first of all congratulations on becoming the curator of the china focus section of the  new york armory show it will be the first time that the armory show is hosting a china focus section which is a lot of responsibility for you what do you think led you to play the curator role for this particular event what would you like to prese...\n",
       "With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era  not long ago many in the art world wondered if we had hit peak biennial the year  saw so many international art exhibitions crowding the calendar that it was nicknamed “art maggedon ” now following a wave of postponements due to the public heath situation it seems that  may give  a run for its money there are at least  major biennials—more biennials than months—so far scheduled for next year many of which were originally due to take place in   t he stakes are high for these months long event...\n",
       "The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past                    the carnegie international is the country oldest recurring survey organized by gilded age magnate andrew carnegie in  in the pittsburgh museum he founded a year earlier this year edition the —like the famous heinz steak sauce which also hails from the city—is particularly proud of this past led by curator ingrid schaffner—a pittsburgh native—one goal of this year show is what she calls “museum joy” a phrase she coined to connote the delight of looking at art with others her show looks to cel...\n",
       "\n",
       "[300 rows x 1 columns]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean = pd.DataFrame(data.para.apply(round1))\n",
    "pd.set_option('display.max_colwidth',500)\n",
    "data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "front-assault",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories</th>\n",
       "      <td>art industry news is a daily digest of the most consequential developments coming out of the art world and art market here what you need to know this wednesday march  need to read the minimalist painter has had an unusually public and candid struggle with cancer but his illness has not changed his artistic practice it hasnt made me work any differently marden says it just been an extra thing to think about the  year old artist who is based in upstate newyork is showing little sign of slowing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp</th>\n",
       "      <td>in another installment of our series investigating the final paintings of famous artists  the list takes a darker turn with many of the artists aware that death was near that knowledge manifested itself differently from stuart davis poetic resignation to the revelation of marcel duchamp closely kept secret once again we used bernard chambaz book the last painting as a jumping off point while adding our own research and insight below see a selection of the works created by artists just before...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve</th>\n",
       "      <td>as museum acquisitions grow and amid a ballooning number of museums around the world newyork new museum has mounted a show centered around the practice of collecting the museum itself doesnt collect so the show may come with a dose of irony the curators may intend with this sprawling show a knowing nod to the museum enterprise itself might the acquisitive urges of business suited boards of trustees be so distinct from those of the hoarder in apartment  but the keeper isnt just about collecti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care</th>\n",
       "      <td>on june  the eve of the  anniversary of britain handover of hong kong to china beijing passed a national security law that changed the semi autonomous city overnight the law which bypassed the local legislature and prohibits acts and activities related to secession subversion of the state terrorism and collusion with foreign forces gives police sweeping powers to conduct warrant less searches and surveillance certain protest slogans and songs have been deemed illegal books by pro democracy a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession</th>\n",
       "      <td>a year ago artist allison zuckerman was  fresh out of grad school and frustrated she was working for a gallery in soho and painting in her free time but she wasnt showing anywhere so she began posting her work to instagram instead i would recycle old work—things that i had done in grad school or college—and then photoshop it turn it into new compositions zuckerman recalls i felt like what am i going to do carry my work through the galleries in chelsea and say please look the only way that pe...</td>\n",
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       "      <th>‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old</th>\n",
       "      <td>on november  wayne thiebaud  the cherished american painter of cakes and sweets hits an impressive milestone his  birthday born november  in mesa arizona and raised in california thiebaud remains busy and productive even on the eve of his centenary i spend a lot of time in the studio he told artnet news i work almost every day i have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting thiebaud birthday is being celebrated in a big way in ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm</th>\n",
       "      <td>meca international art fair persists no matter what you throw at it the budding contemporary art fair launched last june one month after puerto rico declared a form of bankruptcy it returned this month november    in old san juan fourteen months after the island wide disaster of hurricane maria in the face of all this what does this small but mighty fair have to offer during the final day of the  edition on a sweltering monday afternoon i sat down with meca co founders danny báez and tony ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art</th>\n",
       "      <td>in september artnet jessica zhang sat down with philip tinari director of ullens center for contemporary art ucca in the  art district in beijing jessica zhang  first of all congratulations on becoming the curator of the china focus section of the  newyork armory show it will be the first time that the armory show is hosting a china focus section which is a lot of responsibility for you what do you think led you to play the curator role for this particular event what would you like to presen...</td>\n",
       "    </tr>\n",
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       "      <th>With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era</th>\n",
       "      <td>not long ago many in the art world wondered if we had hit peak biennial the year  saw so many international art exhibitions crowding the calendar that it was nicknamed art maggedon  now following a wave of postponements due to the public heath situation it seems that  may give  a run for its money there are at least  major biennials—more biennials than months—so far scheduled for next year many of which were originally due to take place in   t he stakes are high for these months long events ...</td>\n",
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       "      <th>The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past</th>\n",
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       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        para\n",
       "title                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories                      art industry news is a daily digest of the most consequential developments coming out of the art world and art market here what you need to know this wednesday march  need to read the minimalist painter has had an unusually public and candid struggle with cancer but his illness has not changed his artistic practice it hasnt made me work any differently marden says it just been an extra thing to think about the  year old artist who is based in upstate newyork is showing little sign of slowing...\n",
       "See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp                                  in another installment of our series investigating the final paintings of famous artists  the list takes a darker turn with many of the artists aware that death was near that knowledge manifested itself differently from stuart davis poetic resignation to the revelation of marcel duchamp closely kept secret once again we used bernard chambaz book the last painting as a jumping off point while adding our own research and insight below see a selection of the works created by artists just before...\n",
       "From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve                                                      as museum acquisitions grow and amid a ballooning number of museums around the world newyork new museum has mounted a show centered around the practice of collecting the museum itself doesnt collect so the show may come with a dose of irony the curators may intend with this sprawling show a knowing nod to the museum enterprise itself might the acquisitive urges of business suited boards of trustees be so distinct from those of the hoarder in apartment  but the keeper isnt just about collecti...\n",
       "Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care                                      on june  the eve of the  anniversary of britain handover of hong kong to china beijing passed a national security law that changed the semi autonomous city overnight the law which bypassed the local legislature and prohibits acts and activities related to secession subversion of the state terrorism and collusion with foreign forces gives police sweeping powers to conduct warrant less searches and surveillance certain protest slogans and songs have been deemed illegal books by pro democracy a...\n",
       "Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession                              a year ago artist allison zuckerman was  fresh out of grad school and frustrated she was working for a gallery in soho and painting in her free time but she wasnt showing anywhere so she began posting her work to instagram instead i would recycle old work—things that i had done in grad school or college—and then photoshop it turn it into new compositions zuckerman recalls i felt like what am i going to do carry my work through the galleries in chelsea and say please look the only way that pe...\n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      ...\n",
       "‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old  on november  wayne thiebaud  the cherished american painter of cakes and sweets hits an impressive milestone his  birthday born november  in mesa arizona and raised in california thiebaud remains busy and productive even on the eve of his centenary i spend a lot of time in the studio he told artnet news i work almost every day i have a wonderful family who indulges me in this amazing search for how difficult it is to make a good painting thiebaud birthday is being celebrated in a big way in ...\n",
       "Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm                                         meca international art fair persists no matter what you throw at it the budding contemporary art fair launched last june one month after puerto rico declared a form of bankruptcy it returned this month november    in old san juan fourteen months after the island wide disaster of hurricane maria in the face of all this what does this small but mighty fair have to offer during the final day of the  edition on a sweltering monday afternoon i sat down with meca co founders danny báez and tony ro...\n",
       "Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art                                                         in september artnet jessica zhang sat down with philip tinari director of ullens center for contemporary art ucca in the  art district in beijing jessica zhang  first of all congratulations on becoming the curator of the china focus section of the  newyork armory show it will be the first time that the armory show is hosting a china focus section which is a lot of responsibility for you what do you think led you to play the curator role for this particular event what would you like to presen...\n",
       "With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era  not long ago many in the art world wondered if we had hit peak biennial the year  saw so many international art exhibitions crowding the calendar that it was nicknamed art maggedon  now following a wave of postponements due to the public heath situation it seems that  may give  a run for its money there are at least  major biennials—more biennials than months—so far scheduled for next year many of which were originally due to take place in   t he stakes are high for these months long events ...\n",
       "The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past                    the carnegie international is the country oldest recurring survey organized by gilded age magnate andrew carnegie in  in the pittsburgh museum he founded a year earlier this year edition the —like the famous heinz steak sauce which also hails from the city—is particularly proud of this past led by curator ingrid schaffner—a pittsburgh native—one goal of this year show is what she calls museum joy a phrase she coined to connote the delight of looking at art with others her show looks to celeb...\n",
       "\n",
       "[300 rows x 1 columns]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"raw text\"\"\"\n",
    "data_clean = pd.DataFrame(data_clean.para.apply(round2))\n",
    "data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "tutorial-hundred",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:17:24,750 : INFO : collecting all words and their counts\n",
      "2021-03-14 20:17:24,752 : INFO : PROGRESS: at sentence #0, processed 0 words and 0 word types\n",
      "2021-03-14 20:17:24,754 : INFO : collected 6 word types from a corpus of 4 words (unigram + bigrams) and 1 sentences\n",
      "2021-03-14 20:17:24,755 : INFO : using 6 counts as vocab in Phrases<0 vocab, min_count=5, threshold=100, max_vocab_size=40000000>\n",
      "2021-03-14 20:17:24,757 : INFO : collecting all words and their counts\n",
      "2021-03-14 20:17:24,758 : INFO : PROGRESS: at sentence #0, processed 0 words and 0 word types\n",
      "2021-03-14 20:17:24,759 : INFO : collected 6 word types from a corpus of 4 words (unigram + bigrams) and 1 sentences\n",
      "2021-03-14 20:17:24,760 : INFO : using 6 counts as vocab in Phrases<0 vocab, min_count=5, threshold=100, max_vocab_size=40000000>\n",
      "2021-03-14 20:17:24,761 : INFO : source_vocab length 6\n",
      "2021-03-14 20:17:24,764 : INFO : Phraser built with 0 phrasegrams\n",
      "2021-03-14 20:17:24,765 : INFO : source_vocab length 6\n",
      "2021-03-14 20:17:24,766 : INFO : Phraser built with 0 phrasegrams\n"
     ]
    }
   ],
   "source": [
    "from gensim.utils import simple_preprocess\n",
    "\n",
    "# Build the bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_clean, min_count=5, threshold=100) # higher threshold fewer phrases.\n",
    "trigram = gensim.models.Phrases(bigram[data_clean], threshold=100)\n",
    "\n",
    "# Faster way to get a sentence clubbed as a trigram/bigram\n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "pressing-seventh",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply a third round of cleaning\n",
    "def clean_text_round3(text):\n",
    "    '''build and apply gensim bigram trigram'''\n",
    "    text = make_bigrams(text)\n",
    "    text = make_trigrams(text)\n",
    "    text = lemmatization(text)\n",
    "    text = re.sub('[‘’“”…]', '', text)\n",
    "    #text = text.replace(r'[^\\u0020-\\u007E]', '')\n",
    "    return text\n",
    "\n",
    "round3 =  clean_text_round3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "regular-caribbean",
   "metadata": {},
   "outputs": [
    {
     "ename": "OSError",
     "evalue": "[E050] Can't find model 'en_core_web_sm'. It doesn't seem to be a Python package or a valid path to a data directory.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-160-554495af186a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;34m\"\"\"raw text\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata_clean\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_clean\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpara\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mround3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mdata_clean\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[1;32m   4106\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4107\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4108\u001b[0;31m                 \u001b[0mmapped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4109\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4110\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m<ipython-input-157-053857a45098>\u001b[0m in \u001b[0;36mclean_text_round3\u001b[0;34m(text)\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mtext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mtext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_trigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m     \u001b[0mtext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlemmatization\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m     \u001b[0mtext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'[‘’“”…]'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0;31m#text = text.replace(r'[^\\u0020-\\u007E]', '')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-159-b15b77f87b2b>\u001b[0m in \u001b[0;36mlemmatization\u001b[0;34m(texts, allowed_postags)\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mlemmatization\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallowed_postags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'NOUN'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ADJ'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'VERB'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ADV'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m     \u001b[0;34m\"\"\"https://spacy.io/api/annotation\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m     \u001b[0mnlp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspacy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"en_core_web_sm\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'parser'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ner'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0msent\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtexts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m         \u001b[0mdoc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnlp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/spacy/__init__.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(name, disable, exclude, config)\u001b[0m\n\u001b[1;32m     45\u001b[0m     \u001b[0mRETURNS\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mLanguage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mloaded\u001b[0m \u001b[0mnlp\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m     \"\"\"\n\u001b[0;32m---> 47\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mutil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdisable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/spacy/util.py\u001b[0m in \u001b[0;36mload_model\u001b[0;34m(name, vocab, disable, exclude, config)\u001b[0m\n\u001b[1;32m    327\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    328\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mE941\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfull\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 329\u001b[0;31m     \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mE050\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    330\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mOSError\u001b[0m: [E050] Can't find model 'en_core_web_sm'. It doesn't seem to be a Python package or a valid path to a data directory."
     ]
    }
   ],
   "source": [
    "\"\"\"raw text\"\"\"\n",
    "data_clean = pd.DataFrame(data_clean.para.apply(round3))\n",
    "data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "monetary-breed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: spacy in /home/erik/.local/lib/python3.8/site-packages (3.0.3)\n",
      "Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from spacy) (45.2.0)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.1 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (2.0.1)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (4.56.0)\n",
      "Requirement already satisfied: pathy in /home/erik/.local/lib/python3.8/site-packages (from spacy) (0.4.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (20.8)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (3.0.5)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (2.0.5)\n",
      "Requirement already satisfied: wasabi<1.1.0,>=0.8.1 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (0.8.2)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/lib/python3/dist-packages (from spacy) (2.22.0)\n",
      "Requirement already satisfied: thinc<8.1.0,>=8.0.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (8.0.1)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (3.0.1)\n",
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      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (1.0.5)\n",
      "Requirement already satisfied: numpy>=1.15.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (1.19.5)\n",
      "Requirement already satisfied: blis<0.8.0,>=0.4.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (0.7.4)\n",
      "Requirement already satisfied: jinja2 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (2.11.2)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.0 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (2.4.0)\n",
      "Requirement already satisfied: pydantic<1.8.0,>=1.7.1 in /home/erik/.local/lib/python3.8/site-packages (from spacy) (1.7.3)\n",
      "Requirement already satisfied: smart-open<4.0.0,>=2.2.0 in /home/erik/.local/lib/python3.8/site-packages (from pathy->spacy) (3.0.0)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /home/erik/.local/lib/python3.8/site-packages (from packaging>=20.0->spacy) (2.4.7)\n",
      "Requirement already satisfied: click<7.2.0,>=7.1.1 in /home/erik/.local/lib/python3.8/site-packages (from typer<0.4.0,>=0.3.0->spacy) (7.1.2)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /usr/lib/python3/dist-packages (from jinja2->spacy) (1.1.0)\n"
     ]
    },
    {
     "ename": "OSError",
     "evalue": "[E050] Can't find model 'en_core_web_sm'. It doesn't seem to be a Python package or a valid path to a data directory.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-162-38f2bc38a816>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/usr/bin/python3 -m pip install spacy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mspacy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mnlp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspacy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"en_core_web_sm\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'parser'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ner'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/spacy/__init__.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(name, disable, exclude, config)\u001b[0m\n\u001b[1;32m     45\u001b[0m     \u001b[0mRETURNS\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mLanguage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mloaded\u001b[0m \u001b[0mnlp\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m     \"\"\"\n\u001b[0;32m---> 47\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mutil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdisable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/spacy/util.py\u001b[0m in \u001b[0;36mload_model\u001b[0;34m(name, vocab, disable, exclude, config)\u001b[0m\n\u001b[1;32m    327\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    328\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mE941\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfull\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 329\u001b[0;31m     \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mE050\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    330\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mOSError\u001b[0m: [E050] Can't find model 'en_core_web_sm'. It doesn't seem to be a Python package or a valid path to a data directory."
