data_extraction_spacy.ipynb

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   "source": [
    "# Data Extraction - spaCy"
   ],
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   "source": [
    "!pip install -U pip setuptools wheel\n",
    "!pip install -U spacy\n",
    "!python -m spacy download en_core_web_trf"
   ],
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     "name": "#%%\n",
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   "source": [
    "import spacy"
   ],
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   "source": [
    "# Load the spaCy model\n",
    "nlp = spacy.load(\"en_core_web_trf\")\n",
    "\n",
    "# Collect GPE entities from given text\n",
    "def get_gpe(title='OKINAWA AIRBASES HEAVILY ATTACKED.'):\n",
    "    doc = nlp(title)\n",
    "    place_list = []\n",
    "    for ent in doc.ents:\n",
    "        if ent.label_ == 'GPE':\n",
    "            text = ent.text.title()\n",
    "            place_list.append(text)\n",
    "    return place_list"
   ],
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   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Okinawa']\n"
     ]
    }
   ],
   "source": [
    "title = input('Please input the title:')\n",
    "result = get_gpe(title=title)\n",
    "print(result)"
   ],
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     "name": "#%%\n"
    }
   }
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