TweetsT-DP-BMM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anacoda\\lib\\site-packages\\gensim\\utils.py:1197: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from collections import defaultdict\n",
    "import gensim\n",
    "from InitKmeans import InitKmeans\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.mixture import GaussianMixture\n",
    "     \n",
    "def pre_processData(newsgroups_train):\n",
    "    tokenizer = RegexpTokenizer(r'\\w+')\n",
    "    for i in range(len(newsgroups_train)):\n",
    "        newsgroups_train[i] = newsgroups_train[i].lower()\n",
    "        #newsgroups_train[i] = tokenizer.tokenize(newsgroups_train[i])\n",
    "    #newsgroups_train = [[token for token in doc if not token.isdigit()] for doc in newsgroups_train]\n",
    "    newsgroups_train = [doc.split(' ') for doc in newsgroups_train]\n",
    "    return newsgroups_train\n",
    "from sklearn.datasets import fetch_20newsgroups\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from collections import defaultdict\n",
    "import gensim\n",
    "from InitKmeans import InitKmeans\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.mixture import GaussianMixture\n",
    "import sys  \n",
    "import json\n",
    "if __name__ == \"__main__\":\n",
    "    newsgroups_train = list()\n",
    "    news_labels = {}\n",
    "    docID_username = {}\n",
    "    \n",
    "    i = 0\n",
    "    file_path=\"D:/part_news3_biterm.txt\"\n",
    "    with open(file_path) as fp:\n",
    "        lines = fp.read().split(\"\\n\")\n",
    "        for line in lines:\n",
    "            if line:\n",
    "                text = json.loads(line)[\"bitermText\"].strip()\n",
    "                label = json.loads(line)[\"clusterNo\"]\n",
    "                newsgroups_train.append(text)\n",
    "                news_labels[i] = label\n",
    "                i+=1\n",
    "    fp.close()\n",
    "    \n",
    "    corpus = pre_processData(newsgroups_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_biterm = {}\n",
    "for docID in range(len(corpus)):\n",
    "    words = corpus[docID]\n",
    "    duplicate_biterm = []\n",
    "    doc_biterm[docID] = {}\n",
    "    for biterm in words:\n",
    "        hash_biterm = set(biterm.split(','))\n",
    "        if hash_biterm not in duplicate_biterm:\n",
    "            duplicate_biterm.append(hash_biterm)\n",
    "            doc_biterm[docID][biterm] = 1\n",
    "        else:\n",
    "            if biterm in doc_biterm[docID].keys():\n",
    "                doc_biterm[docID][biterm] += 1\n",
    "            else:\n",
    "                doc_biterm[docID][biterm] = 1\n",
    "doc_words = {}\n",
    "i_biterm = 0\n",
    "for docID in range(len(corpus)):\n",
    "    doc_words[docID] = {}\n",
    "    words = corpus[docID]\n",
    "    for biterm in words:\n",
    "        for word in biterm.split(','):\n",
    "            if word not in doc_words[docID].keys():\n",
    "                doc_words[docID][word] = 0\n",
    "            doc_words[docID][word] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  80\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  93\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  111\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  124\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  131\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  146\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  150\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  165\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-16-a2d2800c3230>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     59\u001b[0m                             \u001b[0meach_word\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbiterm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m','\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     60\u001b[0m                             \u001b[1;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[1;32min\u001b[0m \u001b[0meach_word\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 61\u001b[1;33m                                 \u001b[1;32mif\u001b[0m \u001b[0mword\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mn_z\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     62\u001b[0m                                     \u001b[0mn_z\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mword\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     63\u001b[0m                             \u001b[1;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdoc_biterm\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdocID\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mbiterm\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "alpha_NMI = {}\n",
    "alpha_topics = {}\n",
    "for alpha in np.arange(0.5,5.5,0.5):\n",
    "    alpha = np.around(alpha,decimals=1)\n",
    "    docID_assign_z = {}\n",
    "    m_z = {}\n",
    "    n_z = {}\n",
    "    n_w = {}\n",
    "    n_b = {}\n",
    "    Topics = []\n",
    "    V = set()\n",
    "    D = set()\n",
    "    #alpha = 1\n",
    "    beta = 0.02\n",
    "    total_iter = 10\n",
    "    for iter in range(total_iter):\n",
    "        for docID in range(len(corpus)):\n",
    "            if docID % 1000 == 0:\n",
    "                print(\"iter: \",iter,\" ,docID \",docID)\n",
    "                print(\"len(Topics) \",len(Topics))\n",
    "            words = corpus[docID]\n",
    "            D.discard(docID)\n",
    "            if docID in docID_assign_z.keys():\n",
    "                before_k = docID_assign_z[docID]\n",
    "                m_z[before_k].discard(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        n_z[before_k][word] -= 1\n",
    "                        n_w[before_k] -=1\n",
    "            else:\n",
    "                before_k = -1\n",
    "            if len(D) == 0 and len(V) == 0:\n",
    "                choose_k = 0\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "            else:\n",
    "                log_pro = []\n",
    "                for k in Topics:\n",
    "                    pro_k = len(m_z[k])\n",
    "                    if pro_k != 0:\n",
    "                        i = 0\n",
    "                        for biterm in words:\n",
    "                            each_word = biterm.strip().split(',')\n",
    "                            for word in each_word:\n",
    "                                if word not in n_z[k].keys():\n",
    "                                    n_z[k][word] = 0\n",
    "                            for j in range(doc_biterm[docID][biterm]):\n",
    "                                pro_k *= (n_z[k][each_word[0]] + n_z[k][each_word[-1]] + beta + j) / ( n_w[k] + len(V)*beta + i) \n",
    "                                i += 1\n",
    "\n",
    "                    if pro_k == 0:\n",
    "                        pro_k = sys.float_info.min\n",
    "                    log_pro.append(pro_k)\n",
    "\n",
    "                pro_new_k = alpha*(len(D))\n",
    "                i = 0\n",
    "                for biterm in words:\n",
    "                    for j in range(doc_biterm[docID][biterm]):\n",
    "                        pro_new_k *= ( beta + j) / ( len(V)*beta + i) \n",
    "                        i += 1\n",
    "\n",
    "                if pro_new_k == 0:\n",
    "                    pro_new_k = sys.float_info.min        \n",
    "                log_pro.append(pro_new_k)\n",
    "\n",
    "                sum_pro=sum(log_pro)\n",
    "\n",
    "                normalized_posterior = [i/sum_pro for i in log_pro]    \n",
    "                select_k = None\n",
    "                if iter == (total_iter - 1):\n",
    "                    select_k = normalized_posterior.index(max(normalized_posterior))\n",
    "\n",
    "                else:\n",
    "                    select_k = np.random.choice( (len(Topics)+1) , 1, p=normalized_posterior)[0]  \n",
    "\n",
    "                if select_k == len(Topics):\n",
    "                    choose_k = np.max(Topics) + 1\n",
    "                else:\n",
    "                    choose_k = Topics[select_k]\n",
    "\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "\n",
    "            count_k = []\n",
    "            for k in Topics:\n",
    "                if k in m_z.keys() and len(m_z[k]) == 0:\n",
    "                    m_z.pop(k, None)\n",
    "                    n_z.pop(k, None)\n",
    "                    n_w.pop(k, None)\n",
    "                    count_k.append(k)\n",
    "            for k in count_k:\n",
    "                Topics.remove(k)   \n",
    "\n",
    "        from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "        nmi_sample = []\n",
    "        nmi_result = []\n",
    "        for key, value in news_labels.items():\n",
    "                nmi_sample.append(value)\n",
    "                nmi_result.append(docID_assign_z[key])\n",
    "        print(\"alpha \", alpha, \"Topics \",len(Topics), \" iter \",iter,\" \",normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result)))\n",
    "        alpha_NMI[alpha] = normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result))\n",
    "        alpha_topics[alpha] = len(Topics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(alpha_NMI)\n",
    "print(alpha_topics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0.5: 0.8612696877895757, 1.0: 0.8614742856525397, 1.5: 0.8696799712535451, 2.0: 0.8483676884764597}\n",
      "{0.5: 325, 1.0: 373, 1.5: 406, 2.0: 513}\n"
     ]
    }
   ],
   "source": [
    "print(alpha_NMI)\n",
    "print(alpha_topics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  75\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  89\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  101\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  115\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  119\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  128\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  129\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  145\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  149\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  152\n",
      "iter:  0  ,docID  11000\n",
      "len(Topics)  152\n",
      "iter:  0  ,docID  12000\n",
      "len(Topics)  157\n",
      "iter:  0  ,docID  13000\n",
      "len(Topics)  158\n",
      "iter:  0  ,docID  14000\n",
      "len(Topics)  163\n",
      "iter:  0  ,docID  15000\n",
      "len(Topics)  165\n",
      "iter:  0  ,docID  16000\n",
      "len(Topics)  168\n",
      "iter:  0  ,docID  17000\n",
      "len(Topics)  168\n",
      "iter:  0  ,docID  18000\n",
      "len(Topics)  170\n",
      "iter:  0  ,docID  19000\n",
      "len(Topics)  171\n",
      "iter:  0  ,docID  20000\n",
      "len(Topics)  173\n",
      "iter:  0  ,docID  21000\n",
      "len(Topics)  175\n",
      "iter:  0  ,docID  22000\n",
      "len(Topics)  177\n",
      "iter:  0  ,docID  23000\n",
      "len(Topics)  177\n",
      "iter:  0  ,docID  24000\n",
      "len(Topics)  179\n",
      "iter:  0  ,docID  25000\n",
      "len(Topics)  183\n",
      "iter:  0  ,docID  26000\n",
      "len(Topics)  185\n",
      "iter:  0  ,docID  27000\n",
      "len(Topics)  190\n",
      "iter:  0  ,docID  28000\n",
      "len(Topics)  191\n",
      "iter:  0  ,docID  29000\n",
      "len(Topics)  191\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  192\n",
      "alpha  0.1 Topics  192  iter  0   0.7746514623122782\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  192\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  194\n",
      "iter:  1  ,docID  2000\n",
      "len(Topics)  194\n",
      "iter:  1  ,docID  3000\n",
      "len(Topics)  195\n",
      "iter:  1  ,docID  4000\n",
      "len(Topics)  197\n",
      "iter:  1  ,docID  5000\n",
      "len(Topics)  197\n",
      "iter:  1  ,docID  6000\n",
      "len(Topics)  197\n",
      "iter:  1  ,docID  7000\n",
      "len(Topics)  197\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  199\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  199\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  200\n",
      "iter:  1  ,docID  11000\n",
      "len(Topics)  201\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  13000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  14000\n",
      "len(Topics)  204\n",
      "iter:  1  ,docID  15000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  16000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  17000\n",
      "len(Topics)  204\n",
      "iter:  1  ,docID  18000\n",
      "len(Topics)  204\n",
      "iter:  1  ,docID  19000\n",
      "len(Topics)  204\n",
      "iter:  1  ,docID  20000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  21000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  22000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  23000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  24000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  25000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  26000\n",
      "len(Topics)  203\n",
      "iter:  1  ,docID  27000\n",
      "len(Topics)  205\n",
      "iter:  1  ,docID  28000\n",
      "len(Topics)  206\n",
      "iter:  1  ,docID  29000\n",
      "len(Topics)  206\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  206\n",
      "alpha  0.1 Topics  206  iter  1   0.8215361051134246\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  206\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  207\n",
      "iter:  2  ,docID  2000\n",
      "len(Topics)  208\n",
      "iter:  2  ,docID  3000\n",
      "len(Topics)  210\n",
      "iter:  2  ,docID  4000\n",
      "len(Topics)  211\n",
      "iter:  2  ,docID  5000\n",
      "len(Topics)  211\n",
      "iter:  2  ,docID  6000\n",
      "len(Topics)  211\n",
      "iter:  2  ,docID  7000\n",
      "len(Topics)  213\n",
      "iter:  2  ,docID  8000\n",
      "len(Topics)  216\n",
      "iter:  2  ,docID  9000\n",
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      "len(Topics)  217\n",
      "alpha  0.1 Topics  217  iter  2   0.8339622798923481\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  217\n",
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      "iter:  3  ,docID  30000\n",
      "len(Topics)  228\n",
      "alpha  0.1 Topics  228  iter  3   0.8399156971737978\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  228\n",
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      "len(Topics)  235\n",
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      "len(Topics)  235\n",
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      "len(Topics)  238\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  238\n",
      "alpha  0.1 Topics  238  iter  4   0.8429479526143202\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  238\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  237\n",
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      "len(Topics)  239\n",
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      "len(Topics)  239\n",
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      "len(Topics)  239\n",
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      "len(Topics)  239\n",
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      "len(Topics)  240\n",
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      "len(Topics)  240\n",
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      "len(Topics)  238\n",
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      "len(Topics)  238\n",
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      "len(Topics)  238\n",
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      "len(Topics)  238\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  237\n",
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      "len(Topics)  238\n",
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      "len(Topics)  239\n",
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      "len(Topics)  239\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  239\n",
      "alpha  0.1 Topics  239  iter  5   0.8444392951981597\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  239\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  240\n",
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      "len(Topics)  240\n",
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      "len(Topics)  240\n",
      "iter:  6  ,docID  8000\n",
      "len(Topics)  240\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  6  ,docID  9000\n",
      "len(Topics)  240\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  240\n",
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      "len(Topics)  240\n",
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      "len(Topics)  240\n",
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      "len(Topics)  242\n",
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      "len(Topics)  242\n",
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      "len(Topics)  242\n",
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      "len(Topics)  244\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  244\n",
      "alpha  0.1 Topics  244  iter  6   0.8476084665209211\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  244\n",
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      "len(Topics)  250\n",
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      "len(Topics)  249\n",
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      "len(Topics)  249\n",
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      "len(Topics)  248\n",
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      "len(Topics)  248\n",
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      "len(Topics)  250\n",
      "alpha  0.1 Topics  250  iter  7   0.8484965510090788\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  250\n",
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      "len(Topics)  253\n",
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      "len(Topics)  254\n",
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      "len(Topics)  254\n",
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      "len(Topics)  254\n",
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      "len(Topics)  254\n",
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      "len(Topics)  257\n",
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      "len(Topics)  258\n",
      "alpha  0.1 Topics  258  iter  8   0.8494247236075483\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  258\n",
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      "len(Topics)  256\n",
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      "len(Topics)  257\n",
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      "len(Topics)  256\n",
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      "len(Topics)  255\n",
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      "len(Topics)  255\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  255\n",
      "alpha  0.1 Topics  255  iter  9   0.8530557232491127\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  74\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  88\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  102\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  115\n",
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      "len(Topics)  116\n",
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      "len(Topics)  129\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  137\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  147\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  151\n",
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      "len(Topics)  206\n",
      "alpha  0.2 Topics  206  iter  0   0.7668132175221071\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  206\n",
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      "len(Topics)  218\n",
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      "len(Topics)  219\n",
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      "len(Topics)  229\n",
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      "len(Topics)  229\n",
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      "len(Topics)  229\n",
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      "len(Topics)  229\n",
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      "len(Topics)  229\n",
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      "len(Topics)  230\n",
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      "len(Topics)  228\n",
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      "len(Topics)  230\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  229\n",
      "alpha  0.2 Topics  229  iter  1   0.8170792478811373\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  229\n",
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      "len(Topics)  229\n",
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      "len(Topics)  242\n",