     ]
    }
   ],
   "source": [
    "#!/usr/bin/python3 -m pip install spacy\n",
    "import spacy\n",
    "nlp = spacy.load(\"en_core_web_sm\", disable=['parser', 'ner'])\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "def lemmatization(texts, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV']):\n",
    "    \"\"\"https://spacy.io/api/annotation\"\"\"\n",
    "    for sent in texts:\n",
    "        doc = nlp(\" \".join(sent)) \n",
    "        text_out = [token.lemma_ for token in doc if token.pos_ in allowed_postags]\n",
    "    return texts_out\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "wooden-sitting",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'bigram_mod' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-136-feef5a916289>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# Initialize spacy 'en' model, keeping only tagger component (for efficiency)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdata_clean_bigrams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_clean\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# Do lemmatization keeping only noun, adj, vb, adv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-134-f23c867fcdc5>\u001b[0m in \u001b[0;36mmake_bigrams\u001b[0;34m(texts)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m#!/usr/bin/python3 -m pip install spacy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mbigram_mod\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtexts\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_trigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-134-f23c867fcdc5>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m#!/usr/bin/python3 -m pip install spacy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mbigram_mod\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtexts\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_trigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'bigram_mod' is not defined"
     ]
    }
   ],
   "source": [
    "import spacy# Remove Stop Words\n",
    "#data_clean_nostops = remove_stopwords(data_clean)# Form Bigrams\n",
    "\n",
    "# Initialize spacy 'en' model, keeping only tagger component (for efficiency)\n",
    "data_clean_bigrams = make_bigrams(data_clean)\n",
    "\n",
    "# Do lemmatization keeping only noun, adj, vb, adv\n",
    "nlp = spacy.load(\"en_core_web_sm\", disable=['parser', 'ner'])\n",
    "\n",
    "data_clean_lemmatized = lemmatization(data_clean_bigrams, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV'])\n",
    "\n",
    "print(data_clean_lemmatized[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "finnish-praise",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "sapphire-peace",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "structured-garbage",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "continental-driver",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "scheduled-cutting",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"one or the other\"\"\"\n",
    "# Apply the nouns function to the transcripts to filter only on nouns\n",
    "data_nouns = pd.DataFrame(data_clean.para.apply(nouns))\n",
    "data_nouns = data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "adverse-salvation",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"one or the other\"\"\"\n",
    "# Apply the nouns function to the transcripts to filter only on nouns\n",
    "data_nouns_adj = pd.DataFrame(data_clean.para.apply(nouns_adj))\n",
    "data_nouns_adj = data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "resistant-identity",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aamd</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aanant</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 300 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title   Art Industry News: Obama Portraitist Kehinde Wiley Is Launching His Own Artist Residency in Senegal + Other Stories  \\\n",
       "aa                                                                                                                        0   \n",
       "aadla                                                                                                                     0   \n",
       "aam                                                                                                                       0   \n",
       "aamd                                                                                                                      0   \n",
       "aanant                                                                                                                    0   \n",
       "\n",
       "title   See the Poetic, Heartbreaking Final Paintings of 7 Famous Artists, From Salvador Dalí to Marcel Duchamp  \\\n",
       "aa                                                                                                            0   \n",
       "aadla                                                                                                         0   \n",
       "aam                                                                                                           0   \n",
       "aamd                                                                                                          0   \n",
       "aanant                                                                                                        0   \n",
       "\n",
       "title   From Auschwitz Drawings to Teddy Bears, ‘The Keeper’ Studies the Desire to Preserve  \\\n",
       "aa                                                                                        0   \n",
       "aadla                                                                                     0   \n",
       "aam                                                                                       0   \n",
       "aamd                                                                                      0   \n",
       "aanant                                                                                    0   \n",
       "\n",
       "title   Beijing Is Clamping Down on ‘Subversive’ Activity in Hong Kong. The Art Market Doesn’t Seem to Care  \\\n",
       "aa                                                                                                        0   \n",
       "aadla                                                                                                     0   \n",
       "aam                                                                                                       0   \n",
       "aamd                                                                                                      0   \n",
       "aanant                                                                                                    0   \n",
       "\n",
       "title   Behind Artist Allison Zuckerman’s Rapid Rise From Gallery Assistant to the Rubell Family’s Newest Obsession  \\\n",
       "aa                                                                                                                0   \n",
       "aadla                                                                                                             0   \n",
       "aam                                                                                                               0   \n",
       "aamd                                                                                                              0   \n",
       "aanant                                                                                                            0   \n",
       "\n",
       "title   Strong Sales in London for Italian Postwar Market  \\\n",
       "aa                                                      0   \n",
       "aadla                                                   0   \n",
       "aam                                                     0   \n",
       "aamd                                                    0   \n",
       "aanant                                                  0   \n",
       "\n",
       "title   Experts Weigh In on Jeff Koons Copyright Infringement Lawsuit  \\\n",
       "aa                                                                  0   \n",
       "aadla                                                               0   \n",
       "aam                                                                 0   \n",
       "aamd                                                                0   \n",
       "aanant                                                              0   \n",
       "\n",
       "title   Picasso and Modigliani Lead Sotheby’s $151 Million Impressionist and Modern Sale in London  \\\n",
       "aa                                                                                               0   \n",
       "aadla                                                                                            0   \n",
       "aam                                                                                              0   \n",
       "aamd                                                                                             0   \n",
       "aanant                                                                                           0   \n",
       "\n",
       "title   Lee Krasner Had to Fight Her Way Into the History Books. Here are 5 of the Biggest Battles She Faced  \\\n",
       "aa                                                                                                         0   \n",
       "aadla                                                                                                      0   \n",
       "aam                                                                                                        0   \n",
       "aamd                                                                                                       0   \n",
       "aanant                                                                                                     0   \n",
       "\n",
       "title   Museums Have Long Relied on the Money They Raise at Glitzy Galas. What Can They Do Now That the Party’s Over?  \\\n",
       "aa                                                                                                                  0   \n",
       "aadla                                                                                                               0   \n",
       "aam                                                                                                                 0   \n",
       "aamd                                                                                                                0   \n",
       "aanant                                                                                                              0   \n",
       "\n",
       "title   ...  \\\n",
       "aa      ...   \n",
       "aadla   ...   \n",
       "aam     ...   \n",
       "aamd    ...   \n",
       "aanant  ...   \n",
       "\n",
       "title   Looking to Turn a New Page? Here Are 17 Incredible Art Books to Read That Will Open Up New Horizons for Your Mind Under Lockdown  \\\n",
       "aa                                                                                                                                     0   \n",
       "aadla                                                                                                                                  0   \n",
       "aam                                                                                                                                    0   \n",
       "aamd                                                                                                                                   0   \n",
       "aanant                                                                                                                                 0   \n",
       "\n",
       "title   18 Things You Should See During New York City’s Print Week 2017  \\\n",
       "aa                                                                    0   \n",
       "aadla                                                                 0   \n",
       "aam                                                                   0   \n",
       "aamd                                                                  0   \n",
       "aanant                                                                0   \n",
       "\n",
       "title   ‘In the Art World, Revolution Is in the Air’: Artist Ed Ruscha and Music Legend Jimmy Iovine on How Art Guides Political Change  \\\n",
       "aa                                                                                                                                    0   \n",
       "aadla                                                                                                                                 0   \n",
       "aam                                                                                                                                   0   \n",
       "aamd                                                                                                                                  0   \n",
       "aanant                                                                                                                                0   \n",
       "\n",
       "title   How a New Kind of Artist Contract Could Provide a Simple, Effective Way to Redistribute the Art Market’s Wealth  \\\n",
       "aa                                                                                                                    0   \n",
       "aadla                                                                                                                 0   \n",
       "aam                                                                                                                   0   \n",
       "aamd                                                                                                                  0   \n",
       "aanant                                                                                                                0   \n",
       "\n",
       "title   Art Industry News: Are Auction Houses Burning Out Their Biggest Stars? + Other Stories  \\\n",
       "aa                                                                                           0   \n",
       "aadla                                                                                        0   \n",
       "aam                                                                                          0   \n",
       "aamd                                                                                         0   \n",
       "aanant                                                                                       0   \n",
       "\n",
       "title   ‘Enjoy It When You Have It, But Don’t Have Too Much’: Artist Wayne Thiebaud on How to Savor Cake While Staying Healthy at 100 Years Old  \\\n",
       "aa                                                                                                                                            0   \n",
       "aadla                                                                                                                                         0   \n",
       "aam                                                                                                                                           0   \n",
       "aamd                                                                                                                                          0   \n",
       "aanant                                                                                                                                        0   \n",
       "\n",
       "title   Back After the Hurricane, Puerto Rico’s MECA Art Fair Is Making Its Mark Through Pure Enthusiasm  \\\n",
       "aa                                                                                                     0   \n",
       "aadla                                                                                                  0   \n",
       "aam                                                                                                    0   \n",
       "aamd                                                                                                   0   \n",
       "aanant                                                                                                 0   \n",
       "\n",
       "title   Interview with Philip Tinari, Director of the Ullens Center for Contemporary Art  \\\n",
       "aa                                                                                     0   \n",
       "aadla                                                                                  0   \n",
       "aam                                                                                    0   \n",
       "aamd                                                                                   0   \n",
       "aanant                                                                                 0   \n",
       "\n",
       "title   With a ‘Car Crash’ of Biennials Now Planned for 2021, Curators Are Being Forced to Rethink Mass Art Shows for the Social-Distancing Era  \\\n",
       "aa                                                                                                                                            0   \n",
       "aadla                                                                                                                                         0   \n",
       "aam                                                                                                                                           0   \n",
       "aamd                                                                                                                                          0   \n",
       "aanant                                                                                                                                        0   \n",
       "\n",
       "title   The Carnegie International Wants You to Feel ‘Museum Joy’ Again, With Mr. Rogers, Vietnamese Coffee, and Its Own Past  \n",
       "aa                                                                                                                          0  \n",
       "aadla                                                                                                                       0  \n",
       "aam                                                                                                                         0  \n",
       "aamd                                                                                                                        0  \n",
       "aanant                                                                                                                      0  \n",
       "\n",
       "[5 rows x 300 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We are going to create a document-term matrix using CountVectorizer, and exclude common English stop words\n",
    "from sklearn.feature_extraction import text \n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "add_stop_words = ['art', 'artist', 'artists', 'work' , \"like\"]\n",
    "\n",
    "# Add new stop words\n",
    "stop_words = text.ENGLISH_STOP_WORDS.union(add_stop_words)\n",
    "\n",
    "# Recreate document-term matrix\n",
    "cv = CountVectorizer(stop_words=stop_words) #\"english\")\n",
    "data_cv = cv.fit_transform(data_clean.para)\n",
    "data_dtm = pd.DataFrame(data_cv.toarray(), columns=cv.get_feature_names())\n",
    "data_dtm.index = data_clean.index\n",
    "\n",
    "# One of the required inputs is a term-document matrix\n",
    "tdm = data_dtm.transpose()\n",
    "tdm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "celtic-floor",
   "metadata": {},
   "outputs": [],
   "source": [
    "#data_dtm, data_clean = [] , []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "balanced-greenhouse",
   "metadata": {},
   "outputs": [],
   "source": [
    "#put the term-document matrix into a new gensim format, from df --> sparse matrix --> gensim corpus\n",
    "sparse_counts = scipy.sparse.csr_matrix(tdm)\n",
    "corpus = matutils.Sparse2Corpus(sparse_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "suffering-camcorder",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gensim also requires dictionary of the all terms and their respective location in the term-document matrix\n",
    "#cv = pickle.load(open(\"cv_stop.pkl\", \"rb\"))\n",
    "id2word = dict((v, k) for k, v in cv.vocabulary_.items())\n",
    "#id2word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "verified-muscle",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:07,944 : INFO : using symmetric alpha at 0.1\n",
      "2021-03-14 20:31:07,946 : INFO : using symmetric eta at 0.1\n",
      "2021-03-14 20:31:07,955 : INFO : using serial LDA version on this node\n",
      "2021-03-14 20:31:08,001 : INFO : running online (multi-pass) LDA training, 10 topics, 50 passes over the supplied corpus of 300 documents, updating model once every 100 documents, evaluating perplexity every 300 documents, iterating 50x with a convergence threshold of 0.001000\n",
      "2021-03-14 20:31:08,031 : INFO : PROGRESS: pass 0, at document #100/300\n",
      "2021-03-14 20:31:08,288 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:08,322 : INFO : topic #9 (0.100): 0.007*\"museum\" + 0.005*\"gallery\" + 0.004*\"newyork\" + 0.004*\"pm\" + 0.004*\"time\" + 0.004*\"works\" + 0.003*\"fair\" + 0.003*\"world\" + 0.003*\"new\" + 0.002*\"view\"\n",
      "2021-03-14 20:31:08,330 : INFO : topic #5 (0.100): 0.006*\"works\" + 0.006*\"time\" + 0.005*\"pm\" + 0.004*\"museum\" + 0.004*\"million\" + 0.004*\"fair\" + 0.003*\"world\" + 0.003*\"newyork\" + 0.003*\"new\" + 0.003*\"just\"\n",
      "2021-03-14 20:31:08,333 : INFO : topic #0 (0.100): 0.007*\"museum\" + 0.007*\"pm\" + 0.006*\"time\" + 0.005*\"gallery\" + 0.005*\"works\" + 0.005*\"new\" + 0.003*\"newyork\" + 0.003*\"world\" + 0.003*\"million\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:08,342 : INFO : topic #1 (0.100): 0.004*\"museum\" + 0.004*\"gallery\" + 0.003*\"newyork\" + 0.003*\"world\" + 0.003*\"time\" + 0.003*\"just\" + 0.003*\"works\" + 0.002*\"years\" + 0.002*\"contemporary\" + 0.002*\"new\"\n",
