data-science-ipython-notebooks/Topic_modelling.ipynb

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    {
      "cell_type": "markdown",
      "source": [
        "Supervised & Unsupervised Approach to Topic Modelling in Python \n",
        "\n",
        "Code and text is motivated by the work of Vatsai\n",
        "\n",
        "https://towardsdatascience.com/supervised-unsupervised-approach-to-topic-modelling-in-python-d03e0b9da1dc"
      ],
      "metadata": {
        "id": "ctHZv0ydZmzI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pybliometrics.scopus import *"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BqjJZgM1qS3E",
        "outputId": "f4aaf667-c4bc-49f2-dd36-8302c1803518"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Creating config file at /root/.pybliometrics/config.ini with default paths...\n",
            "Please enter your API Key(s), obtained from http://dev.elsevier.com/myapikey.html.  Separate multiple keys by comma:\n",
            "f7f54c19f1168d14c9606d96089364db\n",
            "API Keys are sufficient for most users.  If you have an InstToken, please enter the token now; otherwise just press Enter:\n",
            "\n",
            "Configuration file successfully created at /root/.pybliometrics/config.ini\n",
            "For details see https://pybliometrics.rtfd.io/en/stable/configuration.html.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import arxiv\n",
        "from pybliometrics.scopus import *\n",
        "import string\n",
        "import unidecode\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "# https://stackoverflow.com/questions/66096149/pyldavis-visualization-from-gensim-not-displaying-the-result-in-google-colab\n",
        "# newer versions of pyLDAvis do not seem to work with Notebooks, install version 2.1.2 specifically if you're running into errors!\n",
        "import pyLDAvis.gensim\n",
        "import nltk\n",
        "from typing import List\n",
        "from wordcloud import WordCloud\n",
        "from gensim import models, corpora\n",
        "from collections import Counter\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.model_selection import cross_val_score\n",
        "\n",
        "try:\n",
        "    from nltk.corpus import stopwords\n",
        "except:\n",
        "    import nltk\n",
        "    nltk.download('stopwords')\n",
        "finally:\n",
        "    from nltk.corpus import stopwords\n",
        "    \n",
        "# constants\n",
        "sns.set()\n",
        "\n",
        "queries = ['automl', 'recommender system', 'nlp', 'data science','machinelearning','deeplearning','computer vision','videoanalytics','GAN','robotics']\n",
        "\n",
        "# load data\n",
        "def search_arxiv(queries: List[str], max_results: int = 100) -> pd.DataFrame:\n",
        "    '''\n",
        "    This function will search arxiv associated to a set of queries and store\n",
        "    the latest 10000 (max_results) associated to that search.\n",
        "    \n",
        "    Args:\n",
        "        queries: List of strings containing keywords you want to search on Arxiv\n",
        "        max_results: Integer, representing the maximum number of results you want to \n",
        "                     see associated to your search. Default value is 1000, capped at\n",
        "                     300000.\n",
        "                            \n",
        "    Returns:\n",
        "        This function will return a DataFrame holding the following columns associated\n",
        "        to the queries the user has passed. \n",
        "            `title`, `date`, `article_id`, `url`, `main_topic`, `all_topics`\n",
        "    \n",
        "    Example:\n",
        "        research_df = search_arxiv(\n",
        "            queries = ['automl', 'recommender system', 'nlp', 'data science'],\n",
        "            max_results = 10000\n",
        "        )\n",
        "    '''\n",
        "    d = []\n",
        "    searches = []\n",
        "    # hitting the API\n",
        "    for query in queries:\n",
        "        search = arxiv.Search(\n",
        "          query = query,\n",
        "          max_results = max_results,\n",
        "          sort_by = arxiv.SortCriterion.SubmittedDate,\n",
        "          sort_order = arxiv.SortOrder.Descending\n",
        "        )\n",
        "        searches.append(search)\n",
        "    \n",
        "    # Converting search result into df\n",
        "    for search in searches:\n",
        "        for res in search.results():\n",
        "            data = {\n",
        "                'title' : res.title,\n",
        "                'date' : res.published,\n",
        "                'article_id' : res.entry_id,\n",
        "                'url' : res.pdf_url,\n",
        "                'main_topic' : res.primary_category,\n",
        "                'summary' : res.summary,\n",
        "                'all_topics' : res.categories,\n",
        "                'authors' : res.authors\n",
        "            }\n",
        "            d.append(data)\n",
        "        \n",
        "    d = pd.DataFrame(d)\n",
        "    d['year'] = pd.DatetimeIndex(d['date']).year\n",
        "    \n",
        "    # change article id from url to integer\n",
        "    unique_article_ids = d.article_id.unique()\n",
        "    article_mapping = {art:idx for idx,art in enumerate(unique_article_ids)}\n",
        "    d['article_id'] = d['article_id'].map(article_mapping)\n",
        "    return d"
      ],
      "metadata": {
        "id": "WXWlR-J-WESK"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# fetch data from arXiv\n",
        "research_df = search_arxiv(\n",
        "    queries = queries,\n",
        "    max_results = 500\n",
        ")\n",
        "print(research_df.shape)"
      ],
      "metadata": {
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        },
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      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3421, 9)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "research_df.head()"
      ],
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          "height": 652
        },
        "id": "ydFbCaaIYISf",
        "outputId": "0133b0b8-624d-47b0-b7f4-14a3fa74b065"
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              "                                               title  \\\n",
              "0  DivBO: Diversity-aware CASH for Ensemble Learning   \n",
              "1             Open Problems in Applied Deep Learning   \n",
              "2  RF+clust for Leave-One-Problem-Out Performance...   \n",
              "3  Improvement of Computational Performance of Ev...   \n",
              "4  Data-driven photometric redshift estimation fr...   \n",
              "\n",
              "                       date  article_id                                url  \\\n",
              "0 2023-02-07 04:53:21+00:00           0  http://arxiv.org/pdf/2302.03255v1   \n",
              "1 2023-01-26 18:55:43+00:00           1  http://arxiv.org/pdf/2301.11316v1   \n",
              "2 2023-01-23 16:14:59+00:00           2  http://arxiv.org/pdf/2301.09524v2   \n",
              "3 2023-01-12 15:59:04+00:00           3  http://arxiv.org/pdf/2301.05102v1   \n",
              "4 2022-12-30 13:01:41+00:00           4  http://arxiv.org/pdf/2212.14668v1   \n",
              "\n",
              "    main_topic                                            summary  \\\n",
              "0        cs.LG  The Combined Algorithm Selection and Hyperpara...   \n",
              "1        cs.LG  This work formulates the machine learning mech...   \n",
              "2        cs.NE  Per-instance automated algorithm configuration...   \n",
              "3        cs.LG  Resource-intensive computations are a major fa...   \n",
              "4  astro-ph.IM  Redshift measurement has always been a constan...   \n",
              "\n",
              "                            all_topics  \\\n",
              "0                              [cs.LG]   \n",
              "1  [cs.LG, cs.AI, cs.CV, cs.HC, cs.IR]   \n",
              "2                       [cs.NE, cs.AI]   \n",
              "3                [cs.LG, cs.NE, cs.PF]   \n",
              "4           [astro-ph.IM, astro-ph.CO]   \n",
              "\n",
              "                                             authors  year  \n",
              "0  [Yu Shen, Yupeng Lu, Yang Li, Yaofeng Tu, Went...  2023  \n",
              "1                                    [Maziar Raissi]  2023  \n",
