spaCy-PL-demo.ipynb

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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UNzGgjbzdlcY"
   },
   "outputs": [],
   "source": [
    "import spacy\n",
    "nlp = spacy.load('pl_spacy_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qunKFu4Udlc-",
    "outputId": "ec2e57a5-e105-43d1-a2b1-76cd4075ae2b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['tagger', 'parser', 'ner']\n",
      "[('tagger', <spacy.pipeline.pipes.Tagger object at 0x0000026D801DFAC8>), ('parser', <spacy.pipeline.pipes.DependencyParser object at 0x0000026D80399A08>), ('ner', <spacy.pipeline.pipes.EntityRecognizer object at 0x0000026D80399A68>)]\n"
     ]
    }
   ],
   "source": [
    "# Print the names of the pipeline components\n",
    "print(nlp.pipe_names)\n",
    "\n",
    "# Print the full pipeline of (name, component) tuples\n",
    "print(nlp.pipeline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "jqMqzkavdldc",
    "outputId": "fe89fdbb-91b2-438a-af11-a3219b810a4f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Granice granica NOUN\n",
      "mojego mój ADJ\n",
      "języka język NOUN\n",
      "oznaczają oznaczać VERB\n",
      "granice granica NOUN\n",
      "mojego mój ADJ\n",
      "świata świat NOUN\n"
     ]
    }
   ],
   "source": [
    "# List the tokens\n",
    "doc = nlp(\"Granice mojego języka oznaczają granice mojego świata\") # ~Wittgenstein\n",
    "for token in doc:\n",
    "    print(token.text, token.lemma_, token.pos_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9JJ-BTfTdldy",
    "outputId": "bd6c4e42-29c7-41cd-960b-66091645c79b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       orth_    lemma_   tag_  pos_      dep_       head\n",
      "0    Granice   granica  SUBST  NOUN     nsubj  oznaczają\n",
      "1     mojego       mój    ADJ   ADJ  det:poss     języka\n",
      "2     języka     język  SUBST  NOUN  nmod:arg    Granice\n",
      "3  oznaczają  oznaczać    FIN  VERB      ROOT  oznaczają\n",
      "4    granice   granica  SUBST  NOUN       obj  oznaczają\n",
      "5     mojego       mój    ADJ   ADJ  det:poss     świata\n",
      "6     świata     świat  SUBST  NOUN  nmod:arg    granice\n"
     ]
    }
   ],
   "source": [
    "# Tokenization, Tagging, Lemmatization and Dependency Parsing in a pretty table\n",
    "import pandas as pd\n",
    "\n",
    "attribs = ['orth_', 'lemma_', 'tag_', 'pos_', 'dep_', 'head']\n",
    "table = [{att:tok.__getattribute__(att) for att in attribs} for tok in doc]\n",
    "df = pd.DataFrame(table)\n",
    "print(df[attribs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-JWbkgtEdleH",
    "outputId": "7b770748-a840-4368-9a06-f7d6d0abfc1b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found adjective before a noun: mojego\n",
      "Found adjective before a noun: mojego\n"
     ]
    }
   ],
   "source": [
    "# Play with the pos values\n",
    "for token in doc:\n",
    "    # Check if the current token is a proper noun\n",
    "    if token.pos_ == \"ADJ\":\n",
    "        # Check if the next token is a verb\n",
    "        if doc[token.i + 1].pos_ == \"NOUN\":\n",
    "            print(\"Found adjective before a noun:\", token.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "lg9Ees4zdlee",
    "outputId": "2be2f3e4-d274-473c-d7e6-adbae4417ddb"
   },
   "outputs": [
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       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Granice</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">NOUN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">mojego</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">ADJ</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">języka</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">NOUN</tspan>\n",
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       "\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">VERB</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">granice</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">mojego</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">ADJ</tspan>\n",
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       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">świata</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">NOUN</tspan>\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DEP visualization\n",
    "from spacy import displacy\n",
    "displacy.render(doc, style=\"dep\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prof. Nowak wyszedł z domu spóźniony.\n",
      "Potknął się o próg i upadł.\n",
      "\"Nic się nie stało?\" - pytała sąsiadka.\n"
     ]
    }
   ],
   "source": [
    "# Parsing multiple sentences\n",
    "doc = nlp(\"Prof. Nowak wyszedł z domu spóźniony. Potknął się o próg i upadł. \\\"Nic się nie stało?\\\" - pytała sąsiadka.\")\n",
    "for sent in doc.sents:\n",
    "    print(sent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"347.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Prof.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">X</tspan>\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"200\">Nowak</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"200\">NOUN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"347.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"350\">wyszedł</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"350\">VERB</tspan>\n",
       "</text>\n",
       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"500\">z</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"500\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"347.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"650\">domu</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"650\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"800\">spóźniony.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"800\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"347.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"950\">Potknął</tspan>\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1250\">ADP</tspan>\n",
       "</text>\n",
       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1400\">próg</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1400\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
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       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1700\">upadł. &quot;</tspan>\n",