      "2021-03-14 20:31:08,347 : INFO : topic #4 (0.100): 0.007*\"time\" + 0.006*\"pm\" + 0.006*\"gallery\" + 0.005*\"works\" + 0.004*\"museum\" + 0.004*\"newyork\" + 0.004*\"new\" + 0.004*\"exhibition\" + 0.003*\"million\" + 0.003*\"painting\"\n",
      "2021-03-14 20:31:08,348 : INFO : topic diff=5.281662, rho=1.000000\n",
      "2021-03-14 20:31:08,396 : INFO : PROGRESS: pass 0, at document #200/300\n",
      "2021-03-14 20:31:08,737 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:08,755 : INFO : topic #1 (0.100): 0.003*\"newyork\" + 0.003*\"museum\" + 0.003*\"people\" + 0.003*\"world\" + 0.003*\"gallery\" + 0.003*\"just\" + 0.003*\"time\" + 0.003*\"born\" + 0.003*\"make\" + 0.002*\"lives\"\n",
      "2021-03-14 20:31:08,757 : INFO : topic #2 (0.100): 0.005*\"gallery\" + 0.004*\"pm\" + 0.004*\"museum\" + 0.004*\"new\" + 0.003*\"world\" + 0.003*\"time\" + 0.003*\"works\" + 0.002*\"just\" + 0.002*\"newyork\" + 0.002*\"people\"\n",
      "2021-03-14 20:31:08,759 : INFO : topic #6 (0.100): 0.007*\"gallery\" + 0.004*\"newyork\" + 0.003*\"time\" + 0.003*\"world\" + 0.003*\"museum\" + 0.003*\"just\" + 0.002*\"works\" + 0.002*\"new\" + 0.002*\"market\" + 0.002*\"fair\"\n",
      "2021-03-14 20:31:08,762 : INFO : topic #3 (0.100): 0.010*\"newyork\" + 0.007*\"gallery\" + 0.007*\"museum\" + 0.005*\"works\" + 0.004*\"year\" + 0.004*\"new\" + 0.003*\"time\" + 0.003*\"fair\" + 0.003*\"london\" + 0.003*\"exhibition\"\n",
      "2021-03-14 20:31:08,765 : INFO : topic #9 (0.100): 0.005*\"museum\" + 0.004*\"gallery\" + 0.004*\"newyork\" + 0.003*\"pm\" + 0.003*\"works\" + 0.003*\"time\" + 0.002*\"fair\" + 0.002*\"new\" + 0.002*\"world\" + 0.002*\"view\"\n",
      "2021-03-14 20:31:08,771 : INFO : topic diff=1.273012, rho=0.707107\n",
      "2021-03-14 20:31:09,658 : INFO : -11.041 per-word bound, 2107.5 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:09,661 : INFO : PROGRESS: pass 0, at document #300/300\n",
      "2021-03-14 20:31:10,044 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:10,078 : INFO : topic #3 (0.100): 0.018*\"galerie\" + 0.018*\"newyork\" + 0.015*\"gallery\" + 0.008*\"london\" + 0.007*\"berlin\" + 0.007*\"paris\" + 0.006*\"museum\" + 0.004*\"works\" + 0.003*\"fine\" + 0.003*\"fair\"\n",
      "2021-03-14 20:31:10,079 : INFO : topic #1 (0.100): 0.003*\"newyork\" + 0.002*\"museum\" + 0.002*\"people\" + 0.002*\"world\" + 0.002*\"gallery\" + 0.002*\"just\" + 0.002*\"time\" + 0.002*\"born\" + 0.002*\"make\" + 0.002*\"lives\"\n",
      "2021-03-14 20:31:10,082 : INFO : topic #7 (0.100): 0.002*\"museum\" + 0.002*\"pm\" + 0.002*\"gallery\" + 0.002*\"time\" + 0.001*\"new\" + 0.001*\"exhibition\" + 0.001*\"newyork\" + 0.001*\"works\" + 0.001*\"world\" + 0.001*\"just\"\n",
      "2021-03-14 20:31:10,091 : INFO : topic #5 (0.100): 0.006*\"million\" + 0.005*\"works\" + 0.005*\"time\" + 0.005*\"gallery\" + 0.004*\"fair\" + 0.004*\"just\" + 0.004*\"world\" + 0.004*\"new\" + 0.004*\"newyork\" + 0.004*\"people\"\n",
      "2021-03-14 20:31:10,094 : INFO : topic #8 (0.100): 0.004*\"museum\" + 0.003*\"vermeer\" + 0.003*\"time\" + 0.003*\"people\" + 0.002*\"newyork\" + 0.002*\"world\" + 0.002*\"years\" + 0.002*\"new\" + 0.002*\"painting\" + 0.002*\"works\"\n",
      "2021-03-14 20:31:10,096 : INFO : topic diff=0.955692, rho=0.577350\n",
      "2021-03-14 20:31:10,127 : INFO : PROGRESS: pass 1, at document #100/300\n",
      "2021-03-14 20:31:10,441 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:10,467 : INFO : topic #3 (0.100): 0.015*\"newyork\" + 0.013*\"galerie\" + 0.012*\"gallery\" + 0.006*\"london\" + 0.006*\"berlin\" + 0.005*\"museum\" + 0.005*\"paris\" + 0.004*\"works\" + 0.004*\"year\" + 0.004*\"madrid\"\n",
      "2021-03-14 20:31:10,473 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.007*\"gallery\" + 0.005*\"new\" + 0.005*\"time\" + 0.004*\"works\" + 0.004*\"newyork\" + 0.004*\"world\" + 0.003*\"year\" + 0.003*\"exhibition\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:10,482 : INFO : topic #6 (0.100): 0.004*\"gallery\" + 0.003*\"newyork\" + 0.002*\"world\" + 0.002*\"time\" + 0.002*\"museum\" + 0.002*\"just\" + 0.002*\"works\" + 0.001*\"new\" + 0.001*\"fair\" + 0.001*\"market\"\n",
      "2021-03-14 20:31:10,487 : INFO : topic #1 (0.100): 0.004*\"wearemoma\" + 0.004*\"salt\" + 0.003*\"iammoma\" + 0.003*\"moma\" + 0.003*\"beans\" + 0.003*\"monuments\" + 0.003*\"add\" + 0.002*\"local\" + 0.002*\"leonardo\" + 0.002*\"newyork\"\n",
      "2021-03-14 20:31:10,498 : INFO : topic #4 (0.100): 0.044*\"pm\" + 0.015*\"time\" + 0.013*\"saturday\" + 0.013*\"location\" + 0.013*\"price\" + 0.012*\"gallery\" + 0.011*\"free\" + 0.011*\"street\" + 0.009*\"tuesday\" + 0.009*\"sunday\"\n",
      "2021-03-14 20:31:10,504 : INFO : topic diff=0.627334, rho=0.447214\n",
      "2021-03-14 20:31:10,563 : INFO : PROGRESS: pass 1, at document #200/300\n",
      "2021-03-14 20:31:10,989 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:11,007 : INFO : topic #3 (0.100): 0.024*\"newyork\" + 0.018*\"gallery\" + 0.013*\"galerie\" + 0.008*\"london\" + 0.007*\"berlin\" + 0.007*\"angeles\" + 0.006*\"los\" + 0.006*\"paris\" + 0.005*\"born\" + 0.005*\"lives\"\n",
      "2021-03-14 20:31:11,009 : INFO : topic #7 (0.100): 0.002*\"greco\" + 0.001*\"museum\" + 0.001*\"pm\" + 0.001*\"robert\" + 0.001*\"gallery\" + 0.001*\"el\" + 0.001*\"time\" + 0.001*\"feininger\" + 0.001*\"exhibition\" + 0.001*\"covert\"\n",
      "2021-03-14 20:31:11,013 : INFO : topic #9 (0.100): 0.002*\"museum\" + 0.001*\"gallery\" + 0.001*\"newyork\" + 0.001*\"time\" + 0.001*\"pm\" + 0.001*\"works\" + 0.001*\"fair\" + 0.001*\"umbrella\" + 0.001*\"world\" + 0.001*\"new\"\n",
      "2021-03-14 20:31:11,016 : INFO : topic #2 (0.100): 0.002*\"gallery\" + 0.002*\"polish\" + 0.002*\"poland\" + 0.001*\"pm\" + 0.001*\"new\" + 0.001*\"museum\" + 0.001*\"world\" + 0.001*\"sexism\" + 0.001*\"nochlin\" + 0.001*\"reilly\"\n",
      "2021-03-14 20:31:11,018 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.005*\"works\" + 0.005*\"gallery\" + 0.005*\"fair\" + 0.005*\"just\" + 0.004*\"time\" + 0.004*\"world\" + 0.004*\"people\" + 0.004*\"new\" + 0.004*\"years\"\n",
      "2021-03-14 20:31:11,021 : INFO : topic diff=0.502628, rho=0.447214\n",
      "2021-03-14 20:31:11,784 : INFO : -10.459 per-word bound, 1407.2 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:11,785 : INFO : PROGRESS: pass 1, at document #300/300\n",
      "2021-03-14 20:31:12,098 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:12,131 : INFO : topic #1 (0.100): 0.003*\"salt\" + 0.003*\"add\" + 0.002*\"butter\" + 0.002*\"wearemoma\" + 0.002*\"ingredients\" + 0.002*\"food\" + 0.002*\"beans\" + 0.002*\"iammoma\" + 0.002*\"garlic\" + 0.002*\"moma\"\n",
      "2021-03-14 20:31:12,133 : INFO : topic #3 (0.100): 0.031*\"gallery\" + 0.030*\"galerie\" + 0.027*\"newyork\" + 0.013*\"berlin\" + 0.012*\"london\" + 0.010*\"paris\" + 0.006*\"fine\" + 0.006*\"angeles\" + 0.005*\"los\" + 0.004*\"galleries\"\n",
      "2021-03-14 20:31:12,135 : INFO : topic #7 (0.100): 0.001*\"greco\" + 0.001*\"museum\" + 0.000*\"pm\" + 0.000*\"robert\" + 0.000*\"gallery\" + 0.000*\"el\" + 0.000*\"time\" + 0.000*\"feininger\" + 0.000*\"exhibition\" + 0.000*\"covert\"\n",
      "2021-03-14 20:31:12,137 : INFO : topic #0 (0.100): 0.008*\"museum\" + 0.006*\"gallery\" + 0.005*\"new\" + 0.004*\"time\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"newyork\" + 0.003*\"year\" + 0.003*\"exhibition\" + 0.003*\"people\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:12,140 : INFO : topic #8 (0.100): 0.007*\"vermeer\" + 0.003*\"ca\" + 0.003*\"born\" + 0.003*\"ny\" + 0.003*\"lives\" + 0.002*\"drahi\" + 0.002*\"time\" + 0.002*\"ant\" + 0.001*\"girl\" + 0.001*\"museum\"\n",
      "2021-03-14 20:31:12,142 : INFO : topic diff=0.436273, rho=0.447214\n",
      "2021-03-14 20:31:12,179 : INFO : PROGRESS: pass 2, at document #100/300\n",
      "2021-03-14 20:31:12,478 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:12,504 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.002*\"destinations\" + 0.002*\"binet\" + 0.002*\"irwin\" + 0.002*\"orlan\" + 0.002*\"pis\"\n",
      "2021-03-14 20:31:12,506 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.006*\"ant\" + 0.006*\"capsule\" + 0.005*\"farm\" + 0.004*\"vermeer\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.003*\"citizens\" + 0.003*\"altice\" + 0.002*\"sfr\"\n",
      "2021-03-14 20:31:12,509 : INFO : topic #9 (0.100): 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.002*\"nope\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"bp\" + 0.001*\"arms\" + 0.001*\"sampson\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:12,511 : INFO : topic #6 (0.100): 0.002*\"hendeles\" + 0.001*\"gallery\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"donkey\" + 0.001*\"newyork\" + 0.001*\"pulse\" + 0.001*\"jenney\" + 0.001*\"keeper\"\n",
      "2021-03-14 20:31:12,514 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"gallery\" + 0.005*\"new\" + 0.004*\"time\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"newyork\" + 0.003*\"year\" + 0.003*\"exhibition\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:12,519 : INFO : topic diff=0.375481, rho=0.408248\n",
      "2021-03-14 20:31:12,565 : INFO : PROGRESS: pass 2, at document #200/300\n",
      "2021-03-14 20:31:12,896 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:12,914 : INFO : topic #7 (0.100): 0.004*\"greco\" + 0.001*\"feininger\" + 0.001*\"covert\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"blake\" + 0.001*\"dweck\" + 0.001*\"el\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:31:12,915 : INFO : topic #4 (0.100): 0.050*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.016*\"price\" + 0.014*\"saturday\" + 0.014*\"free\" + 0.014*\"gallery\" + 0.014*\"location\" + 0.009*\"newyork\" + 0.009*\"west\"\n",
      "2021-03-14 20:31:12,917 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"destinations\" + 0.002*\"binet\" + 0.001*\"irwin\" + 0.001*\"orlan\" + 0.001*\"pis\"\n",
      "2021-03-14 20:31:12,918 : INFO : topic #9 (0.100): 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"nope\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"bp\" + 0.001*\"arms\" + 0.001*\"sampson\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:12,919 : INFO : topic #6 (0.100): 0.001*\"hendeles\" + 0.001*\"gallery\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"donkey\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"newyork\" + 0.001*\"pulse\"\n",
      "2021-03-14 20:31:12,924 : INFO : topic diff=0.258073, rho=0.408248\n",
      "2021-03-14 20:31:13,637 : INFO : -10.260 per-word bound, 1225.8 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:13,640 : INFO : PROGRESS: pass 2, at document #300/300\n",
      "2021-03-14 20:31:13,928 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:13,959 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.032*\"galerie\" + 0.029*\"newyork\" + 0.014*\"berlin\" + 0.012*\"london\" + 0.011*\"paris\" + 0.006*\"fine\" + 0.006*\"angeles\" + 0.006*\"los\" + 0.005*\"born\"\n",
      "2021-03-14 20:31:13,962 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"gallery\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"works\" + 0.004*\"newyork\" + 0.003*\"year\" + 0.003*\"exhibition\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:13,967 : INFO : topic #4 (0.100): 0.049*\"pm\" + 0.019*\"street\" + 0.017*\"time\" + 0.017*\"price\" + 0.015*\"saturday\" + 0.014*\"location\" + 0.014*\"free\" + 0.013*\"gallery\" + 0.009*\"tuesday\" + 0.009*\"newyork\"\n",
      "2021-03-14 20:31:13,976 : INFO : topic #2 (0.100): 0.002*\"poland\" + 0.002*\"polish\" + 0.001*\"nochlin\" + 0.001*\"sexism\" + 0.001*\"reilly\" + 0.001*\"destinations\" + 0.001*\"binet\" + 0.001*\"irwin\" + 0.001*\"orlan\" + 0.001*\"pis\"\n",
      "2021-03-14 20:31:13,982 : INFO : topic #9 (0.100): 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"nope\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.000*\"farnborough\" + 0.000*\"bp\" + 0.000*\"arms\" + 0.000*\"sampson\" + 0.000*\"mel\"\n",
      "2021-03-14 20:31:13,985 : INFO : topic diff=0.234951, rho=0.408248\n",
      "2021-03-14 20:31:14,011 : INFO : PROGRESS: pass 3, at document #100/300\n",
      "2021-03-14 20:31:14,322 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:14,358 : INFO : topic #2 (0.100): 0.006*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"irwin\" + 0.002*\"orlan\" + 0.002*\"statistics\"\n",
      "2021-03-14 20:31:14,366 : INFO : topic #9 (0.100): 0.002*\"nope\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"bp\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"arms\" + 0.001*\"sampson\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:14,373 : INFO : topic #3 (0.100): 0.028*\"gallery\" + 0.024*\"galerie\" + 0.023*\"newyork\" + 0.011*\"berlin\" + 0.010*\"london\" + 0.008*\"paris\" + 0.005*\"madrid\" + 0.005*\"angeles\" + 0.005*\"los\" + 0.005*\"fine\"\n",
      "2021-03-14 20:31:14,382 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.005*\"gallery\" + 0.004*\"time\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:14,388 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"works\" + 0.005*\"gallery\" + 0.005*\"fair\" + 0.005*\"just\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"people\" + 0.004*\"new\"\n",
      "2021-03-14 20:31:14,397 : INFO : topic diff=0.241710, rho=0.377964\n",
      "2021-03-14 20:31:14,428 : INFO : PROGRESS: pass 3, at document #200/300\n",
      "2021-03-14 20:31:14,689 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:14,707 : INFO : topic #4 (0.100): 0.049*\"pm\" + 0.017*\"time\" + 0.017*\"street\" + 0.016*\"price\" + 0.014*\"saturday\" + 0.014*\"free\" + 0.014*\"gallery\" + 0.013*\"location\" + 0.009*\"newyork\" + 0.009*\"west\"\n",
      "2021-03-14 20:31:14,710 : INFO : topic #9 (0.100): 0.001*\"nope\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"bp\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"arms\" + 0.001*\"sampson\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:14,711 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"gallery\" + 0.005*\"works\" + 0.005*\"just\" + 0.005*\"fair\" + 0.004*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"market\" + 0.004*\"years\"\n",
      "2021-03-14 20:31:14,712 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"irwin\" + 0.001*\"orlan\" + 0.001*\"statistics\"\n",
      "2021-03-14 20:31:14,714 : INFO : topic #6 (0.100): 0.001*\"hendeles\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"jenney\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"pulse\" + 0.001*\"achingly\"\n",
      "2021-03-14 20:31:14,715 : INFO : topic diff=0.146053, rho=0.377964\n",
      "2021-03-14 20:31:15,427 : INFO : -10.130 per-word bound, 1120.4 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:15,431 : INFO : PROGRESS: pass 3, at document #300/300\n",
      "2021-03-14 20:31:15,707 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:15,740 : INFO : topic #6 (0.100): 0.001*\"hendeles\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"jenney\" + 0.000*\"intend\" + 0.000*\"buckets\" + 0.000*\"pulse\" + 0.000*\"achingly\"\n",
      "2021-03-14 20:31:15,745 : INFO : topic #1 (0.100): 0.005*\"add\" + 0.005*\"food\" + 0.005*\"salt\" + 0.004*\"wearemoma\" + 0.004*\"butter\" + 0.003*\"moma\" + 0.003*\"iammoma\" + 0.003*\"ingredients\" + 0.003*\"oil\" + 0.003*\"local\"\n",
      "2021-03-14 20:31:15,750 : INFO : topic #7 (0.100): 0.003*\"greco\" + 0.001*\"feininger\" + 0.000*\"covert\" + 0.000*\"vija\" + 0.000*\"lyonel\" + 0.000*\"celmins\" + 0.000*\"blake\" + 0.000*\"rosenquist\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:15,762 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"gallery\" + 0.005*\"works\" + 0.005*\"just\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"painting\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:15,773 : INFO : topic #4 (0.100): 0.048*\"pm\" + 0.018*\"street\" + 0.017*\"time\" + 0.016*\"price\" + 0.014*\"location\" + 0.014*\"saturday\" + 0.013*\"free\" + 0.013*\"gallery\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:15,777 : INFO : topic diff=0.147674, rho=0.377964\n",
      "2021-03-14 20:31:15,806 : INFO : PROGRESS: pass 4, at document #100/300\n",
      "2021-03-14 20:31:16,021 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:16,052 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"gallery\" + 0.006*\"works\" + 0.005*\"fair\" + 0.005*\"just\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"people\" + 0.004*\"new\"\n",
      "2021-03-14 20:31:16,057 : INFO : topic #2 (0.100): 0.006*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"statistics\" + 0.002*\"closes\" + 0.002*\"orlan\"\n",
      "2021-03-14 20:31:16,060 : INFO : topic #4 (0.100): 0.049*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.015*\"price\" + 0.014*\"saturday\" + 0.013*\"location\" + 0.013*\"free\" + 0.012*\"gallery\" + 0.010*\"tuesday\" + 0.009*\"newyork\"\n",
      "2021-03-14 20:31:16,064 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"gallery\" + 0.004*\"works\" + 0.004*\"time\" + 0.004*\"world\" + 0.004*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:16,069 : INFO : topic #6 (0.100): 0.002*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"pulse\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"achingly\" + 0.001*\"kreps\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:31:16,074 : INFO : topic diff=0.175713, rho=0.353553\n",
      "2021-03-14 20:31:16,114 : INFO : PROGRESS: pass 4, at document #200/300\n",
      "2021-03-14 20:31:16,465 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:16,484 : INFO : topic #1 (0.100): 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"moma\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"butter\" + 0.005*\"local\" + 0.004*\"oil\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:16,485 : INFO : topic #9 (0.100): 0.002*\"nope\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"bp\" + 0.001*\"arms\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"sampson\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:16,489 : INFO : topic #4 (0.100): 0.048*\"pm\" + 0.017*\"time\" + 0.017*\"street\" + 0.015*\"price\" + 0.014*\"saturday\" + 0.014*\"gallery\" + 0.013*\"free\" + 0.013*\"location\" + 0.009*\"newyork\" + 0.009*\"west\"\n",
      "2021-03-14 20:31:16,494 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.005*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"girl\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:16,498 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.028*\"newyork\" + 0.020*\"galerie\" + 0.011*\"born\" + 0.011*\"lives\" + 0.011*\"berlin\" + 0.010*\"london\" + 0.008*\"los\" + 0.008*\"angeles\" + 0.007*\"paris\"\n",
      "2021-03-14 20:31:16,500 : INFO : topic diff=0.103734, rho=0.353553\n",
      "2021-03-14 20:31:17,280 : INFO : -10.059 per-word bound, 1066.4 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:17,283 : INFO : PROGRESS: pass 4, at document #300/300\n",
      "2021-03-14 20:31:17,571 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:17,613 : INFO : topic #1 (0.100): 0.005*\"add\" + 0.005*\"food\" + 0.005*\"salt\" + 0.004*\"moma\" + 0.004*\"wearemoma\" + 0.004*\"butter\" + 0.004*\"iammoma\" + 0.003*\"local\" + 0.003*\"oil\" + 0.003*\"ingredients\"\n",
      "2021-03-14 20:31:17,616 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.002*\"polish\" + 0.001*\"nochlin\" + 0.001*\"sexism\" + 0.001*\"reilly\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"statistics\" + 0.001*\"closes\" + 0.001*\"orlan\"\n",
      "2021-03-14 20:31:17,617 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.005*\"drahi\" + 0.004*\"capsule\" + 0.003*\"ant\" + 0.003*\"farm\" + 0.003*\"earring\" + 0.002*\"lst\" + 0.002*\"artpark\" + 0.002*\"girl\" + 0.002*\"citizens\"\n",
      "2021-03-14 20:31:17,618 : INFO : topic #7 (0.100): 0.004*\"greco\" + 0.001*\"feininger\" + 0.001*\"covert\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"blake\" + 0.000*\"rosenquist\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:17,627 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.007*\"gallery\" + 0.005*\"works\" + 0.005*\"just\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"painting\"\n",
      "2021-03-14 20:31:17,629 : INFO : topic diff=0.112162, rho=0.353553\n",
      "2021-03-14 20:31:17,663 : INFO : PROGRESS: pass 5, at document #100/300\n",
      "2021-03-14 20:31:17,917 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:17,960 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"wearemoma\" + 0.007*\"add\" + 0.007*\"salt\" + 0.007*\"food\" + 0.007*\"iammoma\" + 0.006*\"local\" + 0.005*\"oil\" + 0.005*\"leonardo\" + 0.005*\"beans\"\n",
      "2021-03-14 20:31:17,962 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"blake\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"erwin\" + 0.001*\"araki\" + 0.001*\"authoritative\" + 0.001*\"delaunay\"\n",
      "2021-03-14 20:31:17,973 : INFO : topic #4 (0.100): 0.048*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.014*\"price\" + 0.014*\"saturday\" + 0.013*\"location\" + 0.013*\"free\" + 0.012*\"gallery\" + 0.009*\"tuesday\" + 0.009*\"newyork\"\n",
      "2021-03-14 20:31:17,977 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"gallery\" + 0.004*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:17,979 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"gallery\" + 0.006*\"works\" + 0.005*\"fair\" + 0.005*\"just\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"people\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:17,981 : INFO : topic diff=0.143799, rho=0.333333\n",
      "2021-03-14 20:31:18,022 : INFO : PROGRESS: pass 5, at document #200/300\n",
      "2021-03-14 20:31:18,281 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:18,304 : INFO : topic #1 (0.100): 0.007*\"add\" + 0.007*\"food\" + 0.006*\"moma\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"local\" + 0.005*\"iammoma\" + 0.004*\"butter\" + 0.004*\"oil\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:18,309 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"rosenquist\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:31:18,311 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\" + 0.001*\"orlan\"\n",
      "2021-03-14 20:31:18,313 : INFO : topic #9 (0.100): 0.002*\"nope\" + 0.002*\"umbrella\" + 0.001*\"bp\" + 0.001*\"arms\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"sampson\" + 0.001*\"brandalism\"\n",
      "2021-03-14 20:31:18,314 : INFO : topic #6 (0.100): 0.001*\"hendeles\" + 0.001*\"pulse\" + 0.001*\"jenney\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:31:18,315 : INFO : topic diff=0.085077, rho=0.333333\n",