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      "len(Topics)  244\n",
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      "len(Topics)  244\n",
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      "len(Topics)  244\n",
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      "len(Topics)  244\n",
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      "len(Topics)  244\n",
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      "len(Topics)  245\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  2  ,docID  18000\n",
      "len(Topics)  245\n",
      "iter:  2  ,docID  19000\n",
      "len(Topics)  245\n",
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      "len(Topics)  245\n",
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      "len(Topics)  245\n",
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      "len(Topics)  249\n",
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      "len(Topics)  250\n",
      "alpha  0.2 Topics  250  iter  2   0.8293293275700118\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  250\n",
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      "len(Topics)  265\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  265\n",
      "alpha  0.2 Topics  266  iter  3   0.8383032228098384\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  266\n",
      "iter:  4  ,docID  1000\n",
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      "alpha  0.2 Topics  275  iter  4   0.844563124675304\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  275\n",
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      "len(Topics)  286\n",
      "alpha  0.2 Topics  286  iter  5   0.8477756663355562\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  286\n",
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      "len(Topics)  288\n",
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      "len(Topics)  289\n",
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      "len(Topics)  288\n",
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      "len(Topics)  286\n",
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      "len(Topics)  285\n",
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      "len(Topics)  286\n",
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      "len(Topics)  286\n",
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      "len(Topics)  285\n",
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      "len(Topics)  287\n",
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      "len(Topics)  287\n",
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      "len(Topics)  288\n",
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      "len(Topics)  289\n",
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      "len(Topics)  291\n",
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      "len(Topics)  292\n",
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      "len(Topics)  292\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  292\n",
      "alpha  0.2 Topics  292  iter  6   0.8507341325756952\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  292\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  291\n",
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      "len(Topics)  291\n",
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      "len(Topics)  292\n",
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      "len(Topics)  292\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  294\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  294\n",
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      "len(Topics)  294\n",
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      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  294\n",
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      "len(Topics)  293\n",
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      "len(Topics)  293\n",
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      "len(Topics)  293\n",
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      "len(Topics)  292\n",
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      "len(Topics)  292\n",
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      "len(Topics)  292\n",
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      "len(Topics)  293\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  295\n",
      "alpha  0.2 Topics  295  iter  7   0.8528197882860618\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  295\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  296\n",
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      "len(Topics)  294\n",
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      "len(Topics)  296\n",
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      "len(Topics)  299\n",
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      "len(Topics)  299\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  300\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  300\n",
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      "len(Topics)  300\n",
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      "len(Topics)  302\n",
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      "len(Topics)  306\n",
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      "len(Topics)  306\n",
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      "len(Topics)  306\n",
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      "len(Topics)  306\n",
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      "len(Topics)  306\n",
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      "len(Topics)  306\n",
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      "len(Topics)  307\n",
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      "len(Topics)  307\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  308\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  8  ,docID  26000\n",
      "len(Topics)  310\n",
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      "len(Topics)  309\n",
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      "len(Topics)  310\n",
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      "len(Topics)  308\n",
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      "len(Topics)  307\n",
      "alpha  0.2 Topics  307  iter  8   0.8541406592633735\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  307\n",
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      "len(Topics)  305\n",
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      "len(Topics)  303\n",
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      "len(Topics)  295\n",
      "alpha  0.2 Topics  295  iter  9   0.8591912450637961\n",
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      "len(Topics)  0\n",
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      "len(Topics)  149\n",
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      "len(Topics)  164\n",
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      "len(Topics)  168\n",
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      "len(Topics)  172\n",
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      "len(Topics)  172\n",
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      "len(Topics)  178\n",
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      "len(Topics)  178\n",
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      "len(Topics)  190\n",
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      "len(Topics)  216\n",
      "alpha  0.3 Topics  216  iter  0   0.7728763442719645\n",
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      "len(Topics)  216\n",
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      "alpha  0.3 Topics  233  iter  1   0.821727160489055\n",
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      "alpha  0.3 Topics  251  iter  2   0.8336889216353576\n",
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      "len(Topics)  251\n",
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      "len(Topics)  258\n",
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      "len(Topics)  260\n",
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      "len(Topics)  268\n",
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      "len(Topics)  268\n",
      "alpha  0.3 Topics  268  iter  3   0.8397538386047553\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  268\n",
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      "len(Topics)  273\n",
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      "len(Topics)  273\n",
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      "len(Topics)  273\n",
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      "len(Topics)  278\n",
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      "len(Topics)  282\n",
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      "len(Topics)  285\n",
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      "len(Topics)  285\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  286\n",
      "alpha  0.3 Topics  286  iter  4   0.8435105434774408\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  286\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  287\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  5  ,docID  2000\n",
      "len(Topics)  286\n",
      "iter:  5  ,docID  3000\n",
      "len(Topics)  288\n",
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      "len(Topics)  290\n",
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      "len(Topics)  296\n",
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      "len(Topics)  297\n",
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      "len(Topics)  296\n",
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      "len(Topics)  293\n",
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      "len(Topics)  294\n",
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      "len(Topics)  294\n",
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      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  295\n",
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      "len(Topics)  296\n",
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      "len(Topics)  297\n",
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      "len(Topics)  300\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  302\n",
      "alpha  0.3 Topics  302  iter  5   0.8457832750238893\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  302\n",
      "iter:  6  ,docID  1000\n",
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      "len(Topics)  304\n",
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      "len(Topics)  304\n",
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      "len(Topics)  312\n",
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      "len(Topics)  311\n",
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      "len(Topics)  310\n",
      "alpha  0.3 Topics  310  iter  6   0.8497297273199004\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  310\n",
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      "len(Topics)  315\n",
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      "len(Topics)  316\n",
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      "len(Topics)  316\n",
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      "len(Topics)  313\n",
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      "len(Topics)  312\n",
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      "len(Topics)  316\n",
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      "len(Topics)  315\n",
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      "len(Topics)  316\n",
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      "len(Topics)  316\n",
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      "len(Topics)  316\n",
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      "len(Topics)  315\n",
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      "len(Topics)  317\n",
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      "len(Topics)  317\n",
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      "len(Topics)  317\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  316\n",
      "alpha  0.3 Topics  316  iter  7   0.8517125175569566\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  316\n",
      "iter:  8  ,docID  1000\n",
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      "len(Topics)  317\n",
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      "len(Topics)  318\n",
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      "len(Topics)  317\n",
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      "len(Topics)  317\n",
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      "len(Topics)  318\n",
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      "len(Topics)  319\n",
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      "len(Topics)  320\n",
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      "len(Topics)  320\n",
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      "len(Topics)  320\n",
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      "len(Topics)  321\n",
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      "len(Topics)  323\n",
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      "len(Topics)  324\n",
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      "len(Topics)  324\n",
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      "len(Topics)  323\n",
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      "len(Topics)  322\n",
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      "len(Topics)  321\n",
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      "len(Topics)  322\n",
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      "len(Topics)  322\n",
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      "len(Topics)  322\n",
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      "len(Topics)  324\n",
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      "len(Topics)  323\n",
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      "len(Topics)  323\n",
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      "len(Topics)  324\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  326\n",
      "alpha  0.3 Topics  326  iter  8   0.8520650551061765\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  326\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  327\n",
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      "len(Topics)  329\n",
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      "len(Topics)  325\n",
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      "len(Topics)  325\n",
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      "len(Topics)  325\n",
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      "len(Topics)  326\n",
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      "len(Topics)  325\n",
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      "len(Topics)  322\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  321\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  321\n",
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      "len(Topics)  320\n",
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      "len(Topics)  320\n",
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      "len(Topics)  319\n",
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      "len(Topics)  318\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  316\n",
      "alpha  0.3 Topics  316  iter  9   0.8566488110641852\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  80\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  96\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  111\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  126\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  136\n",
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      "len(Topics)  147\n",
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      "len(Topics)  153\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  169\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  174\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  178\n",
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      "len(Topics)  179\n",
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      "len(Topics)  181\n",
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      "len(Topics)  182\n",
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      "len(Topics)  186\n",
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      "len(Topics)  187\n",
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      "len(Topics)  190\n",
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      "len(Topics)  193\n",
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      "len(Topics)  194\n",
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      "len(Topics)  195\n",
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      "len(Topics)  199\n",
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      "len(Topics)  203\n",
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      "len(Topics)  203\n",
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      "len(Topics)  204\n",
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      "len(Topics)  205\n",
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      "len(Topics)  209\n",
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      "len(Topics)  211\n",
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      "len(Topics)  215\n",
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      "len(Topics)  218\n",
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      "len(Topics)  220\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  220\n",
      "alpha  0.4 Topics  220  iter  0   0.7788631945628864\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  220\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  223\n",
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      "len(Topics)  224\n",
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      "len(Topics)  225\n",
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      "len(Topics)  231\n",
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      "len(Topics)  234\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  234\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  234\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  240\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  1  ,docID  11000\n",
      "len(Topics)  240\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  242\n",
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      "len(Topics)  246\n",
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      "len(Topics)  246\n",
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      "len(Topics)  246\n",
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      "len(Topics)  252\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  253\n",
      "alpha  0.4 Topics  254  iter  1   0.8279762774672623\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  254\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  253\n",
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      "len(Topics)  256\n",
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      "len(Topics)  259\n",
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      "len(Topics)  260\n",
      "iter:  2  ,docID  9000\n",
      "len(Topics)  262\n",
      "iter:  2  ,docID  10000\n",
      "len(Topics)  263\n",
      "iter:  2  ,docID  11000\n",
      "len(Topics)  264\n",
      "iter:  2  ,docID  12000\n",
      "len(Topics)  262\n",
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      "len(Topics)  262\n",
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      "len(Topics)  264\n",
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      "len(Topics)  264\n",
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      "len(Topics)  267\n",
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      "len(Topics)  266\n",
      "iter:  2  ,docID  18000\n",
      "len(Topics)  266\n",
      "iter:  2  ,docID  19000\n",
      "len(Topics)  266\n",
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      "len(Topics)  267\n",
      "iter:  2  ,docID  21000\n",
      "len(Topics)  267\n",
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      "len(Topics)  267\n",
      "iter:  2  ,docID  23000\n",
      "len(Topics)  267\n",
      "iter:  2  ,docID  24000\n",
      "len(Topics)  267\n",
      "iter:  2  ,docID  25000\n",
      "len(Topics)  267\n",
      "iter:  2  ,docID  26000\n",
      "len(Topics)  267\n",
      "iter:  2  ,docID  27000\n",
      "len(Topics)  270\n",
      "iter:  2  ,docID  28000\n",
      "len(Topics)  272\n",
      "iter:  2  ,docID  29000\n",
      "len(Topics)  272\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  272\n",