              "2         [Ana Nikolikj, Carola Doerr, Tome Eftimov]  2023  \n",
              "3  [Nikolay O. Nikitin, Sergey Teryoshkin, Valeri...  2023  \n",
              "4  [Felipe M F de Oliveira, Marcelo Vargas dos Sa...  2022  "
            ],
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              "      <th>0</th>\n",
              "      <td>DivBO: Diversity-aware CASH for Ensemble Learning</td>\n",
              "      <td>2023-02-07 04:53:21+00:00</td>\n",
              "      <td>0</td>\n",
              "      <td>http://arxiv.org/pdf/2302.03255v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>The Combined Algorithm Selection and Hyperpara...</td>\n",
              "      <td>[cs.LG]</td>\n",
              "      <td>[Yu Shen, Yupeng Lu, Yang Li, Yaofeng Tu, Went...</td>\n",
              "      <td>2023</td>\n",
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              "      <th>1</th>\n",
              "      <td>Open Problems in Applied Deep Learning</td>\n",
              "      <td>2023-01-26 18:55:43+00:00</td>\n",
              "      <td>1</td>\n",
              "      <td>http://arxiv.org/pdf/2301.11316v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>This work formulates the machine learning mech...</td>\n",
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              "      <td>[Maziar Raissi]</td>\n",
              "      <td>2023</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RF+clust for Leave-One-Problem-Out Performance...</td>\n",
              "      <td>2023-01-23 16:14:59+00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>http://arxiv.org/pdf/2301.09524v2</td>\n",
              "      <td>cs.NE</td>\n",
              "      <td>Per-instance automated algorithm configuration...</td>\n",
              "      <td>[cs.NE, cs.AI]</td>\n",
              "      <td>[Ana Nikolikj, Carola Doerr, Tome Eftimov]</td>\n",
              "      <td>2023</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Improvement of Computational Performance of Ev...</td>\n",
              "      <td>2023-01-12 15:59:04+00:00</td>\n",
              "      <td>3</td>\n",
              "      <td>http://arxiv.org/pdf/2301.05102v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>Resource-intensive computations are a major fa...</td>\n",
              "      <td>[cs.LG, cs.NE, cs.PF]</td>\n",
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              "      <td>2023</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Data-driven photometric redshift estimation fr...</td>\n",
              "      <td>2022-12-30 13:01:41+00:00</td>\n",
              "      <td>4</td>\n",
              "      <td>http://arxiv.org/pdf/2212.14668v1</td>\n",
              "      <td>astro-ph.IM</td>\n",
              "      <td>Redshift measurement has always been a constan...</td>\n",
              "      <td>[astro-ph.IM, astro-ph.CO]</td>\n",
              "      <td>[Felipe M F de Oliveira, Marcelo Vargas dos Sa...</td>\n",
              "      <td>2022</td>\n",
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      "source": [
        "Cleaning & Preprocessing\n",
        "Now we can clean and preprocess the summary information associated with each article. The cleaning and preprocessing phase of working with text data is essential in optimizing the performance of the underlying models. The lower the quality of data you feed into the model, the lower the performance of it will be in production settings. Furthermore, the amount of data you clean, preprocess and reduce will impact the training and inference time associated with the model. This will overall improve the experiments you run and performance in production. Topic modelling algorithms rely on the frequency of words within a document to identify patterns and topics, so any irrelevant information passed in can skew the results.\n",
        "\n",
        "The text preprocessing we will be doing will consist of the following:\n",
        "\n",
        "Unicode the input data. This is critical when working with data in different languages. It will convert à into á , this will be critical during the cleaning phase.\n",
        "Lowering the text such that all upper case characters are now lower case.\n",
        "The text cleaning we will be doing will consist of the following:\n",
        "\n",
        "Removing punctuations\n",
        "Removing stop words\n",
        "When removing stop words, be mindful of the data you’re working with. The reason you would want to remove stop words is because they don’t provide any new information and it aids in optimizing the performance of the model. The instances where you wouldn’t want to remove stop words is when the context around the sentence matters. Not removing stop words would be useful for things like sentiment analysis and summarization. However, for our use case of topic modelling, we can proceed with removal of stop words.\n",
        "\n"
      ],
      "metadata": {
        "id": "YtnJ4bY-Z49A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('stopwords')\n",
        "def remove_stopwords(text: str, sw: List[str] = stopwords.words('english')) -> str:\n",
        "    '''\n",
        "    This function will remove stopwords from the text\n",
        "    \n",
        "    Args:\n",
        "        text: String of data you want to remove stopwords from\n",
        "        sw: List of strings indicating the list of stopwords\n",
        "        \n",
        "    Returns:\n",
        "        The input string with the stopwords removed.\n",
        "    '''\n",
        "    additional_sw = ['we', 'the', 'this', 'via', 'using']\n",
        "    sw = sw + additional_sw\n",
        "    \n",
        "    text_list = text.split()\n",
        "    text_list = [word for word in text_list if word.lower() not in sw]\n",
        "    return ' '.join(text_list)\n",
        "    \n",
        "def remove_punctuation(text: str, punct: str = string.punctuation) -> str:\n",
        "    '''\n",
        "    This function will remove punctuations from the text.\n",
        "    \n",
        "    Args:\n",
        "        text: String of data you want to remove punctuations from\n",
        "        punct: String of punctuations\n",
        "    \n",
        "    Returns:\n",
        "        The input string with the punctuations removed.\n",
        "    '''\n",
        "    cleaned_text = ''.join([char for char in text if char not in punct])\n",
        "    return cleaned_text\n",
        "    \n",
        "def unicode(text: str) -> str:\n",
        "    '''\n",
        "    This function will make all the data unicoded. Meaning  -> A\n",
        "    \n",
        "    Args:\n",
        "        text: String of data you want to unicode\n",
        "    \n",
        "    Returns:\n",
        "        The input string unicoded.\n",
        "    '''\n",
        "    return unidecode.unidecode(text)\n",
        "    \n",
        "def clean(text: str) -> str:\n",
        "    '''\n",
        "    This method will clean the input text through unidecoding and stopword and punctuation \n",
        "    removal.\n",
        "    \n",
        "    Args:\n",
        "        text: String indicating the body of text you want to clean\n",
        "    \n",
        "    Returns:\n",
        "        A string corresponding to the cleaned version of the input string.\n",
        "    '''\n",
        "    text = unicode(text)\n",
        "    text = remove_punctuation(text)\n",
        "    text = remove_stopwords(text)\n",
        "    return text.lower()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_VPyrqblaAMZ",
        "outputId": "491e7251-b3dc-4459-94c5-930577f1559d"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "research_df['cleaned_summary'] = research_df['summary'].apply(lambda x : clean(x))"
      ],
      "metadata": {
        "id": "RY0zraclaKVE"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "research_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 652
        },
        "id": "fDocTtvkaki9",
        "outputId": "abe03639-71bc-45f2-f77e-a4865fb5d528"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                               title  \\\n",
              "0  DivBO: Diversity-aware CASH for Ensemble Learning   \n",
              "1             Open Problems in Applied Deep Learning   \n",
              "2  RF+clust for Leave-One-Problem-Out Performance...   \n",
              "3  Improvement of Computational Performance of Ev...   \n",
              "4  Data-driven photometric redshift estimation fr...   \n",
              "\n",
              "                       date  article_id                                url  \\\n",
