task1.ipynb

{
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      "metadata": {
        "id": "fde72582-41e0-4c8c-95a2-5ddbd267d488"
      },
      "source": [
        "# Лабараторная работа 1"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Код парсера находится на GitHub рядом с task1.ipynb - sg_parser.py\n"
      ],
      "metadata": {
        "id": "6HRC2dq_OJP2"
      },
      "id": "6HRC2dq_OJP2"
    },
    {
      "cell_type": "markdown",
      "id": "707fd135-0fc5-4c57-9f35-85641dae7575",
      "metadata": {
        "id": "707fd135-0fc5-4c57-9f35-85641dae7575"
      },
      "source": [
        "## Часть 2 - анализ текстовых данных"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install natasha"
      ],
      "metadata": {
        "id": "d-O_AAZ6eesu",
        "outputId": "9b474917-4f30-4cbc-9cc8-b180ac0bcb09",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "id": "d-O_AAZ6eesu",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "Requirement already satisfied: sortedcontainers<3.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from intervaltree>=3->ipymarkup>=0.8.0->natasha) (2.4.0)\n",
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            "Successfully built docopt intervaltree\n",
            "Installing collected packages: razdel, pymorphy2-dicts-ru, docopt, dawg-python, pymorphy2, navec, intervaltree, yargy, slovnet, ipymarkup, natasha\n",
            "Successfully installed dawg-python-0.7.2 docopt-0.6.2 intervaltree-3.1.0 ipymarkup-0.9.0 natasha-1.6.0 navec-0.10.0 pymorphy2-0.9.1 pymorphy2-dicts-ru-2.4.417127.4579844 razdel-0.5.0 slovnet-0.6.0 yargy-0.16.0\n"
          ]
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import sqlite3"
      ],
      "metadata": {
        "id": "_t-L275MOi85"
      },
      "id": "_t-L275MOi85",
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "conn = sqlite3.connect('/content/articles.db')\n",
        "CURSOS = conn.cursor()\n",
        "CURSOS.execute('''SELECT title FROM articles LIMIT 10''')\n",
        "titles = CURSOS.fetchall()\n",
        "CURSOS.execute('''SELECT body FROM articles LIMIT 10''')\n",
        "texts = CURSOS.fetchall()"
      ],
      "metadata": {
        "id": "zE-taniQOmX-"
      },
      "id": "zE-taniQOmX-",
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "482571a2-f872-4b71-a62b-56e5032e094c",
      "metadata": {
        "id": "482571a2-f872-4b71-a62b-56e5032e094c"
      },
      "source": [
        "Провести аналитику текстовых данных.\n",
        "\n",
        "1. Токенезировать и лемматизировать полученные текстовые данные полученные из 1 части задания\n",
        "\n",
        "- Токенизация - разделение слов на предложения\n",
        "- Лемматизация - перевод слов в начальную форму\n",
        "\n",
        "2. Посчитать наиболее встречающиеся пары подлежащих и сказуемых\n",
        "3. Посчитать самые популлярные слова (исключая стоп-слова, словарь стоп слов можно найти в nltk, либо отбросить по частям речи)\n",
        "4. Вывести статистику (по убыванию, наиболее встречающеся пары и самые популярные слова за исключением стоп-слов)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "837f2000-52cf-4cea-85f1-7e9c5e2b0686",
      "metadata": {
        "id": "837f2000-52cf-4cea-85f1-7e9c5e2b0686"
      },
      "outputs": [],
      "source": [
        "data = dict(zip(titles, texts)) # p.s. здесь вы открываете полученные данные\n",
        "\n",
        "# Для примера можно использовать natasha\n",
        "# !pip install natasha\n",
        "from natasha import (\n",
        "    Segmenter,\n",
        "    MorphVocab,\n",
        "\n",
        "    NewsEmbedding,\n",
        "    NewsMorphTagger,\n",
        "    NewsSyntaxParser,\n",
        "    NewsNERTagger,\n",
        "\n",
        "    PER,\n",
        "    NamesExtractor,\n",
        "\n",
        "    Doc\n",
        ")\n",
        "\n",
        "segmenter = Segmenter()\n",
        "morph_vocab = MorphVocab()\n",
        "\n",
        "emb = NewsEmbedding()\n",
        "morph_tagger = NewsMorphTagger(emb)\n",
        "syntax_parser = NewsSyntaxParser(emb)\n",
        "ner_tagger = NewsNERTagger(emb)\n",
        "\n",
        "names_extractor = NamesExtractor(morph_vocab)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "04f58935-d3fc-4be0-b304-c183e32e2a3a",
      "metadata": {
        "id": "04f58935-d3fc-4be0-b304-c183e32e2a3a",
        "outputId": "2be8dcdc-626b-4daa-c086-ae3334811f6b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mВыходные данные были обрезаны до нескольких последних строк (5000).\u001b[0m\n",