      "alpha  0.4 Topics  272  iter  2   0.8392650992761611\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  272\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  271\n",
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      "len(Topics)  271\n",
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      "len(Topics)  270\n",
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      "len(Topics)  271\n",
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      "len(Topics)  272\n",
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      "len(Topics)  273\n",
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      "len(Topics)  274\n",
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      "len(Topics)  275\n",
      "iter:  3  ,docID  9000\n",
      "len(Topics)  277\n",
      "iter:  3  ,docID  10000\n",
      "len(Topics)  279\n",
      "iter:  3  ,docID  11000\n",
      "len(Topics)  279\n",
      "iter:  3  ,docID  12000\n",
      "len(Topics)  280\n",
      "iter:  3  ,docID  13000\n",
      "len(Topics)  280\n",
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      "len(Topics)  280\n",
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      "len(Topics)  282\n",
      "iter:  3  ,docID  16000\n",
      "len(Topics)  282\n",
      "iter:  3  ,docID  17000\n",
      "len(Topics)  285\n",
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      "len(Topics)  285\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  286\n",
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      "len(Topics)  285\n",
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      "len(Topics)  286\n",
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      "len(Topics)  286\n",
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      "len(Topics)  288\n",
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      "len(Topics)  288\n",
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      "len(Topics)  289\n",
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      "len(Topics)  289\n",
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      "len(Topics)  290\n",
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      "len(Topics)  290\n",
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      "len(Topics)  293\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  293\n",
      "alpha  0.4 Topics  293  iter  3   0.8435711644532292\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  293\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  295\n",
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      "len(Topics)  297\n",
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      "len(Topics)  297\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  298\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  298\n",
      "iter:  4  ,docID  10000\n",
      "len(Topics)  299\n",
      "iter:  4  ,docID  11000\n",
      "len(Topics)  300\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  300\n",
      "iter:  4  ,docID  13000\n",
      "len(Topics)  299\n",
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      "len(Topics)  300\n",
      "iter:  4  ,docID  15000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  16000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  17000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  302\n",
      "iter:  4  ,docID  21000\n",
      "len(Topics)  302\n",
      "iter:  4  ,docID  22000\n",
      "len(Topics)  302\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  24000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  301\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  302\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  303\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  306\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  304\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  304\n",
      "alpha  0.4 Topics  304  iter  4   0.8468324568808628\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  304\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  2000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  3000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  4000\n",
      "len(Topics)  302\n",
      "iter:  5  ,docID  5000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  6000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  304\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  303\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  305\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  308\n",
      "iter:  5  ,docID  13000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  14000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  15000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  16000\n",
      "len(Topics)  306\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  309\n",
      "iter:  5  ,docID  18000\n",
      "len(Topics)  309\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  23000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  25000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  26000\n",
      "len(Topics)  309\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  310\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  307\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  306\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  306\n",
      "alpha  0.4 Topics  306  iter  5   0.848536768768802\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  306\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  306\n",
      "iter:  6  ,docID  2000\n",
      "len(Topics)  306\n",
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      "len(Topics)  306\n",
      "iter:  6  ,docID  4000\n",
      "len(Topics)  308\n",
      "iter:  6  ,docID  5000\n",
      "len(Topics)  311\n",
      "iter:  6  ,docID  6000\n",
      "len(Topics)  308\n",
      "iter:  6  ,docID  7000\n",
      "len(Topics)  311\n",
      "iter:  6  ,docID  8000\n",
      "len(Topics)  312\n",
      "iter:  6  ,docID  9000\n",
      "len(Topics)  311\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  312\n",
      "iter:  6  ,docID  11000\n",
      "len(Topics)  313\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  314\n",
      "iter:  6  ,docID  13000\n",
      "len(Topics)  314\n",
      "iter:  6  ,docID  14000\n",
      "len(Topics)  315\n",
      "iter:  6  ,docID  15000\n",
      "len(Topics)  313\n",
      "iter:  6  ,docID  16000\n",
      "len(Topics)  315\n",
      "iter:  6  ,docID  17000\n",
      "len(Topics)  313\n",
      "iter:  6  ,docID  18000\n",
      "len(Topics)  313\n",
      "iter:  6  ,docID  19000\n",
      "len(Topics)  313\n",
      "iter:  6  ,docID  20000\n",
      "len(Topics)  315\n",
      "iter:  6  ,docID  21000\n",
      "len(Topics)  316\n",
      "iter:  6  ,docID  22000\n",
      "len(Topics)  316\n",
      "iter:  6  ,docID  23000\n",
      "len(Topics)  316\n",
      "iter:  6  ,docID  24000\n",
      "len(Topics)  316\n",
      "iter:  6  ,docID  25000\n",
      "len(Topics)  316\n",
      "iter:  6  ,docID  26000\n",
      "len(Topics)  317\n",
      "iter:  6  ,docID  27000\n",
      "len(Topics)  319\n",
      "iter:  6  ,docID  28000\n",
      "len(Topics)  321\n",
      "iter:  6  ,docID  29000\n",
      "len(Topics)  321\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  322\n",
      "alpha  0.4 Topics  322  iter  6   0.8509436263528057\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  322\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  322\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  321\n",
      "iter:  7  ,docID  3000\n",
      "len(Topics)  323\n",
      "iter:  7  ,docID  4000\n",
      "len(Topics)  324\n",
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      "len(Topics)  323\n",
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      "len(Topics)  324\n",
      "iter:  7  ,docID  7000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  10000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  11000\n",
      "len(Topics)  325\n",
      "iter:  7  ,docID  12000\n",
      "len(Topics)  325\n",
      "iter:  7  ,docID  13000\n",
      "len(Topics)  325\n",
      "iter:  7  ,docID  14000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  15000\n",
      "len(Topics)  326\n",
      "iter:  7  ,docID  16000\n",
      "len(Topics)  325\n",
      "iter:  7  ,docID  17000\n",
      "len(Topics)  326\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  325\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  7  ,docID  19000\n",
      "len(Topics)  325\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  21000\n",
      "len(Topics)  323\n",
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      "len(Topics)  323\n",
      "iter:  7  ,docID  23000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  24000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  25000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  26000\n",
      "len(Topics)  324\n",
      "iter:  7  ,docID  27000\n",
      "len(Topics)  324\n",
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      "len(Topics)  325\n",
      "iter:  7  ,docID  29000\n",
      "len(Topics)  327\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  327\n",
      "alpha  0.4 Topics  327  iter  7   0.8523427511191429\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  2000\n",
      "len(Topics)  329\n",
      "iter:  8  ,docID  3000\n",
      "len(Topics)  328\n",
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      "len(Topics)  330\n",
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      "len(Topics)  332\n",
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      "len(Topics)  331\n",
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      "len(Topics)  330\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  329\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  11000\n",
      "len(Topics)  328\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  328\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  326\n",
      "iter:  8  ,docID  14000\n",
      "len(Topics)  328\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  16000\n",
      "len(Topics)  325\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  327\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  327\n",
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      "len(Topics)  327\n",
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      "len(Topics)  328\n",
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      "len(Topics)  329\n",
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      "len(Topics)  329\n",
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      "len(Topics)  329\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  329\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  329\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  328\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  328\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  328\n",
      "alpha  0.4 Topics  327  iter  8   0.8543523809840545\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  327\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  2000\n",
      "len(Topics)  326\n",
      "iter:  9  ,docID  3000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  4000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  326\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  326\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  329\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  329\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  329\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  328\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  327\n",
      "iter:  9  ,docID  14000\n",
      "len(Topics)  326\n",
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      "len(Topics)  325\n",
      "iter:  9  ,docID  16000\n",
      "len(Topics)  324\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  321\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  320\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  319\n",
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      "len(Topics)  318\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  318\n",
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      "len(Topics)  317\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  316\n",
      "iter:  9  ,docID  24000\n",
      "len(Topics)  316\n",
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      "len(Topics)  316\n",
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      "len(Topics)  315\n",
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      "len(Topics)  314\n",
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      "len(Topics)  314\n",
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      "len(Topics)  313\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  313\n",
      "alpha  0.4 Topics  313  iter  9   0.8586708755451077\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  81\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  96\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  107\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  125\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  141\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  154\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  159\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  173\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  178\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  185\n",
      "iter:  0  ,docID  11000\n",
      "len(Topics)  189\n",
      "iter:  0  ,docID  12000\n",
      "len(Topics)  194\n",
      "iter:  0  ,docID  13000\n",
      "len(Topics)  195\n",
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      "len(Topics)  203\n",
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      "len(Topics)  205\n",
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      "len(Topics)  221\n",
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      "len(Topics)  226\n",
      "iter:  0  ,docID  18000\n",
      "len(Topics)  226\n",
      "iter:  0  ,docID  19000\n",
      "len(Topics)  228\n",
      "iter:  0  ,docID  20000\n",
      "len(Topics)  232\n",
      "iter:  0  ,docID  21000\n",
      "len(Topics)  238\n",
      "iter:  0  ,docID  22000\n",
      "len(Topics)  240\n",
      "iter:  0  ,docID  23000\n",
      "len(Topics)  244\n",
      "iter:  0  ,docID  24000\n",
      "len(Topics)  246\n",
      "iter:  0  ,docID  25000\n",
      "len(Topics)  248\n",
      "iter:  0  ,docID  26000\n",
      "len(Topics)  251\n",
      "iter:  0  ,docID  27000\n",
      "len(Topics)  256\n",
      "iter:  0  ,docID  28000\n",
      "len(Topics)  260\n",
      "iter:  0  ,docID  29000\n",
      "len(Topics)  264\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  265\n",
      "alpha  0.5 Topics  265  iter  0   0.7918078909652098\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  265\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  267\n",
      "iter:  1  ,docID  2000\n",
      "len(Topics)  268\n",
      "iter:  1  ,docID  3000\n",
      "len(Topics)  272\n",
      "iter:  1  ,docID  4000\n",
      "len(Topics)  275\n",
      "iter:  1  ,docID  5000\n",
      "len(Topics)  280\n",
      "iter:  1  ,docID  6000\n",
      "len(Topics)  284\n",
      "iter:  1  ,docID  7000\n",
      "len(Topics)  287\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  289\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  293\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  293\n",
      "iter:  1  ,docID  11000\n",
      "len(Topics)  293\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  293\n",
      "iter:  1  ,docID  13000\n",
      "len(Topics)  293\n",
      "iter:  1  ,docID  14000\n",
      "len(Topics)  294\n",
      "iter:  1  ,docID  15000\n",
      "len(Topics)  295\n",
      "iter:  1  ,docID  16000\n",
      "len(Topics)  297\n",
      "iter:  1  ,docID  17000\n",
      "len(Topics)  296\n",
      "iter:  1  ,docID  18000\n",
      "len(Topics)  297\n",
      "iter:  1  ,docID  19000\n",
      "len(Topics)  297\n",
      "iter:  1  ,docID  20000\n",
      "len(Topics)  298\n",
      "iter:  1  ,docID  21000\n",
      "len(Topics)  298\n",
      "iter:  1  ,docID  22000\n",
      "len(Topics)  298\n",
      "iter:  1  ,docID  23000\n",
      "len(Topics)  298\n",
      "iter:  1  ,docID  24000\n",
      "len(Topics)  298\n",
      "iter:  1  ,docID  25000\n",
      "len(Topics)  299\n",
      "iter:  1  ,docID  26000\n",
      "len(Topics)  301\n",
      "iter:  1  ,docID  27000\n",
      "len(Topics)  304\n",
      "iter:  1  ,docID  28000\n",
      "len(Topics)  309\n",
      "iter:  1  ,docID  29000\n",
      "len(Topics)  309\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  310\n",
      "alpha  0.5 Topics  310  iter  1   0.8336439355443266\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  310\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  309\n",
      "iter:  2  ,docID  2000\n",
      "len(Topics)  308\n",
      "iter:  2  ,docID  3000\n",
      "len(Topics)  309\n",
      "iter:  2  ,docID  4000\n",
      "len(Topics)  312\n",
      "iter:  2  ,docID  5000\n",
      "len(Topics)  315\n",
      "iter:  2  ,docID  6000\n",
      "len(Topics)  320\n",
      "iter:  2  ,docID  7000\n",
      "len(Topics)  322\n",
      "iter:  2  ,docID  8000\n",
      "len(Topics)  322\n",
      "iter:  2  ,docID  9000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  10000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  11000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  12000\n",
      "len(Topics)  324\n",
      "iter:  2  ,docID  13000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  14000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  15000\n",
      "len(Topics)  327\n",
      "iter:  2  ,docID  16000\n",
      "len(Topics)  324\n",
      "iter:  2  ,docID  17000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  18000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  19000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  20000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  21000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  22000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  23000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  24000\n",
      "len(Topics)  326\n",
      "iter:  2  ,docID  25000\n",
      "len(Topics)  327\n",
      "iter:  2  ,docID  26000\n",
      "len(Topics)  328\n",
      "iter:  2  ,docID  27000\n",
      "len(Topics)  329\n",
      "iter:  2  ,docID  28000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  29000\n",
      "len(Topics)  324\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  324\n",
      "alpha  0.5 Topics  324  iter  2   0.8449647767694028\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  324\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  326\n",
      "iter:  3  ,docID  2000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  3000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  4000\n",
      "len(Topics)  325\n",
      "iter:  3  ,docID  5000\n",
      "len(Topics)  324\n",
      "iter:  3  ,docID  6000\n",
      "len(Topics)  322\n",
      "iter:  3  ,docID  7000\n",
      "len(Topics)  323\n",
      "iter:  3  ,docID  8000\n",
      "len(Topics)  324\n",
      "iter:  3  ,docID  9000\n",
      "len(Topics)  323\n",
      "iter:  3  ,docID  10000\n",
      "len(Topics)  325\n",
      "iter:  3  ,docID  11000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  12000\n",
      "len(Topics)  326\n",
      "iter:  3  ,docID  13000\n",
      "len(Topics)  326\n",
      "iter:  3  ,docID  14000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  15000\n",
      "len(Topics)  326\n",
      "iter:  3  ,docID  16000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  17000\n",
      "len(Topics)  325\n",
      "iter:  3  ,docID  18000\n",
      "len(Topics)  325\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  325\n",
      "iter:  3  ,docID  20000\n",
      "len(Topics)  327\n",
      "iter:  3  ,docID  21000\n",
      "len(Topics)  328\n",
      "iter:  3  ,docID  22000\n",
      "len(Topics)  328\n",
      "iter:  3  ,docID  23000\n",
      "len(Topics)  329\n",
      "iter:  3  ,docID  24000\n",
      "len(Topics)  329\n",
      "iter:  3  ,docID  25000\n",
      "len(Topics)  329\n",
      "iter:  3  ,docID  26000\n",
      "len(Topics)  330\n",
      "iter:  3  ,docID  27000\n",
      "len(Topics)  332\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  3  ,docID  28000\n",
      "len(Topics)  334\n",
      "iter:  3  ,docID  29000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  335\n",
      "alpha  0.5 Topics  335  iter  3   0.8486416962711084\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  335\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  335\n",
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      "len(Topics)  338\n",
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      "len(Topics)  338\n",