      "2021-03-14 20:31:19,117 : INFO : -10.018 per-word bound, 1036.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:19,118 : INFO : PROGRESS: pass 5, at document #300/300\n",
      "2021-03-14 20:31:19,460 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:19,491 : INFO : topic #4 (0.100): 0.046*\"pm\" + 0.018*\"street\" + 0.016*\"time\" + 0.015*\"price\" + 0.013*\"location\" + 0.013*\"saturday\" + 0.013*\"gallery\" + 0.013*\"free\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:19,494 : INFO : topic #8 (0.100): 0.011*\"vermeer\" + 0.005*\"drahi\" + 0.004*\"capsule\" + 0.003*\"ant\" + 0.003*\"farm\" + 0.003*\"earring\" + 0.002*\"lst\" + 0.002*\"girl\" + 0.002*\"artpark\" + 0.002*\"citizens\"\n",
      "2021-03-14 20:31:19,501 : INFO : topic #7 (0.100): 0.004*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.000*\"rosenquist\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:19,510 : INFO : topic #6 (0.100): 0.001*\"hendeles\" + 0.001*\"pulse\" + 0.001*\"jenney\" + 0.001*\"vieira\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:19,521 : INFO : topic #3 (0.100): 0.038*\"gallery\" + 0.029*\"galerie\" + 0.027*\"newyork\" + 0.013*\"berlin\" + 0.011*\"london\" + 0.010*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:19,528 : INFO : topic diff=0.096757, rho=0.333333\n",
      "2021-03-14 20:31:19,551 : INFO : PROGRESS: pass 6, at document #100/300\n",
      "2021-03-14 20:31:19,817 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:19,840 : INFO : topic #4 (0.100): 0.047*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.014*\"price\" + 0.013*\"saturday\" + 0.013*\"location\" + 0.013*\"free\" + 0.012*\"gallery\" + 0.009*\"tuesday\" + 0.009*\"newyork\"\n",
      "2021-03-14 20:31:19,843 : INFO : topic #3 (0.100): 0.031*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.012*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.006*\"born\" + 0.005*\"los\" + 0.005*\"angeles\" + 0.005*\"lives\"\n",
      "2021-03-14 20:31:19,845 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.006*\"gallery\" + 0.006*\"works\" + 0.005*\"just\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:19,846 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.002*\"hendeles\" + 0.002*\"jenney\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"danzinger\" + 0.001*\"colville\" + 0.001*\"doolbaz\"\n",
      "2021-03-14 20:31:19,848 : INFO : topic #9 (0.100): 0.004*\"nope\" + 0.002*\"arms\" + 0.002*\"umbrella\" + 0.002*\"bp\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"sampson\" + 0.001*\"brandalism\"\n",
      "2021-03-14 20:31:19,850 : INFO : topic diff=0.126035, rho=0.316228\n",
      "2021-03-14 20:31:19,894 : INFO : PROGRESS: pass 6, at document #200/300\n",
      "2021-03-14 20:31:20,135 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:20,154 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.027*\"newyork\" + 0.020*\"galerie\" + 0.011*\"born\" + 0.011*\"berlin\" + 0.011*\"lives\" + 0.010*\"london\" + 0.008*\"los\" + 0.008*\"angeles\" + 0.007*\"paris\"\n",
      "2021-03-14 20:31:20,156 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\" + 0.001*\"orlan\"\n",
      "2021-03-14 20:31:20,158 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.005*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"girl\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:20,159 : INFO : topic #1 (0.100): 0.007*\"add\" + 0.007*\"food\" + 0.007*\"moma\" + 0.006*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:20,161 : INFO : topic #4 (0.100): 0.046*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.015*\"price\" + 0.014*\"gallery\" + 0.013*\"saturday\" + 0.013*\"free\" + 0.013*\"location\" + 0.009*\"newyork\" + 0.008*\"west\"\n",
      "2021-03-14 20:31:20,162 : INFO : topic diff=0.073285, rho=0.316228\n",
      "2021-03-14 20:31:20,866 : INFO : -9.990 per-word bound, 1016.8 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:20,867 : INFO : PROGRESS: pass 6, at document #300/300\n",
      "2021-03-14 20:31:21,135 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:21,160 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.005*\"just\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:21,166 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n",
      "2021-03-14 20:31:21,172 : INFO : topic #3 (0.100): 0.038*\"gallery\" + 0.028*\"galerie\" + 0.027*\"newyork\" + 0.013*\"berlin\" + 0.011*\"london\" + 0.009*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:21,178 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.018*\"street\" + 0.016*\"time\" + 0.015*\"price\" + 0.013*\"gallery\" + 0.013*\"location\" + 0.013*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:21,183 : INFO : topic #1 (0.100): 0.006*\"food\" + 0.006*\"add\" + 0.006*\"moma\" + 0.005*\"salt\" + 0.004*\"local\" + 0.004*\"wearemoma\" + 0.004*\"butter\" + 0.004*\"iammoma\" + 0.003*\"oil\" + 0.003*\"ingredients\"\n",
      "2021-03-14 20:31:21,190 : INFO : topic diff=0.088430, rho=0.316228\n",
      "2021-03-14 20:31:21,242 : INFO : PROGRESS: pass 7, at document #100/300\n",
      "2021-03-14 20:31:21,474 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:21,509 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"wearemoma\" + 0.007*\"salt\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"iammoma\" + 0.005*\"oil\" + 0.005*\"leonardo\" + 0.005*\"beans\"\n",
      "2021-03-14 20:31:21,511 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.002*\"hendeles\" + 0.002*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"danzinger\" + 0.001*\"colville\" + 0.001*\"doolbaz\"\n",
      "2021-03-14 20:31:21,513 : INFO : topic #2 (0.100): 0.006*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.003*\"statistics\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\" + 0.002*\"counting\"\n",
      "2021-03-14 20:31:21,515 : INFO : topic #4 (0.100): 0.047*\"pm\" + 0.017*\"time\" + 0.015*\"street\" + 0.014*\"price\" + 0.013*\"saturday\" + 0.013*\"location\" + 0.012*\"free\" + 0.012*\"gallery\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:21,517 : INFO : topic #9 (0.100): 0.004*\"nope\" + 0.003*\"arms\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"sampson\" + 0.001*\"brandalism\"\n",
      "2021-03-14 20:31:21,518 : INFO : topic diff=0.114799, rho=0.301511\n",
      "2021-03-14 20:31:21,565 : INFO : PROGRESS: pass 7, at document #200/300\n",
      "2021-03-14 20:31:21,885 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:21,915 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:31:21,922 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.015*\"price\" + 0.014*\"gallery\" + 0.013*\"saturday\" + 0.013*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"west\"\n",
      "2021-03-14 20:31:21,930 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"newyork\" + 0.003*\"gallery\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:21,932 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.027*\"newyork\" + 0.020*\"galerie\" + 0.012*\"berlin\" + 0.011*\"born\" + 0.010*\"lives\" + 0.009*\"london\" + 0.008*\"los\" + 0.008*\"angeles\" + 0.007*\"paris\"\n",
      "2021-03-14 20:31:21,934 : INFO : topic #5 (0.100): 0.007*\"million\" + 0.007*\"gallery\" + 0.005*\"just\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:21,935 : INFO : topic diff=0.066860, rho=0.301511\n",
      "2021-03-14 20:31:22,791 : INFO : -9.966 per-word bound, 1000.2 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:22,792 : INFO : PROGRESS: pass 7, at document #300/300\n",
      "2021-03-14 20:31:23,037 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:23,101 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.006*\"drahi\" + 0.004*\"capsule\" + 0.003*\"ant\" + 0.003*\"farm\" + 0.003*\"earring\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.002*\"artpark\" + 0.002*\"citizens\"\n",
      "2021-03-14 20:31:23,103 : INFO : topic #9 (0.100): 0.002*\"nope\" + 0.002*\"arms\" + 0.001*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.000*\"sampson\" + 0.000*\"brandalism\"\n",
      "2021-03-14 20:31:23,106 : INFO : topic #7 (0.100): 0.005*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.000*\"rosenquist\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:23,109 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.001*\"sexism\" + 0.001*\"reilly\" + 0.001*\"statistics\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\" + 0.001*\"counting\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:23,110 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.017*\"street\" + 0.016*\"time\" + 0.015*\"price\" + 0.013*\"gallery\" + 0.013*\"location\" + 0.013*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:23,111 : INFO : topic diff=0.082891, rho=0.301511\n",
      "2021-03-14 20:31:23,143 : INFO : PROGRESS: pass 8, at document #100/300\n",
      "2021-03-14 20:31:23,410 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:23,455 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"erwin\" + 0.001*\"araki\" + 0.001*\"delaunay\"\n",
      "2021-03-14 20:31:23,464 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.005*\"just\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:23,475 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.024*\"newyork\" + 0.023*\"galerie\" + 0.012*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.006*\"born\" + 0.005*\"los\" + 0.005*\"angeles\" + 0.005*\"lives\"\n",
      "2021-03-14 20:31:23,481 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.002*\"hendeles\" + 0.002*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"danzinger\" + 0.001*\"colville\" + 0.001*\"doolbaz\"\n",
      "2021-03-14 20:31:23,486 : INFO : topic #8 (0.100): 0.011*\"drahi\" + 0.008*\"vermeer\" + 0.008*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.005*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"altice\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:23,491 : INFO : topic diff=0.107030, rho=0.288675\n",
      "2021-03-14 20:31:23,519 : INFO : PROGRESS: pass 8, at document #200/300\n",
      "2021-03-14 20:31:23,860 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:23,880 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"sampson\" + 0.001*\"brandalism\"\n",
      "2021-03-14 20:31:23,881 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.017*\"time\" + 0.016*\"street\" + 0.014*\"price\" + 0.014*\"gallery\" + 0.013*\"saturday\" + 0.013*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:23,883 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:23,890 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"earring\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:23,891 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"rosenquist\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:31:23,893 : INFO : topic diff=0.062218, rho=0.288675\n",
      "2021-03-14 20:31:24,534 : INFO : -9.946 per-word bound, 986.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:24,538 : INFO : PROGRESS: pass 8, at document #300/300\n",
      "2021-03-14 20:31:24,787 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:24,841 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n",
      "2021-03-14 20:31:24,847 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.005*\"just\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"fair\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:24,858 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.001*\"sexism\" + 0.001*\"reilly\" + 0.001*\"statistics\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"counting\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:24,860 : INFO : topic #9 (0.100): 0.002*\"arms\" + 0.002*\"nope\" + 0.001*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.000*\"sampson\" + 0.000*\"brandalism\"\n",
      "2021-03-14 20:31:24,861 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:24,862 : INFO : topic diff=0.078623, rho=0.288675\n",
      "2021-03-14 20:31:24,882 : INFO : PROGRESS: pass 9, at document #100/300\n",
      "2021-03-14 20:31:25,141 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:25,179 : INFO : topic #2 (0.100): 0.006*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.003*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:25,188 : INFO : topic #8 (0.100): 0.011*\"drahi\" + 0.008*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.005*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"altice\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:25,194 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:25,196 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"erwin\" + 0.001*\"araki\" + 0.001*\"delaunay\"\n",
      "2021-03-14 20:31:25,205 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"wearemoma\" + 0.007*\"salt\" + 0.006*\"iammoma\" + 0.005*\"oil\" + 0.005*\"leonardo\" + 0.004*\"shared\"\n",
      "2021-03-14 20:31:25,211 : INFO : topic diff=0.100800, rho=0.277350\n",
      "2021-03-14 20:31:25,245 : INFO : PROGRESS: pass 9, at document #200/300\n",
      "2021-03-14 20:31:25,521 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:25,539 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:25,544 : INFO : topic #4 (0.100): 0.044*\"pm\" + 0.016*\"time\" + 0.016*\"street\" + 0.014*\"price\" + 0.014*\"gallery\" + 0.013*\"saturday\" + 0.012*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:25,547 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:25,548 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:25,549 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"market\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:25,550 : INFO : topic diff=0.058353, rho=0.277350\n",
      "2021-03-14 20:31:26,196 : INFO : -9.926 per-word bound, 972.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:26,196 : INFO : PROGRESS: pass 9, at document #300/300\n",
      "2021-03-14 20:31:26,464 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:26,497 : INFO : topic #9 (0.100): 0.002*\"arms\" + 0.002*\"nope\" + 0.001*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.000*\"sampson\" + 0.000*\"brandalism\"\n",
      "2021-03-14 20:31:26,499 : INFO : topic #4 (0.100): 0.044*\"pm\" + 0.017*\"street\" + 0.016*\"time\" + 0.014*\"price\" + 0.013*\"gallery\" + 0.013*\"location\" + 0.013*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:26,501 : INFO : topic #3 (0.100): 0.038*\"gallery\" + 0.027*\"galerie\" + 0.026*\"newyork\" + 0.014*\"berlin\" + 0.011*\"london\" + 0.009*\"paris\" + 0.008*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:26,505 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:26,509 : INFO : topic #7 (0.100): 0.005*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.000*\"rosenquist\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:26,512 : INFO : topic diff=0.074966, rho=0.277350\n",
      "2021-03-14 20:31:26,543 : INFO : PROGRESS: pass 10, at document #100/300\n",
      "2021-03-14 20:31:26,751 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:26,785 : INFO : topic #2 (0.100): 0.006*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.003*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:26,790 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"wearemoma\" + 0.007*\"salt\" + 0.006*\"iammoma\" + 0.005*\"oil\" + 0.005*\"shared\" + 0.005*\"leonardo\"\n",
      "2021-03-14 20:31:26,796 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.017*\"time\" + 0.015*\"street\" + 0.014*\"price\" + 0.013*\"saturday\" + 0.013*\"gallery\" + 0.013*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:26,798 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"erwin\" + 0.001*\"araki\"\n",
      "2021-03-14 20:31:26,811 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:26,815 : INFO : topic diff=0.095609, rho=0.267261\n",
      "2021-03-14 20:31:26,846 : INFO : PROGRESS: pass 10, at document #200/300\n",
      "2021-03-14 20:31:27,098 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:27,114 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:27,115 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:27,116 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:27,118 : INFO : topic #4 (0.100): 0.044*\"pm\" + 0.016*\"time\" + 0.016*\"street\" + 0.014*\"price\" + 0.014*\"gallery\" + 0.013*\"saturday\" + 0.012*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:27,119 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:27,125 : INFO : topic diff=0.055225, rho=0.267261\n",
      "2021-03-14 20:31:27,801 : INFO : -9.905 per-word bound, 958.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:27,805 : INFO : PROGRESS: pass 10, at document #300/300\n",
      "2021-03-14 20:31:28,072 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:28,123 : INFO : topic #4 (0.100): 0.043*\"pm\" + 0.017*\"street\" + 0.016*\"time\" + 0.014*\"price\" + 0.013*\"gallery\" + 0.013*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:28,137 : INFO : topic #3 (0.100): 0.037*\"gallery\" + 0.027*\"galerie\" + 0.026*\"newyork\" + 0.015*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.008*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:28,140 : INFO : topic #9 (0.100): 0.002*\"arms\" + 0.002*\"nope\" + 0.001*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.000*\"backström\" + 0.000*\"ajay\"\n",
      "2021-03-14 20:31:28,142 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:28,143 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.006*\"drahi\" + 0.004*\"capsule\" + 0.004*\"ant\" + 0.003*\"farm\" + 0.003*\"girl\" + 0.003*\"earring\" + 0.003*\"lst\" + 0.002*\"artpark\" + 0.002*\"citizens\"\n",
      "2021-03-14 20:31:28,145 : INFO : topic diff=0.071107, rho=0.267261\n",
      "2021-03-14 20:31:28,165 : INFO : PROGRESS: pass 11, at document #100/300\n",
      "2021-03-14 20:31:28,368 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:28,455 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"wearemoma\" + 0.007*\"salt\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"oil\" + 0.004*\"leonardo\"\n",
      "2021-03-14 20:31:28,457 : INFO : topic #4 (0.100): 0.045*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"price\" + 0.013*\"saturday\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:28,459 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"works\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:28,460 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.003*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:28,462 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:28,465 : INFO : topic diff=0.091508, rho=0.258199\n",
      "2021-03-14 20:31:28,490 : INFO : PROGRESS: pass 11, at document #200/300\n",
      "2021-03-14 20:31:28,764 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:28,780 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:28,781 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"backström\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:28,783 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:28,786 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:28,792 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"searches\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"rosenquist\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:31:28,796 : INFO : topic diff=0.052795, rho=0.258199\n",
      "2021-03-14 20:31:29,520 : INFO : -9.887 per-word bound, 947.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:29,522 : INFO : PROGRESS: pass 11, at document #300/300\n",
      "2021-03-14 20:31:29,897 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:29,921 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.001*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:29,923 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.006*\"drahi\" + 0.004*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"earring\" + 0.003*\"lst\" + 0.002*\"artpark\" + 0.002*\"citizens\"\n",
      "2021-03-14 20:31:29,926 : INFO : topic #3 (0.100): 0.037*\"gallery\" + 0.026*\"galerie\" + 0.026*\"newyork\" + 0.015*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.008*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:29,928 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:29,930 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"time\" + 0.003*\"newyork\" + 0.003*\"exhibition\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:29,932 : INFO : topic diff=0.068165, rho=0.258199\n",
      "2021-03-14 20:31:29,966 : INFO : PROGRESS: pass 12, at document #100/300\n",
      "2021-03-14 20:31:30,149 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:30,221 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"market\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:30,226 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.003*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:30,233 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"salt\" + 0.007*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"oil\" + 0.004*\"leonardo\"\n",
      "2021-03-14 20:31:30,234 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.002*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"danzinger\" + 0.001*\"colville\" + 0.001*\"mestrovic\"\n",
      "2021-03-14 20:31:30,239 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.024*\"newyork\" + 0.023*\"galerie\" + 0.013*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:30,244 : INFO : topic diff=0.088066, rho=0.250000\n",
      "2021-03-14 20:31:30,273 : INFO : PROGRESS: pass 12, at document #200/300\n",
      "2021-03-14 20:31:30,623 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:30,642 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"world\" + 0.004*\"time\" + 0.004*\"think\"\n",
      "2021-03-14 20:31:30,643 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"searches\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"rosenquist\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:31:30,644 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:30,645 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"backström\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:30,647 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:30,648 : INFO : topic diff=0.051108, rho=0.250000\n",
      "2021-03-14 20:31:31,325 : INFO : -9.873 per-word bound, 937.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:31,327 : INFO : PROGRESS: pass 12, at document #300/300\n",
      "2021-03-14 20:31:31,595 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:31,644 : INFO : topic #3 (0.100): 0.037*\"gallery\" + 0.026*\"newyork\" + 0.026*\"galerie\" + 0.015*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.008*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:31,658 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:31,661 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"world\" + 0.004*\"works\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"gallery\" + 0.003*\"years\"\n",
