{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## PubMed API Python script" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- This is the python script use for get huge PubMed data from NCBI API. \n", "Document is here. https://www.ncbi.nlm.nih.gov/books/NBK25501/\n", "- You have to read below term before use this script. \n", "https://www.nlm.nih.gov/databases/download/terms_and_conditions.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What's Output?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "outputimage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import Library" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import math\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import numpy as np\n", "import pandas as pd\n", "import plotly\n", "import plotly.express as px\n", "import requests\n", "import urllib.parse\n", "import uuid\n", "import xml.etree.ElementTree as ET\n", "from collections import OrderedDict\n", "from sklearn.cluster import MiniBatchKMeans\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE\n", "from tqdm import tqdm_notebook as tqdm\n", "\n", "plotly.offline.init_notebook_mode(connected=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# const\n", "BASEURL_INFO = 'https://eutils.ncbi.nlm.nih.gov/entrez/eutils/einfo.fcgi'\n", "BASEURL_SRCH = 'https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi'\n", "BASEURL_FTCH = 'https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi'\n", "\n", "# parameters\n", "SOURCE_DB = 'pubmed'\n", "TERM = 'cancer'\n", "DATE_TYPE = 'pdat' # Type of date used to limit a search. The allowed values vary between Entrez databases, but common values are 'mdat' (modification date), 'pdat' (publication date) and 'edat' (Entrez date). Generally an Entrez database will have only two allowed values for datetype.\n", "MIN_DATE = '2018/01/01' # yyyy/mm/dd\n", "MAX_DATE = '2019/12/31' # yyyy/mm/dd\n", "SEP = '|'\n", "BATCH_NUM = 1000\n", "\n", "# seed\n", "RANDOM_STATE = 42\n", "np.random.seed(RANDOM_STATE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### functions" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/einfo.fcgi?db=pubmed\n" ] } ], "source": [ "'''\n", "make query function\n", "\n", "base_url: base_url\n", "params: parameter dictionary\n", " ex) {key1: value1, key2: value2}\n", "'''\n", "def mkquery(base_url, params):\n", " base_url += '?'\n", " for key, value in zip(params.keys(), params.values()):\n", " base_url += '{key}={value}&'.format(key=key, value=value)\n", " url = base_url[0:len(base_url) - 1]\n", " print('request url is: ' + url)\n", " return url\n", "\n", "'''\n", "getXmlFromURL\n", "(mkquery wrapper)\n", "\n", "base_url: base_url\n", "params: parameter dictionary\n", " ex) {key1: value1, key2: value2}\n", "'''\n", "def getXmlFromURL(base_url, params):\n", " response = requests.get(mkquery(base_url, params))\n", " return ET.fromstring(response.text)\n", "\n", "'''\n", "getTextFromNode\n", "\n", "root: Xml root node\n", "path: XPath\n", "fill: fill na string\n", "mode: 0 = text, 1 = attribute\n", "attrib: attribute name\n", "'''\n", "def getTextFromNode(root, path, fill='', mode=0, attrib='attribute'):\n", " if (root.find(path) == None):\n", " return fill\n", " else:\n", " if mode == 0:\n", " return root.find(path).text\n", " if mode == 1:\n", " return root.find(path).get(attrib)\n", " \n", "\n", "# example\n", "rootXml = getXmlFromURL(BASEURL_INFO, {'db': SOURCE_DB})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistic" ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/einfo.fcgi?db=pubmed\n", "30214909\n", "2019/10/13 20:30\n" ] } ], "source": [ "# Info API\n", "rootXml = getXmlFromURL(BASEURL_INFO, {'db': SOURCE_DB})\n", "print(rootXml.find('DbInfo').find('Count').text)\n", "print(rootXml.find('DbInfo').find('LastUpdate').text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get Total Count" ] }, { "cell_type": "code", "execution_count": 236, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=cancer&usehistory=y&datetype=pdat&mindate=2018/01/01&maxdate=2019/12/31\n" ] } ], "source": [ "# get xml\n", "rootXml = getXmlFromURL(BASEURL_SRCH, {\n", " 'db': SOURCE_DB,\n", " 'term': TERM,\n", " 'usehistory': 'y',\n", " 'datetype': DATE_TYPE,\n", " 'mindate': MIN_DATE,\n", " 'maxdate': MAX_DATE})" ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total Count: 338233\n", "QueryKey : 1\n", "WebEnv : NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore\n" ] } ], "source": [ "# get querykey and webenv\n", "Count = rootXml.find('Count').text\n", "QueryKey = rootXml.find('QueryKey').text\n", "WebEnv = urllib.parse.quote(rootXml.find('WebEnv').text)\n", "\n", "print('total Count: ', Count)\n", "print('QueryKey : ', QueryKey)\n", "print('WebEnv : ', WebEnv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get All details" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [], "source": [ "articleDics = []\n", "authorArticleDics = []\n", "authorAffiliationDics = []\n", "\n", "def pushData(rootXml):\n", " for article in rootXml.iter('PubmedArticle'):\n", " # get article info\n", " articleDic = {\n", " 'PMID' : getTextFromNode(article, 'MedlineCitation/PMID', ''),\n", " 'JournalTitle' : getTextFromNode(article, 'MedlineCitation/Article/Journal/Title', ''),\n", " 'Title' : getTextFromNode(article, 'MedlineCitation/Article/ArticleTitle', ''),\n", " 'doi' : getTextFromNode(article, 'MedlineCitation/Article/ELocationID[@EIdType=\"doi\"]', ''),\n", " 'Abstract' : getTextFromNode(article, 'MedlineCitation/Article/Abstract/AbstractText', ''),\n", " # if you want to get data in flat(denormalized), uncomment below. but it's difficult to use for analytics.\n", " # 'Authors' : SEP.join([author.find('ForeName').text + ' ' + author.find('LastName').text if author.find('CollectiveName') == None else author.find('CollectiveName').text for author in article.findall('MedlineCitation/Article/AuthorList/')]),\n", " # 'AuthorIdentifiers' : SEP.join([getTextFromNode(author, 'Identifier', 'None') for author in article.findall('MedlineCitation/Article/AuthorList/')]),\n", " # 'AuthorIdentifierSources' : SEP.join([getTextFromNode(author, 'Identifier', 'None', 1, 'Source') for author in article.findall('MedlineCitation/Article/AuthorList/')]),\n", " 'Language' : getTextFromNode(article, 'MedlineCitation/Article/Language', ''),\n", " 'Year_A' : getTextFromNode(article, 'MedlineCitation/Article/ArticleDate/Year', ''),\n", " 'Month_A' : getTextFromNode(article, 'MedlineCitation/Article/ArticleDate/Month', ''),\n", " 'Day_A' : getTextFromNode(article, 'MedlineCitation/Article/ArticleDate/Day', ''),\n", " 'Year_PM' : getTextFromNode(article, 'PubmedData/History/PubMedPubDate[@PubStatus=\"pubmed\"]/Year', ''),\n", " 'Month_PM' : getTextFromNode(article, 'PubmedData/History/PubMedPubDate[@PubStatus=\"pubmed\"]/Month', ''),\n", " 'Day_PM' : getTextFromNode(article, 'PubmedData/History/PubMedPubDate[@PubStatus=\"pubmed\"]/Day', ''),\n", " 'Status' : getTextFromNode(article, './PubmedData/PublicationStatus', ''),\n", " 'MeSH' : SEP.join([getTextFromNode(mesh, 'DescriptorName') for mesh in article.findall('MedlineCitation/MeshHeadingList/')]),\n", " 'MeSH_UI' : SEP.join([getTextFromNode(mesh, 'DescriptorName', '', 1, 'UI') for mesh in article.findall('MedlineCitation/MeshHeadingList/')]),\n", " 'Keyword' : SEP.join([keyword.text if keyword.text != None else '' for keyword in article.findall('MedlineCitation/KeywordList/')])\n", " }\n", " articleDics.append(OrderedDict(articleDic))\n", "\n", " if article.find('MedlineCitation/MeshHeadingList/MeshHeading/') != None:\n", " tmp = article\n", "\n", " # get author info\n", " for author in article.findall('MedlineCitation/Article/AuthorList/'):\n", "\n", " # publish author ID\n", " # * It's only random id. not use for identify author. if you want to identify author, you can use identifier.\n", " authorId = str(uuid.uuid4())\n", "\n", " # author article\n", " authorArticleDic = {\n", " 'authorId' : authorId,\n", " 'PMID' : getTextFromNode(article, 'MedlineCitation/PMID', ''),\n", " 'name' : getTextFromNode(author, 'ForeName') + ' ' + getTextFromNode(author,'LastName') if author.find('CollectiveName') == None else author.find('CollectiveName').text,\n", " 'identifier' : getTextFromNode(author, 'Identifier', '') ,\n", " 'identifierSource' : getTextFromNode(author, 'Identifier', '', 1, 'Source')\n", " }\n", " authorArticleDics.append(OrderedDict(authorArticleDic))\n", "\n", " # author affiliation(author: affiliation = 1 : n)\n", " if author.find('./AffiliationInfo') != None:\n", " for affiliation in author.findall('./AffiliationInfo'):\n", " authorAffiliationDic = {\n", " 'authorId' : authorId,\n", " 'affiliation' : getTextFromNode(affiliation, 'Affiliation', '') ,\n", " }\n", " authorAffiliationDics.append(OrderedDict(authorAffiliationDic))\n" ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8965dad8eb54461ba106ec6db8c76a20", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=339), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=0&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=1000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=2000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=3000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=4000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=5000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=6000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=7000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=8000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=9000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=10000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=11000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=12000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=13000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=14000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=15000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=16000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=17000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=18000&retmax=1000&retmode=xml\n", "request url is: 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https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=23000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=24000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=25000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=26000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=27000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=28000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=29000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=30000&retmax=1000&retmode=xml\n", "request url is: 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https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=315000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=316000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=317000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=318000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=319000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=320000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=321000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=322000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=323000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=324000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=325000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=326000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=327000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=328000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=329000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=330000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=331000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=332000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=333000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=334000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=335000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=336000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=337000&retmax=1000&retmode=xml\n", "request url is: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/efetch.fcgi?db=pubmed&query_key=1&WebEnv=NCID_1_139733426_130.14.18.48_9001_1571037702_959831376_0MetA0_S_MegaStore&retstart=338000&retmax=1000&retmode=xml\n" ] } ], "source": [ "# ceil\n", "iterCount = math.ceil(int(Count) / BATCH_NUM)\n", "\n", "# get all data\n", "for i in tqdm(range(iterCount)):\n", " rootXml = getXmlFromURL(BASEURL_FTCH, {\n", " 'db': SOURCE_DB,\n", " 'query_key': QueryKey,\n", " 'WebEnv': WebEnv,\n", " 'retstart': i * BATCH_NUM,\n", " 'retmax': BATCH_NUM,\n", " 'retmode': 'xml'})\n", " \n", " pushData(rootXml)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Store" ] }, { "cell_type": "code", "execution_count": 240, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PMIDJournalTitleTitledoiAbstractLanguageYear_AMonth_ADay_AYear_PMMonth_PMDay_PMStatusMeSHMeSH_UIKeyword
031606007MutagenesisGenetic variants in taste-related genes and ri...10.1093/mutage/gez032Pancreatic ductal adenocarcinoma is an aggress...eng2019101220191013aheadofprint
131606005European journal of oncology nursing : the off...Enhancing the cancer caregiving experience: Bu...10.1016/j.ejon.2019.09.004The purpose of this study was to explore the d...eng2019091020191013aheadofprintBenefit|Dyad|Family caregiver|Mixed methods|Mu...
231605953Biomedicine & pharmacotherapy = Biomedecine & ...Dual roles of glutathione S-transferase mu 1 i...10.1016/j.biopha.2019.109532Reactive oxygen species (ROS) are implicated i...eng2019100920191013aheadofprintGSTM1|Glutathione|Hepatocellular carcinoma|Rea...
331605952Biomedicine & pharmacotherapy = Biomedecine & ...Reversal of drug resistance by JS-K and nitric...10.1016/j.biopha.2019.109468Development of resistance to chemotherapy drug...eng2019100920191013aheadofprintAdriamycin|Breast cancer resistance protein|JS...