              "0 2023-02-07 04:53:21+00:00           0  http://arxiv.org/pdf/2302.03255v1   \n",
              "1 2023-01-26 18:55:43+00:00           1  http://arxiv.org/pdf/2301.11316v1   \n",
              "2 2023-01-23 16:14:59+00:00           2  http://arxiv.org/pdf/2301.09524v2   \n",
              "3 2023-01-12 15:59:04+00:00           3  http://arxiv.org/pdf/2301.05102v1   \n",
              "4 2022-12-30 13:01:41+00:00           4  http://arxiv.org/pdf/2212.14668v1   \n",
              "\n",
              "    main_topic                                            summary  \\\n",
              "0        cs.LG  The Combined Algorithm Selection and Hyperpara...   \n",
              "1        cs.LG  This work formulates the machine learning mech...   \n",
              "2        cs.NE  Per-instance automated algorithm configuration...   \n",
              "3        cs.LG  Resource-intensive computations are a major fa...   \n",
              "4  astro-ph.IM  Redshift measurement has always been a constan...   \n",
              "\n",
              "                            all_topics  \\\n",
              "0                              [cs.LG]   \n",
              "1  [cs.LG, cs.AI, cs.CV, cs.HC, cs.IR]   \n",
              "2                       [cs.NE, cs.AI]   \n",
              "3                [cs.LG, cs.NE, cs.PF]   \n",
              "4           [astro-ph.IM, astro-ph.CO]   \n",
              "\n",
              "                                             authors  year  \\\n",
              "0  [Yu Shen, Yupeng Lu, Yang Li, Yaofeng Tu, Went...  2023   \n",
              "1                                    [Maziar Raissi]  2023   \n",
              "2         [Ana Nikolikj, Carola Doerr, Tome Eftimov]  2023   \n",
              "3  [Nikolay O. Nikitin, Sergey Teryoshkin, Valeri...  2023   \n",
              "4  [Felipe M F de Oliveira, Marcelo Vargas dos Sa...  2022   \n",
              "\n",
              "                                     cleaned_summary  \n",
              "0  combined algorithm selection hyperparameters o...  \n",
              "1  work formulates machine learning mechanism bil...  \n",
              "2  perinstance automated algorithm configuration ...  \n",
              "3  resourceintensive computations major factor li...  \n",
              "4  redshift measurement always constant need mode...  "
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              "      <th>0</th>\n",
              "      <td>DivBO: Diversity-aware CASH for Ensemble Learning</td>\n",
              "      <td>2023-02-07 04:53:21+00:00</td>\n",
              "      <td>0</td>\n",
              "      <td>http://arxiv.org/pdf/2302.03255v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>The Combined Algorithm Selection and Hyperpara...</td>\n",
              "      <td>[cs.LG]</td>\n",
              "      <td>[Yu Shen, Yupeng Lu, Yang Li, Yaofeng Tu, Went...</td>\n",
              "      <td>2023</td>\n",
              "      <td>combined algorithm selection hyperparameters o...</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Open Problems in Applied Deep Learning</td>\n",
              "      <td>2023-01-26 18:55:43+00:00</td>\n",
              "      <td>1</td>\n",
              "      <td>http://arxiv.org/pdf/2301.11316v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>This work formulates the machine learning mech...</td>\n",
              "      <td>[cs.LG, cs.AI, cs.CV, cs.HC, cs.IR]</td>\n",
              "      <td>[Maziar Raissi]</td>\n",
              "      <td>2023</td>\n",
              "      <td>work formulates machine learning mechanism bil...</td>\n",
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              "    <tr>\n",
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              "      <td>RF+clust for Leave-One-Problem-Out Performance...</td>\n",
              "      <td>2023-01-23 16:14:59+00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>http://arxiv.org/pdf/2301.09524v2</td>\n",
              "      <td>cs.NE</td>\n",
              "      <td>Per-instance automated algorithm configuration...</td>\n",
              "      <td>[cs.NE, cs.AI]</td>\n",
              "      <td>[Ana Nikolikj, Carola Doerr, Tome Eftimov]</td>\n",
              "      <td>2023</td>\n",
              "      <td>perinstance automated algorithm configuration ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Improvement of Computational Performance of Ev...</td>\n",
              "      <td>2023-01-12 15:59:04+00:00</td>\n",
              "      <td>3</td>\n",
              "      <td>http://arxiv.org/pdf/2301.05102v1</td>\n",
              "      <td>cs.LG</td>\n",
              "      <td>Resource-intensive computations are a major fa...</td>\n",
              "      <td>[cs.LG, cs.NE, cs.PF]</td>\n",
              "      <td>[Nikolay O. Nikitin, Sergey Teryoshkin, Valeri...</td>\n",
              "      <td>2023</td>\n",
              "      <td>resourceintensive computations major factor li...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Data-driven photometric redshift estimation fr...</td>\n",
              "      <td>2022-12-30 13:01:41+00:00</td>\n",
              "      <td>4</td>\n",
              "      <td>http://arxiv.org/pdf/2212.14668v1</td>\n",
              "      <td>astro-ph.IM</td>\n",
              "      <td>Redshift measurement has always been a constan...</td>\n",
              "      <td>[astro-ph.IM, astro-ph.CO]</td>\n",
              "      <td>[Felipe M F de Oliveira, Marcelo Vargas dos Sa...</td>\n",
              "      <td>2022</td>\n",
              "      <td>redshift measurement always constant need mode...</td>\n",
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              "\n",
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            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#exploatory statistics\n",
        "\n",
        "research_df['summary_word_count'] = research_df['cleaned_summary'].astype('str').str.count(' ')\n",
        "\n",
        "print(research_df.summary_word_count.describe())\n",
        "\n",
        "# word count distribution\n",
        "N = 100\n",
        "print('{} documents in total'.format(research_df.shape[0]))\n",
        "print('{} documents have fewer than {N} words'.format(research_df[research_df.summary_word_count<=N].shape[0], N = N))\n",
        "print('{}% documents have fewer than {N} words'.format(round(research_df[research_df.summary_word_count<=N].shape[0]/research_df.shape[0]*100, 1), N = N))\n",
        "\n",
        "ax = research_df.summary_word_count.plot.hist(bins=40)\n",
        "ax.set_title(\"Word Count Distribution\")\n",
        "ax.set_xlabel('Word Count')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        },
        "id": "VKdCxImVaykM",
        "outputId": "b37527be-ed8f-487f-987b-b0e919790e45"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "count    3421.000000\n",
            "mean      109.426191\n",
            "std        31.743280\n",
            "min        15.000000\n",
            "25%        88.000000\n",
            "50%       108.000000\n",
            "75%       130.000000\n",
            "max       194.000000\n",
            "Name: summary_word_count, dtype: float64\n",
            "3421 documents in total\n",
            "1404 documents have fewer than 100 words\n",
            "41.0% documents have fewer than 100 words\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0, 'Word Count')"
            ]
          },
          "metadata": {},
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Based on this, it seems that out of the 1548 sample of articles we queried from arXiv, 685 of them have fewer than 100 words. This corresponds to 44.3% of the data having fewer than 100 words.\n",
        "\n"
      ],
      "metadata": {
        "id": "U3SekMjbbVwX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Unsupervised Learning\n",
        "\n",
        "We will be using LDA as the topic modelling algorithm in Python for the unsupervised learning approach associated with identifying the topics of research papers. LDA is a common approach to topic modelling and is the same approach large organizations like AWS provide as a service when using their Comprehend tool. This approach will essentially outline the backend code AWS would be using to process documents and generate topics for each of them in an unsupervised approach. At least this way, you won’t have to pay for it (aside from computing costs — which depends on the quantity of data you’re working with)."