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      "len(Topics)  337\n",
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      "len(Topics)  338\n",
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      "len(Topics)  339\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  10000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  11000\n",
      "len(Topics)  337\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  339\n",
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      "len(Topics)  339\n",
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      "len(Topics)  340\n",
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      "len(Topics)  341\n",
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      "len(Topics)  340\n",
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      "len(Topics)  340\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  341\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  341\n",
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      "len(Topics)  339\n",
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      "len(Topics)  340\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  340\n",
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      "len(Topics)  340\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  341\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  342\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  341\n",
      "alpha  0.5 Topics  341  iter  4   0.8504241605844712\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  341\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  340\n",
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      "len(Topics)  339\n",
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      "len(Topics)  340\n",
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      "len(Topics)  341\n",
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      "len(Topics)  344\n",
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      "len(Topics)  343\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  343\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  343\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  342\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  347\n",
      "iter:  5  ,docID  13000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  14000\n",
      "len(Topics)  347\n",
      "iter:  5  ,docID  15000\n",
      "len(Topics)  347\n",
      "iter:  5  ,docID  16000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  18000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  23000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  346\n",
      "iter:  5  ,docID  25000\n",
      "len(Topics)  347\n",
      "iter:  5  ,docID  26000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  350\n",
      "alpha  0.5 Topics  350  iter  5   0.8536933730527834\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  350\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  351\n",
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      "len(Topics)  351\n",
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      "len(Topics)  353\n",
      "iter:  6  ,docID  4000\n",
      "len(Topics)  358\n",
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      "len(Topics)  356\n",
      "iter:  6  ,docID  6000\n",
      "len(Topics)  360\n",
      "iter:  6  ,docID  7000\n",
      "len(Topics)  361\n",
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      "len(Topics)  361\n",
      "iter:  6  ,docID  9000\n",
      "len(Topics)  360\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  11000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  360\n",
      "iter:  6  ,docID  13000\n",
      "len(Topics)  359\n",
      "iter:  6  ,docID  14000\n",
      "len(Topics)  359\n",
      "iter:  6  ,docID  15000\n",
      "len(Topics)  359\n",
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      "len(Topics)  358\n",
      "iter:  6  ,docID  17000\n",
      "len(Topics)  359\n",
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      "len(Topics)  358\n",
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      "len(Topics)  359\n",
      "iter:  6  ,docID  20000\n",
      "len(Topics)  359\n",
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      "len(Topics)  359\n",
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      "len(Topics)  358\n",
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      "len(Topics)  358\n",
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      "len(Topics)  357\n",
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      "len(Topics)  357\n",
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      "len(Topics)  356\n",
      "iter:  6  ,docID  27000\n",
      "len(Topics)  356\n",
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      "len(Topics)  356\n",
      "iter:  6  ,docID  29000\n",
      "len(Topics)  357\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  359\n",
      "alpha  0.5 Topics  359  iter  6   0.8563376879871826\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  359\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  360\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  362\n",
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      "len(Topics)  363\n",
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      "len(Topics)  361\n",
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      "len(Topics)  362\n",
      "iter:  7  ,docID  6000\n",
      "len(Topics)  363\n",
      "iter:  7  ,docID  7000\n",
      "len(Topics)  361\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  361\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  361\n",
      "iter:  7  ,docID  10000\n",
      "len(Topics)  363\n",
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      "len(Topics)  363\n",
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      "len(Topics)  362\n",
      "iter:  7  ,docID  13000\n",
      "len(Topics)  364\n",
      "iter:  7  ,docID  14000\n",
      "len(Topics)  365\n",
      "iter:  7  ,docID  15000\n",
      "len(Topics)  365\n",
      "iter:  7  ,docID  16000\n",
      "len(Topics)  367\n",
      "iter:  7  ,docID  17000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  19000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  21000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  22000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  23000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  24000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  25000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  26000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  27000\n",
      "len(Topics)  375\n",
      "iter:  7  ,docID  28000\n",
      "len(Topics)  375\n",
      "iter:  7  ,docID  29000\n",
      "len(Topics)  375\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  374\n",
      "alpha  0.5 Topics  374  iter  7   0.857822435124184\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  2000\n",
      "len(Topics)  370\n",
      "iter:  8  ,docID  3000\n",
      "len(Topics)  370\n",
      "iter:  8  ,docID  4000\n",
      "len(Topics)  370\n",
      "iter:  8  ,docID  5000\n",
      "len(Topics)  369\n",
      "iter:  8  ,docID  6000\n",
      "len(Topics)  367\n",
      "iter:  8  ,docID  7000\n",
      "len(Topics)  369\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  370\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  11000\n",
      "len(Topics)  373\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  373\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  371\n",
      "iter:  8  ,docID  14000\n",
      "len(Topics)  371\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  16000\n",
      "len(Topics)  376\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  375\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  376\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  376\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  21000\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  22000\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  23000\n",
      "len(Topics)  379\n",
      "iter:  8  ,docID  24000\n",
      "len(Topics)  379\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  380\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  376\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  375\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  375\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  376\n",
      "alpha  0.5 Topics  376  iter  8   0.8577993687486233\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  376\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  378\n",
      "iter:  9  ,docID  2000\n",
      "len(Topics)  378\n",
      "iter:  9  ,docID  3000\n",
      "len(Topics)  379\n",
      "iter:  9  ,docID  4000\n",
      "len(Topics)  382\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  382\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  383\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  381\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  381\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  378\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  374\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  374\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  373\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  373\n",
      "iter:  9  ,docID  14000\n",
      "len(Topics)  375\n",
      "iter:  9  ,docID  15000\n",
      "len(Topics)  373\n",
      "iter:  9  ,docID  16000\n",
      "len(Topics)  369\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  368\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  365\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  364\n",
      "iter:  9  ,docID  22000\n",
      "len(Topics)  364\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  364\n",
      "iter:  9  ,docID  24000\n",
      "len(Topics)  364\n",
      "iter:  9  ,docID  25000\n",
      "len(Topics)  362\n",
      "iter:  9  ,docID  26000\n",
      "len(Topics)  361\n",
      "iter:  9  ,docID  27000\n",
      "len(Topics)  360\n",
      "iter:  9  ,docID  28000\n",
      "len(Topics)  356\n",
      "iter:  9  ,docID  29000\n",
      "len(Topics)  355\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  354\n",
      "alpha  0.5 Topics  353  iter  9   0.8626523557338216\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  85\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  100\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  113\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  0  ,docID  4000\n",
      "len(Topics)  133\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  139\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  160\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  166\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  182\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  189\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  194\n",
      "iter:  0  ,docID  11000\n",
      "len(Topics)  194\n",
      "iter:  0  ,docID  12000\n",
      "len(Topics)  200\n",
      "iter:  0  ,docID  13000\n",
      "len(Topics)  201\n",
      "iter:  0  ,docID  14000\n",
      "len(Topics)  210\n",
      "iter:  0  ,docID  15000\n",
      "len(Topics)  213\n",
      "iter:  0  ,docID  16000\n",
      "len(Topics)  217\n",
      "iter:  0  ,docID  17000\n",
      "len(Topics)  220\n",
      "iter:  0  ,docID  18000\n",
      "len(Topics)  223\n",
      "iter:  0  ,docID  19000\n",
      "len(Topics)  225\n",
      "iter:  0  ,docID  20000\n",
      "len(Topics)  228\n",
      "iter:  0  ,docID  21000\n",
      "len(Topics)  228\n",
      "iter:  0  ,docID  22000\n",
      "len(Topics)  230\n",
      "iter:  0  ,docID  23000\n",
      "len(Topics)  232\n",
      "iter:  0  ,docID  24000\n",
      "len(Topics)  233\n",
      "iter:  0  ,docID  25000\n",
      "len(Topics)  237\n",
      "iter:  0  ,docID  26000\n",
      "len(Topics)  237\n",
      "iter:  0  ,docID  27000\n",
      "len(Topics)  245\n",
      "iter:  0  ,docID  28000\n",
      "len(Topics)  250\n",
      "iter:  0  ,docID  29000\n",
      "len(Topics)  251\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  252\n",
      "alpha  0.6 Topics  252  iter  0   0.7869329391289133\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  252\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  255\n",
      "iter:  1  ,docID  2000\n",
      "len(Topics)  258\n",
      "iter:  1  ,docID  3000\n",
      "len(Topics)  259\n",
      "iter:  1  ,docID  4000\n",
      "len(Topics)  262\n",
      "iter:  1  ,docID  5000\n",
      "len(Topics)  266\n",
      "iter:  1  ,docID  6000\n",
      "len(Topics)  269\n",
      "iter:  1  ,docID  7000\n",
      "len(Topics)  270\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  269\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  273\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  273\n",
      "iter:  1  ,docID  11000\n",
      "len(Topics)  274\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  274\n",
      "iter:  1  ,docID  13000\n",
      "len(Topics)  274\n",
      "iter:  1  ,docID  14000\n",
      "len(Topics)  275\n",
      "iter:  1  ,docID  15000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  16000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  17000\n",
      "len(Topics)  274\n",
      "iter:  1  ,docID  18000\n",
      "len(Topics)  272\n",
      "iter:  1  ,docID  19000\n",
      "len(Topics)  272\n",
      "iter:  1  ,docID  20000\n",
      "len(Topics)  274\n",
      "iter:  1  ,docID  21000\n",
      "len(Topics)  275\n",
      "iter:  1  ,docID  22000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  23000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  24000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  25000\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  26000\n",
      "len(Topics)  277\n",
      "iter:  1  ,docID  27000\n",
      "len(Topics)  279\n",
      "iter:  1  ,docID  28000\n",
      "len(Topics)  280\n",
      "iter:  1  ,docID  29000\n",
      "len(Topics)  280\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  280\n",
      "alpha  0.6 Topics  280  iter  1   0.8309414019294201\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  280\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  281\n",
      "iter:  2  ,docID  2000\n",
      "len(Topics)  283\n",
      "iter:  2  ,docID  3000\n",
      "len(Topics)  283\n",
      "iter:  2  ,docID  4000\n",
      "len(Topics)  288\n",
      "iter:  2  ,docID  5000\n",
      "len(Topics)  288\n",
      "iter:  2  ,docID  6000\n",
      "len(Topics)  288\n",
      "iter:  2  ,docID  7000\n",
      "len(Topics)  289\n",
      "iter:  2  ,docID  8000\n",
      "len(Topics)  289\n",
      "iter:  2  ,docID  9000\n",
      "len(Topics)  287\n",
      "iter:  2  ,docID  10000\n",
      "len(Topics)  287\n",
      "iter:  2  ,docID  11000\n",
      "len(Topics)  288\n",
      "iter:  2  ,docID  12000\n",
      "len(Topics)  290\n",
      "iter:  2  ,docID  13000\n",
      "len(Topics)  291\n",
      "iter:  2  ,docID  14000\n",
      "len(Topics)  291\n",
      "iter:  2  ,docID  15000\n",
      "len(Topics)  291\n",
      "iter:  2  ,docID  16000\n",
      "len(Topics)  293\n",
      "iter:  2  ,docID  17000\n",
      "len(Topics)  295\n",
      "iter:  2  ,docID  18000\n",
      "len(Topics)  296\n",
      "iter:  2  ,docID  19000\n",
      "len(Topics)  297\n",
      "iter:  2  ,docID  20000\n",
      "len(Topics)  301\n",
      "iter:  2  ,docID  21000\n",
      "len(Topics)  300\n",
      "iter:  2  ,docID  22000\n",
      "len(Topics)  299\n",
      "iter:  2  ,docID  23000\n",
      "len(Topics)  301\n",
      "iter:  2  ,docID  24000\n",
      "len(Topics)  301\n",
      "iter:  2  ,docID  25000\n",
      "len(Topics)  301\n",
      "iter:  2  ,docID  26000\n",
      "len(Topics)  304\n",
      "iter:  2  ,docID  27000\n",
      "len(Topics)  307\n",
      "iter:  2  ,docID  28000\n",
      "len(Topics)  308\n",
      "iter:  2  ,docID  29000\n",
      "len(Topics)  309\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  311\n",
      "alpha  0.6 Topics  311  iter  2   0.8417655041785946\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  311\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  313\n",
      "iter:  3  ,docID  2000\n",
      "len(Topics)  315\n",
      "iter:  3  ,docID  3000\n",
      "len(Topics)  317\n",
      "iter:  3  ,docID  4000\n",
      "len(Topics)  319\n",
      "iter:  3  ,docID  5000\n",
      "len(Topics)  318\n",
      "iter:  3  ,docID  6000\n",
      "len(Topics)  319\n",
      "iter:  3  ,docID  7000\n",
      "len(Topics)  318\n",
      "iter:  3  ,docID  8000\n",
      "len(Topics)  319\n",
      "iter:  3  ,docID  9000\n",
      "len(Topics)  320\n",
      "iter:  3  ,docID  10000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  11000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  12000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  13000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  14000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  15000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  16000\n",
      "len(Topics)  323\n",
      "iter:  3  ,docID  17000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  18000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  20000\n",
      "len(Topics)  318\n",
      "iter:  3  ,docID  21000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  22000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  23000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  24000\n",
      "len(Topics)  321\n",
      "iter:  3  ,docID  25000\n",
      "len(Topics)  322\n",
      "iter:  3  ,docID  26000\n",
      "len(Topics)  320\n",
      "iter:  3  ,docID  27000\n",
      "len(Topics)  322\n",
      "iter:  3  ,docID  28000\n",
      "len(Topics)  320\n",
      "iter:  3  ,docID  29000\n",
      "len(Topics)  319\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  320\n",
      "alpha  0.6 Topics  320  iter  3   0.8484447903091721\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  320\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  319\n",
      "iter:  4  ,docID  2000\n",
      "len(Topics)  318\n",
      "iter:  4  ,docID  3000\n",
      "len(Topics)  321\n",
      "iter:  4  ,docID  4000\n",
      "len(Topics)  318\n",
      "iter:  4  ,docID  5000\n",
      "len(Topics)  321\n",
      "iter:  4  ,docID  6000\n",
      "len(Topics)  322\n",
      "iter:  4  ,docID  7000\n",
      "len(Topics)  322\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  326\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  328\n",
      "iter:  4  ,docID  10000\n",
      "len(Topics)  332\n",
      "iter:  4  ,docID  11000\n",
      "len(Topics)  331\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  332\n",
      "iter:  4  ,docID  13000\n",
      "len(Topics)  332\n",
      "iter:  4  ,docID  14000\n",
      "len(Topics)  335\n",
      "iter:  4  ,docID  15000\n",
      "len(Topics)  337\n",
      "iter:  4  ,docID  16000\n",
      "len(Topics)  334\n",
      "iter:  4  ,docID  17000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  21000\n",
      "len(Topics)  338\n",
      "iter:  4  ,docID  22000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  24000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  342\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  344\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  344\n",
      "alpha  0.6 Topics  345  iter  4   0.8507332713838279\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  345\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  347\n",
      "iter:  5  ,docID  2000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  3000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  4000\n",
      "len(Topics)  352\n",
      "iter:  5  ,docID  5000\n",
      "len(Topics)  355\n",
      "iter:  5  ,docID  6000\n",
      "len(Topics)  359\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  359\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  359\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  361\n",
      "iter:  5  ,docID  13000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  14000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  15000\n",
      "len(Topics)  360\n",
      "iter:  5  ,docID  16000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  363\n",
      "iter:  5  ,docID  18000\n",
      "len(Topics)  363\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  366\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  366\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  366\n",
      "iter:  5  ,docID  23000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  25000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  26000\n",