431605946iScienceGenetic Landscape of Somatic Mutations in a La...10.1016/j.isci.2019.09.030Sporadic Medullary Thyroid Carcinoma (sMTC) is...eng2019092620191013aheadofprintBiological Sciences|Cancer|Genomics
531605942iScienceInferring Disease-Associated MicroRNAs Using S...10.1016/j.isci.2019.09.013MicroRNAs (miRNAs) play crucial roles in biolo...eng2019091620191013aheadofprintBiocomputational Method|Computer Modeling|Dise...
631605927Bioorganic chemistryAdapalene inhibits ovarian cancer ES-2 cells g...10.1016/j.bioorg.2019.103315Glutamic-oxaloacetic transaminase 1 (GOT1) reg...eng2019092620191013aheadofprintAdapalene|Drug repurposing|GOT1 inhibitor|Ovar...
731605903Sleep medicineObstructive sleep apnea and nocturnal hypoxemi...10.1016/j.sleep.2019.05.011To identify a link between sleep disordered br...eng2019060620191013aheadofprintHome sleep apnea testing|Lung cancer|Lung canc...
831605879Journal of pharmaceutical and biomedical analysisMetabolic profiling of seminal plasma from ter...10.1016/j.jpba.2019.112903Teratozoospermia is one of conditions that can...eng2019100320191013aheadofprintHuman seminal plasma|Male infertility|Metabolo...
931605873European journal of medicinal chemistryDiscovery of potent ureido tetrahydrocarbazole...10.1016/j.ejmech.2019.111741Tumor-associated macrophages (TAMs) are one of...eng2019092820191013aheadofprintCancer treatments|Repolarization|Tumor-associa...
\n", "
" ], "text/plain": [ " PMID JournalTitle \\\n", "0 31606007 Mutagenesis \n", "1 31606005 European journal of oncology nursing : the off... \n", "2 31605953 Biomedicine & pharmacotherapy = Biomedecine & ... \n", "3 31605952 Biomedicine & pharmacotherapy = Biomedecine & ... \n", "4 31605946 iScience \n", "5 31605942 iScience \n", "6 31605927 Bioorganic chemistry \n", "7 31605903 Sleep medicine \n", "8 31605879 Journal of pharmaceutical and biomedical analysis \n", "9 31605873 European journal of medicinal chemistry \n", "\n", " Title \\\n", "0 Genetic variants in taste-related genes and ri... \n", "1 Enhancing the cancer caregiving experience: Bu... \n", "2 Dual roles of glutathione S-transferase mu 1 i... \n", "3 Reversal of drug resistance by JS-K and nitric... \n", "4 Genetic Landscape of Somatic Mutations in a La... \n", "5 Inferring Disease-Associated MicroRNAs Using S... \n", "6 Adapalene inhibits ovarian cancer ES-2 cells g... \n", "7 Obstructive sleep apnea and nocturnal hypoxemi... \n", "8 Metabolic profiling of seminal plasma from ter... \n", "9 Discovery of potent ureido tetrahydrocarbazole... \n", "\n", " doi \\\n", "0 10.1093/mutage/gez032 \n", "1 10.1016/j.ejon.2019.09.004 \n", "2 10.1016/j.biopha.2019.109532 \n", "3 10.1016/j.biopha.2019.109468 \n", "4 10.1016/j.isci.2019.09.030 \n", "5 10.1016/j.isci.2019.09.013 \n", "6 10.1016/j.bioorg.2019.103315 \n", "7 10.1016/j.sleep.2019.05.011 \n", "8 10.1016/j.jpba.2019.112903 \n", "9 10.1016/j.ejmech.2019.111741 \n", "\n", " Abstract Language Year_A Month_A \\\n", "0 Pancreatic ductal adenocarcinoma is an aggress... eng 2019 10 \n", "1 The purpose of this study was to explore the d... eng 2019 09 \n", "2 Reactive oxygen species (ROS) are implicated i... eng 2019 10 \n", "3 Development of resistance to chemotherapy drug... eng 2019 10 \n", "4 Sporadic Medullary Thyroid Carcinoma (sMTC) is... eng 2019 09 \n", "5 MicroRNAs (miRNAs) play crucial roles in biolo... eng 2019 09 \n", "6 Glutamic-oxaloacetic transaminase 1 (GOT1) reg... eng 2019 09 \n", "7 To identify a link between sleep disordered br... eng 2019 06 \n", "8 Teratozoospermia is one of conditions that can... eng 2019 10 \n", "9 Tumor-associated macrophages (TAMs) are one of... eng 2019 09 \n", "\n", " Day_A Year_PM Month_PM Day_PM Status MeSH MeSH_UI \\\n", "0 12 2019 10 13 aheadofprint \n", "1 10 2019 10 13 aheadofprint \n", "2 09 2019 10 13 aheadofprint \n", "3 09 2019 10 13 aheadofprint \n", "4 26 2019 10 13 aheadofprint \n", "5 16 2019 10 13 aheadofprint \n", "6 26 2019 10 13 aheadofprint \n", "7 06 2019 10 13 aheadofprint \n", "8 03 2019 10 13 aheadofprint \n", "9 28 2019 10 13 aheadofprint \n", "\n", " Keyword \n", "0 \n", "1 Benefit|Dyad|Family caregiver|Mixed methods|Mu... \n", "2 GSTM1|Glutathione|Hepatocellular carcinoma|Rea... \n", "3 Adriamycin|Breast cancer resistance protein|JS... \n", "4 Biological Sciences|Cancer|Genomics \n", "5 Biocomputational Method|Computer Modeling|Dise... \n", "6 Adapalene|Drug repurposing|GOT1 inhibitor|Ovar... \n", "7 Home sleep apnea testing|Lung cancer|Lung canc... \n", "8 Human seminal plasma|Male infertility|Metabolo... \n", "9 Cancer treatments|Repolarization|Tumor-associa... " ] }, "execution_count": 240, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# article\n", "df_article = pd.DataFrame(articleDics)\n", "df_article.head(10)" ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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authorIdPMIDnameidentifieridentifierSource
0e8d63b09-92dc-471a-a6d2-333e2b637d9331606007Manuel Gentiluomo
1e825685e-15ce-4498-843b-bcbbfd593a7831606007Ye Lu
247bde920-3b23-4399-b03d-34a9addab6bf31606007Federico Canzian
3c0f8fb31-7b11-41a8-a7f4-bd14af72b7f631606007Daniele Campa
41f85f904-70de-41b9-8829-6aba22695f9031606005Susanne W Gibbons
58b3e5cc9-2c24-4c0a-a93a-75faa9d96b0931606005Alyson Ross
6d292a431-624d-4a8a-8817-d0fbdb68265831606005Leslie Wehrlen
72b1bec9d-c96a-404b-8122-c87be5b73e9f31606005Stephen Klagholz
84e788cb0-b5c0-4b8c-9de1-f4cfc4f4801531606005Margaret Bevans
9e7d7838d-407a-42f2-8568-93c2118763d531605953Yi Lu
\n", "
" ], "text/plain": [ " authorId PMID name \\\n", "0 e8d63b09-92dc-471a-a6d2-333e2b637d93 31606007 Manuel Gentiluomo \n", "1 e825685e-15ce-4498-843b-bcbbfd593a78 31606007 Ye Lu \n", "2 47bde920-3b23-4399-b03d-34a9addab6bf 31606007 Federico Canzian \n", "3 c0f8fb31-7b11-41a8-a7f4-bd14af72b7f6 31606007 Daniele Campa \n", "4 1f85f904-70de-41b9-8829-6aba22695f90 31606005 Susanne W Gibbons \n", "5 8b3e5cc9-2c24-4c0a-a93a-75faa9d96b09 31606005 Alyson Ross \n", "6 d292a431-624d-4a8a-8817-d0fbdb682658 31606005 Leslie Wehrlen \n", "7 2b1bec9d-c96a-404b-8122-c87be5b73e9f 31606005 Stephen Klagholz \n", "8 4e788cb0-b5c0-4b8c-9de1-f4cfc4f48015 31606005 Margaret Bevans \n", "9 e7d7838d-407a-42f2-8568-93c2118763d5 31605953 Yi Lu \n", "\n", " identifier identifierSource \n", "0 \n", "1 \n", "2 \n", "3 \n", "4 \n", "5 \n", "6 \n", "7 \n", "8 \n", "9 " ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# author article\n", "df_author = pd.DataFrame(authorArticleDics)\n", "df_author.head(10)" ] }, { "cell_type": "code", "execution_count": 242, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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authorIdaffiliation
0e8d63b09-92dc-471a-a6d2-333e2b637d93Department of Biology, University of Pisa, Pis...
1e825685e-15ce-4498-843b-bcbbfd593a78Genomic Epidemiology Group, German Cancer Rese...
247bde920-3b23-4399-b03d-34a9addab6bfGenomic Epidemiology Group, German Cancer Rese...
31f85f904-70de-41b9-8829-6aba22695f90Uniformed Services University of the Health Sc...
48b3e5cc9-2c24-4c0a-a93a-75faa9d96b09National Institutes of Health, Clinical Center...
5d292a431-624d-4a8a-8817-d0fbdb682658National Institutes of Health, Clinical Center...
62b1bec9d-c96a-404b-8122-c87be5b73e9fNational Institutes of Health, Clinical Center...
74e788cb0-b5c0-4b8c-9de1-f4cfc4f48015National Institutes of Health, Clinical Center...
8e7d7838d-407a-42f2-8568-93c2118763d5Department of Nutrition, Institute of Cancer R...
9b0bf4f73-ee0b-4631-8ffe-d61d2f2e14e2Department of Clinical Lab, the 92nd Hospital ...