      ],
      "metadata": {
        "id": "GsX4fCMCbhqB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('punkt')\n",
        "article_summaries = research_df['cleaned_summary'].values\n",
        "article_summaries = [[word for word in nltk.word_tokenize(article)] for article in article_summaries]\n",
        "\n",
        "# create a dictionary of all the words in the dataset\n",
        "dictionary = corpora.Dictionary(article_summaries)\n",
        "\n",
        "# create a corpus\n",
        "corpus = [dictionary.doc2bow(article) for article in article_summaries]\n",
        "\n",
        "# create an LDA model\n",
        "lda = models.LdaModel(corpus, num_topics=10, id2word=dictionary, passes=20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q-Zf7qwgbUnV",
        "outputId": "221cf9bb-ef4f-4b8b-f3da-3e3d2d50b23f"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n",
            "/usr/local/lib/python3.8/dist-packages/gensim/models/ldamodel.py:1077: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
            "  score += np.sum(cnt * logsumexp(Elogthetad + Elogbeta[:, int(id)]) for id, cnt in doc)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lda_vis = pyLDAvis.gensim.prepare(\n",
        "    lda,\n",
        "    corpus, \n",
        "    dictionary=lda.id2word,\n",
        "    mds='mmds',\n",
        "    sort_topics=False\n",
        ")\n",
        "\n",
        "pyLDAvis.display(lda_vis)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 917
        },
        "id": "gfmwWCq9b3Kw",
        "outputId": "258f368f-f443-4277-a1ed-fc9f2124f573"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pyLDAvis/_prepare.py:228: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only\n",
            "  default_term_info  = pd.DataFrame({'saliency': saliency, 'Term': vocab, \\\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
              "\n",
              "\n",
              "<div id=\"ldavis_el8451398332037024641491279093\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "\n",
              "var ldavis_el8451398332037024641491279093_data = {\"mdsDat\": {\"x\": [-0.06283702270036574, 0.05253864026397468, 0.2781036927546284, -0.0861559901676243, -0.21489884517456598, 0.06255356824319641, 0.07180165796516373, -0.11434536939444169, 0.16914559741160962, -0.1559059292015751], \"y\": [0.23961547622114876, -0.1153735567595545, 0.02372941611727565, -0.2931967883689226, -0.002137607234870426, 0.1966886028762859, 0.0765496479119582, -0.12331767149559475, -0.16810558356225205, 0.16554806429452584], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [14.066612199902906, 10.368793073745023, 4.740356861360653, 2.769947536815703, 6.262355622392901, 18.21008677501271, 12.167552595946281, 4.3608418479263955, 5.684570276047372, 21.368883210850058]}, \"tinfo\": {\"Term\": [\"language\", \"quantum\", \"image\", \"images\", \"automl\", \"nlp\", \"gan\", \"text\", \"generative\", \"learning\", \"models\", \"machine\", \"tasks\", \"training\", \"robot\", \"3d\", \"systems\", \"robots\", \"problem\", \"adversarial\", \"algorithm\", \"system\", \"graph\", \"gans\", \"control\", \"pretrained\", \"datasets\", \"proposed\", \"natural\", \"automated\", \"languages\", \"sentiment\", \"bert\", \"multilingual\", \"language\", \"textual\", \"llms\", \"document\", \"plms\", \"prompting\", \"answering\", \"english\", \"backdoor\", \"lowresource\", \"linguistic\", \"news\", \"tts\", \"gpt3\", \"token\", \"documents\", \"roberta\", \"captioning\", \"lms\", \"edits\", \"qa\", \"monolingual\", \"posts\", \"swapping\", \"speakers\", \"nlu\", \"nlp\", \"texts\", \"sentence\", \"text\", \"summarization\", \"corpus\", \"word\", \"natural\", \"question\", \"pretraining\", \"annotation\", \"pretrained\", \"processing\", \"models\", \"tasks\", \"transformer\", \"task\", \"extraction\", \"model\", \"knowledge\", \"social\", \"information\", \"performance\", \"reasoning\", \"used\", \"analysis\", \"results\", \"data\", \"work\", \"human\", \"code\", \"classification\", \"use\", \"large\", \"systems\", \"learning\", \"paper\", \"methods\", \"datasets\", \"propose\", \"show\", \"training\", \"vibration\", \"qubit\", \"viscosity\", \"actuators\", \"viewpoint\", \"reconfigurable\", \"shear\", \"lane\", \"outdoor\", \"oversampling\", \"dt\", \"polariton\", \"rehabilitation\", \"semigroup\", \"phonon\", \"cmes\", \"turbulent\", \"phys\", \"terrestrial\", \"physicsinformed\", \"cdw\", \"notification\", \"offloading\", \"arrays\", \"cwt\", \"rings\", \"crystals\", \"lowenergy\", \"uv\", \"lbm\", \"lattice\", \"neutrino\", \"transverse\", \"superconducting\", \"fermi\", \"strain\", \"material\", \"materials\", \"flows\", \"thermodynamic\", \"soft\", \"electron\", \"parent\", \"collisions\", \"heat\", \"physics\", \"charge\", \"coupling\", \"energy\", \"calculations\", \"particles\", \"phase\", \"thermal\", \"states\", \"qubits\", \"transport\", \"temperature\", \"simulations\", \"properties\", \"surface\", \"topological\", \"modes\", \"equations\", \"wave\", \"differential\", \"density\", \"system\", \"magnetic\", \"numerical\", \"time\", \"simulation\", \"dynamics\", \"flow\", \"obtained\", \"state\", \"results\", \"order\", \"two\", \"study\", \"systems\", \"field\", \"high\", \"show\", \"proposed\", \"present\", \"one\", \"different\", \"method\", \"based\", \"data\", \"model\", \"network\", \"also\", \"mathcalw\", \"algebra\", \"maximal\", \"hamiltonians\", \"sender\", \"toi\", \"nowhere\", \"signaling\", \"fc\", \"nearterm\", \"epsilonlexicase\", \"sn\", \"gn\", \"strictly\", \"padic\", \"swin\", \"deepfake\", \"transits\", \"ran\", \"genus\", \"ces\", \"coin\", \"oneloop\", \"persuasion\", \"scp\", \"cut\", \"cuts\", \"sb\", \"matrices\", \"56ni\", \"quantum\", \"computers\", \"circuits\", \"sigma\", \"circuit\", \"n\", \"entanglement\", \"matrix\", \"symmetric\", \"hall\", \"approximation\", \"weed\", \"polynomials\", \"spin\", \"classical\", \"planets\", \"receiver\", \"graph\", \"tree\", \"fourier\", \"computing\", \"linear\", \"compute\", \"graphs\", \"random\", \"algorithm\", \"prove\", \"p
              "\n",
              "function LDAvis_load_lib(url, callback){\n",
              "  var s = document.createElement('script');\n",
              "  s.src = url;\n",
              "  s.async = true;\n",
              "  s.onreadystatechange = s.onload = callback;\n",
              "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
              "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "}\n",