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       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1850\">Nic</tspan>\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">nie</tspan>\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2300\">stało?&quot; -</tspan>\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2450\">pytała</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"347.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2600\">sąsiadka.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2600\">NOUN</tspan>\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">case</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M512,304.0 L508,296.0 516,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-3\" stroke-width=\"2px\" d=\"M362,302.0 362,252.0 644.0,252.0 644.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obl</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M644.0,304.0 L648.0,296.0 640.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-4\" stroke-width=\"2px\" d=\"M362,302.0 362,227.0 797.0,227.0 797.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obl</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M797.0,304.0 L801.0,296.0 793.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-5\" stroke-width=\"2px\" d=\"M962,302.0 962,277.0 1091.0,277.0 1091.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">expl:pv</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1091.0,304.0 L1095.0,296.0 1087.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-6\" stroke-width=\"2px\" d=\"M1262,302.0 1262,277.0 1391.0,277.0 1391.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">case</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1262,304.0 L1258,296.0 1266,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-7\" stroke-width=\"2px\" d=\"M962,302.0 962,227.0 1397.0,227.0 1397.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obl:arg</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1397.0,304.0 L1401.0,296.0 1393.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-8\" stroke-width=\"2px\" d=\"M1562,302.0 1562,277.0 1691.0,277.0 1691.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1562,304.0 L1558,296.0 1566,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-9\" stroke-width=\"2px\" d=\"M962,302.0 962,202.0 1700.0,202.0 1700.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1700.0,304.0 L1704.0,296.0 1696.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-10\" stroke-width=\"2px\" d=\"M1862,302.0 1862,227.0 2297.0,227.0 2297.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1862,304.0 L1858,296.0 1866,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-11\" stroke-width=\"2px\" d=\"M2012,302.0 2012,252.0 2294.0,252.0 2294.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">expl:pv</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2012,304.0 L2008,296.0 2016,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-12\" stroke-width=\"2px\" d=\"M2162,302.0 2162,277.0 2291.0,277.0 2291.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod:neg</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2162,304.0 L2158,296.0 2166,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-13\" stroke-width=\"2px\" d=\"M2312,302.0 2312,277.0 2441.0,277.0 2441.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">parataxis:obj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2312,304.0 L2308,296.0 2316,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-6a1b5f68807e4392a5357ded784e0ae2-0-14\" stroke-width=\"2px\" d=\"M2462,302.0 2462,277.0 2591.0,277.0 2591.0,302.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-6a1b5f68807e4392a5357ded784e0ae2-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2591.0,304.0 L2595.0,296.0 2587.0,296.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(doc, style = 'dep', options = {\"compact\": True})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Tm8QRNizdlez",
    "outputId": "5b8a2302-bbbd-4b87-a0d5-b89eed7df59b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polski placeName\n",
      "Jerzy Brzęczek persName\n",
      "Europy geogName\n",
      "6 września date\n",
      "Polacy placeName\n",
      "Lublanie placeName\n",
      "Słowenią placeName\n"
     ]
    }
   ],
   "source": [
    "# Named entities\n",
    "doc = nlp(\"Selekcjoner reprezentacji Polski Jerzy Brzęczek \\\n",
    "        powołał piłkarzy na mecze eliminacji mistrzostw Europy 2020,\\\n",
    "        6 września Polacy zagrają w Lublanie ze Słowenią.\") # ~Rzeczpospolita \n",
    "\n",
    "for entity in doc.ents:\n",
    "    print(entity.text, entity.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1TJsZjsTdlfD",
    "outputId": "d557d7d9-883c-4636-be53-a95a9b1bb457"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">Selekcjoner reprezentacji \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Polski\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">placeName</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Jerzy Brzęczek\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">persName</span>\n",
       "</mark>\n",
       "         powołał piłkarzy na mecze eliminacji mistrzostw \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Europy\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">geogName</span>\n",
       "</mark>\n",
       " 2020,        \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    6 września\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">date</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Polacy\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">placeName</span>\n",
       "</mark>\n",
       " zagrają w \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Lublanie\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">placeName</span>\n",
       "</mark>\n",
       " ze \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Słowenią\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">placeName</span>\n",
       "</mark>\n",
       ".</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NER visualization\n",
    "displacy.render(doc, style=\"ent\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SlFEI1_Cdlfa",
    "outputId": "20a53448-468d-4db9-d2c7-18a332acf550"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020\n",
      "6\n"
     ]
    }
   ],
   "source": [
    "# Simple token attributes\n",
    "for token in doc:\n",
    "    # Check if the token resembles a number\n",
    "    if token.like_num:\n",
    "        print(token)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "name": "spaCy-PL-demo.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}