            "DocToken(start=1427, stop=1434, text='злодеям', id='22_13', head_id='22_14', rel='obl', pos='NOUN', feats=<Inan,Dat,Masc,Sing>)\n",
            "DocToken(start=1435, stop=1441, text='должна', id='22_14', head_id='22_4', rel='parataxis', pos='ADJ', feats=<Pos,Fem,Sing,Short>)\n",
            "DocToken(start=1442, stop=1443, text='в', id='22_15', head_id='22_16', rel='case', pos='ADP')\n",
            "DocToken(start=1444, stop=1451, text='доверие', id='22_16', head_id='22_17', rel='obl', pos='NOUN', feats=<Inan,Acc,Neut,Sing>)\n",
            "DocToken(start=1452, stop=1457, text='войти', id='22_17', head_id='22_14', rel='xcomp', pos='VERB', feats=<Perf,Inf,Act>)\n",
            "DocToken(start=1458, stop=1459, text='и', id='22_18', head_id='22_19', rel='cc', pos='CCONJ')\n",
            "DocToken(start=1460, stop=1467, text='сделать', id='22_19', head_id='22_17', rel='conj', pos='VERB', feats=<Perf,Inf,Act>)\n",
            "DocToken(start=1468, stop=1471, text='все', id='22_20', head_id='22_17', rel='obj', pos='PRON', feats=<Inan,Acc,Neut,Sing>)\n",
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            "DocToken(start=1479, stop=1489, text='вытекающее', id='22_22', head_id='22_19', rel='xcomp', pos='ADV', feats=<Pos>)\n",
            "DocToken(start=1489, stop=1490, text='.', id='22_23', head_id='22_4', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1491, stop=1502, text='Естественно', id='23_1', head_id='23_13', rel='parataxis', pos='ADV', feats=<Pos>)\n",
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            "DocToken(start=1504, stop=1509, text='ближе', id='23_3', head_id='23_13', rel='parataxis', pos='ADV', feats=<Cmp>)\n",
            "DocToken(start=1510, stop=1511, text='к', id='23_4', head_id='23_5', rel='case', pos='ADP')\n",
            "DocToken(start=1512, stop=1517, text='концу', id='23_5', head_id='23_3', rel='obl', pos='NOUN', feats=<Inan,Dat,Masc,Sing>)\n",
            "DocToken(start=1517, stop=1518, text=',', id='23_6', head_id='23_3', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1519, stop=1521, text='ее', id='23_7', head_id='23_8', rel='obj', pos='PRON', feats=<Acc,Fem,Sing,3>)\n",
            "DocToken(start=1522, stop=1532, text='раскрывают', id='23_8', head_id='23_0', rel='root', pos='VERB', feats=<Imp,Ind,Plur,3,Pres,Fin,Act>)\n",
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            "DocToken(start=1535, stop=1545, text='хорошенько', id='23_10', head_id='23_8', rel='conj', pos='VERB', feats=<Perf,Inf,Act>)\n",
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            "DocToken(start=1559, stop=1565, text='парням', id='23_12', head_id='23_11', rel='iobj', pos='NOUN', feats=<Anim,Dat,Masc,Plur>)\n",
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            "DocToken(start=1592, stop=1596, text='Кубу', id='23_16', head_id='23_14', rel='obl', pos='PROPN', feats=<Inan,Acc,Fem,Sing>)\n",
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            "DocToken(start=1598, stop=1607, text='вызволять', id='23_18', head_id='23_24', rel='parataxis', pos='VERB', feats=<Anim,Perf,Acc,Plur,Past,Part,Act>)\n",
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            "DocToken(start=1608, stop=1613, text='Сюжет', id='23_20', head_id='23_8', rel='nsubj', pos='NOUN', feats=<Inan,Nom,Masc,Sing>)\n",
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            "DocToken(start=1616, stop=1622, text='такого', id='23_22', head_id='23_23', rel='det', pos='DET', feats=<Gen,Masc,Sing>)\n",
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            "DocToken(start=1628, stop=1634, text='фильма', id='23_24', head_id='23_14', rel='obl', pos='NOUN', feats=<Inan,Gen,Masc,Sing>)\n",
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            "DocToken(start=1652, stop=1659, text='Главное', id='24_1', head_id='24_4', rel='amod', pos='ADJ', feats=<Nom,Pos,Neut,Sing>)\n",
            "DocToken(start=1660, stop=1663, text='это', id='24_2', head_id='24_4', rel='nsubj', pos='PRON', feats=<Inan,Nom,Neut,Sing>)\n",
            "DocToken(start=1664, stop=1673, text='разудалый', id='24_3', head_id='24_4', rel='amod', pos='ADJ', feats=<Nom,Pos,Masc,Sing>)\n",
            "DocToken(start=1674, stop=1679, text='экшен', id='24_4', head_id='24_0', rel='root', pos='NOUN', feats=<Inan,Nom,Masc,Sing>)\n",
            "DocToken(start=1679, stop=1680, text=',', id='24_5', head_id='24_6', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1681, stop=1691, text='оструомные', id='24_6', head_id='24_4', rel='conj', pos='NOUN', feats=<Inan,Nom,Masc,Sing>)\n",