\n", "
" ], "text/plain": [ " authorId \\\n", "0 e8d63b09-92dc-471a-a6d2-333e2b637d93 \n", "1 e825685e-15ce-4498-843b-bcbbfd593a78 \n", "2 47bde920-3b23-4399-b03d-34a9addab6bf \n", "3 1f85f904-70de-41b9-8829-6aba22695f90 \n", "4 8b3e5cc9-2c24-4c0a-a93a-75faa9d96b09 \n", "5 d292a431-624d-4a8a-8817-d0fbdb682658 \n", "6 2b1bec9d-c96a-404b-8122-c87be5b73e9f \n", "7 4e788cb0-b5c0-4b8c-9de1-f4cfc4f48015 \n", "8 e7d7838d-407a-42f2-8568-93c2118763d5 \n", "9 b0bf4f73-ee0b-4631-8ffe-d61d2f2e14e2 \n", "\n", " affiliation \n", "0 Department of Biology, University of Pisa, Pis... \n", "1 Genomic Epidemiology Group, German Cancer Rese... \n", "2 Genomic Epidemiology Group, German Cancer Rese... \n", "3 Uniformed Services University of the Health Sc... \n", "4 National Institutes of Health, Clinical Center... \n", "5 National Institutes of Health, Clinical Center... \n", "6 National Institutes of Health, Clinical Center... \n", "7 National Institutes of Health, Clinical Center... \n", "8 Department of Nutrition, Institute of Cancer R... \n", "9 Department of Clinical Lab, the 92nd Hospital ... " ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# author affiliation\n", "df_affiliation = pd.DataFrame(authorAffiliationDics)\n", "df_affiliation.head(10)" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [], "source": [ "df_article.to_csv('pubmed_article.csv')" ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [], "source": [ "df_author.to_csv('pubmed_author.csv')" ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [], "source": [ "df_affiliation.to_csv('pubmed_affiliation.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EDA\n", "Reload the CSV so that you can resume the session at any time." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tatsuya.takahashi/anaconda3/lib/python3.7/site-packages/numpy/lib/arraysetops.py:569: FutureWarning:\n", "\n", "elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", "\n" ] } ], "source": [ "# reload\n", "df_article = pd.read_csv('pubmed_article.csv', index_col=0)\n", "df_author = pd.read_csv('pubmed_author.csv', index_col=0)\n", "df_affiliation = pd.read_csv('pubmed_affiliation.csv', index_col=0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of article: 337416\n" ] } ], "source": [ "print('number of article: ', len(df_article))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### categorical feature" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Language=%{x}
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7r4jP9O29wsuSOZID2j99dsms2XNi8H6npId/X3/pmbmEG8nTRrscMiKEG2X8XwBKEyBAgAABAgQIECBAgAABAgQIECBQNgHhRkbahQsXrfKVTsNGXJoGGvX/xn59uLH0WQfJEpKzLk4/Z2Ikr4k64/iDG1ZVf1bDisKN+jMYlr6FJECYO+/j5f7t/08fKP7p2379zenxgx//Ij33ITmcfMQ3DlmtTHIexFO//88Yd9UP04O1f/vgpOjSudNKxzV2bVme3Fj61Vm/m3pDtGrVqmE9nw43pr8/M3Y95MzYf4/t0zMvlv58+kDx+nNV/vDw96Njh08OcS/lM+m2n8b1t/00br5yVAzeZvMVDj3y1IvSA8aff2RydGi/RsM1n36FVCnrrj9Q/NOvpVpVuLGifVXKvbqWAAECBAgQIECAAAECBAgQIECAAAEC5RYQbmQUvu2eh+Mvf3slRp5wWHpY9NKfN99+L33qInkq4i+P3RJt2rRpOOsgOTT6nBFHNVx+34PT4vwrb4uTjvlKen5D/WfKr34boy/6/jJPbtz9wGMx/po7YsL5p6QHmC/9qQ9THrt3Qqyzdo/0q+TQ6m+OvjJeee2thnMokldmfWHT/umTGvWfv/3363HIN85LD8b+9FMPyTVJgPGff//f2HnwVsvMedrZE+Pxp19Iz+HY9PMbrFS0sWvLEm4kk+9z1Jh47Y134sc3nJse6p583p/xrzQ8+vNLrzScuZEEU1vtfnzat4d+dHl6gHfy+dOL/xNHnDo+Ntt4g7hv8rj0d9fd+kB6CPfSZ5/U32jyuqp/fTQnNt/4syu99+S8juTcjh0GbhE3XDoi3Qv1n1/95g+x+07bxoTJ98Utd02N80YeE4ftv0vD9+OvviPu/uljccV3T0wPVy9l3aWEG6vaVxn/MTGcAAECBAgQIECAAAECBAgQIECAAAECuQoINzJyJuHGFTf8OK2S/OE6+YN48m/2/+HPf08Ph04+40cfFwfutWP6n5MnC5IzIZLAIwkykvMu2q/RLrbdcpM4cPgnZ2B8df9d0mAiecqjvsbST27U//E9CSaO/epesWDBwvT8i38ftEXceMfP49pbfhIbfXbd2OfLgyN58uOnDz/VcJfPTrk+Oq+1ZtQ/yXHkwbvHZht/NubMnRc/e+Tp9FVTt141OgZ9cdPlZJJwZP9hY9PXL+2ywxej79o9IglEksOyB261STpu6SclPl2gsWvLGm4k9zH2kptS2313GxyzP5qbHgZe/+qt5FDw5JVfyac+cEle+bTl5p9Lg6r6s1KWDjeSsUOPOCsNeJI+77L9VrFg4cL4y9/+Nx5+4vfpodzJ4dwr+ySHoR/3rcvjdy/8Lbb5wsax165fiiVL6mLqo79NA5e/TrstZnw4O4YePipdZ/IEz+c3XC+SA8v/Y+pv0n4+cMuFDaFIY9ddSrixqn2V8R8TwwkQIECAAAECBAgQIECAAAECBAgQIJCrgHAjI+cbb70b9035dTzw0JPpH76X/iR/kE5e75Q8CbH0J/lD+00/mpK+gij57LPbdnH5OSfGj3/2eFx41e0Nl/bp3SMO3Xfn9KmBYV8dGqNO+uRA8eRz6z0PpdfXH3KdHGadnJ+Q/GH8zPMmxdPP/WfDtUcctFu89sb09HfPTr0hOnfqGA/+6pm07tKHZCdhwBnHHxLJ9Sv6JOeCXDDhh/HItOeW+Xr7bTeP80YOW+7JlU/XaOzakuuS10IN3WVQXHneycuUSZ7KWLR4cTxy1xXp75M//h838vI454yj4usHfjn9XRIk/ODuX6RPQtR/Dtp7x/R1XUkQsXS4kQQ2J4+9qsEhMRj5zcNiwvfvTc8duefG8xpqJIeVJ7+vP1C9/ovkIPakz1/YdKNV7qYkZJl4y0/irgcebbgume+Aof8eY08/Mv3dig6VT85fSQKyXj26Noxr7Lqfee7F+Mao7y33NEj9a6mSIC15ZdXq9tUqb8yXBAgQIECAAAECBAgQIECAAAECBAgQqLCAcCNH8Nlz5sX7H3wYyaHb663Ta7VnMyR/YK6Luujdo1vDK5GSP4C/8dZ70bFj+9hgvT4Nv1/RMpM/4v/z7fejU6cO0b1r54ZLkt8nh4XP+mhuJAddL31+w6frJIdVv/PezPQphz69ukfbtv/3uqSV0SxevDgdk4QQ6/TuvspzNj5do5S1ZW1Nss63p8+IPr27p+eifPrMjfr6yXX/+Oe7Ea1aRb91ey/zyqgVraG+btLnpPaqfFc2PvFLnnLp06vbCudLXqOVhCnJ4ePJkzYrq1PKuhvrubJ91djxriNAgAABAgQIECBAgAABAgQIECBAgEC5BYQb5RZWv2oEVhZuVM0CLYQAAQIECBAgQIAAAQIECBAgQIAAAQIEGiUg3GgUk4tagoBwoyV00T0QIECAAAECBAgQIECAAAECBAgQIEAgQrhhF9SMQHJwd3JWxZ5DBqav4fIhQIAAAQIECBAgQIAAAQIECBAgQIAAgWIKCDeK2TerJkCAAAECBAgQIECAAAECBAgQIECAAAECNSsg3KjZ1rtxAgQIECBAgAABAgQIECBAgAABAgQIECBQTAHhRjH7ZtUECBAgQIAAAQIECBAgQIAAAQIECBAgQKBmBYQbNdt6N06AAAECBAgQIECAAAECBAgQIECAAAECBIopINwoZt+smgABAgQIECBAgAABAgQIECBAgAABAgQI1KyAcKNmW+/GCRAgQIAAAQIECBAgQIAAAQIECBAgQIBAMQWEG8Xsm1UTIECAAAECBAgQIECAAAECBAgQIECAAIGaFRBu1Gzr3TgBAgQIECBAgAABAgQIECBAgAABAgQIECimgHCjmH2zagIECBAgQIAAAQIECBAgQIAAAQIECBAgULMCwo2abb0bJ0CAAAECBAgQIECAAAECBAgQIECAAAECxRQQbhSzb1ZNgAABAgQIECBAgAABAgQIECBAgAABAgRqVkC4UbOtd+MECBAgQIAAAQIECBAgQIAAAQIECBAgQKCYAsKNYvbNqgkQIECAAAECBAgQIECAAAECBAgQIECAQM0KCDdqtvVunAABAgQIECBAgAABAgQIECBAgAABAgQIFFNAuFHMvlk1AQIECBAgQIAAAQIECBAgQIAAAQIECBCoWQHhRs223o0TIECAAAECBAgQIECAAAECBAgQIECAAIFiCgg3itk3qyZAgAABAgQIECBAgAABAgQIECBAgAABAjUrINyo2da7cQIECBAgQIAAAQIECBAgQIAAAQIECBAgUEwB4UYx+2bVBAgQIECAAAECBAgQIECAAAECBAgQIECgZgWEGzXbejdOgAABAgQIECBAgAABAgQIECBAgAABAgSKKSDcKGbfrJoAAQIECBAgQIAAAQIECBAgQIAAAQIECNSsgHCjZlvvxgkQIECAAAECBAgQIECAAAECBAgQIECAQDEFhBvF7JtVEyBAgAABAgQIECBAgAABAgQIECBAgACBmhUQbtRs6904AQIECBAgQIAAAQIECBAgQIAAAQIECBAopoBwo5h9s2oCBAgQIECAAAECBAgQIECAAAECBAgQIFCzAsKNmm29GydAgAABAgQIECBAgAABAgQIECBAgAABAsUUEG4Us29WTYAAAQIECBAgQIAAAQIECBAgQIAAAQIEalZAuFGzrXfjBAgQIECAAAECBAgQIECAAAECBAgQIECgmALCjWL2zaoJECBAgAABAgQIECBAgAABAgQIECBAgEDNCgg3arb1bpwAAQIECBAgQIAAAQIECBAgQIAAAQIECBRTQLhRzL5ZNQECBAgQIECAAAECBAgQIECAAAECBAgQqFkB4UbNtt6NEyBAgAABAgQIECBAgAABAgQIECBAgACBYgoIN4rZN6smQIAAAQIECBAgQIAAAQIECBAgQIAAAQI1KyDcqNnWu3ECBAgQIECAAAECBAgQIECAAAECBAgQIFBMAeFGMftm1QQIECBAgAABAgQIECBAgAABAgQIECBAoGYFhBs123o3ToAAAQIECBAgQIAAAQIECBAgQIAAAQIEiikg3Chm36yaAAECBAgQIECAAAECBAgQIECAAAECBAjUrIBwo2Zb78YJECBAgAABAgQIECBAgAABAgQIECBAgEAxBYQbxeybVRMgQIAAAQIECBAgQIAAAQIECBAgQIAAgZoVEG7UbOvdOAECBAgQIECAAAECBAgQIECAAAECBAgQKKaAcKOYfbNqAgQIECBAgAABAgQIECBAgAABAgQIECBQswLCjZptvRsnQIAAAQIECBAgQIAAAQIECBAgQIAAAQLFFGhR4cb8+Qtixr9mxzq9e0Tr1q1K7sjsOfNi0aJF0b1r52XGPvrk87HlZhtF757dSq5pAAECBAgQIECAAAECBAgQIECAAAECBAgQIJCvQIsJN047e2I8/vQLqU6P7l3iwKH/HiO/eViD1v7DxsYrr721jN4pww6Ik4cdEHPnzY/R4yc3jE+CjInjT49ePbqm1w/a+8S4etypsf3AAfnqq0aAAAECBAgQIECAAAECBAgQIECAAAECBAiULNBiwo3rbn0g9th5YPRbb+343QsvxcnfuTp+fMO5scWm/VOUJNzY58uDY+gugxqQunbpFN26rBW33DU17p0yLe6YeHZ07Ng+Tho9Ifpv0DcuGDVcuFHyljKAAAECBAgQIECAAAECBAgQIECAAAECBAiUV6DFhBufZtr10JHxta/sEiccuV9DuDHssL3ioL13XE700BPOiz2HDIrjD98n/e6Rac/FyPMnxYtP3BqtWrVa5smNGTNnxZiLb4odBm4exxw2tLzdUZ0AAQIECBAgQIAAAQIECBAgQIAAAQIECBBYTqBFhhuvvzk99j5ydFx/6Zmx83ZbNoQbHTu0j899dr1Yd51esd/ug6Pfen3S75LXTo0ffVz65Efyeenl1yMJPH774KTo0rlTQ7gxYJMN45gRl0b/fn3j8nO+GW3atIm3PphnWxEgQIAAAQIECBAgQIAAAQIECBAgQIBAgQW6rbVGrNm+TYHvoPaW3uLCjY/mzIujTr84unbuFLdMOCvatG6ddvX6234ardu0jqiLeOyp5yMJQO6bPC59jdWAXY5dJghJzuZIXmP16D1XRt8+PRvCj9vueTjW7tU9vnfuSdG27Scb/f1/fVx7u8YdEyBAgAABAgQIECBAgAABAgQIECBAoAUJrLVmu+jQ7pO/JfsUQ6BFhRvz5y+I0797bbzz3gdx+8Sx6XkaK/osXLgo9jz8rDjy4N1j+Nf2SsOLi8YcH7vvtG16ef2TG89OuT46r7Vm+n3ymTN3fjx052UNT3wkv1uwaEkxOm2VBAgQIECAAAECBAgQIECAAAECBAgQILBSgTXaCjeKtD1aTLgxa/acOPXsa+LjBQtj8uXfjuSw8FV9vnriuBgyeKs46ZivpK+gGjpkUBy3ijM39t9jh3j73Q/itTfeiTsnndMQnHgtVZG2u7USIECAAAECBAgQIECAAAECBAgQIEBgeQGvpSrermgR4cbcefPj0BPOT/UnnH9KrNmxffqfkzMx1u3TM/7xz+nx2FMvpAFGzx5d4+Enfh/fuXhy3HHt2Nh6i43j5rumxn1TpqVPe6zZoX2cNOaq6L9B37hg1PC0TvLkxtXjTk2vHT7ysvR3ySuvkjM8hBvF2/RWTIAAAQIECBAgQIAAAQIECBAgQIAAgaUFhBvF2w8tItyY/v7M2PWQM5fT79G9Szz5wMQ03Bg24rKY/t6MhmvGnHp4HHXIHunPSTgy6sIbY9ozf0p/Tg4Ov+6iM6J3z27pz0m4cc2Fp8XgbTaPD2d9FEecMj7WX3ftmHTJiJg+05kbxdv2VkyAAAECBAgQIECAAAECBAgQIECAAIH/ExBuFG83tIhwozHsdXV1MfPD2TF33sfRt0+P9KmOT3+SV1stWLgoevXo2piS6TWe3Gg0lQsJECBAgAABAgQIECBAgAABAiGoRswAACAASURBVAQIECBQlQLCjapsyyoXVTPhRrlaI9wol6y6BAgQIECAAAECBAgQIECAAAECBAgQqIyAcKMyznnOItzIqCncyAhoOAECBAgQIECAAAECBAgQIECAAAECBJpZQLjRzA1owvTCjSagLT1EuJER0HACBAgQIECAAAECBAgQIECAAAECBAg0s4Bwo5kb0ITphRtNQBNuZEQznAABAgQIECBAgAABAgQIECBAgAABAlUkINyoomY0cinCjUZCreyyoj65MWNmq/iPB1pnvHvDCRAgQKBaBAZuUxdbbbmkWpZjHQQIECBAgAABAgQIECBAoFACwo1CtStdrHAjY8+KHG5cfW2bjHdvOAECBAhUi8BBX1ki3KiWZlgHAQIECBAgQIAAAQIECBROQLhRuJYJN7K2TLiRVdB4AgQIEMhDQLiRh6IaBAgQIECAAAECBAgQIFCrAsKN4nXekxsZeybcyAhoOAECBAjkIiDcyIVREQIECBAgQIAAAQIECBCoUQHhRvEaL9zI2DPhRkZAwwkQIEAgFwHhRi6MihAgQIAAAQIECBAgQIBAjQoIN4rXeOFGxp4JNzICGk6AAAECuQgIN3JhVIQAAQIECBAgQIAAAQIEalRAuFG8xgs3MvZMuJER0HACBAgQyEVAuJELoyIECBAgQIAAAQIECBAgUKMCwo3iNV64kbFnwo2MgIYTIECAQC4Cwo1cGBUhQIAAAQIECBAgQIAAgRoVEG4Ur/HCjYw9E25kBDScAAECBHIREG7kwqgIAQIECBAgQIAAAQIECNSogHCjeI0XbmTsmXAjI6DhBAgQIJCLgHAjF0ZFCBAgQIAAAQIECBAgQKBGBYQbxWu8cCNjz4QbGQENJ0CAAIFcBIQbuTAqQoAAAQIECBAgQIAAAQI1KiDcKF7jhRsZeybcyAhoOAECBAjkIiDcyIVREQIECBAgQIAAAQIECBCoUQHhRvEaL9zI2DPhRkZAwwkQIEAgFwHhRi6MihAgQIAAAQIECBAgQIBAjQoIN4rXeOFGxp4JNzICGk6AAAECuQgIN3JhVIQAAQIECBAgQIAAAQIEalRAuFG8xgs3MvZMuJER0HACBAgQyEVAuJELoyIECBAgQIAAAQIECBAgUKMCwo3iNV64kbFnwo2MgIYTIECAQC4Cwo1cGBUhQIAAAQIECBAgQIAAgRoVEG4Ur/HCjYw9E25kBDScAAECBHIREG7kwqgIAQIECBAgQIAAAQIECNSogHCjeI0XbmTsmXAjI6DhBAgQIJCLgHAjF0ZFCBAgQIAAAQIECBAgQKBGBYQbxWu8cCNjz4QbGQENJ0CAAIFcBIQbuTAqQoAAAQIECBAgQIAAAQI1KiDcKF7jhRsZeybcyAhoOAECBAjkIiDcyIVREQIECBAgQIAAAQIECBCoUQHhRvEaL9zI2DPhRkZAwwkQIEAgFwHhRi6MihAgQIAAAQIECBAgQIBAjQoIN4rXeOFGxp4JNzICGk6AAAECuQgIN3JhVIQAAQIECBAgQIAAAQIEalRAuFG8xgs3MvZMuJER0HACBAgQyEVAuJELoyIECBAgQIAAAQIECBAgUKMCwo3iNV64kbFnwo2MgIYTIECAQC4Cwo1cGBUhQIAAAQIECBAgQIAAgRoVEG4Ur/HCjYw9E25kBDScAAECBHIREG7kwqgIAQIECBAgQIAAAQIECNSogHCjeI0XbmTsmXAjI6DhBAgQIJCLgHAjF0ZFCBAgQIAAAQIECBAgQKBGBYQbxWu8cCNjz4QbGQENJ0CAAIFcBIQbuTAqQoAAAQIECBAgQIAAAQI1KiDcKF7jhRsZeybcyAhoOAECBAjkIiDcyIVREQIECBAgQIAAAQIECBCoUQHhRvEaL9zI2DPhRkZAwwkQIEAgFwHhRi6MihAgQIAAAQIECBAgQIBAjQoIN4rX+BYVbsyfvyBm/Gt2rNO7R7Ru3Wq5bixZUhfvfTAzevXoGm3atFnu+9lz5sWiRYuie9fOy3z36JPPx5abbRS9e3Zbboxwo3ib3ooJECDQEgWEGy2xq+6JAAECBAgQIECAAAECBColINyolHR+87SYcOO0syfG40+/kMr06N4lDhz67zHym4c1SP362T/HqAtuiDlz56e/O/9bw+LQ/Yak/3nuvPkxevzkhvFJkDFx/OlpCJJ8Bu19Ylw97tTYfuCA5eSFG/ltRpUIECBAoOkCwo2m2xlJgAABAgQIECBAgAABAgSEG8XbAy0m3Lju1gdij50HRr/11o7fvfBSnPydq+PHN5wbW2zaP5InOnY66PQ49dgD44iDdosnnvlTnPHda+ORu6+Iz/TtHbfcNTXunTIt7ph4dnTs2D5OGj0h+m/QNy4YNVy4Ubw9bcUECBCoSQHhRk223U0TIECAAAECBAgQIECAQE4Cwo2cICtYpsWEG5822/XQkfG1r+wSJxy5XyRPbZw85qr4469ujjXatU0v3eeoMXH4gbulYcehJ5wXew4ZFMcfvk/63SPTnouR50+KF5+4NVq1arXMkxszZs6KMRffFDsM3DyOOWxoeHKjgrvVVAQIECCwUgHhhs1BgAABAgQIECBAgAABAgSaLiDcaLpdc41skeHG629Oj72PHB3XX3pm7LzdlnHfg9Pitnsfjql3XNrgnLzGasN+66SvrkpeOzV+9HHpkx/J56WXX08Dj98+OCm6dO7UEG4M2GTDOGbEpdG/X9+4/Jxvpud2CDeaa+ualwABAgSWFhBu2A8ECBAgQIAAAQIECBAgQKDpAsKNpts118gWF258NGdeHHX6xdG1c6e4ZcJZ0aZ16/S1Uw9P+33cN3lcg3Ny/kanTh3jvJHHxIBdjm0IQpILXnntrdh/2Nh49J4ro2+fng3hx233PBxr9+oe3zv3pGjb9pMDyecvWNxcvcs075tvL45LJyx/6HqmogYTIECAQLMJHHpgXey8/Sf/3eRDgAABAgQIECBAgAABAgQIlCbQunWrWKNt69IGubpZBVpUuJGcrXH6d6+Nd977IG6fODa6dVkrxV3pkxsb9I2RJxyahhcXjTk+dt9p2/T6+ic3np1yfXRea830++STHEb+0J2XRb/1+jQ0bcbsBc3awKZO/u57dfG9a/zD2lQ/4wgQIFBtAgcfsCS+tK3Qutr6Yj0ECBAgQIAAAQIECBAgUAyBTh3aRvt2/l5ajG59ssoWE27Mmj0nTj37mvh4wcKYfPm3o2uXTg19WNGZG3sePiqOPmTPhjM3hg4ZFMet4syN/ffYId5+94N47Y134s5J5zQEJ15LVaTtbq0ECBBouQJeS9Vye+vOCBAgQIAAAQIECBAgQKD8Al5LVX7jvGdoEeHG3Hnz49ATzk9tJpx/SqzZsX36n5MzMdbt0zOSJzq2GXpCnHXy1+KIg3aPx59+Ic48b1I8cvcV8Zm+vePmu6bGfVOmpU97rNmhfZw05qrov0HfuGDU8LRO8uTG1eNOja232DiGj7ws/V3yyquOHdo7cyPvHakeAQIECDRJQLjRJDaDCBAgQIAAAQIECBAgQIBAKiDcKN5GaBHhxvT3Z8auh5y5nH6P7l3iyQcmpr+f9syf4pSxVzdc890zj46vfWXX9OckHBl14Y3pNcknOTj8uovOiN49u6U/J+HGNReeFoO32Tw+nPVRHHHK+Fh/3bVj0iUjYvrMj4vX9YiYMbNVXH2td7MXsnkWTYAAgRUICDdsCwIECBAgQIAAAQIECBAg0HQB4UbT7ZprZIsINxqLt3jJknjn3Rmxds9u0a5d2+WGJa+2WrBwUfTq0bWxJT250WgpFxIgQIBAOQWEG+XUVZsAAQIECBAgQIAAAQIEWrqAcKN4Ha6pcKMc7XHmRjlU1SRAgACBUgWEG6WKuZ4AAQIECBAgQIAAAQIECPyfgHCjeLtBuJGxZ8KNjICGEyBAgEAuAsKNXBgVIUCAAAECBAgQIECAAIEaFRBuFK/xwo2MPRNuZAQ0nAABAgRyERBu5MKoCAECBAgQIECAAAECBAjUqIBwo3iNF25k7JlwIyOg4QQIECCQi4BwIxdGRQgQIECAAAECBAgQIECgRgWEG8VrvHAjY8+EGxkBDSdAgACBXASEG7kwKkKAAAECBAgQIECAAAECNSog3Che44UbGXsm3MgIaDgBAgQI5CIg3MiFURECBAgQIECAAAECBAgQqFEB4UbxGi/cyNgz4UZGQMMJECBAIBcB4UYujIoQIECAAAECBAgQIECAQI0KCDeK13jhRsaeCTcyAhpOgAABArkICDdyYVSEAAECBAgQIECAAAECBGpUQLhRvMYLNzL2TLiREdBwAgQIEMhFQLiRC6MiBAgQIECAAAECBAgQIFCjAsKN4jVeuJGxZ8KNjICGEyBAgEAuAsKNXBgVIUCAAAECBAgQIECAAIEaFRBuFK/xwo2MPRNuZAQ0nAABAgRyERBu5MKoCAECBAgQIECAAAECBAjUqIBwo3iNF25k7JlwIyOg4QQIECCQi4BwIxdGRQgQIECAAAECBAgQIECgRgWEG8VrvHAjY8+EGxkBDSdAgACBXASEG7kwKkKAAAECBAgQIECAAAECNSog3Che44UbGXsm3MgIaDgBAgQI5CIg3MiFURECBAgQIECAAAECBAgQqFEB4UbxGi/cyNgz4UZGQMMJECBAIBcB4UYujIoQIECAAAECBAgQIECAQI0KCDeK13jhRsaeCTcyAhpOgAABArkICDdyYVSEAAECBAgQIECAAAECBGpUQLhRvMYLNzL2TLiREdBwAgQIEMhFQLiRC6MiBAgQIECAAAECBAgQIFCjAsKN4jVeuJGxZ8KNjICGEyBAgEAuAsKNXBgVIUCAAAECBAgQIECAAIEaFRBuFK/xwo2MPRNuZAQ0nAABAgRyERBu5MKoCAECBAgQIECAAAECBAjUqIBwo3iNF25k7JlwIyOg4QQIECCQi4BwIxdGRQgQIECAAAECBAgQIECgRgWEG8VrvHAjY8+EGxkBDSdAgACBXASEG7kwKkKAAAECBAgQIECAAAECNSog3Che44UbGXsm3MgIaDgBAgQI5CIg3MiFURECBAgQIECAAAECBAgQqFEB4UbxGi/cyNgz4UZGQMMJECBAIBcB4UYujIoQIECAAAECBAgQIECAQI0KCDeK13jhRsaeCTcyAhpOgAABArkICDdyYVSEAAECBAgQIECAAAECBGpUQLhRvMYLNzL2TLiREdBwAgQIEMhFQLiRC6MiBAgQIECAAAECBAgQIFCjAsKN4jVeuJGxZ8KNjICGEyBAgEAuAsKNXBgVIUCAAAECBAgQIECAAIEaFRBuFK/xwo2MPRNuZAQ0nAABAgRyERBu5MKoCAECBAgQIECAAAECBAjUqIBwo3iNF25k7JlwIyOg4QQIECCQi4BwIxdGRQgQIECAAAECBAgQIECgRgWEG8VrvHAjY8+EGxkBDSdAgACBXASEG7kwKkKAAAECBAgQIECAAAECNSog3Che44UbGXsm3MgIaDgBAgQI5CIg3MiFURECBAgQIECAAAECBAgQqFEB4UbxGi/cyNgz4UZGQMMJECBAIBcB4UYujIoQIECAAAECBAgQIECAQI0KCDeK13jhRsaeCTcyAhpOgAABArkICDdyYVSEAAECBAgQIECAAAECBGpUQLhRvMYLNzL2TLiREdBwAgQIEMhFQLiRC6MiBAgQIECAAAECBAgQIFCjAsKN4jW+xYUbS5bURfI/bVq3Lrkbs+fMi0WLFkX3rp2XGfvok8/HlpttFL17dluupnCjZGYDCBAgQKAMAsKNMqAqSYAAAQIECBAgQIAAAQI1IyDcKF6rW1S4UVdXF+dfeVvahXHfPnaZbuw/bGy88tpby/zulGEHxMnDDoi58+bH6PGT4/GnX0i/T4KMieNPj149uqY/D9r7xLh63Kmx/cABwo3i7XErJkCAQE0ICDdqos1ukgABAgQIECBAgAABAgTKJCDcKBNsGcu2mHDjkWnPxfhr7ogZM2fFIfvuvMJwY58vD46huwxq4OzapVN067JW3HLX1Lh3yrS4Y+LZ0bFj+zhp9ITov0HfuGDUcOFGGTef0gQIECCQn4BwIz9LlQgQIECAAAECBAgQIECg9gSEG8XreYsJN+bN/zhmzZ4TV02+P9q3b7fCcGPYYXvFQXvvuFyXDj3hvNhzyKA4/vB90u+SoGTk+ZPixSdujVatWi3z5EYSnoy5+KbYYeDmccxhQ8NrqYq36a2YAAECLVFAuNESu+qeCBAgQIAAAQIECBAgQKBSAsKNSknnN0+LCTfqSS686vZYtHjxCsONjh3ax+c+u16su06v2G/3wdFvvT7psOS1U+NHHxd77Dww/fmll1+PJPD47YOTokvnTg3hxoBNNoxjRlwa/fv1jcvP+Wa0adMm3v1wfn7dqGCl9z+ImDCxTQVnNBUBAgQIlFPg4K8siW22rivnFGoTIECAAAECBAgQIECAAIEWK9B5zXbRcQ1/Ly1Sg6sm3Lj7gceib5+eMWT7rZbxe/3N6XHL3VNj7GlHRocOa6zWdmXhxvW3/TRat2kdURfx2FPPR1L3vsnjot96a8eAXY6N6y89M3bebsu0fnI2R3JGx6P3XJmuqT78uO2eh2PtXt3je+eeFG3bfrLRFy0u5h+SXv/norjkytVyuoAAAQIECiJw6IF18eUd2xVktZZJgAABAgQIECBAgAABAgSqS2BJXV2s0bZ1dS3KalYpUDXhxmlnT4zN/+2zceLR+y+z4Pc++DCGHDwiHvjB+Ni4/2dW286VhRtLD1y4cFHsefhZceTBu8fwr+2VhhcXjTk+dt9p2/Sy+ic3np1yfXRea830++QzZ+78eOjOyxqe+Eh+57VUq22JCwgQIECgAgJeS1UBZFMQIECAAAECBAgQIECAQIsV8Fqq4rW2qsONxYsXx9THfhffuXhy/Pon10SvHl1XK9yYcCMp8tUTx8WQwVvFScd8JX0F1dAhg+K4VZy5sf8eO8Tb734Qr73xTtw56Zz0IHLhxmrb4QICBAgQqJCAcKNC0KYhQIAAAQIECBAgQIAAgRYpINwoXlubPdzY8cDTIzmke1WfPYcMjAnnn7LKa5IgZOGixXHxxB/F4sVL4rtnHh3t2rWNNq1bxz/+OT0ee+qFNMDo2aNrPPzE79PA5I5rx8bWW2wcN981Ne6bMi1unzg21uzQPk4ac1X036BvXDBqeDpn8uTG1eNOTa8dPvKy9He3TDgrkjM8PLlRvE1vxQQIEGiJAsKNlthV90SAAAECBAgQIECAAAEClRIQblRKOr95mj3c+OnDT8W8eR/H3T97LNbp3TN2WerMjSSc2HqLz0f/DdZd7R3f+/MnYtyEHy5z3YVnHRcH7b1jGm4MG3FZTH9vRsP3Y049PI46ZI/057nz5seoC2+Mac/8Kf05OTj8uovOiN49u6U/J+HGNReeFoO32Tw+nPVRHHHK+Fh/3bVj0iUjYvrMj1e7tmq8YMbMVnH1tQ7IqcbeWBMBAgSaIiDcaIqaMQQIECBAgAABAgQIECBA4BMB4UbxdkKzhxv1ZC/+/dXo1KljbLj+OmVRrKuri5kfzo658z6Ovn16RJs2y/9hf9bsObFg4aJGvf6qfpGe3ChLuxQlQIAAgRIFhBslgrmcAAECBAgQIECAAAECBAgsJSDcKN52qJpwo57u1TfeiX++/d5ykoO32WyFgURzkws3mrsD5idAgACBREC4YR8QIECAAAECBAgQIECAAIGmCwg3mm7XXCOrJtz463+9GiPHXR9vvrV8sJHg/PbBSdGlc6fmclrpvMKNqmuJBREgQKAmBYQbNdl2N02AAAECBAgQIECAAAECOQkIN3KCrGCZqgk3Tjt7Yrz86htx4ajh0bdPz2j7qddG9endI1q3blVBmsZNJdxonJOrCBAgQKC8AsKN8vqqToAAAQIECBAgQIAAAQItW0C4Ubz+Vk24seuhI+Ow/YbEiUfvXyhF4Uah2mWxBAgQaLECwo0W21o3RoAAAQIECBAgQIAAAQIVEBBuVAA55ymqJtwYc9HkWLhoUVx53sk532J5ywk3yuurOgECBAg0TkC40TgnVxEgQIAAAQIECBAgQIAAgRUJCDeKty+qJtz49bN/jpPHXBWTLh4RfXp3X05y443WjzatW1edsHCj6lpiQQQIEKhJAeFGTbbdTRMgQIAAAQIECBAgQIBATgLCjZwgK1imasKN5MyNx59+YaW37kDxfHfFjJmt4upr2+RbVDUCBAgQaDYB4Uaz0ZuYAAECBAgQIECAAAECBFqAgHCjeE2smnDj9Tenx6zZc1YquNnGG0SbTx0yXg3cntyohi5YAwECBAgIN+wBAgQIECBAgAABAgQIECDQdAHhRtPtmmtk1YQbzQWQdV7hRlZB4wkQIEAgDwHhRh6KahAgQIAAAQIECBAgQIBArQoIN4rX+aoJN/739bdi1uy5KxXcYtMNPbmR4/7yWqocMZUiQIBAFQgIN6qgCZZAgAABAgQIECBAgAABAoUVEG4Ur3VVE244c6Oym0e4UVlvsxEgQKDcAsKNcgurT4AAAQIECBAgQIAAAQItWUC4UbzuVk248fb0D2LOvPnLCZ596c3Rb92149JzvhltWreuOmGvpaq6llgQAQIEalJAuFGTbXfTBAgQIECAAAECBAgQIJCTgHAjJ8gKlqmacGNl9/zk7/4SJ46eEM9OvSE6d+pYQZrGTSXcaJyTqwgQIECgvALCjfL6qk6AAAECBAgQIECAAAECLVtAuFG8/lZ9uPGPf06PvY4YHffceF4M2GTDqhMWblRdSyyIAAECNSkg3KjJtrtpAgQIECBAgAABAgQIEMhJQLiRE2QFy1RNuPHeBx/GvPkfL3Prs+fMi7t+8mj86jd/iN/8ZGJ06LBGBWkaN5Vwo3FOriJAgACB8goIN8rrqzoBAgQIECBAgAABAgQItGwB4Ubx+ls14cbKDhTvtGaHOG34QXHUIXtUpa5woyrbYlEECBCoOQHhRs213A0TIECAAAECBAgQIECAQI4Cwo0cMStUqmrCjZdfeSNm/Gv2MrfdqWOH2GzjDaJNmzYV4ih9GuFG6WZGECBAgED+AsKN/E1VJECAAAECBAgQIECAAIHaERBuFK/XVRNuFI/ukxULN4raOesmQIBAyxIQbrSsfrobAgQIECBAgAABAgQIEKisgHCjst55zFZV4cb/vv5W3HTnlPjry6/FR3Pmx0Yb9I0D994phg4ZFK1bt8rjfnOvIdzInVRBAgQIEGiCgHCjCWiGECBAgAABAgQIECBAgACB/y8g3CjeVqiacOPFv78aXz1xXCq4/babR/duneO3z78UM2bOim8csW+M+MYhVakr3KjKtlgUAQIEak5AuFFzLXfDBAgQIECAAAECBAgQIJCjgHAjR8wKlaqacOOUsVfH/7z2z/jZDy6KDh3WSG+/rq4urrrp/rjlrqnx9M+vi25d1qoQS+OnEW403sqVBAgQIFA+AeFG+WxVJkCAAAECBAgQIECAAIGWLyDcKF6Pqybc2PHA0+OYQ/eM4w/fZxnFf77zfuzxtW/Hj647O7444PNVJyzcqLqWWBABAgRqUkC4UZNtd9MECBAgQIAAAQIECBAgkJOAcCMnyAqWqZpw48hTL4o1O3aIyVd8a5nbf/BXz8SYiybHlNsviQ379a0gTeOmEm40zslVBAgQIFBeAeFGeX1VJ0CAAAECBAgQIECAAIGWLSDcKF5/qybcuH/Kr+O8790a++y2XQzeZvPo0a1z/P5Pf4+f//KZWLdPz/jxDedGq1bVd6i4cKN4m96KCRAg0BIFhBstsavuiQABAgQIECBAgAABAgQqJSDcqJR0fvNUTbiRnK9xy92/iKsm37fM3e26w9ZxzplHRZ9e3fO76xwrCTdyxFSKAAECBJosINxoMp2BBAgQIECAAAECBAgQIEAghBvF2wRVE27U082fvyDefOe9+PjjBdF37Z7Ro3uXqlYVblR1eyyOAAECNSMg3KiZVrtRAgQIECBAgAABAgQIECiDgHCjDKhlLtns4UbyOqq//O2VGPGNQ9NXUS39+a9X3og7f/Kr2H2nbWPHL32hzBRNKy/caJqbUQQIECCQr4BwI19P1QgQIECAAAECBAgQIECgtgSEG8Xrd7OGG/M/XhA7HXh6DNl+q7j8nBOX01u8eHEccsL50bZN67hv8riq1BVuVGVbLIoAAQI1JyDcqLmWu2ECBAgQIECAAAECBAgQyFFAuJEjZoVKNWu48fs//i2OPfOymHL7JbFhv74rvOVf/vq5OPO8SfHrn1wTvXp0rRBL46cRbjTeypUECBAgUD4B4Ub5bFUmQIAAAQIECBAgQIAAgZYvINwoXo+bNdz42SNPx9hLboq/PP6DaNO69Qr1Xn9zeux95Oj48Q3nxhab9q86YeFG1bXEgggQIFCTAsKNmmy7myZAgAABAgQIECBAgACBnASEGzlBVrBMs4Ybj/7m+Tjj3GtXGW68+o+3Y9+jvxM/v+3i2Oiz61aQpnFTCTca5+QqAgQIECivgHCjvL6qEyBAgAABAgQIECBAgEDLFhBuFK+/zRpuvPLaW7H/sLFxy4SzYrutN1uh3i13/yImfP/eeOGXN0X7NdpVnbBwo+paYkEECBCoSQHhRk223U0TIECAAAECBAgQIECAQE4Cwo2cICtYplnDjSVL6mL4yMvildffimsuODW23mLjhluvq6uLhx7/XYy68MY4eJ+d4oJRwxvFktRM/mdFr7lKvnvvg5