      "len(Topics)  365\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  363\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  363\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  364\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  364\n",
      "alpha  0.6 Topics  362  iter  5   0.8528862988175124\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  2000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  3000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  4000\n",
      "len(Topics)  364\n",
      "iter:  6  ,docID  5000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  6000\n",
      "len(Topics)  364\n",
      "iter:  6  ,docID  7000\n",
      "len(Topics)  364\n",
      "iter:  6  ,docID  8000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  9000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  365\n",
      "iter:  6  ,docID  11000\n",
      "len(Topics)  365\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  365\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  6  ,docID  13000\n",
      "len(Topics)  365\n",
      "iter:  6  ,docID  14000\n",
      "len(Topics)  364\n",
      "iter:  6  ,docID  15000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  16000\n",
      "len(Topics)  360\n",
      "iter:  6  ,docID  17000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  18000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  19000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  20000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  21000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  22000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  23000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  24000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  25000\n",
      "len(Topics)  361\n",
      "iter:  6  ,docID  26000\n",
      "len(Topics)  360\n",
      "iter:  6  ,docID  27000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  28000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  29000\n",
      "len(Topics)  363\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  363\n",
      "alpha  0.6 Topics  363  iter  6   0.854464561347934\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  363\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  366\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  366\n",
      "iter:  7  ,docID  3000\n",
      "len(Topics)  367\n",
      "iter:  7  ,docID  4000\n",
      "len(Topics)  367\n",
      "iter:  7  ,docID  5000\n",
      "len(Topics)  369\n",
      "iter:  7  ,docID  6000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  7000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  369\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  369\n",
      "iter:  7  ,docID  10000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  11000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  12000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  13000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  14000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  15000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  16000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  17000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  371\n",
      "iter:  7  ,docID  19000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  374\n",
      "iter:  7  ,docID  21000\n",
      "len(Topics)  374\n",
      "iter:  7  ,docID  22000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  23000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  24000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  25000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  26000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  27000\n",
      "len(Topics)  372\n",
      "iter:  7  ,docID  28000\n",
      "len(Topics)  374\n",
      "iter:  7  ,docID  29000\n",
      "len(Topics)  377\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  378\n",
      "alpha  0.6 Topics  378  iter  7   0.8561668721183303\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  377\n",
      "iter:  8  ,docID  2000\n",
      "len(Topics)  378\n",
      "iter:  8  ,docID  3000\n",
      "len(Topics)  376\n",
      "iter:  8  ,docID  4000\n",
      "len(Topics)  381\n",
      "iter:  8  ,docID  5000\n",
      "len(Topics)  379\n",
      "iter:  8  ,docID  6000\n",
      "len(Topics)  381\n",
      "iter:  8  ,docID  7000\n",
      "len(Topics)  382\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  383\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  382\n",
      "iter:  8  ,docID  11000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  385\n",
      "iter:  8  ,docID  14000\n",
      "len(Topics)  385\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  16000\n",
      "len(Topics)  386\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  388\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  387\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  387\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  386\n",
      "iter:  8  ,docID  21000\n",
      "len(Topics)  386\n",
      "iter:  8  ,docID  22000\n",
      "len(Topics)  386\n",
      "iter:  8  ,docID  23000\n",
      "len(Topics)  385\n",
      "iter:  8  ,docID  24000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  383\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  385\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  384\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  381\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  381\n",
      "alpha  0.6 Topics  381  iter  8   0.8587541382958034\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  381\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  384\n",
      "iter:  9  ,docID  2000\n",
      "len(Topics)  383\n",
      "iter:  9  ,docID  3000\n",
      "len(Topics)  384\n",
      "iter:  9  ,docID  4000\n",
      "len(Topics)  386\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  387\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  383\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  383\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  381\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  380\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  379\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  377\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  377\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  376\n",
      "iter:  9  ,docID  14000\n",
      "len(Topics)  377\n",
      "iter:  9  ,docID  15000\n",
      "len(Topics)  377\n",
      "iter:  9  ,docID  16000\n",
      "len(Topics)  373\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  370\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  370\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  370\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  22000\n",
      "len(Topics)  365\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  24000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  25000\n",
      "len(Topics)  366\n",
      "iter:  9  ,docID  26000\n",
      "len(Topics)  364\n",
      "iter:  9  ,docID  27000\n",
      "len(Topics)  363\n",
      "iter:  9  ,docID  28000\n",
      "len(Topics)  362\n",
      "iter:  9  ,docID  29000\n",
      "len(Topics)  360\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  358\n",
      "alpha  0.6 Topics  358  iter  9   0.8621394086867089\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  83\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  100\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  120\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  143\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  158\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  182\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  187\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  198\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  204\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  212\n",
      "iter:  0  ,docID  11000\n",
      "len(Topics)  213\n",
      "iter:  0  ,docID  12000\n",
      "len(Topics)  218\n",
      "iter:  0  ,docID  13000\n",
      "len(Topics)  221\n",
      "iter:  0  ,docID  14000\n",
      "len(Topics)  226\n",
      "iter:  0  ,docID  15000\n",
      "len(Topics)  226\n",
      "iter:  0  ,docID  16000\n",
      "len(Topics)  239\n",
      "iter:  0  ,docID  17000\n",
      "len(Topics)  243\n",
      "iter:  0  ,docID  18000\n",
      "len(Topics)  243\n",
      "iter:  0  ,docID  19000\n",
      "len(Topics)  244\n",
      "iter:  0  ,docID  20000\n",
      "len(Topics)  247\n",
      "iter:  0  ,docID  21000\n",
      "len(Topics)  253\n",
      "iter:  0  ,docID  22000\n",
      "len(Topics)  253\n",
      "iter:  0  ,docID  23000\n",
      "len(Topics)  255\n",
      "iter:  0  ,docID  24000\n",
      "len(Topics)  256\n",
      "iter:  0  ,docID  25000\n",
      "len(Topics)  257\n",
      "iter:  0  ,docID  26000\n",
      "len(Topics)  261\n",
      "iter:  0  ,docID  27000\n",
      "len(Topics)  267\n",
      "iter:  0  ,docID  28000\n",
      "len(Topics)  270\n",
      "iter:  0  ,docID  29000\n",
      "len(Topics)  272\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  274\n",
      "alpha  0.7 Topics  276  iter  0   0.7859924356691615\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  276\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  281\n",
      "iter:  1  ,docID  2000\n",
      "len(Topics)  283\n",
      "iter:  1  ,docID  3000\n",
      "len(Topics)  287\n",
      "iter:  1  ,docID  4000\n",
      "len(Topics)  291\n",
      "iter:  1  ,docID  5000\n",
      "len(Topics)  295\n",
      "iter:  1  ,docID  6000\n",
      "len(Topics)  299\n",
      "iter:  1  ,docID  7000\n",
      "len(Topics)  303\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  304\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  310\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  313\n",
      "iter:  1  ,docID  11000\n",
      "len(Topics)  312\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  312\n",
      "iter:  1  ,docID  13000\n",
      "len(Topics)  312\n",
      "iter:  1  ,docID  14000\n",
      "len(Topics)  315\n",
      "iter:  1  ,docID  15000\n",
      "len(Topics)  315\n",
      "iter:  1  ,docID  16000\n",
      "len(Topics)  314\n",
      "iter:  1  ,docID  17000\n",
      "len(Topics)  317\n",
      "iter:  1  ,docID  18000\n",
      "len(Topics)  317\n",
      "iter:  1  ,docID  19000\n",
      "len(Topics)  317\n",
      "iter:  1  ,docID  20000\n",
      "len(Topics)  319\n",
      "iter:  1  ,docID  21000\n",
      "len(Topics)  319\n",
      "iter:  1  ,docID  22000\n",
      "len(Topics)  319\n",
      "iter:  1  ,docID  23000\n",
      "len(Topics)  320\n",
      "iter:  1  ,docID  24000\n",
      "len(Topics)  320\n",
      "iter:  1  ,docID  25000\n",
      "len(Topics)  320\n",
      "iter:  1  ,docID  26000\n",
      "len(Topics)  319\n",
      "iter:  1  ,docID  27000\n",
      "len(Topics)  322\n",
      "iter:  1  ,docID  28000\n",
      "len(Topics)  326\n",
      "iter:  1  ,docID  29000\n",
      "len(Topics)  327\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  326\n",
      "alpha  0.7 Topics  324  iter  1   0.8305903623888313\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  324\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  2000\n",
      "len(Topics)  322\n",
      "iter:  2  ,docID  3000\n",
      "len(Topics)  320\n",
      "iter:  2  ,docID  4000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  5000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  6000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  7000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  8000\n",
      "len(Topics)  323\n",
      "iter:  2  ,docID  9000\n",
      "len(Topics)  322\n",
      "iter:  2  ,docID  10000\n",
      "len(Topics)  325\n",
      "iter:  2  ,docID  11000\n",
      "len(Topics)  327\n",
      "iter:  2  ,docID  12000\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  13000\n",
      "len(Topics)  329\n",
      "iter:  2  ,docID  14000\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  15000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  16000\n",
      "len(Topics)  331\n",
      "iter:  2  ,docID  17000\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  18000\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  19000\n",
      "len(Topics)  331\n",
      "iter:  2  ,docID  20000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  21000\n",
      "len(Topics)  331\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  2  ,docID  22000\n",
      "len(Topics)  331\n",
      "iter:  2  ,docID  23000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  24000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  25000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  26000\n",
      "len(Topics)  333\n",
      "iter:  2  ,docID  27000\n",
      "len(Topics)  333\n",
      "iter:  2  ,docID  28000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  29000\n",
      "len(Topics)  333\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  335\n",
      "alpha  0.7 Topics  335  iter  2   0.8443273171204342\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  2000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  3000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  4000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  5000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  6000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  7000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  8000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  9000\n",
      "len(Topics)  337\n",
      "iter:  3  ,docID  10000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  11000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  12000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  13000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  14000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  15000\n",
      "len(Topics)  334\n",
      "iter:  3  ,docID  16000\n",
      "len(Topics)  333\n",
      "iter:  3  ,docID  17000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  18000\n",
      "len(Topics)  336\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  20000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  21000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  22000\n",
      "len(Topics)  335\n",
      "iter:  3  ,docID  23000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  24000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  25000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  26000\n",
      "len(Topics)  339\n",
      "iter:  3  ,docID  27000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  28000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  29000\n",
      "len(Topics)  337\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  335\n",
      "alpha  0.7 Topics  335  iter  3   0.8489351085114231\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  335\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  335\n",
      "iter:  4  ,docID  2000\n",
      "len(Topics)  336\n",
      "iter:  4  ,docID  3000\n",
      "len(Topics)  339\n",
      "iter:  4  ,docID  4000\n",
      "len(Topics)  336\n",
      "iter:  4  ,docID  5000\n",
      "len(Topics)  336\n",
      "iter:  4  ,docID  6000\n",
      "len(Topics)  340\n",
      "iter:  4  ,docID  7000\n",
      "len(Topics)  343\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  343\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  343\n",
      "iter:  4  ,docID  10000\n",
      "len(Topics)  347\n",
      "iter:  4  ,docID  11000\n",
      "len(Topics)  348\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  348\n",
      "iter:  4  ,docID  13000\n",
      "len(Topics)  348\n",
      "iter:  4  ,docID  14000\n",
      "len(Topics)  348\n",
      "iter:  4  ,docID  15000\n",
      "len(Topics)  349\n",
      "iter:  4  ,docID  16000\n",
      "len(Topics)  351\n",
      "iter:  4  ,docID  17000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  351\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  351\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  353\n",
      "iter:  4  ,docID  21000\n",
      "len(Topics)  353\n",
      "iter:  4  ,docID  22000\n",
      "len(Topics)  353\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  24000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  350\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  349\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  349\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  349\n",
      "alpha  0.7 Topics  349  iter  4   0.8545809909433818\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  2000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  3000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  4000\n",
      "len(Topics)  348\n",
      "iter:  5  ,docID  5000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  6000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  352\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  352\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  13000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  14000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  15000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  16000\n",
      "len(Topics)  349\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  18000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  351\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  350\n",
      "iter:  5  ,docID  23000\n",
      "len(Topics)  352\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  352\n",
      "iter:  5  ,docID  25000\n",
      "len(Topics)  353\n",
      "iter:  5  ,docID  26000\n",
      "len(Topics)  354\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  354\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  356\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  358\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  358\n",
      "alpha  0.7 Topics  358  iter  5   0.8571640960157767\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  358\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  358\n",
      "iter:  6  ,docID  2000\n",
      "len(Topics)  360\n",
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      "len(Topics)  360\n",
      "iter:  6  ,docID  4000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  5000\n",
      "len(Topics)  365\n",
      "iter:  6  ,docID  6000\n",
      "len(Topics)  362\n",
      "iter:  6  ,docID  7000\n",
      "len(Topics)  360\n",
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      "len(Topics)  362\n",
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      "len(Topics)  364\n",
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      "len(Topics)  364\n",
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      "len(Topics)  365\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  368\n",
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      "len(Topics)  371\n",
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      "len(Topics)  370\n",
      "iter:  6  ,docID  18000\n",
      "len(Topics)  368\n",
      "iter:  6  ,docID  19000\n",
      "len(Topics)  368\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  370\n",
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      "len(Topics)  370\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  370\n",
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      "len(Topics)  369\n",
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      "len(Topics)  368\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  368\n",
      "alpha  0.7 Topics  368  iter  6   0.8593902747852178\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  368\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  366\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  367\n",
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      "len(Topics)  365\n",
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      "len(Topics)  367\n",
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      "len(Topics)  369\n",
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      "len(Topics)  370\n",
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      "len(Topics)  370\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  368\n",
      "iter:  7  ,docID  10000\n",
      "len(Topics)  370\n",
      "iter:  7  ,docID  11000\n",
      "len(Topics)  369\n",
      "iter:  7  ,docID  12000\n",
      "len(Topics)  366\n",
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      "len(Topics)  366\n",
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      "len(Topics)  365\n",
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      "len(Topics)  365\n",
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      "len(Topics)  363\n",
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      "len(Topics)  366\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  367\n",
      "iter:  7  ,docID  19000\n",