            "DocToken(start=1692, stop=1693, text='и', id='24_7', head_id='24_8', rel='cc', pos='CCONJ')\n",
            "DocToken(start=1694, stop=1701, text='даилоги', id='24_8', head_id='24_4', rel='conj', pos='NOUN', feats=<Inan,Nom,Masc,Plur>)\n",
            "DocToken(start=1702, stop=1703, text='и', id='24_9', head_id='24_10', rel='cc', pos='CCONJ')\n",
            "DocToken(start=1704, stop=1711, text='смешные', id='24_10', head_id='24_4', rel='conj', pos='ADJ', feats=<Nom,Pos,Plur>)\n",
            "DocToken(start=1711, stop=1712, text=',', id='24_11', head_id='24_25', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1713, stop=1719, text='обычно', id='24_12', head_id='24_14', rel='advmod', pos='ADV', feats=<Pos>)\n",
            "DocToken(start=1720, stop=1722, text='по', id='24_13', head_id='24_14', rel='case', pos='ADP')\n",
            "DocToken(start=1723, stop=1729, text='тупому', id='24_14', head_id='24_20', rel='obl', pos='NOUN', feats=<Inan,Dat,Masc,Sing>)\n",
            "DocToken(start=1729, stop=1730, text=',', id='24_15', head_id='24_16', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1731, stop=1739, text='ситуации', id='24_16', head_id='24_4', rel='conj', pos='NOUN', feats=<Inan,Dat,Fem,Sing>)\n",
            "DocToken(start=1739, stop=1740, text='.', id='24_17', head_id='24_20', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1740, stop=1746, text='Экшена', id='24_18', head_id='24_20', rel='nsubj', pos='NOUN', feats=<Inan,Nom,Fem,Sing>)\n",
            "DocToken(start=1747, stop=1750, text='тут', id='24_19', head_id='24_20', rel='advmod', pos='ADV', feats=<Pos>)\n",
            "DocToken(start=1751, stop=1758, text='хватает', id='24_20', head_id='24_0', rel='root', pos='VERB', feats=<Imp,Ind,Sing,3,Pres,Fin,Act>)\n",
            "DocToken(start=1758, stop=1759, text=',', id='24_21', head_id='24_25', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1760, stop=1764, text='хотя', id='24_22', head_id='24_25', rel='mark', pos='SCONJ')\n",
            "DocToken(start=1765, stop=1766, text='я', id='24_23', head_id='24_27', rel='nsubj', pos='PRON', feats=<Nom,Sing,1>)\n",
            "DocToken(start=1767, stop=1769, text='не', id='24_24', head_id='24_25', rel='advmod', pos='PART', feats=<Neg>)\n",
            "DocToken(start=1770, stop=1777, text='большой', id='24_25', head_id='24_27', rel='amod', pos='ADJ', feats=<Nom,Pos,Masc,Sing>)\n",
            "DocToken(start=1778, stop=1781, text='его', id='24_26', head_id='24_27', rel='det', pos='PRON', feats=<Gen,Masc,Sing,3>)\n",
            "DocToken(start=1782, stop=1790, text='ценитель', id='24_27', head_id='24_10', rel='obl', pos='NOUN', feats=<Anim,Nom,Masc,Sing>)\n",
            "DocToken(start=1790, stop=1791, text='.', id='24_28', head_id='24_20', rel='punct', pos='PUNCT')\n",
            "DocToken(start=1792, stop=1799, text='Чего-то', id='25_1', head_id='25_9', rel='obj', pos='PRON', feats=<Gen>)\n",
            "DocToken(start=1800, stop=1802, text='же', id='25_2', head_id='25_1', rel='advmod', pos='PART')\n",
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            "DocToken(start=12406, stop=12407, text='…', id='109_6', head_id='109_5', rel='punct', pos='PUNCT')\n",
            "DocToken(start=12407, stop=12418, text='Невероятные', id='109_7', head_id='109_8', rel='amod', pos='ADJ', feats=<Nom,Pos,Plur>)\n",
            "DocToken(start=12419, stop=12429, text='показатели', id='109_8', head_id='109_11', rel='nsubj', pos='NOUN', feats=<Inan,Nom,Masc,Plur>)\n",
            "DocToken(start=12430, stop=12436, text='продаж', id='109_9', head_id='109_8', rel='nmod', pos='NOUN', feats=<Inan,Gen,Fem,Plur>)\n",
            "DocToken(start=12437, stop=12445, text='автомата', id='109_10', head_id='109_9', rel='nmod', pos='NOUN', feats=<Inan,Gen,Masc,Sing>)\n",
            "DocToken(start=12446, stop=12455, text='намекнули', id='109_11', head_id='109_0', rel='root', pos='VERB', feats=<Perf,Ind,Plur,Past,Fin,Act>)\n",
            "DocToken(start=12456, stop=12464, text='Бушнеллу', id='109_12', head_id='109_11', rel='iobj', pos='PROPN', feats=<Anim,Dat,Masc,Sing>)\n",
            "DocToken(start=12464, stop=12465, text=',', id='109_13', head_id='109_15', rel='punct', pos='PUNCT')\n",
            "DocToken(start=12466, stop=12469, text='что', id='109_14', head_id='109_15', rel='mark', pos='PRON', feats=<Inan,Acc,Neut,Sing>)\n",
            "DocToken(start=12470, stop=12474, text='пора', id='109_15', head_id='109_11', rel='ccomp', pos='NOUN', feats=<Inan,Nom,Fem,Sing>)\n",
            "DocToken(start=12475, stop=12481, text='делать', id='109_16', head_id='109_15', rel='csubj', pos='VERB', feats=<Imp,Inf,Act>)\n",