      "2021-03-14 20:31:31,663 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n",
      "2021-03-14 20:31:31,664 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.001*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.000*\"backström\" + 0.000*\"ajay\"\n",
      "2021-03-14 20:31:31,665 : INFO : topic diff=0.066175, rho=0.250000\n",
      "2021-03-14 20:31:31,683 : INFO : PROGRESS: pass 13, at document #100/300\n",
      "2021-03-14 20:31:31,920 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:32,015 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:32,020 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"salt\" + 0.007*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"oil\" + 0.004*\"leonardo\"\n",
      "2021-03-14 20:31:32,026 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:32,029 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.003*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"backström\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:32,032 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"nobuyoshi\" + 0.001*\"dweck\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"araki\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:31:32,034 : INFO : topic diff=0.084359, rho=0.242536\n",
      "2021-03-14 20:31:32,083 : INFO : PROGRESS: pass 13, at document #200/300\n",
      "2021-03-14 20:31:32,396 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:32,412 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:31:32,414 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"backström\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:32,416 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.026*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"lives\" + 0.009*\"london\" + 0.007*\"los\" + 0.007*\"angeles\" + 0.007*\"paris\"\n",
      "2021-03-14 20:31:32,418 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:32,420 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"earring\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:32,423 : INFO : topic diff=0.049329, rho=0.242536\n",
      "2021-03-14 20:31:33,099 : INFO : -9.858 per-word bound, 928.2 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:33,100 : INFO : PROGRESS: pass 13, at document #300/300\n",
      "2021-03-14 20:31:33,361 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:33,394 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.001*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:33,397 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.000*\"backström\" + 0.000*\"ajay\"\n",
      "2021-03-14 20:31:33,402 : INFO : topic #3 (0.100): 0.037*\"gallery\" + 0.026*\"newyork\" + 0.026*\"galerie\" + 0.015*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.008*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:33,412 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:33,421 : INFO : topic #7 (0.100): 0.005*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.000*\"dweck\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:33,423 : INFO : topic diff=0.065067, rho=0.242536\n",
      "2021-03-14 20:31:33,457 : INFO : PROGRESS: pass 14, at document #100/300\n",
      "2021-03-14 20:31:33,740 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:33,789 : INFO : topic #4 (0.100): 0.044*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.009*\"tuesday\"\n",
      "2021-03-14 20:31:33,797 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:33,804 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:33,809 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\" + 0.001*\"mel\" + 0.001*\"erwin\" + 0.001*\"araki\"\n",
      "2021-03-14 20:31:33,819 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:33,823 : INFO : topic diff=0.081340, rho=0.235702\n",
      "2021-03-14 20:31:33,849 : INFO : PROGRESS: pass 14, at document #200/300\n",
      "2021-03-14 20:31:34,091 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:34,106 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:34,108 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:34,109 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.026*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"lives\" + 0.009*\"london\" + 0.007*\"los\" + 0.007*\"angeles\" + 0.007*\"paris\"\n",
      "2021-03-14 20:31:34,112 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:34,114 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:31:34,115 : INFO : topic diff=0.046956, rho=0.235702\n",
      "2021-03-14 20:31:34,773 : INFO : -9.843 per-word bound, 918.5 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:34,774 : INFO : PROGRESS: pass 14, at document #300/300\n",
      "2021-03-14 20:31:35,056 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:35,104 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:35,108 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.004*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.003*\"ingredients\"\n",
      "2021-03-14 20:31:35,110 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.000*\"danzinger\"\n",
      "2021-03-14 20:31:35,112 : INFO : topic #7 (0.100): 0.005*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.000*\"grosz\" + 0.000*\"nobuyoshi\"\n",
      "2021-03-14 20:31:35,114 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.001*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:35,117 : INFO : topic diff=0.062335, rho=0.235702\n",
      "2021-03-14 20:31:35,143 : INFO : PROGRESS: pass 15, at document #100/300\n",
      "2021-03-14 20:31:35,390 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:35,418 : INFO : topic #1 (0.100): 0.011*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"salt\" + 0.007*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"oil\" + 0.004*\"leonardo\"\n",
      "2021-03-14 20:31:35,421 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"nobuyoshi\" + 0.001*\"mel\" + 0.001*\"dweck\" + 0.001*\"sturges\" + 0.001*\"araki\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:31:35,423 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"danzinger\" + 0.001*\"mestrovic\" + 0.001*\"colville\"\n",
      "2021-03-14 20:31:35,428 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:35,440 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:35,451 : INFO : topic diff=0.078590, rho=0.229416\n",
      "2021-03-14 20:31:35,500 : INFO : PROGRESS: pass 15, at document #200/300\n",
      "2021-03-14 20:31:35,776 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:35,792 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:35,795 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:35,797 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:35,798 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.026*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:35,800 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:31:35,803 : INFO : topic diff=0.045414, rho=0.229416\n",
      "2021-03-14 20:31:36,444 : INFO : -9.831 per-word bound, 911.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:36,445 : INFO : PROGRESS: pass 15, at document #300/300\n",
      "2021-03-14 20:31:36,692 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:36,723 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:36,728 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.004*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.003*\"ingredients\"\n",
      "2021-03-14 20:31:36,731 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.025*\"newyork\" + 0.025*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:36,736 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:36,739 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:36,744 : INFO : topic diff=0.060244, rho=0.229416\n",
      "2021-03-14 20:31:36,781 : INFO : PROGRESS: pass 16, at document #100/300\n",
      "2021-03-14 20:31:37,026 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:37,063 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"colville\" + 0.001*\"mestrovic\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:31:37,070 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:37,076 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:37,080 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.023*\"newyork\" + 0.023*\"galerie\" + 0.014*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:37,084 : INFO : topic #7 (0.100): 0.009*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"mel\" + 0.001*\"sturges\" + 0.001*\"nobuyoshi\" + 0.001*\"erwin\" + 0.001*\"araki\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:31:37,090 : INFO : topic diff=0.076017, rho=0.223607\n",
      "2021-03-14 20:31:37,125 : INFO : PROGRESS: pass 16, at document #200/300\n",
      "2021-03-14 20:31:37,393 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:37,410 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:37,412 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"market\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:37,416 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:37,420 : INFO : topic #4 (0.100): 0.042*\"pm\" + 0.016*\"time\" + 0.016*\"street\" + 0.014*\"gallery\" + 0.014*\"price\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:37,425 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.026*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:37,426 : INFO : topic diff=0.043908, rho=0.223607\n",
      "2021-03-14 20:31:38,112 : INFO : -9.820 per-word bound, 904.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:38,113 : INFO : PROGRESS: pass 16, at document #300/300\n",
      "2021-03-14 20:31:38,370 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:38,403 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:38,408 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"street\" + 0.016*\"time\" + 0.014*\"price\" + 0.014*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:38,413 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.006*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:38,417 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:38,424 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:38,427 : INFO : topic diff=0.058684, rho=0.223607\n",
      "2021-03-14 20:31:38,461 : INFO : PROGRESS: pass 17, at document #100/300\n",
      "2021-03-14 20:31:38,704 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:38,750 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.003*\"sexism\" + 0.003*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:38,758 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"gallery\"\n",
      "2021-03-14 20:31:38,770 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.023*\"newyork\" + 0.023*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:38,782 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:38,789 : INFO : topic #4 (0.100): 0.043*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:38,793 : INFO : topic diff=0.074041, rho=0.218218\n",
      "2021-03-14 20:31:38,821 : INFO : PROGRESS: pass 17, at document #200/300\n",
      "2021-03-14 20:31:39,124 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:39,142 : INFO : topic #8 (0.100): 0.015*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:39,144 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:39,146 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:39,149 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.026*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:39,151 : INFO : topic #4 (0.100): 0.042*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.014*\"price\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:39,153 : INFO : topic diff=0.042311, rho=0.218218\n",
      "2021-03-14 20:31:39,806 : INFO : -9.809 per-word bound, 897.3 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:39,806 : INFO : PROGRESS: pass 17, at document #300/300\n",
      "2021-03-14 20:31:40,052 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:40,099 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:40,105 : INFO : topic #7 (0.100): 0.005*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.000*\"sturges\"\n",
      "2021-03-14 20:31:40,112 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"street\" + 0.016*\"time\" + 0.014*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:40,118 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"edelson\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:40,121 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.025*\"newyork\" + 0.025*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:40,125 : INFO : topic diff=0.057288, rho=0.218218\n",
      "2021-03-14 20:31:40,141 : INFO : PROGRESS: pass 18, at document #100/300\n",
      "2021-03-14 20:31:40,360 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:40,396 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"regels\" + 0.001*\"waugh\" + 0.001*\"couché\"\n",
      "2021-03-14 20:31:40,405 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.023*\"newyork\" + 0.023*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:40,410 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.007*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:40,415 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"mel\" + 0.001*\"sturges\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"erwin\" + 0.001*\"araki\"\n",
      "2021-03-14 20:31:40,424 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:40,433 : INFO : topic diff=0.071525, rho=0.213201\n",
      "2021-03-14 20:31:40,472 : INFO : PROGRESS: pass 18, at document #200/300\n",
      "2021-03-14 20:31:40,733 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:40,751 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"districts\"\n",
      "2021-03-14 20:31:40,753 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:40,755 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.014*\"price\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.012*\"location\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:40,757 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.025*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:40,759 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:40,761 : INFO : topic diff=0.040829, rho=0.213201\n",
      "2021-03-14 20:31:41,446 : INFO : -9.799 per-word bound, 890.9 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:41,447 : INFO : PROGRESS: pass 18, at document #300/300\n",
      "2021-03-14 20:31:41,691 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:41,725 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.025*\"newyork\" + 0.025*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.009*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:41,729 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:41,733 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.004*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.003*\"shared\"\n",
      "2021-03-14 20:31:41,738 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.003*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:41,742 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:41,747 : INFO : topic diff=0.055460, rho=0.213201\n",
      "2021-03-14 20:31:41,775 : INFO : PROGRESS: pass 19, at document #100/300\n",
      "2021-03-14 20:31:41,977 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:42,012 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:42,017 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:42,022 : INFO : topic #3 (0.100): 0.032*\"gallery\" + 0.023*\"newyork\" + 0.023*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:42,026 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"local\" + 0.007*\"food\" + 0.007*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:31:42,031 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:42,035 : INFO : topic diff=0.069740, rho=0.208514\n",
      "2021-03-14 20:31:42,068 : INFO : PROGRESS: pass 19, at document #200/300\n",
      "2021-03-14 20:31:42,354 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:42,371 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:42,372 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:42,374 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"intend\" + 0.001*\"buckets\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:42,376 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:42,379 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.025*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.010*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:42,381 : INFO : topic diff=0.039795, rho=0.208514\n",
      "2021-03-14 20:31:43,031 : INFO : -9.791 per-word bound, 885.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:43,033 : INFO : PROGRESS: pass 19, at document #300/300\n",
      "2021-03-14 20:31:43,326 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:43,368 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"matta\" + 0.001*\"fia\"\n",
      "2021-03-14 20:31:43,377 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:43,379 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:43,383 : INFO : topic #2 (0.100): 0.003*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:43,386 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.004*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.003*\"shared\"\n",
      "2021-03-14 20:31:43,389 : INFO : topic diff=0.053445, rho=0.208514\n",
      "2021-03-14 20:31:43,416 : INFO : PROGRESS: pass 20, at document #100/300\n",
      "2021-03-14 20:31:43,654 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:43,684 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:43,687 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:43,697 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"people\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:43,701 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.023*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:43,710 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"feininger\" + 0.001*\"mel\" + 0.001*\"araki\" + 0.001*\"nobuyoshi\" + 0.001*\"dweck\" + 0.001*\"sturges\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:31:43,721 : INFO : topic diff=0.067646, rho=0.204124\n",
      "2021-03-14 20:31:43,758 : INFO : PROGRESS: pass 20, at document #200/300\n",
      "2021-03-14 20:31:43,950 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:43,981 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:31:43,982 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"vieira\" + 0.001*\"molyneux\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:43,983 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"fair\" + 0.005*\"market\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:43,984 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:43,986 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:43,988 : INFO : topic diff=0.039028, rho=0.204124\n",
      "2021-03-14 20:31:44,697 : INFO : -9.785 per-word bound, 882.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:44,697 : INFO : PROGRESS: pass 20, at document #300/300\n",
      "2021-03-14 20:31:44,921 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:44,952 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:44,955 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.004*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"butter\" + 0.004*\"shared\"\n",
      "2021-03-14 20:31:44,957 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:44,962 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:44,966 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:44,968 : INFO : topic diff=0.051614, rho=0.204124\n",
      "2021-03-14 20:31:45,009 : INFO : PROGRESS: pass 21, at document #100/300\n",
      "2021-03-14 20:31:45,360 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:45,385 : INFO : topic #4 (0.100): 0.042*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:45,396 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"moo\" + 0.001*\"mariaud\" + 0.001*\"nu\"\n",
      "2021-03-14 20:31:45,398 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.005*\"polish\" + 0.003*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:45,402 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:45,406 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:45,412 : INFO : topic diff=0.065995, rho=0.200000\n",
      "2021-03-14 20:31:45,482 : INFO : PROGRESS: pass 21, at document #200/300\n",
      "2021-03-14 20:31:45,712 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:45,734 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:45,740 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"araki\"\n",
      "2021-03-14 20:31:45,749 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:45,750 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:45,751 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:45,755 : INFO : topic diff=0.037428, rho=0.200000\n",
      "2021-03-14 20:31:46,440 : INFO : -9.780 per-word bound, 879.0 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:46,441 : INFO : PROGRESS: pass 21, at document #300/300\n",
      "2021-03-14 20:31:46,738 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:46,805 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:46,807 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"grosz\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:31:46,810 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:46,815 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:46,826 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:46,828 : INFO : topic diff=0.050140, rho=0.200000\n",
      "2021-03-14 20:31:46,865 : INFO : PROGRESS: pass 22, at document #100/300\n",
      "2021-03-14 20:31:47,104 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:47,151 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:47,165 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"erwin\" + 0.001*\"nobuyoshi\" + 0.001*\"dweck\" + 0.001*\"mel\" + 0.001*\"sturges\" + 0.001*\"araki\"\n",
      "2021-03-14 20:31:47,170 : INFO : topic #4 (0.100): 0.042*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:47,180 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"los\" + 0.006*\"angeles\"\n",
      "2021-03-14 20:31:47,184 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"matta\" + 0.001*\"desana\"\n",
      "2021-03-14 20:31:47,186 : INFO : topic diff=0.064618, rho=0.196116\n",
      "2021-03-14 20:31:47,216 : INFO : PROGRESS: pass 22, at document #200/300\n",