      "len(Topics)  367\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  368\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
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      "len(Topics)  369\n",
      "iter:  7  ,docID  25000\n",
      "len(Topics)  369\n",
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      "len(Topics)  371\n",
      "iter:  7  ,docID  27000\n",
      "len(Topics)  375\n",
      "iter:  7  ,docID  28000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  29000\n",
      "len(Topics)  373\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  375\n",
      "alpha  0.7 Topics  375  iter  7   0.8605717705511109\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  375\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  2000\n",
      "len(Topics)  373\n",
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      "len(Topics)  374\n",
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      "len(Topics)  372\n",
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      "len(Topics)  368\n",
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      "len(Topics)  371\n",
      "iter:  8  ,docID  7000\n",
      "len(Topics)  371\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  370\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  373\n",
      "iter:  8  ,docID  11000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  374\n",
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      "len(Topics)  375\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  375\n",
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      "len(Topics)  375\n",
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      "len(Topics)  374\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  375\n",
      "iter:  8  ,docID  21000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  22000\n",
      "len(Topics)  374\n",
      "iter:  8  ,docID  23000\n",
      "len(Topics)  371\n",
      "iter:  8  ,docID  24000\n",
      "len(Topics)  371\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  372\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  373\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  369\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  369\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  370\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  8  ,docID  30000\n",
      "len(Topics)  368\n",
      "alpha  0.7 Topics  368  iter  8   0.8611088535481697\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  368\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  370\n",
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      "len(Topics)  376\n",
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      "len(Topics)  374\n",
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      "len(Topics)  375\n",
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      "len(Topics)  373\n",
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      "len(Topics)  373\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  372\n",
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      "len(Topics)  371\n",
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      "len(Topics)  371\n",
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      "len(Topics)  370\n",
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      "len(Topics)  373\n",
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      "len(Topics)  371\n",
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      "len(Topics)  369\n",
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      "len(Topics)  368\n",
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      "len(Topics)  368\n",
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      "len(Topics)  368\n",
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      "len(Topics)  362\n",
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      "len(Topics)  362\n",
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      "len(Topics)  363\n",
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      "len(Topics)  362\n",
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      "len(Topics)  359\n",
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      "len(Topics)  359\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  359\n",
      "alpha  0.7 Topics  359  iter  9   0.8650346748479674\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  81\n",
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      "len(Topics)  206\n",
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      "len(Topics)  209\n",
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      "len(Topics)  211\n",
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      "len(Topics)  219\n",
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      "len(Topics)  228\n",
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      "len(Topics)  230\n",
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      "len(Topics)  235\n",
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      "len(Topics)  242\n",
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      "len(Topics)  262\n",
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      "len(Topics)  266\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  268\n",
      "alpha  0.8 Topics  269  iter  0   0.7917971561829497\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  269\n",
      "iter:  1  ,docID  1000\n",
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      "len(Topics)  289\n",
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      "len(Topics)  290\n",
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      "len(Topics)  291\n",
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      "len(Topics)  292\n",
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      "len(Topics)  295\n",
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      "len(Topics)  297\n",
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      "len(Topics)  300\n",
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      "len(Topics)  300\n",
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      "len(Topics)  300\n",
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      "len(Topics)  306\n",
      "alpha  0.8 Topics  306  iter  1   0.8340397547387262\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  306\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  305\n",
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      "len(Topics)  318\n",
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      "len(Topics)  317\n",
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      "len(Topics)  318\n",
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      "len(Topics)  320\n",
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      "len(Topics)  325\n",
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      "len(Topics)  327\n",
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      "len(Topics)  330\n",
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      "len(Topics)  330\n",
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      "len(Topics)  331\n",
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      "len(Topics)  332\n",
      "iter:  2  ,docID  21000\n",
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      "len(Topics)  331\n",
      "iter:  2  ,docID  23000\n",
      "len(Topics)  331\n",
      "iter:  2  ,docID  24000\n",
      "len(Topics)  331\n",
      "iter:  2  ,docID  25000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  26000\n",
      "len(Topics)  333\n",
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      "len(Topics)  331\n",
      "iter:  2  ,docID  28000\n",
      "len(Topics)  332\n",
      "iter:  2  ,docID  29000\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  329\n",
      "alpha  0.8 Topics  329  iter  2   0.8431891100764852\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  329\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  329\n",
      "iter:  3  ,docID  2000\n",
      "len(Topics)  330\n",
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      "iter:  3  ,docID  4000\n",
      "len(Topics)  337\n",
      "iter:  3  ,docID  5000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  6000\n",
      "len(Topics)  340\n",
      "iter:  3  ,docID  7000\n",
      "len(Topics)  339\n",
      "iter:  3  ,docID  8000\n",
      "len(Topics)  338\n",
      "iter:  3  ,docID  9000\n",
      "len(Topics)  339\n",
      "iter:  3  ,docID  10000\n",
      "len(Topics)  342\n",
      "iter:  3  ,docID  11000\n",
      "len(Topics)  343\n",
      "iter:  3  ,docID  12000\n",
      "len(Topics)  344\n",
      "iter:  3  ,docID  13000\n",
      "len(Topics)  342\n",
      "iter:  3  ,docID  14000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  15000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  16000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  17000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  18000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  343\n",
      "iter:  3  ,docID  20000\n",
      "len(Topics)  343\n",
      "iter:  3  ,docID  21000\n",
      "len(Topics)  341\n",
      "iter:  3  ,docID  22000\n",
      "len(Topics)  342\n",
      "iter:  3  ,docID  23000\n",
      "len(Topics)  344\n",
      "iter:  3  ,docID  24000\n",
      "len(Topics)  344\n",
      "iter:  3  ,docID  25000\n",
      "len(Topics)  346\n",
      "iter:  3  ,docID  26000\n",
      "len(Topics)  346\n",
      "iter:  3  ,docID  27000\n",
      "len(Topics)  348\n",
      "iter:  3  ,docID  28000\n",
      "len(Topics)  351\n",
      "iter:  3  ,docID  29000\n",
      "len(Topics)  352\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  352\n",
      "alpha  0.8 Topics  352  iter  3   0.8464544158752069\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  352\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  354\n",
      "iter:  4  ,docID  2000\n",
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      "len(Topics)  355\n",
      "iter:  4  ,docID  4000\n",
      "len(Topics)  355\n",
      "iter:  4  ,docID  5000\n",
      "len(Topics)  356\n",
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      "len(Topics)  358\n",
      "iter:  4  ,docID  7000\n",
      "len(Topics)  361\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  363\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  363\n",
      "iter:  4  ,docID  10000\n",
      "len(Topics)  361\n",
      "iter:  4  ,docID  11000\n",
      "len(Topics)  361\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  359\n",
      "iter:  4  ,docID  13000\n",
      "len(Topics)  359\n",
      "iter:  4  ,docID  14000\n",
      "len(Topics)  360\n",
      "iter:  4  ,docID  15000\n",
      "len(Topics)  363\n",
      "iter:  4  ,docID  16000\n",
      "len(Topics)  362\n",
      "iter:  4  ,docID  17000\n",
      "len(Topics)  367\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  367\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  366\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  367\n",
      "iter:  4  ,docID  21000\n",
      "len(Topics)  367\n",
      "iter:  4  ,docID  22000\n",
      "len(Topics)  368\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  369\n",
      "iter:  4  ,docID  24000\n",
      "len(Topics)  369\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  368\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  370\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  371\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  371\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  375\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  375\n",
      "alpha  0.8 Topics  377  iter  4   0.8497144234084161\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  377\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  379\n",
      "iter:  5  ,docID  2000\n",
      "len(Topics)  379\n",
      "iter:  5  ,docID  3000\n",
      "len(Topics)  380\n",
      "iter:  5  ,docID  4000\n",
      "len(Topics)  380\n",
      "iter:  5  ,docID  5000\n",
      "len(Topics)  379\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  5  ,docID  6000\n",
      "len(Topics)  384\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  383\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  380\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  381\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  382\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  381\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  382\n",
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      "len(Topics)  383\n",
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      "len(Topics)  385\n",
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      "len(Topics)  387\n",
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      "len(Topics)  397\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  401\n",
      "iter:  5  ,docID  18000\n",
      "len(Topics)  401\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  403\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  405\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  404\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  404\n",
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      "len(Topics)  403\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  403\n",
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      "len(Topics)  403\n",
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      "len(Topics)  403\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  405\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  407\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  405\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  405\n",
      "alpha  0.8 Topics  404  iter  5   0.8527754950644741\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  404\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  406\n",
      "iter:  6  ,docID  2000\n",
      "len(Topics)  409\n",
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      "len(Topics)  408\n",
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      "len(Topics)  407\n",
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      "len(Topics)  410\n",
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      "len(Topics)  414\n",
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      "len(Topics)  417\n",
      "iter:  6  ,docID  8000\n",
      "len(Topics)  418\n",
      "iter:  6  ,docID  9000\n",
      "len(Topics)  417\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  416\n",
      "iter:  6  ,docID  11000\n",
      "len(Topics)  415\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  413\n",
      "iter:  6  ,docID  13000\n",
      "len(Topics)  412\n",
      "iter:  6  ,docID  14000\n",
      "len(Topics)  412\n",
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      "len(Topics)  408\n",
      "iter:  6  ,docID  16000\n",
      "len(Topics)  402\n",
      "iter:  6  ,docID  17000\n",
      "len(Topics)  399\n",
      "iter:  6  ,docID  18000\n",
      "len(Topics)  398\n",
      "iter:  6  ,docID  19000\n",
      "len(Topics)  396\n",
      "iter:  6  ,docID  20000\n",
      "len(Topics)  393\n",
      "iter:  6  ,docID  21000\n",
      "len(Topics)  394\n",
      "iter:  6  ,docID  22000\n",
      "len(Topics)  393\n",
      "iter:  6  ,docID  23000\n",
      "len(Topics)  395\n",
      "iter:  6  ,docID  24000\n",
      "len(Topics)  395\n",
      "iter:  6  ,docID  25000\n",
      "len(Topics)  394\n",
      "iter:  6  ,docID  26000\n",
      "len(Topics)  394\n",
      "iter:  6  ,docID  27000\n",
      "len(Topics)  393\n",
      "iter:  6  ,docID  28000\n",
      "len(Topics)  392\n",
      "iter:  6  ,docID  29000\n",
      "len(Topics)  391\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  390\n",
      "alpha  0.8 Topics  390  iter  6   0.8540176022105114\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  390\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  391\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  392\n",
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      "len(Topics)  395\n",
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      "len(Topics)  400\n",
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      "len(Topics)  401\n",
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      "len(Topics)  404\n",
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      "len(Topics)  403\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  405\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  405\n",
      "iter:  7  ,docID  10000\n",
      "len(Topics)  406\n",
      "iter:  7  ,docID  11000\n",
      "len(Topics)  409\n",
      "iter:  7  ,docID  12000\n",
      "len(Topics)  409\n",
      "iter:  7  ,docID  13000\n",
      "len(Topics)  410\n",
      "iter:  7  ,docID  14000\n",
      "len(Topics)  408\n",
      "iter:  7  ,docID  15000\n",
      "len(Topics)  409\n",
      "iter:  7  ,docID  16000\n",
      "len(Topics)  409\n",
      "iter:  7  ,docID  17000\n",
      "len(Topics)  413\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  413\n",
      "iter:  7  ,docID  19000\n",
      "len(Topics)  414\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  416\n",
      "iter:  7  ,docID  21000\n",
      "len(Topics)  416\n",
      "iter:  7  ,docID  22000\n",
      "len(Topics)  416\n",
      "iter:  7  ,docID  23000\n",
      "len(Topics)  415\n",
      "iter:  7  ,docID  24000\n",
      "len(Topics)  414\n",
      "iter:  7  ,docID  25000\n",
      "len(Topics)  415\n",
      "iter:  7  ,docID  26000\n",
      "len(Topics)  417\n",
      "iter:  7  ,docID  27000\n",
      "len(Topics)  421\n",
      "iter:  7  ,docID  28000\n",
      "len(Topics)  419\n",
      "iter:  7  ,docID  29000\n",
      "len(Topics)  418\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  419\n",
      "alpha  0.8 Topics  419  iter  7   0.8553886598969799\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  420\n",
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      "len(Topics)  420\n",
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      "len(Topics)  415\n",
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      "len(Topics)  414\n",
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      "len(Topics)  414\n",
      "iter:  8  ,docID  7000\n",
      "len(Topics)  412\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  409\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  412\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  410\n",
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      "len(Topics)  408\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  407\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  406\n",
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      "len(Topics)  407\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  409\n",
      "iter:  8  ,docID  16000\n",
      "len(Topics)  413\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  416\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  416\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  415\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  417\n",
      "iter:  8  ,docID  21000\n",
      "len(Topics)  417\n",
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      "len(Topics)  418\n",
      "iter:  8  ,docID  23000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  24000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  417\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  420\n",
      "alpha  0.8 Topics  420  iter  8   0.8568706207953591\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  420\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  2000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  3000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  4000\n",
      "len(Topics)  428\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  428\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  424\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  423\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  421\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  416\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  414\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  412\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  412\n",
      "iter:  9  ,docID  14000\n",
      "len(Topics)  414\n",
      "iter:  9  ,docID  15000\n",
      "len(Topics)  411\n",
      "iter:  9  ,docID  16000\n",
      "len(Topics)  407\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  402\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  402\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  401\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  399\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  398\n",
      "iter:  9  ,docID  22000\n",
      "len(Topics)  397\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  396\n",
      "iter:  9  ,docID  24000\n",