            "DocToken(start=12482, stop=12488, text='что-то', id='109_17', head_id='109_16', rel='obj', pos='PRON', feats=<Acc>)\n",
            "DocToken(start=12489, stop=12494, text='новое', id='109_18', head_id='109_17', rel='amod', pos='ADJ', feats=<Inan,Acc,Pos,Neut,Sing>)\n",
            "DocToken(start=12494, stop=12495, text='.', id='109_19', head_id='109_11', rel='punct', pos='PUNCT')\n",
            "DocToken(start=12496, stop=12501, text='Вышли', id='110_1', head_id='110_0', rel='root', pos='VERB', feats=<Perf,Ind,Plur,Past,Fin,Act>)\n",
            "DocToken(start=12502, stop=12507, text='Space', id='110_2', head_id='110_1', rel='nsubj', pos='X', feats=<Yes>)"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-25-53aca68be390>\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0msentence\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msents\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# получаем предложения\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m       \u001b[0;32mfor\u001b[0m \u001b[0mtoken\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msentence\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtokens\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# получаем токены\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtoken\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/iostream.py\u001b[0m in \u001b[0;36mwrite\u001b[0;34m(self, string)\u001b[0m\n\u001b[1;32m    400\u001b[0m             \u001b[0mis_child\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_master_process\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    401\u001b[0m             \u001b[0;31m# only touch the buffer in the IO thread to avoid races\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 402\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpub_thread\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mschedule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    403\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_child\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    404\u001b[0m                 \u001b[0;31m# mp.Pool cannot be trusted to flush promptly (or ever),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/iostream.py\u001b[0m in \u001b[0;36mschedule\u001b[0;34m(self, f)\u001b[0m\n\u001b[1;32m    201\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_events\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    202\u001b[0m             \u001b[0;31m# wake event thread (message content is ignored)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 203\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event_pipe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mb''\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    204\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    205\u001b[0m             \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/zmq/sugar/socket.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, data, flags, copy, track, routing_id, group)\u001b[0m\n\u001b[1;32m    618\u001b[0m                 )\n\u001b[1;32m    619\u001b[0m             \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 620\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mflags\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrack\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrack\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    621\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    622\u001b[0m     def send_multipart(\n",
            "\u001b[0;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket.Socket.send\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket.Socket.send\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket._send_copy\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/zmq/backend/cython/checkrc.pxd\u001b[0m in \u001b[0;36mzmq.backend.cython.checkrc._check_rc\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ],
      "source": [
        "from ipymarkup import show_dep_ascii_markup as show_markup\n",
        "articles = list(data.values())\n",
        "for article in texts:\n",
        "\n",
        "\n",
        "    doc = Doc(str(article))\n",
        "    doc.segment(segmenter)\n",
        "    doc.parse_syntax(syntax_parser)\n",
        "    doc.tag_morph(morph_tagger)\n",
        "    for sentence in doc.sents: # получаем предложения\n",
        "      for token in sentence.tokens: # получаем токены\n",
        "        print(token)"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.1"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}