              "\n",
              "if(typeof(LDAvis) !== \"undefined\"){\n",
              "   // already loaded: just create the visualization\n",
              "   !function(LDAvis){\n",
              "       new LDAvis(\"#\" + \"ldavis_el8451398332037024641491279093\", ldavis_el8451398332037024641491279093_data);\n",
              "   }(LDAvis);\n",
              "}else if(typeof define === \"function\" && define.amd){\n",
              "   // require.js is available: use it to load d3/LDAvis\n",
              "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
              "   require([\"d3\"], function(d3){\n",
              "      window.d3 = d3;\n",
              "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
              "        new LDAvis(\"#\" + \"ldavis_el8451398332037024641491279093\", ldavis_el8451398332037024641491279093_data);\n",
              "      });\n",
              "    });\n",
              "}else{\n",
              "    // require.js not available: dynamically load d3 & LDAvis\n",
              "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
              "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
              "                 new LDAvis(\"#\" + \"ldavis_el8451398332037024641491279093\", ldavis_el8451398332037024641491279093_data);\n",
              "            })\n",
              "         });\n",
              "}\n",
              "</script>"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def create_wordcloud(model: models.LdaModel, topic: int):\n",
        "    '''\n",
        "    This class will generate a word cloud given an LDA Model and the topic.\n",
        "    \n",
        "    Args:\n",
        "        mdl: LDA Model\n",
        "        topic: Integer representing the topic\n",
        "    '''\n",
        "    text = {word: value for word, value in model.show_topic(topic, topn=50)}\n",
        "    wc = WordCloud(\n",
        "        background_color=\"white\",\n",
        "        max_words=1000\n",
        "    )\n",
        "    wc.generate_from_frequencies(text)\n",
        "    plt.clf()\n",
        "    plt.imshow(wc, interpolation=\"bilinear\")\n",
        "    plt.axis(\"off\")\n",
        "    plt.title(\"Topic\" + \" \"+ str(topic))\n",
        "    plt.show()\n",
        "    \n",
        "for i in range (0,10):\n",
        "    create_wordcloud(lda, topic=i)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "YEr_owB4bz7n",
        "outputId": "f584ddf4-e7b2-4b8b-8b0e-5f8c5e38d6f6"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As you can see that there is quite a bit of overlap between the topics (namely with terms like model and models). Based on this it can be seen that further preprocessing and cleaning would be required to take the stem of a word, remove further stop words like use, show, first, also, may, one, number, etc... . The model development process is an iterative one but this highly outlines the importance of having high quality data being fed into the model"
      ],
      "metadata": {
        "id": "AgOMt3xidAn0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#topic analysis\n",
        "\n",
        "def top_relevant_topics_per_article(mdl: models.LdaModel, corpus: list, articles: list, th: int) -> pd.DataFrame:\n",
        "    \"\"\"This method will create a dataframe which identifies the top relevant topics\n",
        "    greater than a threshold for a given article.\n",
        "    \n",
        "    Args:\n",
        "        mdl: LDA model\n",
        "        corpus: List of tuples holding the corpus\n",
        "        articles: List of strings with the article summaries\n",
        "        th: Integer indicating the threshold of probability the topic must be greater than\n",
        "    \n",
        "    Returns:\n",
        "        A DataFrame with the columns \"articl\", \"topic\" and \"probability\".\n",
        "    \"\"\"\n",
        "    relevant_df = []\n",
        "    \n",
        "    for i, article in enumerate(articles):\n",
        "        topics = mdl.get_document_topics(corpus[i])\n",
        "        topics = sorted(topics, key = lambda x : x[1], reverse = True)[:5]\n",
        "        for topic in topics:\n",
        "            proba = topic[1]\n",
        "            if proba > th:\n",
        "                data = {\n",
        "                    \"article\" : article,\n",
        "                    \"topic\" : topic[0],\n",
        "                    \"proba\" : proba\n",
        "                }\n",
        "                relevant_df.append(pd.DataFrame([data]))\n",
        "    return pd.concat(relevant_df)\n",
        "    \n",
        "th = 0.3\n",
        "articles = [' '.join(article) for article in article_summaries]\n",
        "rel_df = top_relevant_topics_per_article(lda, corpus, articles, th)\n",
        "\n",
        "plt.clf()\n",
        "rel_df['topic'].value_counts().plot(kind = 'bar')\n",
        "plt.xlabel(\"Topics\")\n",
        "plt.ylabel(\"Topic Frequency Count\")\n",
        "plt.title(\"Frequency of Learned Topics with Threshold Greather Than {th}\".format(th=th))\n",
        "plt.show()\n",
        "\n",
        "list_sorted_token = sorted(lda.id2word.items(), key=lambda item: item[1], reverse=True)\n",
        "\n",
        "term_freq_df = pd.DataFrame(\n",
        "    data={\n",
        "        'term' : [lda.id2word[key] for (key, value) in list_sorted_token],\n",
        "        'term_freq': [value for (key, value) in list_sorted_token]\n",
        "    }\n",
        ")\n",
        "\n",
        "N = 20\n",
        "plt.clf()\n",
        "plt.barh(\n",
        "    term_freq_df.head(N)['term'],\n",
        "    term_freq_df.head(N)['term_freq']\n",
        ")\n",
        "plt.xlabel(\"Count\")\n",
        "plt.ylabel(\"Term\")\n",
        "plt.title(\"Term Frequency of Top {N} Words\".format(N = N))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "id": "Wg8FaB_udBpR",