      "2021-03-14 20:31:47,434 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:47,458 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:47,460 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.025*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.009*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:47,461 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"sturges\"\n",
      "2021-03-14 20:31:47,465 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:47,467 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:47,473 : INFO : topic diff=0.036132, rho=0.196116\n",
      "2021-03-14 20:31:48,142 : INFO : -9.775 per-word bound, 876.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:48,145 : INFO : PROGRESS: pass 22, at document #300/300\n",
      "2021-03-14 20:31:48,357 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:48,396 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:48,405 : INFO : topic #1 (0.100): 0.007*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:48,411 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:48,415 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:48,424 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"matta\" + 0.001*\"districts\"\n",
      "2021-03-14 20:31:48,426 : INFO : topic diff=0.048905, rho=0.196116\n",
      "2021-03-14 20:31:48,462 : INFO : PROGRESS: pass 23, at document #100/300\n",
      "2021-03-14 20:31:48,806 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:48,858 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"regels\" + 0.001*\"colville\" + 0.001*\"kitties\"\n",
      "2021-03-14 20:31:48,868 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:48,885 : INFO : topic #8 (0.100): 0.010*\"drahi\" + 0.009*\"vermeer\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.006*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:48,892 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"mel\" + 0.001*\"nobuyoshi\" + 0.001*\"araki\" + 0.001*\"dweck\" + 0.001*\"sturges\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:31:48,896 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:48,898 : INFO : topic diff=0.063087, rho=0.192450\n",
      "2021-03-14 20:31:48,926 : INFO : PROGRESS: pass 23, at document #200/300\n",
      "2021-03-14 20:31:49,251 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:49,270 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:49,273 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:49,275 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:49,277 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:49,281 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"desana\"\n",
      "2021-03-14 20:31:49,283 : INFO : topic diff=0.035211, rho=0.192450\n",
      "2021-03-14 20:31:49,959 : INFO : -9.771 per-word bound, 873.8 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:49,960 : INFO : PROGRESS: pass 23, at document #300/300\n",
      "2021-03-14 20:31:50,173 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:50,206 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:50,209 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:50,212 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:50,213 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"matta\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:50,215 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"matta\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:50,217 : INFO : topic diff=0.047773, rho=0.192450\n",
      "2021-03-14 20:31:50,248 : INFO : PROGRESS: pass 24, at document #100/300\n",
      "2021-03-14 20:31:50,504 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:50,560 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.002*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"matta\" + 0.001*\"ahearn\"\n",
      "2021-03-14 20:31:50,565 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:50,567 : INFO : topic #4 (0.100): 0.042*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:31:50,569 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:50,572 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"araki\" + 0.001*\"sturges\" + 0.001*\"erwin\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:50,576 : INFO : topic diff=0.061858, rho=0.188982\n",
      "2021-03-14 20:31:50,618 : INFO : PROGRESS: pass 24, at document #200/300\n",
      "2021-03-14 20:31:50,938 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:50,957 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.025*\"newyork\" + 0.020*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:31:50,960 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:50,961 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"matta\" + 0.001*\"kurian\"\n",
      "2021-03-14 20:31:50,962 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:31:50,963 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:50,967 : INFO : topic diff=0.034509, rho=0.188982\n",
      "2021-03-14 20:31:51,702 : INFO : -9.768 per-word bound, 871.9 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:51,704 : INFO : PROGRESS: pass 24, at document #300/300\n",
      "2021-03-14 20:31:51,959 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:51,998 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:52,001 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:52,003 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:52,006 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:52,010 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:52,012 : INFO : topic diff=0.046848, rho=0.188982\n",
      "2021-03-14 20:31:52,040 : INFO : PROGRESS: pass 25, at document #100/300\n",
      "2021-03-14 20:31:52,258 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:52,299 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:52,309 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"vogelsang\" + 0.001*\"mariaud\" + 0.001*\"couché\"\n",
      "2021-03-14 20:31:52,316 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:52,331 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"erwin\" + 0.001*\"araki\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:52,339 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:52,346 : INFO : topic diff=0.060695, rho=0.185695\n",
      "2021-03-14 20:31:52,374 : INFO : PROGRESS: pass 25, at document #200/300\n",
      "2021-03-14 20:31:52,662 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:52,681 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:52,682 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.005*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:52,683 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:52,685 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:52,690 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:52,692 : INFO : topic diff=0.033840, rho=0.185695\n",
      "2021-03-14 20:31:53,482 : INFO : -9.765 per-word bound, 870.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:53,483 : INFO : PROGRESS: pass 25, at document #300/300\n",
      "2021-03-14 20:31:53,882 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:53,910 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:53,912 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:53,914 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:53,916 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:53,920 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"matta\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:31:53,922 : INFO : topic diff=0.045990, rho=0.185695\n",
      "2021-03-14 20:31:53,965 : INFO : PROGRESS: pass 26, at document #100/300\n",
      "2021-03-14 20:31:54,148 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:54,211 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"sturges\" + 0.001*\"nobuyoshi\" + 0.001*\"dweck\" + 0.001*\"araki\" + 0.001*\"mel\"\n",
      "2021-03-14 20:31:54,214 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:54,215 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:54,224 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:54,227 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:54,229 : INFO : topic diff=0.059468, rho=0.182574\n",
      "2021-03-14 20:31:54,253 : INFO : PROGRESS: pass 26, at document #200/300\n",
      "2021-03-14 20:31:54,566 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:54,584 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"matta\" + 0.001*\"edelson\"\n",
      "2021-03-14 20:31:54,587 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:54,591 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:54,594 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:54,595 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:54,596 : INFO : topic diff=0.033252, rho=0.182574\n",
      "2021-03-14 20:31:55,288 : INFO : -9.762 per-word bound, 868.3 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:55,291 : INFO : PROGRESS: pass 26, at document #300/300\n",
      "2021-03-14 20:31:55,561 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:55,596 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:55,598 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:55,599 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:55,601 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:55,602 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:55,606 : INFO : topic diff=0.045028, rho=0.182574\n",
      "2021-03-14 20:31:55,638 : INFO : PROGRESS: pass 27, at document #100/300\n",
      "2021-03-14 20:31:55,912 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:55,946 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:55,948 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"matiz\" + 0.001*\"colville\" + 0.001*\"couché\"\n",
      "2021-03-14 20:31:55,957 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:55,961 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:55,965 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:31:55,969 : INFO : topic diff=0.058174, rho=0.179605\n",
      "2021-03-14 20:31:56,019 : INFO : PROGRESS: pass 27, at document #200/300\n",
      "2021-03-14 20:31:56,270 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:56,292 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"ingredients\"\n",
      "2021-03-14 20:31:56,293 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:56,295 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:56,297 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:56,299 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:56,300 : INFO : topic diff=0.032546, rho=0.179605\n",
      "2021-03-14 20:31:56,939 : INFO : -9.759 per-word bound, 866.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:56,944 : INFO : PROGRESS: pass 27, at document #300/300\n",
      "2021-03-14 20:31:57,201 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:57,239 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:31:57,248 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:57,256 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:57,263 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:31:57,276 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:57,280 : INFO : topic diff=0.044223, rho=0.179605\n",
      "2021-03-14 20:31:57,305 : INFO : PROGRESS: pass 28, at document #100/300\n",
      "2021-03-14 20:31:57,563 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:57,636 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:57,641 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:31:57,643 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"mel\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"araki\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:31:57,644 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:57,648 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"regels\" + 0.001*\"mestrovic\"\n",
      "2021-03-14 20:31:57,651 : INFO : topic diff=0.057256, rho=0.176777\n",
      "2021-03-14 20:31:57,696 : INFO : PROGRESS: pass 28, at document #200/300\n",
      "2021-03-14 20:31:58,010 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:58,028 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:58,030 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"buckets\" + 0.001*\"intend\" + 0.001*\"knockout\"\n",
      "2021-03-14 20:31:58,032 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:58,037 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:58,040 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:31:58,041 : INFO : topic diff=0.031842, rho=0.176777\n",
      "2021-03-14 20:31:58,906 : INFO : -9.756 per-word bound, 864.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:31:58,908 : INFO : PROGRESS: pass 28, at document #300/300\n",
      "2021-03-14 20:31:59,171 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:59,234 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:31:59,237 : INFO : topic #9 (0.100): 0.003*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"fia\"\n",
      "2021-03-14 20:31:59,245 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:31:59,248 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:59,255 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:31:59,260 : INFO : topic diff=0.043540, rho=0.176777\n",
      "2021-03-14 20:31:59,293 : INFO : PROGRESS: pass 29, at document #100/300\n",
      "2021-03-14 20:31:59,579 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:31:59,649 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"backström\"\n",
      "2021-03-14 20:31:59,657 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.010*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:31:59,660 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.004*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:31:59,662 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:31:59,665 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:31:59,666 : INFO : topic diff=0.056255, rho=0.174078\n",
      "2021-03-14 20:31:59,694 : INFO : PROGRESS: pass 29, at document #200/300\n",
      "2021-03-14 20:32:00,019 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:00,048 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:00,051 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:00,052 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"ajay\"\n",
      "2021-03-14 20:32:00,054 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:00,057 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:00,061 : INFO : topic diff=0.031145, rho=0.174078\n",
      "2021-03-14 20:32:00,891 : INFO : -9.753 per-word bound, 862.8 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:00,892 : INFO : PROGRESS: pass 29, at document #300/300\n",
      "2021-03-14 20:32:01,093 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:01,116 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.010*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:01,117 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:01,119 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:01,120 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.001*\"binet\" + 0.001*\"destinations\" + 0.001*\"closes\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:01,123 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"newsreel\"\n",
      "2021-03-14 20:32:01,124 : INFO : topic diff=0.042652, rho=0.174078\n",
      "2021-03-14 20:32:01,164 : INFO : PROGRESS: pass 30, at document #100/300\n",
      "2021-03-14 20:32:01,461 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:01,503 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"cwynar\"\n",
      "2021-03-14 20:32:01,511 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:01,518 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:01,526 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:01,531 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.010*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:01,539 : INFO : topic diff=0.055129, rho=0.171499\n",
      "2021-03-14 20:32:01,562 : INFO : PROGRESS: pass 30, at document #200/300\n",
      "2021-03-14 20:32:01,869 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:01,889 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:01,890 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:01,892 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.014*\"gallery\" + 0.013*\"price\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:01,894 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:01,896 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:01,899 : INFO : topic diff=0.030704, rho=0.171499\n",
      "2021-03-14 20:32:02,611 : INFO : -9.751 per-word bound, 861.5 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:02,612 : INFO : PROGRESS: pass 30, at document #300/300\n",
      "2021-03-14 20:32:02,897 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:02,930 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:02,938 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:02,947 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:02,952 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:32:02,959 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:32:02,962 : INFO : topic diff=0.041978, rho=0.171499\n",
      "2021-03-14 20:32:02,983 : INFO : PROGRESS: pass 31, at document #100/300\n",
      "2021-03-14 20:32:03,252 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:03,282 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"cwynar\"\n",
      "2021-03-14 20:32:03,288 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:03,293 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"erwin\" + 0.001*\"sturges\" + 0.001*\"araki\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:32:03,296 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:03,300 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:03,304 : INFO : topic diff=0.054479, rho=0.169031\n",
      "2021-03-14 20:32:03,361 : INFO : PROGRESS: pass 31, at document #200/300\n",
      "2021-03-14 20:32:03,682 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:03,707 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:03,711 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:03,712 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:32:03,714 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"edelson\"\n",
      "2021-03-14 20:32:03,717 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:03,719 : INFO : topic diff=0.030199, rho=0.169031\n",
      "2021-03-14 20:32:04,411 : INFO : -9.748 per-word bound, 860.2 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:04,415 : INFO : PROGRESS: pass 31, at document #300/300\n",
      "2021-03-14 20:32:04,679 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:04,736 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:04,742 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:04,745 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:04,750 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:04,751 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:04,757 : INFO : topic diff=0.041409, rho=0.169031\n",
      "2021-03-14 20:32:04,790 : INFO : PROGRESS: pass 32, at document #100/300\n",
      "2021-03-14 20:32:05,021 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:05,059 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:05,074 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"ahearn\"\n",
      "2021-03-14 20:32:05,084 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.010*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:05,092 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:05,097 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:05,102 : INFO : topic diff=0.053449, rho=0.166667\n",
      "2021-03-14 20:32:05,129 : INFO : PROGRESS: pass 32, at document #200/300\n",
      "2021-03-14 20:32:05,373 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:05,391 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:05,393 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:05,394 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:05,395 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"covert\" + 0.001*\"matta\"\n",
      "2021-03-14 20:32:05,398 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.004*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:05,401 : INFO : topic diff=0.029885, rho=0.166667\n",
      "2021-03-14 20:32:06,079 : INFO : -9.746 per-word bound, 858.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:06,080 : INFO : PROGRESS: pass 32, at document #300/300\n",
      "2021-03-14 20:32:06,279 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:06,310 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:06,318 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:06,329 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:06,332 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"butter\"\n",
      "2021-03-14 20:32:06,347 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"newsreel\"\n",
      "2021-03-14 20:32:06,349 : INFO : topic diff=0.040867, rho=0.166667\n",
      "2021-03-14 20:32:06,380 : INFO : PROGRESS: pass 33, at document #100/300\n",
      "2021-03-14 20:32:06,716 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:06,758 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"sturges\" + 0.001*\"araki\" + 0.001*\"nobuyoshi\" + 0.001*\"mel\" + 0.001*\"erwin\"\n",
      "2021-03-14 20:32:06,764 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:06,775 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:06,782 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.006*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:06,789 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"saturday\" + 0.012*\"location\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:06,796 : INFO : topic diff=0.052662, rho=0.164399\n",
      "2021-03-14 20:32:06,824 : INFO : PROGRESS: pass 33, at document #200/300\n",
      "2021-03-14 20:32:07,094 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:07,113 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"jaeger\"\n",
      "2021-03-14 20:32:07,115 : INFO : topic #8 (0.100): 0.014*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:07,118 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:07,121 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:07,123 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:07,125 : INFO : topic diff=0.029028, rho=0.164399\n",
      "2021-03-14 20:32:07,899 : INFO : -9.744 per-word bound, 857.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:07,899 : INFO : PROGRESS: pass 33, at document #300/300\n",
      "2021-03-14 20:32:08,117 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:08,153 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.003*\"girl\" + 0.003*\"lst\" + 0.003*\"earring\" + 0.003*\"artpark\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:08,155 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:08,157 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:08,159 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:08,161 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:08,163 : INFO : topic diff=0.040179, rho=0.164399\n",