      "len(Topics)  396\n",
      "iter:  9  ,docID  25000\n",
      "len(Topics)  395\n",
      "iter:  9  ,docID  26000\n",
      "len(Topics)  393\n",
      "iter:  9  ,docID  27000\n",
      "len(Topics)  391\n",
      "iter:  9  ,docID  28000\n",
      "len(Topics)  388\n",
      "iter:  9  ,docID  29000\n",
      "len(Topics)  389\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  388\n",
      "alpha  0.8 Topics  388  iter  9   0.8607455159529932\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  80\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  95\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  117\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  134\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  150\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  168\n",
      "iter:  0  ,docID  7000\n",
      "len(Topics)  172\n",
      "iter:  0  ,docID  8000\n",
      "len(Topics)  188\n",
      "iter:  0  ,docID  9000\n",
      "len(Topics)  191\n",
      "iter:  0  ,docID  10000\n",
      "len(Topics)  193\n",
      "iter:  0  ,docID  11000\n",
      "len(Topics)  198\n",
      "iter:  0  ,docID  12000\n",
      "len(Topics)  204\n",
      "iter:  0  ,docID  13000\n",
      "len(Topics)  204\n",
      "iter:  0  ,docID  14000\n",
      "len(Topics)  211\n",
      "iter:  0  ,docID  15000\n",
      "len(Topics)  212\n",
      "iter:  0  ,docID  16000\n",
      "len(Topics)  222\n",
      "iter:  0  ,docID  17000\n",
      "len(Topics)  228\n",
      "iter:  0  ,docID  18000\n",
      "len(Topics)  230\n",
      "iter:  0  ,docID  19000\n",
      "len(Topics)  231\n",
      "iter:  0  ,docID  20000\n",
      "len(Topics)  237\n",
      "iter:  0  ,docID  21000\n",
      "len(Topics)  240\n",
      "iter:  0  ,docID  22000\n",
      "len(Topics)  243\n",
      "iter:  0  ,docID  23000\n",
      "len(Topics)  246\n",
      "iter:  0  ,docID  24000\n",
      "len(Topics)  248\n",
      "iter:  0  ,docID  25000\n",
      "len(Topics)  249\n",
      "iter:  0  ,docID  26000\n",
      "len(Topics)  250\n",
      "iter:  0  ,docID  27000\n",
      "len(Topics)  256\n",
      "iter:  0  ,docID  28000\n",
      "len(Topics)  263\n",
      "iter:  0  ,docID  29000\n",
      "len(Topics)  265\n",
      "iter:  0  ,docID  30000\n",
      "len(Topics)  270\n",
      "alpha  0.9 Topics  271  iter  0   0.7819179897193066\n",
      "iter:  1  ,docID  0\n",
      "len(Topics)  271\n",
      "iter:  1  ,docID  1000\n",
      "len(Topics)  270\n",
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      "len(Topics)  271\n",
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      "len(Topics)  276\n",
      "iter:  1  ,docID  4000\n",
      "len(Topics)  278\n",
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      "len(Topics)  279\n",
      "iter:  1  ,docID  6000\n",
      "len(Topics)  282\n",
      "iter:  1  ,docID  7000\n",
      "len(Topics)  285\n",
      "iter:  1  ,docID  8000\n",
      "len(Topics)  286\n",
      "iter:  1  ,docID  9000\n",
      "len(Topics)  287\n",
      "iter:  1  ,docID  10000\n",
      "len(Topics)  290\n",
      "iter:  1  ,docID  11000\n",
      "len(Topics)  291\n",
      "iter:  1  ,docID  12000\n",
      "len(Topics)  290\n",
      "iter:  1  ,docID  13000\n",
      "len(Topics)  291\n",
      "iter:  1  ,docID  14000\n",
      "len(Topics)  291\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  1  ,docID  15000\n",
      "len(Topics)  292\n",
      "iter:  1  ,docID  16000\n",
      "len(Topics)  302\n",
      "iter:  1  ,docID  17000\n",
      "len(Topics)  312\n",
      "iter:  1  ,docID  18000\n",
      "len(Topics)  312\n",
      "iter:  1  ,docID  19000\n",
      "len(Topics)  313\n",
      "iter:  1  ,docID  20000\n",
      "len(Topics)  315\n",
      "iter:  1  ,docID  21000\n",
      "len(Topics)  316\n",
      "iter:  1  ,docID  22000\n",
      "len(Topics)  318\n",
      "iter:  1  ,docID  23000\n",
      "len(Topics)  319\n",
      "iter:  1  ,docID  24000\n",
      "len(Topics)  319\n",
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      "len(Topics)  320\n",
      "iter:  1  ,docID  26000\n",
      "len(Topics)  321\n",
      "iter:  1  ,docID  27000\n",
      "len(Topics)  323\n",
      "iter:  1  ,docID  28000\n",
      "len(Topics)  326\n",
      "iter:  1  ,docID  29000\n",
      "len(Topics)  328\n",
      "iter:  1  ,docID  30000\n",
      "len(Topics)  329\n",
      "alpha  0.9 Topics  330  iter  1   0.8245717529290658\n",
      "iter:  2  ,docID  0\n",
      "len(Topics)  330\n",
      "iter:  2  ,docID  1000\n",
      "len(Topics)  335\n",
      "iter:  2  ,docID  2000\n",
      "len(Topics)  336\n",
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      "len(Topics)  337\n",
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      "len(Topics)  336\n",
      "iter:  2  ,docID  5000\n",
      "len(Topics)  338\n",
      "iter:  2  ,docID  6000\n",
      "len(Topics)  340\n",
      "iter:  2  ,docID  7000\n",
      "len(Topics)  345\n",
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      "len(Topics)  346\n",
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      "len(Topics)  347\n",
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      "len(Topics)  346\n",
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      "len(Topics)  344\n",
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      "len(Topics)  345\n",
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      "len(Topics)  345\n",
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      "len(Topics)  346\n",
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      "len(Topics)  347\n",
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      "len(Topics)  355\n",
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      "len(Topics)  355\n",
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      "len(Topics)  355\n",
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      "len(Topics)  354\n",
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      "len(Topics)  355\n",
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      "len(Topics)  358\n",
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      "len(Topics)  358\n",
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      "len(Topics)  358\n",
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      "len(Topics)  358\n",
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      "len(Topics)  356\n",
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      "len(Topics)  359\n",
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      "len(Topics)  360\n",
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      "len(Topics)  360\n",
      "iter:  2  ,docID  30000\n",
      "len(Topics)  360\n",
      "alpha  0.9 Topics  361  iter  2   0.8387855189663751\n",
      "iter:  3  ,docID  0\n",
      "len(Topics)  361\n",
      "iter:  3  ,docID  1000\n",
      "len(Topics)  361\n",
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      "len(Topics)  361\n",
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      "len(Topics)  365\n",
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      "len(Topics)  369\n",
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      "len(Topics)  374\n",
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      "len(Topics)  374\n",
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      "len(Topics)  378\n",
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      "len(Topics)  380\n",
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      "len(Topics)  385\n",
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      "len(Topics)  387\n",
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      "len(Topics)  389\n",
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      "len(Topics)  388\n",
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      "len(Topics)  389\n",
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      "len(Topics)  393\n",
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      "len(Topics)  392\n",
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      "len(Topics)  392\n",
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      "len(Topics)  392\n",
      "iter:  3  ,docID  19000\n",
      "len(Topics)  392\n",
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      "len(Topics)  391\n",
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      "len(Topics)  394\n",
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      "len(Topics)  393\n",
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      "len(Topics)  396\n",
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      "len(Topics)  396\n",
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      "len(Topics)  396\n",
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      "len(Topics)  396\n",
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      "len(Topics)  396\n",
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      "len(Topics)  398\n",
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      "len(Topics)  397\n",
      "iter:  3  ,docID  30000\n",
      "len(Topics)  397\n",
      "alpha  0.9 Topics  398  iter  3   0.8468160466377129\n",
      "iter:  4  ,docID  0\n",
      "len(Topics)  398\n",
      "iter:  4  ,docID  1000\n",
      "len(Topics)  400\n",
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      "len(Topics)  401\n",
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      "len(Topics)  399\n",
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      "len(Topics)  399\n",
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      "len(Topics)  401\n",
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      "len(Topics)  404\n",
      "iter:  4  ,docID  8000\n",
      "len(Topics)  406\n",
      "iter:  4  ,docID  9000\n",
      "len(Topics)  406\n",
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      "len(Topics)  406\n",
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      "len(Topics)  405\n",
      "iter:  4  ,docID  12000\n",
      "len(Topics)  404\n",
      "iter:  4  ,docID  13000\n",
      "len(Topics)  403\n",
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      "len(Topics)  404\n",
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      "len(Topics)  402\n",
      "iter:  4  ,docID  16000\n",
      "len(Topics)  413\n",
      "iter:  4  ,docID  17000\n",
      "len(Topics)  413\n",
      "iter:  4  ,docID  18000\n",
      "len(Topics)  413\n",
      "iter:  4  ,docID  19000\n",
      "len(Topics)  413\n",
      "iter:  4  ,docID  20000\n",
      "len(Topics)  415\n",
      "iter:  4  ,docID  21000\n",
      "len(Topics)  416\n",
      "iter:  4  ,docID  22000\n",
      "len(Topics)  416\n",
      "iter:  4  ,docID  23000\n",
      "len(Topics)  416\n",
      "iter:  4  ,docID  24000\n",
      "len(Topics)  416\n",
      "iter:  4  ,docID  25000\n",
      "len(Topics)  414\n",
      "iter:  4  ,docID  26000\n",
      "len(Topics)  414\n",
      "iter:  4  ,docID  27000\n",
      "len(Topics)  416\n",
      "iter:  4  ,docID  28000\n",
      "len(Topics)  417\n",
      "iter:  4  ,docID  29000\n",
      "len(Topics)  422\n",
      "iter:  4  ,docID  30000\n",
      "len(Topics)  421\n",
      "alpha  0.9 Topics  419  iter  4   0.8500421872674084\n",
      "iter:  5  ,docID  0\n",
      "len(Topics)  419\n",
      "iter:  5  ,docID  1000\n",
      "len(Topics)  423\n",
      "iter:  5  ,docID  2000\n",
      "len(Topics)  422\n",
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      "len(Topics)  423\n",
      "iter:  5  ,docID  4000\n",
      "len(Topics)  426\n",
      "iter:  5  ,docID  5000\n",
      "len(Topics)  431\n",
      "iter:  5  ,docID  6000\n",
      "len(Topics)  431\n",
      "iter:  5  ,docID  7000\n",
      "len(Topics)  428\n",
      "iter:  5  ,docID  8000\n",
      "len(Topics)  428\n",
      "iter:  5  ,docID  9000\n",
      "len(Topics)  430\n",
      "iter:  5  ,docID  10000\n",
      "len(Topics)  432\n",
      "iter:  5  ,docID  11000\n",
      "len(Topics)  433\n",
      "iter:  5  ,docID  12000\n",
      "len(Topics)  433\n",
      "iter:  5  ,docID  13000\n",
      "len(Topics)  433\n",
      "iter:  5  ,docID  14000\n",
      "len(Topics)  439\n",
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      "len(Topics)  442\n",
      "iter:  5  ,docID  16000\n",
      "len(Topics)  447\n",
      "iter:  5  ,docID  17000\n",
      "len(Topics)  450\n",
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      "len(Topics)  450\n",
      "iter:  5  ,docID  19000\n",
      "len(Topics)  451\n",
      "iter:  5  ,docID  20000\n",
      "len(Topics)  452\n",
      "iter:  5  ,docID  21000\n",
      "len(Topics)  452\n",
      "iter:  5  ,docID  22000\n",
      "len(Topics)  453\n",
      "iter:  5  ,docID  23000\n",
      "len(Topics)  453\n",
      "iter:  5  ,docID  24000\n",
      "len(Topics)  452\n",
      "iter:  5  ,docID  25000\n",
      "len(Topics)  451\n",
      "iter:  5  ,docID  26000\n",
      "len(Topics)  452\n",
      "iter:  5  ,docID  27000\n",
      "len(Topics)  451\n",
      "iter:  5  ,docID  28000\n",
      "len(Topics)  453\n",
      "iter:  5  ,docID  29000\n",
      "len(Topics)  456\n",
      "iter:  5  ,docID  30000\n",
      "len(Topics)  458\n",
      "alpha  0.9 Topics  457  iter  5   0.8524291989000009\n",
      "iter:  6  ,docID  0\n",
      "len(Topics)  457\n",
      "iter:  6  ,docID  1000\n",
      "len(Topics)  454\n",
      "iter:  6  ,docID  2000\n",
      "len(Topics)  453\n",
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      "len(Topics)  455\n",
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      "len(Topics)  454\n",
      "iter:  6  ,docID  5000\n",
      "len(Topics)  456\n",
      "iter:  6  ,docID  6000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  7000\n",
      "len(Topics)  458\n",
      "iter:  6  ,docID  8000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  9000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  10000\n",
      "len(Topics)  461\n",
      "iter:  6  ,docID  11000\n",
      "len(Topics)  462\n",
      "iter:  6  ,docID  12000\n",
      "len(Topics)  462\n",
      "iter:  6  ,docID  13000\n",
      "len(Topics)  462\n",
      "iter:  6  ,docID  14000\n",
      "len(Topics)  459\n",
      "iter:  6  ,docID  15000\n",
      "len(Topics)  456\n",
      "iter:  6  ,docID  16000\n",
      "len(Topics)  456\n",
      "iter:  6  ,docID  17000\n",
      "len(Topics)  459\n",
      "iter:  6  ,docID  18000\n",
      "len(Topics)  458\n",
      "iter:  6  ,docID  19000\n",
      "len(Topics)  458\n",
      "iter:  6  ,docID  20000\n",
      "len(Topics)  461\n",
      "iter:  6  ,docID  21000\n",
      "len(Topics)  462\n",
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      "len(Topics)  460\n",
      "iter:  6  ,docID  23000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  24000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  25000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  26000\n",
      "len(Topics)  460\n",
      "iter:  6  ,docID  27000\n",
      "len(Topics)  461\n",
      "iter:  6  ,docID  28000\n",
      "len(Topics)  461\n",
      "iter:  6  ,docID  29000\n",
      "len(Topics)  459\n",
      "iter:  6  ,docID  30000\n",
      "len(Topics)  458\n",
      "alpha  0.9 Topics  459  iter  6   0.8530385976974916\n",
      "iter:  7  ,docID  0\n",
      "len(Topics)  459\n",
      "iter:  7  ,docID  1000\n",
      "len(Topics)  461\n",
      "iter:  7  ,docID  2000\n",
      "len(Topics)  462\n",
      "iter:  7  ,docID  3000\n",
      "len(Topics)  464\n",
      "iter:  7  ,docID  4000\n",
      "len(Topics)  469\n",
      "iter:  7  ,docID  5000\n",
      "len(Topics)  469\n",
      "iter:  7  ,docID  6000\n",
      "len(Topics)  470\n",
      "iter:  7  ,docID  7000\n",
      "len(Topics)  467\n",
      "iter:  7  ,docID  8000\n",
      "len(Topics)  468\n",
      "iter:  7  ,docID  9000\n",
      "len(Topics)  468\n",
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      "len(Topics)  470\n",
      "iter:  7  ,docID  11000\n",
      "len(Topics)  473\n",
      "iter:  7  ,docID  12000\n",
      "len(Topics)  471\n",
      "iter:  7  ,docID  13000\n",
      "len(Topics)  472\n",
      "iter:  7  ,docID  14000\n",
      "len(Topics)  470\n",
      "iter:  7  ,docID  15000\n",
      "len(Topics)  469\n",
      "iter:  7  ,docID  16000\n",
      "len(Topics)  468\n",
      "iter:  7  ,docID  17000\n",
      "len(Topics)  467\n",
      "iter:  7  ,docID  18000\n",
      "len(Topics)  467\n",
      "iter:  7  ,docID  19000\n",
      "len(Topics)  466\n",
      "iter:  7  ,docID  20000\n",
      "len(Topics)  467\n",
      "iter:  7  ,docID  21000\n",
      "len(Topics)  467\n",
      "iter:  7  ,docID  22000\n",
      "len(Topics)  467\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  7  ,docID  23000\n",
      "len(Topics)  465\n",
      "iter:  7  ,docID  24000\n",
      "len(Topics)  465\n",
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      "len(Topics)  465\n",
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      "len(Topics)  467\n",
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      "len(Topics)  465\n",
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      "len(Topics)  464\n",
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      "len(Topics)  468\n",
      "iter:  7  ,docID  30000\n",
      "len(Topics)  467\n",
      "alpha  0.9 Topics  466  iter  7   0.8527718444476899\n",
      "iter:  8  ,docID  0\n",
      "len(Topics)  466\n",
      "iter:  8  ,docID  1000\n",
      "len(Topics)  464\n",
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      "len(Topics)  465\n",
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      "len(Topics)  462\n",
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      "len(Topics)  461\n",
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      "len(Topics)  457\n",
      "iter:  8  ,docID  6000\n",
      "len(Topics)  456\n",
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      "len(Topics)  457\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  458\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  459\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  458\n",
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      "len(Topics)  458\n",
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      "len(Topics)  459\n",
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      "len(Topics)  458\n",
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      "len(Topics)  461\n",
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      "len(Topics)  462\n",
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      "len(Topics)  465\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  465\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  467\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  467\n",
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      "len(Topics)  470\n",
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      "len(Topics)  472\n",
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      "len(Topics)  473\n",
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      "len(Topics)  474\n",
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      "len(Topics)  474\n",
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      "len(Topics)  475\n",
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      "len(Topics)  471\n",
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      "len(Topics)  474\n",
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      "len(Topics)  474\n",
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      "len(Topics)  474\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  472\n",
      "alpha  0.9 Topics  472  iter  8   0.8532481726292185\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  472\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  475\n",
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      "len(Topics)  474\n",
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      "len(Topics)  472\n",
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      "len(Topics)  470\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  469\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  463\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  463\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  460\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  458\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  458\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  457\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  455\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  453\n",
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      "len(Topics)  452\n",
      "iter:  9  ,docID  15000\n",
      "len(Topics)  453\n",