np2R1t2rRZrt7sOfNi0aJF0b1r52W+e/TJ52PLzTaK3j27LTdGuNGotriIAAECBMosINwoM7DyBAgQIECAAAECBAgQINCiBYQbxWtvs4YbCdc//jk9ho24LKa/NyM23mj9+PyG68XHHy+M//z7q+nvkldR3T5xbHTrstZqdZNA5Pwrkf/XAAAAIABJREFUb0uvG/ftY5e5/tfP/jlGXXBDzJk7P/39+d8aFofuNyT9z3PnzY/R4yfH40+/kP6cBBkTx5/ecID5oL1PjKvHnRrbDxyw3BqEG6ttiwsIECBAoAICwo0KIJuCAAECBAgQIECAAAECBFqsgHCjeK1t9nAjIZs/f0Hcfv8j8Yc/vxx/+5/Xo13btrHp5/vFDgMHxGH77RJt2y7/lMWnqR+Z9lyMv+aOmDFzVhyy787LhBtJ/Z0OOj1OPfbAOOKg3eKJZ/4UZ3z32njk7iviM317xy13TY17p0yLOyaeHR07to+TRk+I/hv0bXhaRLhRvI1txQQIEKg1AeFGrXXc/RIgQIAAAQIECBAgQIBAngLCjTw1K1OrKsKNPG513vyPY9bsOXHV5Pujfft2y4QbyVMbJ4+5Kv74q5tjjXZt0+n2OWpMHH7gbmnYcegJ58WeQwbF8Yfvk36XBCUjz58ULz5xa7Rq1SqWDjeS8GTMxTfFDgM3j2MOGxqe3Mije2oQIECAQFYB4UZWQeMJECBAgAABAgQIECBAoJYFhBvF636LCTfq6S+86vZYtHjxMuHGfQ9Oi9vufTim3nFpQ4dOO3tibNhvnRj5zcPS8GL86ONij50Hpt+/9PLraeDx2wcnRZfOnRrCjQGbbBjHjLg0+vfrG5ef88303A7hRvE2vRUTIECgJQoIN1piV90TAQIECBAgQIAAAQIECFRKQLhRKen85qmJcCN57dTD034f900e1yCXnL/RqVPHOG/kMTFgl2Pj+kvPjJ232zL9/pXX3or9h42NR++5Mvr26dkQftx2z8Oxdq/u8b1zT2p4Vdac+Yvy60YFK731zpK47KpWFZzRVAQIECBQToFDDlwSO263+tc4lnMNahMgQIAAAQIECBAgQIAAgaIKtGvbOtZo27qoy6/JdddEuLHSJzc26BsjTzg0DS8uGnN87L7TtukmqH9y49kp10fntdZMv08+yWHkD915WfRbr0/DZvnXnIWF3DjvvLskrrjaP6yFbJ5FEyBAYAUChxywJAYP8r/XbQ4CBAgQIECAAAECBAgQINAUgY7t2wg3mgLXjGNqItxY0Zkbex4+Ko4+ZM+GMzeGDhkUx63izI3999gh3n73g3jtjXfizknnRLcua6Vt81qqZty9piZAgACBBgGvpbIZCBAgQIAAAQIECBAgQIBA0wW8lqrpds01ssWEG4sXL46FixbHxRN/FIsXL4nvnnl0tGvXNtq0bh3z5y+IbYaeEGed/LU44qDd4/GnX4gzz5sUj9x9RXymb++4+a6pcd+UaXH7xLGxZof2cdKYq6L/Bn3jglHD077UHyi+9RYbx/CRl6W/u2XCWdGxQ3vhRnPtXPMSIECAwDICwg0bggABAgQIECBAgAABAgQINF1AuNF0u+Ya2WLCjXt//kSMm/DDZRwvPOu4OGjvHdPfTXvmT3HK2Ksbvk/Cj699Zdf057nz5seoC29Mr0k+ycHh1110RvTu2S39OQk3rrnwtBi8zebx4ayP4ohTxsf6664dky4ZEdNnftxcvcs074yZreLqa72bPROiwQQIEKgiAeFGFTXDUggQIECAAAECBAgQIECgcALCjcK1LFpMuNEY+sVLlsQ7786ItXt2S5/q+PRn1uw5sWDhoujVo2tjyqXXeC1Vo6lcSIAAAQJlFBBulBFXaQIECBAgQIAAAQIECBBo8QLCjeK1uKbCjXK0R7hRDlU1CRAgQKBUAeFGqWKuJ0CAAAECBAgQIECAAAEC/ycg3CjebhBuZOyZcCMjoOEECBAgkIuAcCMXRkUIECBAgAABAgQIECBAoEYFhBvFa7xwI2PPhBsZAQ0nQIAAgVwEhBu5MCpCgAABAgQIECBAgAABAjUqINwoXuOFGxl7JtzICGg4AQIECOQiINzIhVERAgQIECBAgAABAgQIEKhRAeFG8Rov3MjYM+FGRkDDCRAgQCAXAeFGLoyKECBAgAABAgQIECBAgECNCgg3itd44UbGngk3MgIaToAAAQK5CAg3cmFUhAABAgQIECBAgAABAgRqVEC4UbzGCzcy9ky4kRHQcAIECBDIRUC4kQujIgQIECBAgAABAgQIECBQowLCjeI1XriRsWfCjYyAhhMgQIBALgLCjVwYFSFAgAABAgQIECBAgACBGhUQbhSv8cKNjD0TbmQENJwAAQIEchEQbuTCqAgBAgQIECBAgAABAgQI1KiAcKN4jRduZOyZcCMjoOEECBAgkIuAcCMXRkUIECBAgAABAgQIECBAoEYFhBvFa7xwI2PPhBsZAQ0nQIAAgVwEhBu5MCpCgAABAgQIECBAgAABAjUqINwoXuOFGxl7JtzICGg4AQIECOQiINzIhVERAgQIECBAgAABAgQIEKhRAeFG8Rov3MjYM+FGRkDDCRAgQCAXAeFGLoyKECBAgAABAgQIECBAgECNCgg3itd44UbGngk3MgIaToAAAQK5CAg3cmFUhAABAgQIECBAgAABAgRqVEC4UbzGCzcy9ky4kRHQcAIECBDIRUC4kQujIgQIECBAgAABAgQIECBQowLCjeI1XriRsWfCjYyAhhMgQIBALgLCjVwYFSFAgAABAgQIECBAgACBGhUQbhSv8cKNjD0TbmQENJwAAQIEchEQbuTCqAgBAgQIECBAgAABAgQI1KiAcKN4jRduZOyZcCMjoOEECBAgkIuAcCMXRkUIECBAgAABAgQIECBAoEYFhBvFa7xwI2PPhBsZAQ0nQIAAgVwEhBu5MCpCgAABAgQIECBAgAABAjUqINwoXuOFGxl7JtzICGg4AQIECOQiINzIhbHkIk8+3TrmzC15mAEECBAgUKUC23+pLrp0qavS1VkWAQIECBAgUE4B4UY5dctTW7iR0VW4kRHQcAIECBDIRUC4kQtjyUWScONXj7UueZwBBAgQIFB9Ah07RpzyzcXCjeprjRURIECAAIGKCAg3KsKc6yTCjYycwo2MgIYTIECAQC4Cwo1cGEsuItwomcwAAgQIVK2AcKNqW2NhBAgQIECgIgLCjYow5zqJcCMjp3AjI6DhBAgQIJCLgHAjF8aSiwg3SiYzgAABAlUrINyo2tZYGAECBAgQqIiAcKMizLlOItzIyCncyAhoOAECBAjkIiDcyIWx5CLCjZLJDCBAgEDVCgg3qrY1FkaAAAECBCoiINyoCHOukwg3MnIKNzICGk6AAAECuQgIN3JhLLmIcKNkMgMIECBQtQLCjaptjYURIECAAIGKCAg3KsKc6yTCjYycwo2MgIYTIECAQC4Cwo1cGEsuItwomcwAAgQIVK2AcKNqW2NhBAgQIECgIgLCjYow5zqJcCMjp3AjI6DhBAgQIJCLgHAjF8aSiwg3SiYzgAABAlUrINyo2tZYGAECBAgQqIiAcKMizLlOItzIyCncyAhoOAECBAjkIiDcyIWx5CLCjZLJDCBAgEDVCgg3qrY1FkaAAAECBCoiINyoCHOukwg3MnIKNzICGk6AAAECuQgIN3JhLLmIcKNkMgMIECBQtQLCjaptjYURIECAAIGKCAg3KsKc6yTCjYycwo2MgIYTIECAQC4Cwo1cGEsuItwomcwAAgQIVK2AcKNqW2NhBAgQIECgIgLCjYow5zqJcCMjp3AjI6DhBAgQIJCLgHAjF8aSiwg3SiYzgAABAlUrINyo2tZYGAECBAgQqIiAcKMizLlOItzIyCncyAhoOAECBAjkIiDcyIWx5CLCjZLJDCBAgEDVCgg3qrY1FkaAAAECBCoiINyoCHOukwg3MnIKNzICGk6AAAECuQgIN3JhLLmIcKNkMgMIECBQtQLCjaptjYURIECAAIGKCAg3KsKc6yTCjaU4Z8+ZF4sWLYruXTsvg/zok8/HlpttFL17dlsOX7iR635UjAABAgSaKCDcaCJcxmHCjYyAhhMgQKCKBIQbVdQMSyFAgAABAs0gINxoBvSMU9ZMuLH/sLHxymtvLcN1yrAD4uRhB8TcefNj9PjJ8fjTL6TfJ0HGxPGnR68eXdOfB+19Ylw97tTYfuAA4UbGDWc4AQIECJRHQLhRHtfVVRVurE7I9wQIECiOgHCjOL2yUgIECBAgUA4B4UY5VMtbs6bCjX2+PDiG7jKoQbRrl07RrctacctdU+PeKdPijolnR8eO7eOk0ROi/wZ944JRw4Ub5d1/qhMgQIBATgLCjZwgSywj3CgRzOUECBCoYgHhRhU3x9IIECBAgEAFBIQbFUDOeYqaCjeGHbZXHLT3jssRHnrCebHnkEFx/OH7pN89Mu25GHn+pHjxiVujVatWyzy5MWPmrBhz8U2xw8DN45jDhobXUuW8I5UjQIAAgSYJCDeaxJZ5kHAjM6ECBAgQqBoB4UbVtMJCCBAgQIBAswgIN5qFPdOkNRVudOzQPj732fVi3XV6xX67D45+6/VJ8ZLXTo0ffVzssfPA9OeXXn49ksDjtw9Oii6dOzWEGwM22TCOGXFp9O/XNy4/55vRpk2beHvGvEwNaK7BH8xoFVdf26a5pjcvAQIECOQskIQbX9xqSc5VlVudwJNPtY5fPtZ6dZf5ngABAgQKIJCGGycujq5d6gqwWkskQIAAAQIE8hbo1mmN6Nje30vzdi1nvZoJN66/7afRuk3riLqIx556Pl5/c3rcN3lc9Ftv7Riwy7Fx/aVnxs7bbZlaJ2dzJGd0PHrPldG3T8+G8OO2ex6OtXt1j++de1K0bfvJRq8r6P/d++qbC+Pi75Vza6lNgAABApUUOOyguth9pzUqOWXNz5X83wAP/GJBPPSrVjVvAYAAAQItQSAJN8aMaBXr9mnbEm7HPRAgQIAAAQIlCixcvCTWaOtfXiuRrVkvr5lwY2nlhQsXxZ6HnxVHHrx7DP/aXml4cdGY42P3nbZNL6t/cuPZKddH57XWTL9PPnPmzo+H7rys4YmP5HdeS9Ws+9fkBAgQIPD/BbyWqnm2gtdSNY+7WQkQIFAOAa+lKoeqmgQIECBAoDgCXktVnF7Vr7Qmw43k5r964rgYMnirOOmYr6SvoBo6ZFAct4ozN/bfY4d4+90P4rU33ok7J52THkQu3CjehrdiAgQItFQB4UbzdFa40TzuZiVAgEA5BIQb5VBVkwABAgQIFEdAuFGcXtVUuPGPf06Px556IQ0wevboGg8/8fv4zsWT445rx8bWW2wcN981Ne6bMi1unzg21uzQPk4ac1X036BvXDBqeOqUPLlx9bhT02uHj7ws/d0tE86K5AwPT24Ub9NbMQECBFqigHCjeboq3Gged7MSIECgHALCjXKoqkmAAAECBIojINwoTq9qLtwYNuKymP7ejIYOjTn18DjqkD3Sn+fOmx+jLrwxpj3zp/Tn5ODw6y46I3r37NYQblxz4WkxeJvN48NZH8URp4yP9dddOyZdMiKmz/y4eF2PiBkzHSheyMZZNAECBFYiINxonq0h3Gged7MSIECgHALCjXKoqkmAAAECBIojINwoTq9qKtxIbrauri5mfjg75s77OPr26RFt2nxyIPjSn1mz58SChYuiV4+uje6kJzcaTeVCAgQIECijgHCjjLirKC3caB53sxIgQKAcAsKNcqiqSYAAAQIEiiMg3ChOr+pXWrNnbuTVKuFGXpLqECBAgEAWAeFGFr2mjxVuNN3OSAIECFSbgHCj2jpiPQQIECBAoLICwo3Keucxm3Ajo6JwIyOg4QQIECCQi4BwIxfGkosIN0omM4AAAQJVKyDcqNrWWBgBAgQIEKiIgHCjIsy5TiLcyMgp3MgIaDgBAgQI5CIg3MiFseQiwo2SyQwgQIBA1QoIN6q2NRZGgAABAgQqIiDcqAhzrpMINzJyCjcyAhpOgAABArkICDdyYSy5iHCjZDIDCBAgULUCwo2qbY2FESBAgACBiggINyrCnOskwo2MnMKNjICGEyBAgEAuAsKNXBhLLiLcKJnMAAIECFStgHCjaltjYQQIECBAoCICwo2KMOc6iXAjI6dwIyOg4QQIECCQi4BwIxfGkosIN0omM4AAAQJVKyDcqNrWWBgBAgQIEKiIgHCjIsy5TiLcyMgp3MgIaDgBAgQI5CIg3MiFseQiwo2SyQwgQIBA1QoIN6q2NRZGgAABAgQqIiDcqAhzrpMINzJyCjcyAhpOgAABArkICDdyYSy5iHCjZDIDCBAgULUCwo2qbY2FESBAgACBiggINyrCnOskwo2MnMKNjICGEyBAgEAuAsKNXBhLLiLcKJnMAAIECFStgHCjaltjYQQIECBAoCICwo2KMOc6iXAjI6dwIyOg4QQIECCQi4BwIxfGkosIN0omM4AAAQJVKyDcqNrWWBgBAgQIEKiIgHCjIsy5TiLcyMgp3MgIaDgBAgQI5CIg3MiFseQiwo2SyQwgQIBA1QoIN6q2NRZGgAABAgQqIiDcqAhzrpMINzJyCjcyAhpOgAABArkICDdyYSy5iHCjZDIDCBAgULUCwo2qbY2FESBAgACBiggINyrCnOskwo2MnMKNjICGEyBAgEAuAsKNXBhLLiLcKJnMAAIECFStgHCjaltjYQQIECBAoCICwo2KMOc6iXAjI6dwIyOg4QQIECCQi4BwIxfGkosIN0omM4AAAQJVKyDcqNrWWBgBAgQIEKiIgHCjIsy5TiLcyMgp3MgIaDgBAgQI5CIg3MiFseQiwo2SyQwgQIBA1QoIN6q2NRZGgAABAgQqIiDcqAhzrpMINzJyCjcyAhpOgAABArkICDdyYSy5iHCjZDIDCBAgULUCwo3maU1dXfPMa1YCBAgQKJ9Aq1blq13OysKNcuqWp7ZwI6OrcCMjoOEECBAgkIuAcCMXxpKLCDdKJjOAAAECVSsg3Gie1rz3fsQDP2vTPJOblQABAgRyF9h15yXxuc8VM7kWbuS+HcpeULiRkVi4kRHQcAIECBDIRUC4kQtjyUWEGyWTGUCAAIGqFRBuNE9rknDj2uvbNs/kZiVAgACB3AWOPnyxcCN3VQVXJiDcyLg3hBsZAQ0nQIAAgVwEhBu5MJZcRLhRMpkBBAgQqFoB4UbztEa40TzuZiVAgEC5BIQb5ZJVd0UCwo2M+0K4kRHQcAIECBDIRUC4kQtjyUWEGyWTGUCAAIGqFRBuNE9rhBvN425WAgQIlEtAuFEuWXWFG2XYA8KNMqAqSYAAAQIlCwg3SibLZYBwIxdGRQgQIFAVAsKN5mmDcKN53M1KgACBcgkIN8olq65wowx7QLhRBlQlCRAgQKBkAeFGyWS5DBBu5MKoCAECBKpCQLjRPG0QbjSPu1kJECBQLgHhRrlk1RVulGEPCDfKgKokAQIECJQsINwomSyXAcKNXBgVIUCAQFUICDeapw3CjeZxNysBAgTKJSDcKJesusKNMuwB4UYZUJUkQIAAgZIFhBslk+UyQLiRC6MiBAgQqAoB4UbztEG40TzuZiVAgEC5BIQb5ZJVV7hRhj0g3CgDqpIECBAgULKAcKNkslwGCDdyYVSEAAECVSEg3GieNgg3msfdrAQIECiXgHCjXLLqCjfKsAeEG2VAVZIAAQIEShYQbpRMlssA4UYujIoQIECgKgSEG83TBuFG87iblQABAuUSEG6US1Zd4UYZ9oBwowyoShIgQIBAyQLCjZLJchkg3MiFURECBAhUhYBwo3naINxoHnezEiBAoFwCwo1yyaor3CjDHhBulAFVSQIECBAoWUC4UTJZLgOEG7kwKkKAAIGqEBBuNE8bhBvN425WAgQIlEtAuFEuWXWFG2XYA8KNMqAqSYAAAQIlCwg3SibLZYBwIxdGRQgQIFAVAsKN5mmDcKN53M1KgACBcgkIN8olq65wowx7QLhRBlQlCRAgQKBkAeFGyWS5DBBu5MKoCAECBKpCQLjRPG0QbjSPu1kJECBQLgHhRrlk1RVulGEPCDfKgKokAQIECJQsINwomSyXAcKNXBgVIUCAQFUICDeapw3CjeZxNysBAgTKJSDcKJesusKNMuwB4UYZUJUkQIAAgZIFhBslk+UyQLiRC6MiBAgQqAoB4UbztEG40TzuZiVAgEC5BIQb5ZJVV7iRYQ/MnjMvFi1aFN27dl6minAjA6qhBAgQIJCbgHAjN8qSCgk3SuJyMQECBKpaQLjRPO0RbjSPu1kJECBQLgHhRrlk1RVuNGEPzJ03P0aPnxyPP/1COnrLzTaKieNPj149uqY/CzeagGoIAQIECOQuINzInbRRBYUbjWJyEQECBAohINxonjYJN5rH3awECBAol4Bwo1yy6go3mrAHbrlratw7ZVrcMfHs6NixfZw0ekL036BvXDBquHCjCZ6GECBAgEB5BIQb5XFdXVXhxuqEfE+AAIHiCAg3mqdXwo3mcTcrAQIEyiUg3CiXrLrCjSbsgUNPOC/2HDIojj98n3T0I9Oei5HnT4oXn7g1WrVq5cmNJpgaQoAAAQL5Cwg38jdtTEXhRmOUXEOAAIFiCAg3mqdPwo3mcTcrAQIEyiUg3CiXrLrCjSbsgUF7nxjjRx8Xe+w8MB390suvRxJ4/PbBSdGlcyfhRhNMDSFAgACB/AWEG/mbNqaicKMxSq4hQIBAMQSEG83TJ+FG87iblQABAuUSEG6US1Zd4UaJe6Curi4G7HJsXH/pmbHzdlumo1957a3Yf9jYePSeK6Nvn54lVqyey199Y2Hc/uO66lmQlRAgQIBAJoHBgyL22HmNTDUMLk2gri7iJ79YEC++VNo4VxMgQIBA9Qp84+jWsW6fttW7wBa4spdfXRB3398Cb8wtESBAoEYFdt8lYvtti/n/my5YtCTWaNu6RjtXzNtuVZf8Bd9npQLJkxsXjTk+dt9p2/Sa+ic3np1yfXRea01yBAgQIECAAAECBAgQIECAAAECBAgQIECAQIUFhBurAU9eQTV0yKA4biVnblS4X6YjQIAAAQIECBAgQIAAAQIECBAgQIAAAQI1LyDcWM0WuPmuqXHflGlx+8SxsWaH9nHSmKui/wZ944JRw2t+8wAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLNISDcWI363HnzY9SFN8a0Z/6UXjlgkw3juovOiN49uzVHv8xJgEAJAo9Mey4GfXGT6N6183KjXn3jnXjv/Zkx6IubxuIlS2LBgoXRsUP7VVb/w5//K6210WfXLWEVLiVAgAABAsUVWNV/982aPSeefu7FGLrLoGjVqlXMm/9xrNGubbRp02alN/yvWXPimT+8GHvt+qXiolg5AQIECBRaoFL/XbRkSV08Mu33scPAAdGlc6fVmi1atDh+/8e/xfszZ8VuO24da3bssNoxS18w/+MF0aZ162jXzrlBJcG5mACBQgsINxrZvuT/eVuwcFH06tG1kSNcRoBAcwtsPmRY3HndObHVgM8tt5Tb7/9lTPt/7d15nE/V48fxNwZDDGMwyNJkCdklkb6WNqTpq2+WsmSdBlnCMLbsWxi7bGOJFCZkKdlC2ZoiIkYoibIbuzR8H+f4zef3McaM6Svmc73uX8zn3vs553nu43E+977vOWfjNk0L66pN3+1Si07DtGHxOGX2yXDbYrcOHakyJQqpxf9NU3e/68f3I4AAAggg8E8LJNT37dr7i+oG9dGO1eG6ejVGZasH2ZeAqj5d+rbF+mH3AdVv1U87v5xuAxE2BBBAAAEE7rXAveqLrl79S6Web6GIKX1VpGC+BKsZExOj5+uHKMND3sr3cA51a9dAufz9kkTT8O2BKlE0v7q0rp/ocaEDJ6v5GzVVMCB3ovuyAwIIIJCcBQg3knPrUDYEEPifBO403Dh/4ZIOHj6qwvnzJPi2KeHG/9QcHIwAAggg4IECdxpupEiRUrv3HVTeXNmVMUN6wg0PbGuKjAACCDwoAskx3Ijcvkdtuo3SpqUT7OiLv7OZ2QnSpU2jHNmzJHq4uVeeMSpU5UoVTnRfdkAAAQSSswDhRnJuHcqGwAMgsGTlRjvt20PpvbX8y2/kmzmjerZvpGfKl7C1f6N1f1V44nGt2bBNe/cfUuALFfVuxzftFFIRS9fp18NH1fGtunbfP46dUvt3xyp8RBdleCidzA+2xq+9oM3bdruO7d2xiby908h95MaBg0fUbfAUzZnQy/6Q/Gjhas1esFLHT55Rvtz+ertpbVWuUErmAY8ZTmxGcn27I0pVKpZSu2b/Ue5c2R6AlqKKCCCAAALJWeDy5T81emqElq7eLJ8M6fVG7ef0n5r/sn3e0HFzbNH3H/xdGyJ/UOliBTW4e0vlyZVdu6J+1tDxH9n15WK34K5hatmglsqWKGT7PnOOc+cvauO3u+yxQ7oH2b7PfeSGmYrKvDHao31D+3bqb0eOa/C4DxX5/R6lTZtGFcoW1YCuLRS171c7csO8VTpn0Wr7lc3r11TdwKrJmZeyIYAAAgh4mICZVrHfyJn2HtFs5t7N3Gea+7nYcON2fVFCfWpC5zXfY2YFGDz2Q+3/5YhKFs2v7T/ud43cMPedA0bP0patu+1Ux22bvarn//WEjhw9afvQo8dP2anQiz0WYGcfSOw+Oajhy1q/ebv27PtVA7o2V8Sy9SrwyMN6teYzMvfZ6zdtVyafDFq8YoMKF8hr72vNtMxhk+crfM4y25ebmQtq13hG9V+p5mEtTHERQACBGwKEG1wJCCBwXwVmzF2uYe9/rFZvvmJ//H386Rrt2H1AXy0cY8tlAgrzA89MBXXiZLRGTpmv7u0a6t/VK+n9mZ/aH3Kj+7e1+5qgo0aDrtq0ZLz90ep+rAkqRk2JUK93Guvl5yveFG64P5z5YffPavD2AI3s20YBeXPq+537ZOY+fb32s/YBjwk1OrR8zQ7fHT5xrsqXKaqOQXXuqyFfjgACCCCAQJ8RM2yQb/oos/UNm6ngxoG2zzP91w9RP6tt09r2Icf4GQtVvPCjGhjaws7t3fSdodq1doYL8Zna7TSgSzNXsB/32FKPF1C/kGZSQHCpAAAWpUlEQVS3hBum3zUhiQlFgkJGyCtVSlue6PMXtGDZevXs0FjmwY4JN6o9XUZ1A6vYEMQ86Intu2lJBBBAAAEE7oaAucfb9/Nh+1D/0qUrenf4NFWpWNreu8WGG7frixLqUxM6r+nTXnwjxN6r1qlVRUeOnVRIv/dtuGHuLWs2DFXxwgFqXOdFbdn6o8bPWHTjszw5NXb6Ahtm9O3c1L6kYF4oSOw+2TiZl/ly+vvphcrl1H/UBypRJL/eavSyYu+zm9WvYV8c/GzNFvtCw/zJfbXvl8N6pUkPdW3zuooWesSO9Midkxf27sZ1xzkQQODeCxBu3HtzvhEBBNwEzI8u8xbplOEh9q8mhKjynw76bPZQO2oi7tRSA0fP1vkLFzW4e9AdhRvua24MGjNbFy5etg9z3EduuIcb33y/x66/MXFoR1Uo+7i8vP5/UdS4U3Ms+OwrzfpkhRaG96dNEUAAAQQQuG8C5g1Ts96FGTVhRlaYzfRRx06cti8AxO2/VqyLVP9Rs7R+wWg7siKxcMN9vamV679Vv5Ef2JcQ4o7ccA83zBuofr4+6t6+ofyz+rps4psKxIQp/UOa2bdq2RBAAAEEELhbAsdOnNG2nT/p6InTWrX+Wztt4vhBHVzhhvv6T7F90VNliibYp5qy3e68k2YtsTMAmP7VrCvlvubG6TPn1DJkuNbMD5N/thvTRgU26a5KT5awoxkjlq3T/CVrNXdib/vZndwnT3qvkyo9WdzF1ab7qJvCDff7bDNlVa1Godq4eLwy+dx4EZBpqe7WlcZ5EEDgfgoQbtxPfb4bAQRu+dFmSJ6sGaz+XZrrxSrlbgk3zMiO6XM/1xdzhiU53HA/9nbhxrVr1/XehI81Z+Eq2zqmDB2D6tohu3EfDn2xNlJhk+fZsrAhgAACCCBwvwRiH1iYkY6pvbxcxfDP5qsRvVvf0n/tPfCbajfrqS8jRumXQ78nKdxwP/b4qTOuBcXNtFTu4YaZtqPLgEl2ig3zEKdV40DVeblKvA+UXmoUqjZNa6tmtfL3i5DvRQABBBBwmIAZqWBGTZg1JYoUyKvd+36Vd9o09iW2+IL22L7ITK1oQoDb9akJnbfXe+G68udVvdcz2Gq6hxs/7j2oUVMjXDMUmM97D59up30M69Mm0XAjsftk83lC4YYJZKq+1sEVrhBuOOyCpzoIPMAChBsPcONTdQSSg0DcN1IO/3FCL9TvrJmju+mJko/dEm68O2yafj18zL5lYt6MMW/imB+oZotvWir3kRv9wmbaIbhmyozbhRvm4YzZzLoaZnosM3+5mbfUjBQh3EgOVwxlQAABBBCIK2D6rAovt9G8yX30eKFHbgGK23+ZebhDB07WtpVT7QOexu0GJTgtlfvIjdiHOltXTLF9at2gPtqxOlxxww1TiJhr13Tw0B9auf47jQn/REtnDdH58xfttFTub8sSbnBNI4AAAgjcbQEzKqJG1fJ2+mOzTfv4czsVY2LhRqVyxRLsUxM67wfzv7DrSJq1HM3mHm4cPX7ahg+xIyfM52Z9yccfC7AjLxMbuZHYfbI5X1LDjWlhXVW+TJG7Tc/5EEAAgXsqQLhxT7n5MgQQiCtgwo1PV2zQxCHv2Ldcxk1fqE3f/aiVHw23C5iaN0p6d3xTNZ59Shsjd8q8DdMpuJ7qBVa1U2mYH3Bm3lCzEPiUOUvtIuPua24M6tZStZ57yi7a1nXQZAU1qKVGr71w23Dj68idNth47pmySpkypXoOmWrnJ+/ZoRHhBpcvAggggECyFWjZeZjtR00Yn90vs3bvO6itO35Sk3rVbf+V1S+TOgfX0/6DR2Smacz7sL8d1XHp8hU9Uf0tjR3YTiWLFrAPZcznEwZ3cK25Yeby7tLmdR387ajMiwK+mTLa/ROalsqMgqxTq7IeyZNDP/500IYgZl5xs44V4UayvYwoGAIIIOAYATM9YoGAh+0aG4eOHLNTKpr+K7Fww4wiTKhPTei8UfsP6dXmvTS0x1t24W7zMkHYpHm2/7PrYtTvbBfuNutJmumQ2/caqwlD3lHlp0rGG24kdp/s/iJfUsONZh2HqlzJwmr2ek37W8AsLM6GAAIIeKIA4YYnthplRsBBArELncVWyUz/NLxXKxUv8qj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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Categorical