        "outputId": "56c87dfa-169b-4a79-f38c-41fa3d40e4cd"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcgAAAEcCAYAAABDDiTTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd1RU9/b38TcdBQ2IgCVWEjE/kdiwxqCoMRaKYI2CJZZoLLEg9kK8JnZjjwZjj1gQBFETYzRGkdiIXKM3ilHsWFFA2gzPHz5OJI4KODCHcb/WumsxM2f22TNys/meOeczRjk5OTkIIYQQIhdjfTcghBBCKJEMSCGEEEILGZBCCCGEFjIghRBCCC1kQAohhBBayIAUQgghtJABKYRQjDt37tCzZ0/q1q3L119/re92io2rV6/i7OxMdna2vlsxKKb6bkCIwla3bl3Nz48fP8bc3BwTExMApk+fjpeXV5H04e/vT1xcHKam//zfbvXq1bn6e9OFhoZia2vLyZMnMTIyyvVY//79OXHiBACZmZkYGRlhZmYGgKenJ8HBwa+9/x07drB+/XouXbqEtbU1HTt2ZNSoUZp/swcPHjBx4kQOHz6Mra0to0aNwtPT87k6SUlJNG/enMOHD1O2bFkAli9fzsKFC5+77/jx44SEhLx270L3ZEAKg3fq1CnNzx4eHsyYMYOmTZvmq0Z2dnauwVZQU6ZMoUuXLoW+n+Lq+vXrODk5PTccAb777jvNz+PGjcPR0ZGRI0fqdP+PHz9mwoQJuLq6cv/+fQYPHszq1asZOHAgAMHBwZiZmXH48GHOnj3LoEGDqFmzJu+++26uOg4ODlSpUoVjx47Rrl07AI4fP0716tWfu8/NzS1fPb7pvyNFSQ6xijeWWq1m5cqVtG7dmkaNGjFixAgePHgA/HPIauvWrbRo0YLevXsTFhZG9+7dmTlzJg0aNKBVq1acPHmSsLAw3N3dadKkCTt27Mh3Hx4eHqxcuRJPT0/q1KlDdnY2cXFxdO/enQYNGuDl5UVsbKxm+ytXrtCrVy/q1q1L3759CQ4OZsyYMQDExsby4YcfPlf/yJEjeX7NO3bsoEWLFjRq1Ijly5dr6qhUKlasWEHr1q2pW7cuvr6+3Lhxg+nTpz93OPSzzz5jzZo1Wl/vyZMn8fPzo379+vj5+XHy5EngydALDw8nJCSEunXranrOiy1bttCmTRsaNmzIZ599xq1btzSPOTs7s27dOlq1akWjRo2YNWsWarVaa51PPvmEBg0aYG5ujqOjI56enpr+0tLS+PHHHxkxYgRWVlY0aNAADw8PIiIitNZq0KABx48f17x3Z86cISAgINd9p06dokGDBqjVapYtW0bLli1p0qQJY8eO5dGjR4D230WVSsWsWbNo1KgRrVq14uDBg7n2HRYWRqtWrahbty4eHh7s3Lkzz++l+IcMSPHGWr9+Pfv27WPDhg0cOnSIt95667nDdMeOHSM6OlpzCOz06dM4OzsTGxurOfwWHx/PTz/9xJw5cwgODiY1NTXfvezatYuVK1dy/Phx7t69y6BBgxg8eDC///47QUFBDB8+nHv37gEwZswYatWqRWxsLEOGDMnXUM7Laz5x4gR79uxh7dq1LF26lISEBAC+//57TZ8nT55k5syZWFpa0qlTJ6KiojRD5969e8TExNCxY8fn9v/gwQMGDRqEv78/sbGx9O3bl0GDBnH//n2+/vprPD09+fTTTzl16lSeV/kxMTHMmzePhQsX8ttvv1GxYkVGjRqVa5uffvqJ7du3s2PHDvbv38/27dvzVPvYsWO88847AFy6dAkTExOqVaumebxmzZpcuHBB63Pd3Nw4duwYAH/++SdOTk40adIk133Z2dm4uroSFhbGjh07WLduHfv27SMtLe2lv4tbtmzhl19+ITw8nO3bt7Nnzx7NdmlpacyYMYNVq1Zx6tQpNm/ezHvvvZen1ytykwEp3libN29m5MiRlCtXDnNzc4YOHcrevXtznegwbNgwSpYsiaWlJQBvv/02fn5+mJiY0L59e27cuMHnn3+Oubk5H3zwAebm5iQmJr5wnzNmzKBBgwY0aNCATp06ae739/enfPnyWFpaEhERwYcffoi7uzvGxsY0a9YMFxcXDh48yPXr14mPj2fEiBGYm5vj5uaGh4eHTl/z0KFDsbS0pGbNmtSsWZNz584BsHXrVkaMGEH16tUxMjKiZs2a2Nra4urqSqlSpYiJiQEgOjqahg0baj5ne9aBAweoUqUKPj4+mJqa0rFjR6pXr84vv/yS59fwb5GRkfj5+VGrVi3Mzc0ZNWoUcXFxXL16VbPNgAEDsLGxoUKFCgQEBBAVFfXKutu2beO///0v/fr1A54MHmtr61zblCpV6oV/ELm5uXH+/HkePnzIiRMnaNCgAVWrVuXevXua+95//33Mzc2JjIykT58+VKpUCSsrK0aNGkV0dPQLfxd3795N7969KV++PDY2NgwaNCjXvo2NjTl//jzp6ek4ODg8dwhY5I0cyBZvrOvXr/P5559jbPzP34nGxsbcvXtXc7tcuXK5nmNnZ6f5+enQfHYQWFhYvHQFOWnSJK2fQZYvXz5XX3v27Mk1NLKzs2nUqBFJSUmULl2akiVLah6rUKECN27ceOlrfbb2q17zs6+nRIkSpKWlAXDz5k0qV66stW6nTp3YuXMnzZo1Y+fOnQQEBGjdLikpiQoVKuS6r0KFCrkOieZXUlIStWrV0ty2srLCxsaGW7du8fbbbwO539+KFSuSlJT00pr79u1j/vz5fP/995QpUwaAkiVLkpKSkmu7lJQUrKystNZ4++23cXR05Pjx4xw7doxu3boBUK9ePc19Tz9/TEpKomLFirl6zM7OfuHvYlJSUq7X9Ox7WrJkSRYsWMDq1auZOHEi9erVIygoCCcnp5e+ZvE8GZDijVWuXDlmzpxJ/fr1n3vs6epD28kiheHZ/ZQvXx5vb29mzJjx3HbXrl3j4cOHpKWlaYbk9evXNc8vUaIE6enpmu1VKpXm0Czk7TW/SLly5UhMTKRGjRrPPebl5UXHjh05d+4cCQkJtG7dWmsNBwcHrl+/nuu+Gzdu0Lx585fu+2UcHBy4du2a5nZaWhoPHjzA0dEx1z6erqKuX7+Og4PDC+v9+uuvTJo0iZUrV+Ls7Ky5v2rVqqhUKi5dukTVqlUBOHfunOYQrDYNGjTg2LFjxMXFMWvWLADq16/PsWPHOHHiBL169dL6Gq5fv46pqSl2dnbcvHkTyP07Ym9vn+uPon//gdS8eXOaN29Oeno6CxcuZPLkyWzatOmFfQrt5BCreGP16NGDhQsXav7DdO/ePfbt26fnrp4Mm19++YVDhw6hUqnIyMggNjaWmzdvUrFiRVxcXFi8eDGZmZkcP34810qzWrVqZGRkcODAAbKysli+fDmZmZmax1/nNXfp0oVvvvmGS5cukZOTw7lz57h//z7wZHjWrl2bwMBAPvroI83q+t/c3d25dOkSkZGRZGdnEx0dzYULF2jRokUB3y3o2LEjYWFhnD17lszMTObPn4+rq6tm9QgQEhJCcnIyN27cYN26dbRv315rrZiYGAIDA1m8eDGurq65HitZsiRt2rRh0aJFpKWlceLECX7++We8vb1f2JubmxsRERE4ODhoDs/Wr1+fiIgIUlJSqFOnjuY1rF27litXrpCamsqCBQto167dC89WbdeuHevXr+fmzZskJyezcuVKzWN37tzRfI5pbm5OyZIlcx0xEHknK0jxxgoICCAnJ4d+/fqRlJSEnZ0d7du3f+Hqp6iUL1+eZcuWMWfOHEaPHo2xsTGurq5MmzYNgHnz5hEUFESjRo2oU6cOPj4+PHz4EHjymdjUqVOZNGkSKpWK/v375zo09zqvuW/fvmRmZtKvXz/u379P9erVWbp0qeZxHx8fxo4dy8SJE19Yw9bWlhUrVjBz5kymTZtGlSpVWLFiheYwZkE0bdqUESNGMGzYMB4+fEjdunVZsGBBrm1atWqFr68vKSkpdOrUic6dO2uttWzZMh49e
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "list_sorted_token = sorted(lda.id2word.items(), key=lambda item: item[1], reverse=True)\n",
        "\n",
        "term_freq_df = pd.DataFrame(\n",
        "    data={\n",
        "        'term' : [lda.id2word[key] for (key, value) in list_sorted_token],\n",
        "        'term_freq': [value for (key, value) in list_sorted_token]\n",
        "    }\n",
        ")\n",
        "\n",
        "N = 30\n",
        "plt.clf()\n",
        "plt.barh(\n",
        "    term_freq_df.head(N)['term'],\n",
        "    term_freq_df.head(N)['term_freq']\n",
        ")\n",
        "plt.xlabel(\"Count\")\n",
        "plt.ylabel(\"Term\")\n",
        "plt.title(\"Term Frequency of Top {N} Words\".format(N = N))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "id": "0Posgj7GeajC",
        "outputId": "a109bf25-db95-4ca4-c796-488d3b1565a5"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Supervised Learning\n",
        "The supervised learning approach to topic modelling will consist of generating topic labels to train a binary classification model. This can be done by identifying the keywords associated to topics we are interested in labelling and predicting. I will mainly focus on the three topics of machine learning, nlp (natural language processing) and mathematics .\n",
        "\n",
        "This is the set of keywords I’ve identified per topic. By no means is this list exhaustive but it is good enough to begin with.\n",
        "\n"
      ],
      "metadata": {
        "id": "6A5fOeQ5uAr-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "topics_dct = {\n",
        "    'machinelearning': [\n",
        "        'machinelearning', 'clustering', 'classification', 'regression',\n",
        "        'supervised machine learning', 'unsupervised machine learning'\n",
        "    ],\n",
        "    'mathematics': [\n",
        "        'mathematics', 'graph theory', 'combinatorics', 'calculus',\n",
        "        'linear algebra', 'probability', 'statistics', 'trigonometry', \n",
        "        'topology', 'differential equations', 'differentiate', 'algebra'\n",
        "    ],\n",
        "    'nlp': [\n",
        "        'natural language', 'topic modelling', 'sentiment analysis', \n",
        "        'translation', 'chat bot', 'text analysis', 'text mining', \n",
        "        'semantic analysis', 'summarization', 'linguistic processing', \n",
        "        'language recognition', 'text processing', 'language models', \n",
        "        'linguistic', 'sequencetosequence', 'neural machine translation', \n",
        "        'word embeddings', 'word2vec'\n",
        "    ]\n",
        "}"
      ],
      "metadata": {
        "id": "QH2gx5YxebMU"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#EDA\n",
        "\n",
        "topics_dct = {\n",
        "    'machinelearning': [\n",