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      "len(Topics)  444\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  438\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  437\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  437\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  433\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  431\n",
      "iter:  9  ,docID  22000\n",
      "len(Topics)  430\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  429\n",
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      "len(Topics)  429\n",
      "iter:  9  ,docID  25000\n",
      "len(Topics)  427\n",
      "iter:  9  ,docID  26000\n",
      "len(Topics)  427\n",
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      "len(Topics)  423\n",
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      "len(Topics)  420\n",
      "iter:  9  ,docID  29000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  415\n",
      "alpha  0.9 Topics  414  iter  9   0.8575112253597639\n",
      "iter:  0  ,docID  0\n",
      "len(Topics)  0\n",
      "iter:  0  ,docID  1000\n",
      "len(Topics)  85\n",
      "iter:  0  ,docID  2000\n",
      "len(Topics)  101\n",
      "iter:  0  ,docID  3000\n",
      "len(Topics)  120\n",
      "iter:  0  ,docID  4000\n",
      "len(Topics)  142\n",
      "iter:  0  ,docID  5000\n",
      "len(Topics)  162\n",
      "iter:  0  ,docID  6000\n",
      "len(Topics)  176\n",
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      "len(Topics)  182\n",
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      "alpha  1.0 Topics  366  iter  1   0.8376384563137115\n",
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      "alpha  1.0 Topics  376  iter  2   0.8483357232098829\n",
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      "alpha  1.0 Topics  387  iter  3   0.8537519844863343\n",
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      "len(Topics)  387\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter:  4  ,docID  1000\n",
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      "alpha  1.0 Topics  395  iter  4   0.8571993477998603\n",
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      "alpha  1.0 Topics  409  iter  5   0.8601757553864894\n",
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      "alpha  1.0 Topics  408  iter  6   0.8603857267079326\n",
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      "alpha  1.0 Topics  416  iter  7   0.8606923063044277\n",
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      "iter:  8  ,docID  7000\n",
      "len(Topics)  416\n",
      "iter:  8  ,docID  8000\n",
      "len(Topics)  417\n",
      "iter:  8  ,docID  9000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  10000\n",
      "len(Topics)  421\n",
      "iter:  8  ,docID  11000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  12000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  13000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  14000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  15000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  16000\n",
      "len(Topics)  421\n",
      "iter:  8  ,docID  17000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  18000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  19000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  20000\n",
      "len(Topics)  421\n",
      "iter:  8  ,docID  21000\n",
      "len(Topics)  422\n",
      "iter:  8  ,docID  22000\n",
      "len(Topics)  422\n",
      "iter:  8  ,docID  23000\n",
      "len(Topics)  421\n",
      "iter:  8  ,docID  24000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  25000\n",
      "len(Topics)  420\n",
      "iter:  8  ,docID  26000\n",
      "len(Topics)  419\n",
      "iter:  8  ,docID  27000\n",
      "len(Topics)  417\n",
      "iter:  8  ,docID  28000\n",
      "len(Topics)  416\n",
      "iter:  8  ,docID  29000\n",
      "len(Topics)  418\n",
      "iter:  8  ,docID  30000\n",
      "len(Topics)  419\n",
      "alpha  1.0 Topics  418  iter  8   0.8618638872733873\n",
      "iter:  9  ,docID  0\n",
      "len(Topics)  418\n",
      "iter:  9  ,docID  1000\n",
      "len(Topics)  421\n",
      "iter:  9  ,docID  2000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  3000\n",
      "len(Topics)  423\n",
      "iter:  9  ,docID  4000\n",
      "len(Topics)  428\n",
      "iter:  9  ,docID  5000\n",
      "len(Topics)  426\n",
      "iter:  9  ,docID  6000\n",
      "len(Topics)  426\n",
      "iter:  9  ,docID  7000\n",
      "len(Topics)  426\n",
      "iter:  9  ,docID  8000\n",
      "len(Topics)  423\n",
      "iter:  9  ,docID  9000\n",
      "len(Topics)  423\n",
      "iter:  9  ,docID  10000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  11000\n",
      "len(Topics)  422\n",
      "iter:  9  ,docID  12000\n",
      "len(Topics)  421\n",
      "iter:  9  ,docID  13000\n",
      "len(Topics)  420\n",
      "iter:  9  ,docID  14000\n",
      "len(Topics)  418\n",
      "iter:  9  ,docID  15000\n",
      "len(Topics)  419\n",
      "iter:  9  ,docID  16000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  17000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  18000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  19000\n",
      "len(Topics)  417\n",
      "iter:  9  ,docID  20000\n",
      "len(Topics)  415\n",
      "iter:  9  ,docID  21000\n",
      "len(Topics)  415\n",
      "iter:  9  ,docID  22000\n",
      "len(Topics)  414\n",
      "iter:  9  ,docID  23000\n",
      "len(Topics)  413\n",
      "iter:  9  ,docID  24000\n",
      "len(Topics)  412\n",
      "iter:  9  ,docID  25000\n",
      "len(Topics)  412\n",
      "iter:  9  ,docID  26000\n",
      "len(Topics)  412\n",
      "iter:  9  ,docID  27000\n",
      "len(Topics)  411\n",
      "iter:  9  ,docID  28000\n",
      "len(Topics)  411\n",
      "iter:  9  ,docID  29000\n",
      "len(Topics)  409\n",
      "iter:  9  ,docID  30000\n",
      "len(Topics)  408\n",
      "alpha  1.0 Topics  408  iter  9   0.8659697658558794\n"
     ]
    }
   ],
   "source": [
    "alpha_NMI = {}\n",
    "alpha_topics = {}\n",
    "for alpha in np.arange(0.1,1.1,0.1):\n",
    "    alpha = np.around(alpha,decimals=1)\n",
    "    docID_assign_z = {}\n",
    "    m_z = {}\n",
    "    n_z = {}\n",
    "    n_w = {}\n",
    "    n_b = {}\n",
    "    Topics = []\n",
    "    V = set()\n",
    "    D = set()\n",
    "    #alpha = 1\n",
    "    beta = 0.02\n",
    "    total_iter = 10\n",
    "    for iter in range(total_iter):\n",
    "        for docID in range(len(corpus)):\n",
    "            if docID % 1000 == 0:\n",
    "                print(\"iter: \",iter,\" ,docID \",docID)\n",
    "                print(\"len(Topics) \",len(Topics))\n",
    "            words = corpus[docID]\n",
    "            D.discard(docID)\n",
    "            if docID in docID_assign_z.keys():\n",
    "                before_k = docID_assign_z[docID]\n",
    "                m_z[before_k].discard(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        n_z[before_k][word] -= 1\n",
    "                        n_w[before_k] -=1\n",
    "            else:\n",
    "                before_k = -1\n",
    "            if len(D) == 0 and len(V) == 0:\n",
    "                choose_k = 0\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "            else:\n",
    "                log_pro = []\n",
    "                for k in Topics:\n",
    "                    pro_k = len(m_z[k])\n",
    "                    if pro_k != 0:\n",
    "                        i = 0\n",
    "                        for biterm in words:\n",
    "                            each_word = biterm.strip().split(',')\n",
    "                            for word in each_word:\n",
    "                                if word not in n_z[k].keys():\n",
    "                                    n_z[k][word] = 0\n",
    "                            for j in range(doc_biterm[docID][biterm]):\n",
    "                                pro_k *= (n_z[k][each_word[0]] + n_z[k][each_word[-1]] + beta + j) / ( n_w[k] + len(V)*beta + i) \n",
    "                                i += 1\n",
    "\n",
    "                    if pro_k == 0:\n",
    "                        pro_k = sys.float_info.min\n",
    "                    log_pro.append(pro_k)\n",
    "\n",
    "                pro_new_k = alpha*(len(D))\n",
    "                i = 0\n",
    "                for biterm in words:\n",
    "                    for j in range(doc_biterm[docID][biterm]):\n",
    "                        pro_new_k *= ( beta + j) / ( len(V)*beta + i) \n",
    "                        i += 1\n",
    "\n",
    "                if pro_new_k == 0:\n",
    "                    pro_new_k = sys.float_info.min        \n",
    "                log_pro.append(pro_new_k)\n",
    "\n",
    "                sum_pro=sum(log_pro)\n",
    "\n",
    "                normalized_posterior = [i/sum_pro for i in log_pro]    \n",
    "                select_k = None\n",
    "                if iter == (total_iter - 1):\n",
    "                    select_k = normalized_posterior.index(max(normalized_posterior))\n",
    "\n",
    "                else:\n",
    "                    select_k = np.random.choice( (len(Topics)+1) , 1, p=normalized_posterior)[0]  \n",
    "\n",
    "                if select_k == len(Topics):\n",
    "                    choose_k = np.max(Topics) + 1\n",
    "                else:\n",
    "                    choose_k = Topics[select_k]\n",
    "\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "\n",
    "            count_k = []\n",
    "            for k in Topics:\n",
    "                if k in m_z.keys() and len(m_z[k]) == 0:\n",
    "                    m_z.pop(k, None)\n",
    "                    n_z.pop(k, None)\n",
    "                    n_w.pop(k, None)\n",
    "                    count_k.append(k)\n",
    "            for k in count_k:\n",
    "                Topics.remove(k)   \n",
    "\n",
    "        from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "        nmi_sample = []\n",
    "        nmi_result = []\n",
    "        for key, value in news_labels.items():\n",
    "                nmi_sample.append(value)\n",
    "                nmi_result.append(docID_assign_z[key])\n",
    "        print(\"alpha \", alpha, \"Topics \",len(Topics), \" iter \",iter,\" \",normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result)))\n",
    "        alpha_NMI[alpha] = normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result))\n",
    "        alpha_topics[alpha] = len(Topics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([0.8530557232491127, 0.8591912450637961, 0.8566488110641852, 0.8586708755451077, 0.8626523557338216, 0.8621394086867089, 0.8650346748479674, 0.8607455159529932, 0.8575112253597639, 0.8659697658558794])\n",
      "dict_keys([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n"
     ]
    }
   ],
   "source": [
    "print(alpha_NMI.values())\n",
    "print(alpha_NMI.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([255, 295, 316, 313, 353, 358, 359, 388, 414, 408])\n",
      "dict_keys([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n"
     ]
    }
   ],
   "source": [
    "print(alpha_topics.values())\n",
    "print(alpha_topics.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([0.8501170790654703, 0.8497837365672808, 0.8620309059889932, 0.8593399509327505, 0.8687509693321654, 0.8621786577877947, 0.8609508039846049, 0.8603121225412141, 0.8636778677384508, 0.8545787607757205])\n",
      "dict_keys([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n"
     ]
    }
   ],
   "source": [
    "print(alpha_NMI.values())\n",
    "print(alpha_NMI.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([229, 277, 274, 291, 323, 356, 330, 359, 364, 344])\n",
      "dict_keys([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n"
     ]
    }
   ],
   "source": [
    "print(alpha_topics.values())\n",
    "print(alpha_topics.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start  0  end  1895 topics:  92 truth:  32  NMI:  0.8430405745227187\n",
      "[164.86401308362747]\n",
      "start  0  end  3790 topics:  140 truth:  62  NMI:  0.831224553766329\n",
      "[164.86401308362747, 481.74057526015366]\n",
      "start  0  end  5685 topics:  140 truth:  79  NMI:  0.8412304483383486\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844]\n",
      "start  0  end  7580 topics:  179 truth:  99  NMI:  0.8352214748247687\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506]\n",
      "start  0  end  9475 topics:  191 truth:  122  NMI:  0.8368379181764768\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205]\n",
      "start  0  end  11370 topics:  209 truth:  131  NMI:  0.8366874982339393\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303]\n",
      "start  0  end  13265 topics:  214 truth:  144  NMI:  0.8477543588329287\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162]\n",
      "start  0  end  15160 topics:  234 truth:  165  NMI:  0.8554944454003683\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545]\n",
      "start  0  end  17055 topics:  250 truth:  180  NMI:  0.8593697752306473\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047]\n",
      "start  0  end  18950 topics:  249 truth:  195  NMI:  0.8703878557877025\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678]\n",
      "start  0  end  20845 topics:  260 truth:  207  NMI:  0.8701161726425222\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555]\n",
      "start  0  end  22740 topics:  273 truth:  216  NMI:  0.8747547535962866\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555, 3479.9411368970395]\n",
      "start  0  end  24635 topics:  271 truth:  227  NMI:  0.8777089193194142\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555, 3479.9411368970395, 3809.551455186982]\n",
      "start  0  end  26530 topics:  276 truth:  245  NMI:  0.8700629003202979\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555, 3479.9411368970395, 3809.551455186982, 4154.605491253493]\n",
      "start  0  end  28425 topics:  306 truth:  262  NMI:  0.8624876646675144\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555, 3479.9411368970395, 3809.551455186982, 4154.605491253493, 4749.065230344138]\n",
      "start  0  end  30322 topics:  312 truth:  269  NMI:  0.8559205813319118\n",
      "[164.86401308362747, 481.74057526015366, 752.8474046528844, 1169.9097144371506, 1357.3181709603205, 1738.1896780443303, 1652.6778448191162, 1995.1085369587545, 2418.7995348137047, 2677.271541457678, 3077.6889104959555, 3479.9411368970395, 3809.551455186982, 4154.605491253493, 4749.065230344138, 5049.644809140511]\n"
     ]
    }
   ],
   "source": [
    "import timeit\n",
    "total_batch = 16\n",
    "NMI_batch = {}\n",
    "start = 0\n",
    "end = 0\n",
    "topic_batch = {}\n",
    "time_iteration_list = []\n",
    "for batch_i in range(1,17):\n",
    "    if batch_i == 16:\n",
    "        end = int(len(corpus))\n",
    "    else:\n",
    "        end = int(len(corpus) / total_batch) * batch_i\n",
    "    \n",
    "    docID_assign_z = {}\n",
    "    m_z = {}\n",
    "    n_z = {}\n",
    "    n_w = {}\n",
    "    n_b = {}\n",
    "    Topics = []\n",
    "    V = set()\n",
    "    D = set()\n",
    "    alpha = 0.3\n",
    "    beta = 0.02\n",
    "    NMI_batch[batch_i] = 0\n",
    "    topic_batch[batch_i] = 0\n",
    "    \n",
    "    time_start = timeit.default_timer()\n",
    "    total_iter = 10\n",
    "    for iter in range(total_iter):\n",
    "        for docID in range(start,end):\n",
    "            words = corpus[docID]\n",
    "            D.discard(docID)\n",
    "            if docID in docID_assign_z.keys():\n",
    "                before_k = docID_assign_z[docID]\n",
    "                m_z[before_k].discard(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        n_z[before_k][word] -= 1\n",
    "                        n_w[before_k] -=1\n",
    "            else:\n",
    "                before_k = -1\n",
    "            if len(D) == 0 and len(V) == 0:\n",
    "                choose_k = 0\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "            else:\n",
    "                log_pro = []\n",
    "                for k in Topics:\n",
    "                    pro_k = len(m_z[k])\n",
    "                    if pro_k != 0:\n",
    "                        i = 0\n",
    "                        for biterm in words:\n",
    "                            each_word = biterm.strip().split(',')\n",
    "                            for word in each_word:\n",
    "                                if word not in n_z[k].keys():\n",
    "                                    n_z[k][word] = 0\n",
    "                            for j in range(doc_biterm[docID][biterm]):\n",
    "                                pro_k *= (n_z[k][each_word[0]] + n_z[k][each_word[-1]] + beta + j) / ( n_w[k] + len(V)*beta + i) \n",
    "                                i += 1\n",
    "\n",
    "                    if pro_k == 0:\n",
    "                        pro_k = sys.float_info.min\n",
    "                    log_pro.append(pro_k)\n",
    "\n",
    "                pro_new_k = alpha*(len(D))\n",
    "                i = 0\n",
    "                for biterm in words:\n",
    "                    for j in range(doc_biterm[docID][biterm]):\n",
    "                        pro_new_k *= ( beta + j) / ( len(V)*beta + i) \n",
    "                        i += 1\n",
    "\n",
    "                if pro_new_k == 0:\n",
    "                    pro_new_k = sys.float_info.min        \n",
    "                log_pro.append(pro_new_k)\n",
    "\n",
    "                sum_pro=sum(log_pro)\n",
    "\n",
    "                normalized_posterior = [i/sum_pro for i in log_pro]    \n",
    "                select_k = None\n",
    "                if iter == (total_iter - 1):\n",
    "                    select_k = normalized_posterior.index(max(normalized_posterior))\n",
    "\n",
    "                else:\n",
    "                    select_k = np.random.choice( (len(Topics)+1) , 1, p=normalized_posterior)[0]  \n",
    "\n",
    "                if select_k == len(Topics):\n",
    "                    choose_k = np.max(Topics) + 1\n",
    "                else:\n",
    "                    choose_k = Topics[select_k]\n",
    "\n",
    "                D.add(docID)\n",
    "                docID_assign_z[docID] = choose_k\n",
    "                if choose_k not in m_z.keys():\n",
    "                    m_z[choose_k] = set()\n",
    "                m_z[choose_k].add(docID)\n",
    "                for biterm in words:\n",
    "                    for word in biterm.split(','):\n",
    "                        if choose_k not in n_w.keys():\n",
    "                            n_w[choose_k] = 0\n",
    "                        if choose_k not in n_z.keys():\n",
    "                            n_z[choose_k] = {}\n",
    "                        if word not in n_z[choose_k].keys():\n",
    "                            n_z[choose_k][word] = 0\n",
    "                        n_z[choose_k][word] += 1\n",
    "                        n_w[choose_k] += 1\n",
    "                        V.add(word)\n",
    "                if choose_k not in Topics:\n",
    "                    Topics.append(choose_k)\n",
    "\n",
    "            count_k = []\n",
    "            for k in Topics:\n",
    "                if k in m_z.keys() and len(m_z[k]) == 0:\n",
    "                    m_z.pop(k, None)\n",
    "                    n_z.pop(k, None)\n",
    "                    n_w.pop(k, None)\n",
    "                    count_k.append(k)\n",
    "            for k in count_k:\n",
    "                Topics.remove(k)   \n",
    "        if iter == 9:\n",
    "            from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "            nmi_sample = []\n",
    "            nmi_result = []\n",
    "            for key, value in news_labels.items():\n",
    "                if key < end and key >= start:\n",
    "                    nmi_sample.append(value)\n",
    "                    nmi_result.append(docID_assign_z[key])\n",
    "            NMI_batch[batch_i] = normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result))\n",
    "            topic_batch[batch_i] = len(Topics)\n",
    "            print(\"start \",start, \" end \",end, \"topics: \",len(Topics),\"truth: \",len(np.unique(nmi_sample)), \" NMI: \",normalized_mutual_info_score(np.array(nmi_sample), np.array(nmi_result)))\n",
    "#     if batch_i != 1:\n",
    "#         start = int(len(corpus) / total_batch) * (batch_i -1) + 1\n",
    "    time_stop = timeit.default_timer()\n",
    "    time_iteration_list.append(time_stop-time_start)\n",
    "    print(time_iteration_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16])\n",
      "dict_values([92, 140, 140, 179, 191, 209, 214, 234, 250, 249, 260, 273, 271, 276, 306, 312])\n"
     ]
    }
   ],
   "source": [
    "print(topic_batch.keys())\n",
    "print(topic_batch.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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