      "2021-03-14 20:32:08,190 : INFO : PROGRESS: pass 34, at document #100/300\n",
      "2021-03-14 20:32:08,423 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:08,481 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:08,490 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:08,496 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"desana\"\n",
      "2021-03-14 20:32:08,505 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:08,506 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"nobuyoshi\" + 0.001*\"mel\" + 0.001*\"dweck\" + 0.001*\"erwin\" + 0.001*\"sturges\"\n",
      "2021-03-14 20:32:08,507 : INFO : topic diff=0.051670, rho=0.162221\n",
      "2021-03-14 20:32:08,538 : INFO : PROGRESS: pass 34, at document #200/300\n",
      "2021-03-14 20:32:08,793 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:08,812 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:08,813 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:08,818 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"newsreel\"\n",
      "2021-03-14 20:32:08,823 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:08,826 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:08,827 : INFO : topic diff=0.027495, rho=0.162221\n",
      "2021-03-14 20:32:09,527 : INFO : -9.742 per-word bound, 856.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:09,528 : INFO : PROGRESS: pass 34, at document #300/300\n",
      "2021-03-14 20:32:09,799 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:09,858 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:09,859 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:09,863 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:09,866 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:09,868 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"newsreel\"\n",
      "2021-03-14 20:32:09,871 : INFO : topic diff=0.039694, rho=0.162221\n",
      "2021-03-14 20:32:09,895 : INFO : PROGRESS: pass 35, at document #100/300\n",
      "2021-03-14 20:32:10,111 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:10,155 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:10,158 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:10,160 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:10,166 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"danzinger\" + 0.001*\"kitties\"\n",
      "2021-03-14 20:32:10,168 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:10,171 : INFO : topic diff=0.050775, rho=0.160128\n",
      "2021-03-14 20:32:10,219 : INFO : PROGRESS: pass 35, at document #200/300\n",
      "2021-03-14 20:32:10,508 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:10,529 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:10,531 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"jaeger\"\n",
      "2021-03-14 20:32:10,533 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:10,534 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:10,536 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:10,539 : INFO : topic diff=0.026809, rho=0.160128\n",
      "2021-03-14 20:32:11,251 : INFO : -9.741 per-word bound, 855.5 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:11,252 : INFO : PROGRESS: pass 35, at document #300/300\n",
      "2021-03-14 20:32:11,417 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:11,446 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:11,449 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:11,450 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:11,452 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:11,455 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:11,456 : INFO : topic diff=0.039235, rho=0.160128\n",
      "2021-03-14 20:32:11,523 : INFO : PROGRESS: pass 36, at document #100/300\n",
      "2021-03-14 20:32:11,736 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:11,796 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:11,804 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:11,811 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"mariaud\" + 0.001*\"colville\"\n",
      "2021-03-14 20:32:11,818 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:11,823 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:11,825 : INFO : topic diff=0.049854, rho=0.158114\n",
      "2021-03-14 20:32:11,851 : INFO : PROGRESS: pass 36, at document #200/300\n",
      "2021-03-14 20:32:12,035 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:12,052 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:12,054 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:12,055 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:12,057 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"fia\"\n",
      "2021-03-14 20:32:12,060 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"food\" + 0.007*\"add\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:12,063 : INFO : topic diff=0.026268, rho=0.158114\n",
      "2021-03-14 20:32:12,806 : INFO : -9.739 per-word bound, 854.3 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:12,807 : INFO : PROGRESS: pass 36, at document #300/300\n",
      "2021-03-14 20:32:13,091 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:13,139 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:13,149 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:13,151 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"desana\"\n",
      "2021-03-14 20:32:13,154 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:13,156 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:13,161 : INFO : topic diff=0.038708, rho=0.158114\n",
      "2021-03-14 20:32:13,193 : INFO : PROGRESS: pass 37, at document #100/300\n",
      "2021-03-14 20:32:13,460 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:13,525 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:13,531 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:13,535 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:13,539 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"waugh\" + 0.001*\"colville\"\n",
      "2021-03-14 20:32:13,540 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:13,542 : INFO : topic diff=0.049120, rho=0.156174\n",
      "2021-03-14 20:32:13,567 : INFO : PROGRESS: pass 37, at document #200/300\n",
      "2021-03-14 20:32:13,847 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:13,868 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:13,871 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:13,873 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:13,874 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:13,876 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:13,877 : INFO : topic diff=0.025931, rho=0.156174\n",
      "2021-03-14 20:32:14,641 : INFO : -9.737 per-word bound, 853.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:14,643 : INFO : PROGRESS: pass 37, at document #300/300\n",
      "2021-03-14 20:32:14,888 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:14,939 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:14,944 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:14,952 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:14,959 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"desana\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:14,962 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:14,965 : INFO : topic diff=0.038242, rho=0.156174\n",
      "2021-03-14 20:32:14,991 : INFO : PROGRESS: pass 38, at document #100/300\n",
      "2021-03-14 20:32:15,238 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:15,274 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:15,280 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.007*\"capsule\" + 0.006*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:15,286 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:15,291 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:15,295 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:15,301 : INFO : topic diff=0.048279, rho=0.154303\n",
      "2021-03-14 20:32:15,335 : INFO : PROGRESS: pass 38, at document #200/300\n",
      "2021-03-14 20:32:15,659 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:15,680 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:15,681 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:15,683 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:15,685 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"born\" + 0.009*\"london\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:15,689 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:15,691 : INFO : topic diff=0.025554, rho=0.154303\n",
      "2021-03-14 20:32:16,397 : INFO : -9.735 per-word bound, 852.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:16,397 : INFO : PROGRESS: pass 38, at document #300/300\n",
      "2021-03-14 20:32:16,658 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:16,692 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:16,699 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:16,705 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:16,710 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:16,715 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:16,721 : INFO : topic diff=0.037641, rho=0.154303\n",
      "2021-03-14 20:32:16,748 : INFO : PROGRESS: pass 39, at document #100/300\n",
      "2021-03-14 20:32:17,019 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:17,064 : INFO : topic #3 (0.100): 0.033*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:17,066 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"kitties\" + 0.001*\"danzinger\"\n",
      "2021-03-14 20:32:17,068 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:17,072 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:17,074 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:17,076 : INFO : topic diff=0.047709, rho=0.152499\n",
      "2021-03-14 20:32:17,113 : INFO : PROGRESS: pass 39, at document #200/300\n",
      "2021-03-14 20:32:17,422 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:17,442 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:17,447 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"salt\" + 0.006*\"local\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:17,449 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.009*\"born\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:17,451 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:17,457 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:17,459 : INFO : topic diff=0.025230, rho=0.152499\n",
      "2021-03-14 20:32:18,249 : INFO : -9.733 per-word bound, 851.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:18,249 : INFO : PROGRESS: pass 39, at document #300/300\n",
      "2021-03-14 20:32:18,666 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:18,708 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:18,717 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:18,730 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:18,734 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:18,739 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:18,745 : INFO : topic diff=0.037145, rho=0.152499\n",
      "2021-03-14 20:32:18,784 : INFO : PROGRESS: pass 40, at document #100/300\n",
      "2021-03-14 20:32:19,052 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:19,112 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:19,114 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"sturges\" + 0.001*\"araki\" + 0.001*\"erwin\" + 0.001*\"mel\" + 0.001*\"dweck\"\n",
      "2021-03-14 20:32:19,124 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.003*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:19,130 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:19,132 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:19,134 : INFO : topic diff=0.047092, rho=0.150756\n",
      "2021-03-14 20:32:19,173 : INFO : PROGRESS: pass 40, at document #200/300\n",
      "2021-03-14 20:32:19,544 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:19,562 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:19,565 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:19,566 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:19,568 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:19,571 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:19,572 : INFO : topic diff=0.024832, rho=0.150756\n",
      "2021-03-14 20:32:20,228 : INFO : -9.732 per-word bound, 850.2 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:20,230 : INFO : PROGRESS: pass 40, at document #300/300\n",
      "2021-03-14 20:32:20,489 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:20,541 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"salt\" + 0.005*\"local\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:20,546 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:20,555 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:20,561 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:20,564 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:20,566 : INFO : topic diff=0.036749, rho=0.150756\n",
      "2021-03-14 20:32:20,608 : INFO : PROGRESS: pass 41, at document #100/300\n",
      "2021-03-14 20:32:20,827 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:20,862 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:20,866 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:20,869 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.004*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:20,875 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"nares\"\n",
      "2021-03-14 20:32:20,880 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:20,883 : INFO : topic diff=0.046438, rho=0.149071\n",
      "2021-03-14 20:32:20,929 : INFO : PROGRESS: pass 41, at document #200/300\n",
      "2021-03-14 20:32:21,227 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:21,247 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:21,249 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:21,251 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:21,253 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:21,256 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.009*\"born\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:21,257 : INFO : topic diff=0.024587, rho=0.149071\n",
      "2021-03-14 20:32:21,955 : INFO : -9.730 per-word bound, 849.4 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:21,956 : INFO : PROGRESS: pass 41, at document #300/300\n",
      "2021-03-14 20:32:22,168 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:22,214 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:22,218 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:22,234 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:22,239 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:22,241 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:22,242 : INFO : topic diff=0.036301, rho=0.149071\n",
      "2021-03-14 20:32:22,283 : INFO : PROGRESS: pass 42, at document #100/300\n",
      "2021-03-14 20:32:22,561 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:22,603 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:22,609 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"citizens\" + 0.004*\"girl\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:22,615 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"couché\" + 0.001*\"colville\"\n",
      "2021-03-14 20:32:22,621 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"david\" + 0.006*\"lives\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:22,629 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:22,634 : INFO : topic diff=0.045840, rho=0.147442\n",
      "2021-03-14 20:32:22,667 : INFO : PROGRESS: pass 42, at document #200/300\n",
      "2021-03-14 20:32:22,905 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:22,929 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:22,931 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"districts\"\n",
      "2021-03-14 20:32:22,933 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:22,934 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"reilly\" + 0.002*\"sexism\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:22,936 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:22,941 : INFO : topic diff=0.024285, rho=0.147442\n",
      "2021-03-14 20:32:23,686 : INFO : -9.729 per-word bound, 848.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:23,691 : INFO : PROGRESS: pass 42, at document #300/300\n",
      "2021-03-14 20:32:23,949 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:23,991 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:23,996 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:24,001 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:24,007 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:24,012 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:24,015 : INFO : topic diff=0.035929, rho=0.147442\n",
      "2021-03-14 20:32:24,042 : INFO : PROGRESS: pass 43, at document #100/300\n",
      "2021-03-14 20:32:24,316 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:24,367 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:24,379 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:24,381 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"girl\" + 0.004*\"citizens\" + 0.003*\"pioneer\"\n",
      "2021-03-14 20:32:24,383 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:24,384 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"waugh\" + 0.001*\"couché\"\n",
      "2021-03-14 20:32:24,388 : INFO : topic diff=0.045437, rho=0.145865\n",
      "2021-03-14 20:32:24,417 : INFO : PROGRESS: pass 43, at document #200/300\n",
      "2021-03-14 20:32:24,659 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:24,683 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"buckets\" + 0.001*\"intend\"\n",
      "2021-03-14 20:32:24,686 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:24,692 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:24,694 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:24,695 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:24,697 : INFO : topic diff=0.023945, rho=0.145865\n",
      "2021-03-14 20:32:25,409 : INFO : -9.728 per-word bound, 848.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:25,410 : INFO : PROGRESS: pass 43, at document #300/300\n",
      "2021-03-14 20:32:25,653 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:25,682 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:25,684 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.001*\"closes\"\n",
      "2021-03-14 20:32:25,686 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:25,691 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:25,693 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:25,695 : INFO : topic diff=0.035458, rho=0.145865\n",
      "2021-03-14 20:32:25,741 : INFO : PROGRESS: pass 44, at document #100/300\n",
      "2021-03-14 20:32:25,960 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:26,028 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:26,031 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:26,032 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:26,043 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"airshow\" + 0.001*\"jaeger\"\n",
      "2021-03-14 20:32:26,046 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:26,048 : INFO : topic diff=0.044824, rho=0.144338\n",
      "2021-03-14 20:32:26,075 : INFO : PROGRESS: pass 44, at document #200/300\n",
      "2021-03-14 20:32:26,312 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:26,334 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:26,337 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:26,342 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"oil\" + 0.004*\"shared\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:26,344 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"farnborough\" + 0.001*\"aircraft\" + 0.001*\"newsreel\"\n",
      "2021-03-14 20:32:26,345 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:26,346 : INFO : topic diff=0.023650, rho=0.144338\n",
      "2021-03-14 20:32:27,068 : INFO : -9.727 per-word bound, 847.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:27,069 : INFO : PROGRESS: pass 44, at document #300/300\n",
      "2021-03-14 20:32:27,310 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:27,338 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"knockout\" + 0.001*\"thek\" + 0.001*\"buckets\"\n",
      "2021-03-14 20:32:27,344 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:27,349 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:27,355 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:27,360 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:27,365 : INFO : topic diff=0.035018, rho=0.144338\n",
      "2021-03-14 20:32:27,400 : INFO : PROGRESS: pass 45, at document #100/300\n",
      "2021-03-14 20:32:27,671 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:27,717 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:27,726 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"girl\" + 0.004*\"citizens\" + 0.003*\"reading\"\n",
      "2021-03-14 20:32:27,731 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"nobuyoshi\" + 0.001*\"mel\" + 0.001*\"dweck\" + 0.001*\"erwin\" + 0.001*\"araki\"\n",
      "2021-03-14 20:32:27,738 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:27,746 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"moo\" + 0.001*\"doolbaz\"\n",
      "2021-03-14 20:32:27,750 : INFO : topic diff=0.044265, rho=0.142857\n",
      "2021-03-14 20:32:27,781 : INFO : PROGRESS: pass 45, at document #200/300\n",
      "2021-03-14 20:32:28,025 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:28,042 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:28,043 : INFO : topic #5 (0.100): 0.008*\"gallery\" + 0.008*\"million\" + 0.006*\"just\" + 0.006*\"people\" + 0.005*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:28,044 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:28,045 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:28,047 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:28,048 : INFO : topic diff=0.023398, rho=0.142857\n",
      "2021-03-14 20:32:28,794 : INFO : -9.726 per-word bound, 847.1 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:28,795 : INFO : PROGRESS: pass 45, at document #300/300\n",