        "        'machinelearning', 'clustering', 'classification', 'regression', 'supervised machine learning', 'unsupervised machine learning'\n",
        "    ],\n",
        "    'mathematics': [\n",
        "        'mathematics', 'graph theory', 'combinatorics', 'calculus', 'linear algebra', 'probability', 'statistics', 'trigonometry', 'topology', \n",
        "        'differential equations', 'differentiate', 'algebra'\n",
        "    ],\n",
        "    'nlp': [\n",
        "        'natural language', 'topic modelling', 'sentiment analysis', 'translation', 'chat bot', 'text analysis', 'text mining', 'semantic analysis',\n",
        "        'summarization', 'linguistic processing', 'language recognition', 'text processing', 'language models', 'linguistic', 'sequencetosequence',\n",
        "        'neural machine translation', 'word embeddings', 'word2vec'\n",
        "    ]\n",
        "}\n",
        "\n",
        "kw_df = research_df[['article_id', 'url', 'all_topics', 'cleaned_summary']].copy()\n",
        "all_kws = list(topics_dct.values())\n",
        "all_kws = all_kws[0] + all_kws[1] + all_kws[2]\n",
        "kw_df['kw_frequency'] = kw_df['cleaned_summary'].apply(lambda x: {k: v for k, v in Counter(x.split()).items() if k in all_kws} or 0)\n",
        "\n",
        "print(kw_df[kw_df['kw_frequency'] != 0]['kw_frequency'].astype('str').value_counts())\n",
        "\n",
        "def kw_frequency(df: pd.DataFrame, col: str, all_kws: list) -> pd.DataFrame:\n",
        "    '''\n",
        "    This method will take the input dataframe, scan through the text in the column and count \n",
        "    the occurrences of the keywords. It will create new columns on the input dataframe where\n",
        "    each column corresponds to a keyword from all_kws.\n",
        "    \n",
        "    Args:\n",
        "        df: DataFrame holding the text column you want to scan over\n",
        "        col: String corresponding to a column name in the input df\n",
        "        all_kws: List of unique keywords you want to count in the column\n",
        "    \n",
        "    Returns:\n",
        "        A DataFrame with additional columns corresponding to the keywords in all_kws.\n",
        "    '''\n",
        "    freq_df = (\n",
        "        df[col].str.extractall(r'\\b({})\\b'.format('|'.join(all_kws)))\n",
        "               .groupby(level=0)[0]\n",
        "               .value_counts()\n",
        "               .unstack()\n",
        "               .reindex(df.index)\n",
        "               .rename_axis(None, axis=1)\n",
        "    ).fillna(0)\n",
        "    return freq_df\n",
        "\n",
        "freq_ = kw_frequency(df = research_df, col = 'cleaned_summary', all_kws = all_kws).sum(axis = 0)\n",
        "plt.clf()\n",
        "plt.plot(freq_.index, freq_.values)\n",
        "plt.title(\"Count of Articles with Keywords\")\n",
        "plt.xticks(rotation = 90)\n",
        "plt.xlabel(\"Key Words\")\n",
        "plt.ylabel(\"Count\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 679
        },
        "id": "n5oB5yKnuKXC",
        "outputId": "576c92ec-a86b-47f2-8d69-2fb03b9d3075"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'classification': 1}                                          181\n",
            "{'classification': 2}                                           64\n",
            "{'probability': 1}                                              55\n",
            "{'translation': 1}                                              36\n",
            "{'statistics': 1}                                               31\n",
            "                                                              ... \n",
            "{'translation': 1, 'classification': 6}                          1\n",
            "{'translation': 1, 'classification': 1, 'summarization': 1}      1\n",
            "{'classification': 2, 'translation': 1}                          1\n",
            "{'linguistic': 2, 'classification': 1}                           1\n",
            "{'clustering': 1, 'classification': 2}                           1\n",
            "Name: kw_frequency, Length: 120, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#generate label\n",
        "\n",
        "def generate_labels(topics_dct: dict, df: pd.DataFrame, col: str) -> pd.DataFrame:\n",
        "    '''\n",
        "    This method will generate binary labels associated with each topic in topics_dct\n",
        "    by counting the keyword occurrences associated with that topic.\n",
        "    \n",
        "    Args:\n",
        "        df: DataFrame holding the text column you want to scan over\n",
        "        col: String corresponding to a column name in the input df\n",
        "        topics_dct: Dictionary of unique topics and list of keywords you want to count\n",
        "                    in the column\n",
        "    \n",
        "    Returns:\n",
        "        The input dataframe with additional columns corresponding to the label for each\n",
        "        topic in topics_dct\n",
        "    '''    \n",
        "    for topic,kw in topics_dct.items():\n",
        "        # count the occurrences of. the keywords in the summary\n",
        "        df[topic + '_label'] = df[col].apply(lambda x : [1 for word, count in Counter(x.split()).items() if word in kw] or np.nan)\n",
        "\n",
        "        # generate binary classification -- 1 if the keyword was in the article, 0 otherwise\n",
        "        df[topic + '_label'] = df[topic + '_label'].apply(lambda x : [1 if isinstance(x, list) else np.nan][0])\n",
        "        df[topic + '_label'] = df[topic + '_label'].fillna(0)\n",
        "    return df\n",
        "kw_df = generate_labels(topics_dct, kw_df, 'cleaned_summary')\n",
        "\n",
        "print(kw_df.head())\n",
        "for col in ['machinelearning_label', 'mathematics_label', 'nlp_label']:\n",
        "    print(col, kw_df[col].sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kk28q-TPufS1",
        "outputId": "f2042d9e-b086-42d7-8ab5-3c8605447c2c"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "   article_id                                url  \\\n",
            "0           0  http://arxiv.org/pdf/2302.03255v1   \n",
            "1           1  http://arxiv.org/pdf/2301.11316v1   \n",
            "2           2  http://arxiv.org/pdf/2301.09524v2   \n",
            "3           3  http://arxiv.org/pdf/2301.05102v1   \n",
            "4           4  http://arxiv.org/pdf/2212.14668v1   \n",
            "\n",
            "                            all_topics  \\\n",
            "0                              [cs.LG]   \n",
            "1  [cs.LG, cs.AI, cs.CV, cs.HC, cs.IR]   \n",
            "2                       [cs.NE, cs.AI]   \n",
            "3                [cs.LG, cs.NE, cs.PF]   \n",
            "4           [astro-ph.IM, astro-ph.CO]   \n",
            "\n",
            "                                     cleaned_summary  \\\n",
            "0  combined algorithm selection hyperparameters o...   \n",
            "1  work formulates machine learning mechanism bil...   \n",
            "2  perinstance automated algorithm configuration ...   \n",
            "3  resourceintensive computations major factor li...   \n",
            "4  redshift measurement always constant need mode...   \n",
            "\n",
            "                          kw_frequency  machinelearning_label  \\\n",
            "0                                    0                    0.0   \n",
            "1                                    0                    0.0   \n",
            "2                                    0                    0.0   \n",
            "3                                    0                    0.0   \n",
            "4  {'regression': 1, 'probability': 1}                    1.0   \n",
            "\n",
            "   mathematics_label  nlp_label  \n",
            "0                0.0        0.0  \n",
            "1                0.0        0.0  \n",
            "2                0.0        0.0  \n",
            "3                0.0        0.0  \n",
            "4                1.0        0.0  \n",
            "machinelearning_label 442.0\n",
            "mathematics_label 177.0\n",
            "nlp_label 134.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text_col = 'cleaned_summary'\n",
        "topic_models = {}\n",
        "\n",
        "for topic in topics_dct.keys():\n",
        "    print(topic)\n",
        "    label_col = topic + '_label'\n",
        "    positive_label_count = kw_df[label_col].sum()\n",
        "    negative_label_count = kw_df.shape[0] - positive_label_count\n",
        "    \n",
        "    positive_labels = kw_df[kw_df[label_col] == 1].sample(round(positive_label_count * 0.8)).copy()\n",
        "    negative_labels = kw_df[kw_df[label_col] == 0].sample(round(negative_label_count * 0.8)).copy()\n",
        "    training_df = pd.concat([positive_labels, negative_labels])\n",
        "    holdout_df = kw_df[~kw_df['url'].isin(training_df['url'])]\n",
        "    print(\"Training Data Shape: \", training_df.shape)\n",
        "    print(\"Holdout Data Shape: \", holdout_df.shape)\n",
        "    print(training_df[label_col].value_counts())\n",
        "    print(holdout_df[label_col].value_counts())\n",
        "    \n",
        "    # create the sklearn pipeline\n",
        "    pipe = Pipeline([\n",
        "        ('tfidf', TfidfVectorizer()),\n",
        "        ('classifier', GradientBoostingClassifier())\n",
        "    ])\n",
        "    pipe.fit(training_df[text_col], training_df[label_col])\n",
        "    scores = cross_val_score(pipe, training_df[text_col], training_df[label_col], cv=4)\n",
        "    print(\"Mean CV Score: \", scores.mean())\n",
        "    topic_models[topic] = {\n",
        "        'model' : pipe,\n",
        "        'training_data' : training_df,\n",
        "        'holdout_data' : holdout_df\n",
        "    }\n",
        "\n",
        "topic_models['machinelearning']['model']\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3XxCo_kfuxIT",
        "outputId": "95706505-7702-474d-c9e0-1640951b0b6d"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "machinelearning\n",
            "Training Data Shape:  (2737, 8)\n",
            "Holdout Data Shape:  (508, 8)\n",
            "0.0    2383\n",
            "1.0     354\n",
            "Name: machinelearning_label, dtype: int64\n",
            "0.0    436\n",
            "1.0     72\n",
            "Name: machinelearning_label, dtype: int64\n",
            "Mean CV Score:  1.0\n",
            "mathematics\n",
            "Training Data Shape:  (2737, 8)\n",
            "Holdout Data Shape:  (536, 8)\n",
            "0.0    2595\n",
            "1.0     142\n",
            "Name: mathematics_label, dtype: int64\n",
            "0.0    510\n",
            "1.0     26\n",
            "Name: mathematics_label, dtype: int64\n",
            "Mean CV Score:  0.9992695394203269\n",
            "nlp\n",
            "Training Data Shape:  (2737, 8)\n",
            "Holdout Data Shape:  (529, 8)\n",
            "0.0    2630\n",
            "1.0     107\n",
            "Name: nlp_label, dtype: int64\n",
            "0.0    508\n",
            "1.0     21\n",
            "Name: nlp_label, dtype: int64\n",
            "Mean CV Score:  0.9985396124130277\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Pipeline(steps=[('tfidf', TfidfVectorizer()),\n",
              "                ('classifier', GradientBoostingClassifier())])"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for topic, mdl_dct in topic_models.items():\n",
        "    print(topic)\n",
        "    mdl = mdl_dct['model']\n",
        "    holdout_df = mdl_dct['holdout_data']\n",
        "    train_df = mdl_dct['training_data']\n",
        "    holdout_df['prediction'] = mdl.predict(holdout_df[text_col])\n",
        "    correct_predictions = holdout_df[holdout_df['prediction'] == holdout_df[topic + '_label']]\n",
        "    print(\"Accuracy on Holdout Data : \", correct_predictions.shape[0] / holdout_df.shape[0])\n",
        "    # cv_scores = cross_val_score(mdl, train_df[text_col], train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "effUl-jsvSxR",
        "outputId": "102dd85c-eaee-48a9-db93-65fbc94678f9"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "machinelearning\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-64-293d40bf6155>:6: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  holdout_df['prediction'] = mdl.predict(holdout_df[text_col])\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy on Holdout Data :  1.0\n",
            "mathematics\n",
            "Accuracy on Holdout Data :  0.9981343283582089\n",
            "nlp\n",
            "Accuracy on Holdout Data :  1.0\n"
          ]
        }
      ]
    }
  ]
}