      "2021-03-14 20:32:29,037 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:29,071 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"knockout\" + 0.001*\"buckets\"\n",
      "2021-03-14 20:32:29,077 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:29,086 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:29,101 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:29,114 : INFO : topic #8 (0.100): 0.012*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:29,115 : INFO : topic diff=0.034546, rho=0.142857\n",
      "2021-03-14 20:32:29,161 : INFO : PROGRESS: pass 46, at document #100/300\n",
      "2021-03-14 20:32:29,406 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:29,458 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"mel\" + 0.001*\"araki\" + 0.001*\"dweck\" + 0.001*\"nobuyoshi\" + 0.001*\"sturges\"\n",
      "2021-03-14 20:32:29,465 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"girl\" + 0.004*\"citizens\" + 0.003*\"reading\"\n",
      "2021-03-14 20:32:29,476 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:29,483 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:29,494 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:29,497 : INFO : topic diff=0.043811, rho=0.141421\n",
      "2021-03-14 20:32:29,528 : INFO : PROGRESS: pass 46, at document #200/300\n",
      "2021-03-14 20:32:29,806 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:29,824 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:29,826 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:29,828 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:29,830 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:29,832 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"ahearn\"\n",
      "2021-03-14 20:32:29,836 : INFO : topic diff=0.023183, rho=0.141421\n",
      "2021-03-14 20:32:30,514 : INFO : -9.726 per-word bound, 846.7 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:30,515 : INFO : PROGRESS: pass 46, at document #300/300\n",
      "2021-03-14 20:32:30,833 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:30,884 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:30,887 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:30,891 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:30,893 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:30,894 : INFO : topic #8 (0.100): 0.011*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:30,897 : INFO : topic diff=0.034227, rho=0.141421\n",
      "2021-03-14 20:32:30,945 : INFO : PROGRESS: pass 47, at document #100/300\n",
      "2021-03-14 20:32:31,273 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:31,331 : INFO : topic #1 (0.100): 0.010*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.007*\"local\" + 0.006*\"salt\" + 0.006*\"wearemoma\" + 0.005*\"iammoma\" + 0.005*\"shared\" + 0.005*\"post\" + 0.004*\"oil\"\n",
      "2021-03-14 20:32:31,338 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:31,342 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:31,345 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:31,348 : INFO : topic #8 (0.100): 0.010*\"vermeer\" + 0.009*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.005*\"farm\" + 0.004*\"lst\" + 0.004*\"artpark\" + 0.004*\"girl\" + 0.004*\"citizens\" + 0.003*\"reading\"\n",
      "2021-03-14 20:32:31,355 : INFO : topic diff=0.043374, rho=0.140028\n",
      "2021-03-14 20:32:31,382 : INFO : PROGRESS: pass 47, at document #200/300\n",
      "2021-03-14 20:32:31,749 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:31,776 : INFO : topic #3 (0.100): 0.035*\"gallery\" + 0.024*\"newyork\" + 0.021*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.009*\"born\" + 0.008*\"lives\" + 0.007*\"paris\" + 0.007*\"los\" + 0.007*\"angeles\"\n",
      "2021-03-14 20:32:31,777 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:31,779 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:31,780 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.004*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:31,789 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:31,794 : INFO : topic diff=0.022890, rho=0.140028\n",
      "2021-03-14 20:32:32,518 : INFO : -9.725 per-word bound, 846.3 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:32,520 : INFO : PROGRESS: pass 47, at document #300/300\n",
      "2021-03-14 20:32:32,801 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:32,831 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:32,833 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:32,835 : INFO : topic #8 (0.100): 0.011*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\" + 0.003*\"earring\"\n",
      "2021-03-14 20:32:32,844 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:32,846 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:32,848 : INFO : topic diff=0.033929, rho=0.140028\n",
      "2021-03-14 20:32:32,882 : INFO : PROGRESS: pass 48, at document #100/300\n",
      "2021-03-14 20:32:33,125 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:33,163 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:33,166 : INFO : topic #4 (0.100): 0.041*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"price\" + 0.013*\"gallery\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"tuesday\"\n",
      "2021-03-14 20:32:33,175 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"mestrovic\" + 0.001*\"nu\"\n",
      "2021-03-14 20:32:33,176 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:33,181 : INFO : topic #9 (0.100): 0.005*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"backström\"\n",
      "2021-03-14 20:32:33,185 : INFO : topic diff=0.042830, rho=0.138675\n",
      "2021-03-14 20:32:33,226 : INFO : PROGRESS: pass 48, at document #200/300\n",
      "2021-03-14 20:32:33,475 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:33,497 : INFO : topic #8 (0.100): 0.013*\"vermeer\" + 0.008*\"drahi\" + 0.006*\"capsule\" + 0.005*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"earring\" + 0.003*\"citizens\"\n",
      "2021-03-14 20:32:33,498 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:33,501 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:33,505 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:33,509 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:33,511 : INFO : topic diff=0.022609, rho=0.138675\n",
      "2021-03-14 20:32:34,295 : INFO : -9.724 per-word bound, 845.9 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:34,295 : INFO : PROGRESS: pass 48, at document #300/300\n",
      "2021-03-14 20:32:34,650 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:34,709 : INFO : topic #8 (0.100): 0.011*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\" + 0.003*\"earring\"\n",
      "2021-03-14 20:32:34,710 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:34,721 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"edelson\"\n",
      "2021-03-14 20:32:34,723 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"celmins\" + 0.001*\"vija\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:34,726 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:34,728 : INFO : topic diff=0.033510, rho=0.138675\n",
      "2021-03-14 20:32:34,768 : INFO : PROGRESS: pass 49, at document #100/300\n",
      "2021-03-14 20:32:35,043 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:35,093 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.002*\"director\"\n",
      "2021-03-14 20:32:35,108 : INFO : topic #2 (0.100): 0.005*\"poland\" + 0.004*\"polish\" + 0.003*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:35,113 : INFO : topic #7 (0.100): 0.008*\"greco\" + 0.001*\"searches\" + 0.001*\"feininger\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"erwin\" + 0.001*\"mel\" + 0.001*\"dweck\" + 0.001*\"sturges\" + 0.001*\"nobuyoshi\"\n",
      "2021-03-14 20:32:35,124 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"people\" + 0.005*\"works\" + 0.005*\"world\" + 0.005*\"think\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:35,128 : INFO : topic #3 (0.100): 0.034*\"gallery\" + 0.023*\"newyork\" + 0.022*\"galerie\" + 0.015*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.006*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:35,132 : INFO : topic diff=0.042377, rho=0.137361\n",
      "2021-03-14 20:32:35,169 : INFO : PROGRESS: pass 49, at document #200/300\n",
      "2021-03-14 20:32:35,421 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:35,442 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"time\" + 0.015*\"street\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.012*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:35,444 : INFO : topic #7 (0.100): 0.007*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"lyonel\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:35,446 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.003*\"nope\" + 0.002*\"bp\" + 0.002*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"airshow\" + 0.001*\"nares\"\n",
      "2021-03-14 20:32:35,447 : INFO : topic #6 (0.100): 0.002*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"ressle\" + 0.001*\"donkey\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"knockout\" + 0.001*\"buckets\"\n",
      "2021-03-14 20:32:35,456 : INFO : topic #1 (0.100): 0.009*\"moma\" + 0.007*\"add\" + 0.007*\"food\" + 0.006*\"local\" + 0.006*\"salt\" + 0.005*\"wearemoma\" + 0.005*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:35,460 : INFO : topic diff=0.022364, rho=0.137361\n",
      "2021-03-14 20:32:36,167 : INFO : -9.724 per-word bound, 845.6 perplexity estimate based on a held-out corpus of 100 documents with 80991 words\n",
      "2021-03-14 20:32:36,168 : INFO : PROGRESS: pass 49, at document #300/300\n",
      "2021-03-14 20:32:36,446 : INFO : merging changes from 100 documents into a model of 300 documents\n",
      "2021-03-14 20:32:36,510 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:36,511 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:36,513 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:36,525 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"cwynar\"\n",
      "2021-03-14 20:32:36,529 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:32:36,530 : INFO : topic diff=0.033214, rho=0.137361\n",
      "2021-03-14 20:32:36,549 : INFO : topic #0 (0.100): 0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"\n",
      "2021-03-14 20:32:36,553 : INFO : topic #1 (0.100): 0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"\n",
      "2021-03-14 20:32:36,559 : INFO : topic #2 (0.100): 0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"\n",
      "2021-03-14 20:32:36,561 : INFO : topic #3 (0.100): 0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"david\" + 0.006*\"los\"\n",
      "2021-03-14 20:32:36,564 : INFO : topic #4 (0.100): 0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"\n",
      "2021-03-14 20:32:36,568 : INFO : topic #5 (0.100): 0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"\n",
      "2021-03-14 20:32:36,572 : INFO : topic #6 (0.100): 0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"knockout\" + 0.001*\"buckets\"\n",
      "2021-03-14 20:32:36,574 : INFO : topic #7 (0.100): 0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"\n",
      "2021-03-14 20:32:36,579 : INFO : topic #8 (0.100): 0.011*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\" + 0.003*\"earring\"\n",
      "2021-03-14 20:32:36,581 : INFO : topic #9 (0.100): 0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"cwynar\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[(0,\n",
       "  '0.009*\"museum\" + 0.005*\"new\" + 0.004*\"works\" + 0.004*\"world\" + 0.004*\"time\" + 0.004*\"exhibition\" + 0.003*\"newyork\" + 0.003*\"year\" + 0.003*\"years\" + 0.003*\"director\"'),\n",
       " (1,\n",
       "  '0.008*\"moma\" + 0.006*\"food\" + 0.006*\"add\" + 0.005*\"local\" + 0.005*\"salt\" + 0.005*\"wearemoma\" + 0.004*\"iammoma\" + 0.004*\"shared\" + 0.004*\"oil\" + 0.004*\"post\"'),\n",
       " (2,\n",
       "  '0.004*\"poland\" + 0.003*\"polish\" + 0.002*\"nochlin\" + 0.002*\"sexism\" + 0.002*\"reilly\" + 0.002*\"statistics\" + 0.002*\"counting\" + 0.002*\"binet\" + 0.002*\"destinations\" + 0.002*\"closes\"'),\n",
       " (3,\n",
       "  '0.036*\"gallery\" + 0.024*\"newyork\" + 0.024*\"galerie\" + 0.016*\"berlin\" + 0.009*\"london\" + 0.008*\"paris\" + 0.007*\"born\" + 0.007*\"lives\" + 0.006*\"david\" + 0.006*\"los\"'),\n",
       " (4,\n",
       "  '0.040*\"pm\" + 0.016*\"street\" + 0.015*\"time\" + 0.013*\"gallery\" + 0.013*\"price\" + 0.012*\"location\" + 0.012*\"saturday\" + 0.011*\"free\" + 0.009*\"newyork\" + 0.008*\"sarah\"'),\n",
       " (5,\n",
       "  '0.008*\"million\" + 0.008*\"gallery\" + 0.006*\"just\" + 0.006*\"people\" + 0.006*\"market\" + 0.005*\"fair\" + 0.005*\"works\" + 0.005*\"think\" + 0.005*\"world\" + 0.004*\"time\"'),\n",
       " (6,\n",
       "  '0.001*\"pulse\" + 0.001*\"hendeles\" + 0.001*\"jenney\" + 0.001*\"donkey\" + 0.001*\"ressle\" + 0.001*\"molyneux\" + 0.001*\"vieira\" + 0.001*\"thek\" + 0.001*\"knockout\" + 0.001*\"buckets\"'),\n",
       " (7,\n",
       "  '0.006*\"greco\" + 0.001*\"feininger\" + 0.001*\"searches\" + 0.001*\"blake\" + 0.001*\"grosz\" + 0.001*\"vija\" + 0.001*\"celmins\" + 0.001*\"lyonel\" + 0.001*\"matta\" + 0.001*\"covert\"'),\n",
       " (8,\n",
       "  '0.011*\"vermeer\" + 0.007*\"drahi\" + 0.005*\"capsule\" + 0.004*\"ant\" + 0.004*\"farm\" + 0.004*\"girl\" + 0.003*\"lst\" + 0.003*\"artpark\" + 0.003*\"citizens\" + 0.003*\"earring\"'),\n",
       " (9,\n",
       "  '0.004*\"arms\" + 0.002*\"nope\" + 0.002*\"bp\" + 0.001*\"umbrella\" + 0.001*\"tobacco\" + 0.001*\"matta\" + 0.001*\"airshow\" + 0.001*\"aircraft\" + 0.001*\"farnborough\" + 0.001*\"cwynar\"')]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now that we have the corpus (term-document matrix) and id2word (dictionary of location: term),\n",
    "# we need to specify two other parameters as well - the number of topics and the number of passes\n",
    "lda = models.LdaModel(corpus=corpus, id2word=id2word, num_topics=10, random_state=100,\n",
    "                      chunksize=100, passes=50, per_word_topics=True)\n",
    "lda.print_topics()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "current-horror",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "sophisticated-consultancy",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-14 20:35:00,701 : INFO : adding document #0 to Dictionary(0 unique tokens: [])\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "doc2bow expects an array of unicode tokens on input, not a single string",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-144-3783ed64b8d2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorpora\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mcorpora\u001b[0m\u001b[0;31m# Create Dictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mid2word\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcorpora\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDictionary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_clean\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'para'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m#print(lda.print_topics())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mdictlda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlda\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/gensim/corpora/dictionary.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, documents, prune_at)\u001b[0m\n\u001b[1;32m     89\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     90\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mdocuments\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 91\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_documents\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdocuments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprune_at\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mprune_at\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     92\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     93\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtokenid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/gensim/corpora/dictionary.py\u001b[0m in \u001b[0;36madd_documents\u001b[0;34m(self, documents, prune_at)\u001b[0m\n\u001b[1;32m    210\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[0;31m# update Dictionary with the document\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 212\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdoc2bow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdocument\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_update\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# ignore the result, here we only care about updating token ids\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    213\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    214\u001b[0m         logger.info(\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/gensim/corpora/dictionary.py\u001b[0m in \u001b[0;36mdoc2bow\u001b[0;34m(self, document, allow_update, return_missing)\u001b[0m\n\u001b[1;32m    250\u001b[0m         \"\"\"\n\u001b[1;32m    251\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdocument\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring_types\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 252\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"doc2bow expects an array of unicode tokens on input, not a single string\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    254\u001b[0m         \u001b[0;31m# Construct (word, frequency) mapping.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: doc2bow expects an array of unicode tokens on input, not a single string"
     ]
    }
   ],
   "source": [
    "import gensim.corpora as corpora# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_clean['para'])\n",
    "\n",
    "#print(lda.print_topics())\n",
    "dictlda = lda[corpus]\n",
    "dictlda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "embedded-fabric",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python3 -m pip install pyldavis\n",
    "import pyLDAvis.gensim\n",
    "import pickle \n",
    "import pyLDAvis# Visualize the topics\n",
    "import pyLDAvis.sklearn\n",
    "import gensim\n",
    "#???\n",
    "#from sklearn.datasets import fetch_20newsgroups\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "linear-watts",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!mkdir results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "composite-clarity",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'dict' object has no attribute 'token2id'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-149-e7ef554dadff>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;31m# # if you want to execute visualization prep yourself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m     \u001b[0mLDAvis_prepared\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpyLDAvis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprepare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlda\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid2word\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m     \u001b[0;31m#pyLDAvis.sklearn.prepare(lda, corpus, cv)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pyLDAvis/gensim.py\u001b[0m in \u001b[0;36mprepare\u001b[0;34m(topic_model, corpus, dictionary, doc_topic_dist, **kwargs)\u001b[0m\n\u001b[1;32m    121\u001b[0m     \u001b[0mSee\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mpyLDAvis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprepare\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    122\u001b[0m     \"\"\"\n\u001b[0;32m--> 123\u001b[0;31m     \u001b[0mopts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_extract_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtopic_model\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdoc_topic_dist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    124\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mvis_prepare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mopts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pyLDAvis/gensim.py\u001b[0m in \u001b[0;36m_extract_data\u001b[0;34m(topic_model, corpus, dictionary, doc_topic_dists)\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0mcorpus\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSparse2Corpus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus_csc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m     \u001b[0mvocab\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdictionary\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoken2id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     25\u001b[0m     \u001b[0;31m# TODO: add the hyperparam to smooth it out? no beta in online LDA impl.. hmm..\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m     \u001b[0;31m# for now, I'll just make sure we don't ever get zeros...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'dict' object has no attribute 'token2id'"
     ]
    }
   ],
   "source": [
    "pyLDAvis.enable_notebook()\n",
    "\n",
    "num_topics = 10\n",
    "LDAvis_data_filepath = os.path.join('./results/ldavis_prepared_'+str(num_topics))\n",
    "\n",
    "\n",
    "# # this is a bit time consuming - make the if statement True\n",
    "# # if you want to execute visualization prep yourself\n",
    "if 1 == 1:\n",
    "    LDAvis_prepared = pyLDAvis.gensim.prepare(lda, corpus, id2word)\n",
    "    #pyLDAvis.sklearn.prepare(lda, corpus, cv)\n",
    "\n",
    "    with open(LDAvis_data_filepath, 'wb') as f:\n",
    "        pickle.dump(LDAvis_prepared, f)# load the pre-prepared pyLDAvis data from disk\n",
    "\n",
    "#with open(LDAvis_data_filepath, 'rb') as f:\n",
    "    #LDAvis_prepared = pickle.load(f)\n",
    "pyLDAvis.save_html(LDAvis_prepared, './results/ldavis_prepared_'+ str(num_topics) +'.html')\n",
    "LDAvis_prepared"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "martial-tenant",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<gensim.matutils.Sparse2Corpus object at 0x7f68c6247c10>\n"
     ]
    }
   ],
   "source": [
    "print(corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "tired-membrane",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "amazing-transmission",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "limiting-apparel",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "determined-difficulty",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "verbal-posting",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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