Feature\n", "for catCol in ['Language', 'Status']:\n", " fig = px.bar(df_article[catCol].value_counts().reset_index(), x='index', y=catCol, height=400, width=800, title=\"{}'s unique count\".format(catCol), labels={catCol: 'Count', 'index': catCol})\n", " fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### publish distribution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# concat\n", "# df_article['ArticlePublishDate'] = df_article['Year_A'].fillna(0).astype(int).astype(str).str.zfill(4) + '-' + df_article['Month_A'].fillna(0).astype(int).astype(str).str.zfill(2) + '-' + df_article['Day_A'].fillna(0).astype(int).astype(str).str.zfill(2)\n", "df_article['ArticlePublishDate'] = df_article['Year_A'].fillna(0).astype(int).astype(str).str.zfill(4) + '-' + df_article['Month_A'].fillna(0).astype(int).astype(str).str.zfill(2)\n", "df_article['PubMedPublishDate'] = df_article['Year_PM'].fillna(0).astype(int).astype(str).str.zfill(4) + '-' + df_article['Month_PM'].fillna(0).astype(int).astype(str).str.zfill(2)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "ArticlePublishDate=%{x}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for catCol in ['ArticlePublishDate', 'PubMedPublishDate']:\n", " fig = px.line(df_article[df_article[catCol] != '0000-00'][catCol].value_counts().reset_index().sort_values('index'), x='index', y=catCol, height=600, width=1200, title=\"{}'s distribution\".format(catCol), labels={catCol: 'Publish Count', 'index': catCol})\n", " fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### what content 'not' english article includes?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PMIDJournalTitleTitledoiAbstractLanguageYear_AMonth_ADay_AYear_PMMonth_PMDay_PMStatusMeSHMeSH_UIKeywordArticlePublishDatePubMedPublishDate
20831604575Annales de pathologie[Guidelines for the macroscopic management of ...10.1016/j.annpat.2019.05.008Gross examination is an essential step for pat...fre2019.010.08.020191013aheadofprintNaNNaNCancer pulmonaire|Guidelines|Lung cancer|Macro...2019-102019-10
20931604570Bulletin du cancer[Equal access to patient education in oncology...10.1016/j.bulcan.2019.08.015NaNfre2019.010.08.020191013aheadofprintNaNNaNCancer|Chronic disease|Health care inequalitie...2019-102019-10
40331602954Zhongguo Zhong yao za zhi = Zhongguo zhongyao ...[Regulatory effects of glabridin and quercetin...10.19540/j.cnki.cjcmm.20190505.401It is reported that energy metabolism is the c...chiNaNNaNNaN20191012ppublishNaNNaNbreast cancer cell|energy metabolism|glabridin...0000-002019-10
40431602944Zhongguo Zhong yao za zhi = Zhongguo zhongyao ...[A landscape of transcriptome analysis of thre...10.19540/j.cnki.cjcmm.20190701.112Polyporus umbellatus,a traditional Chinese pre...chiNaNNaNNaN20191012ppublishNaNNaNeffective content|growth|sclerotia of Polyporu...0000-002019-10
40531602910Zhongguo Zhong yao za zhi = Zhongguo zhongyao ...[Pharmacodynamic effect and virulent effect of...10.19540/j.cnki.cjcmm.20181119.001To investigate the pharmacodynamic effect and ...chiNaNNaNNaN20191012ppublishNaNNaNADME/T|Tripterygium wilfordii|network pharmaco...0000-002019-10
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" ], "text/plain": [ " PMID JournalTitle \\\n", "208 31604575 Annales de pathologie \n", "209 31604570 Bulletin du cancer \n", "403 31602954 Zhongguo Zhong yao za zhi = Zhongguo zhongyao ... \n", "404 31602944 Zhongguo Zhong yao za zhi = Zhongguo zhongyao ... \n", "405 31602910 Zhongguo Zhong yao za zhi = Zhongguo zhongyao ... \n", "\n", " Title \\\n", "208 [Guidelines for the macroscopic management of ... \n", "209 [Equal access to patient education in oncology... \n", "403 [Regulatory effects of glabridin and quercetin... \n", "404 [A landscape of transcriptome analysis of thre... \n", "405 [Pharmacodynamic effect and virulent effect of... \n", "\n", " doi \\\n", "208 10.1016/j.annpat.2019.05.008 \n", "209 10.1016/j.bulcan.2019.08.015 \n", "403 10.19540/j.cnki.cjcmm.20190505.401 \n", "404 10.19540/j.cnki.cjcmm.20190701.112 \n", "405 10.19540/j.cnki.cjcmm.20181119.001 \n", "\n", " Abstract Language Year_A \\\n", "208 Gross examination is an essential step for pat... fre 2019.0 \n", "209 NaN fre 2019.0 \n", "403 It is reported that energy metabolism is the c... chi NaN \n", "404 Polyporus umbellatus,a traditional Chinese pre... chi NaN \n", "405 To investigate the pharmacodynamic effect and ... chi NaN \n", "\n", " Month_A Day_A Year_PM Month_PM Day_PM Status MeSH MeSH_UI \\\n", "208 10.0 8.0 2019 10 13 aheadofprint NaN NaN \n", "209 10.0 8.0 2019 10 13 aheadofprint NaN NaN \n", "403 NaN NaN 2019 10 12 ppublish NaN NaN \n", "404 NaN NaN 2019 10 12 ppublish NaN NaN \n", "405 NaN NaN 2019 10 12 ppublish NaN NaN \n", "\n", " Keyword ArticlePublishDate \\\n", "208 Cancer pulmonaire|Guidelines|Lung cancer|Macro... 2019-10 \n", "209 Cancer|Chronic disease|Health care inequalitie... 2019-10 \n", "403 breast cancer cell|energy metabolism|glabridin... 0000-00 \n", "404 effective content|growth|sclerotia of Polyporu... 0000-00 \n", "405 ADME/T|Tripterygium wilfordii|network pharmaco... 0000-00 \n", "\n", " PubMedPublishDate \n", "208 2019-10 \n", "209 2019-10 \n", "403 2019-10 \n", "404 2019-10 \n", "405 2019-10 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_article[df_article['Language'] != 'eng'].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How many nan do articles include?\n", "- PMID is require column.\n", "- There are scarcely user identify ID(ORCID)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " PMID JournalTitle Title doi Abstract Language Year_A \\\n", "False 1.0 1.0 0.994961 0.977648 0.920882 1.0 0.818336 \n", "True 0.0 0.0 0.005039 0.022352 0.079118 0.0 0.181664 \n", "\n", " Month_A Day_A Year_PM ... Status MeSH MeSH_UI Keyword \\\n", "False 0.818336 0.818336 1.0 ... 1.0 0.531469 0.531469 0.648765 \n", "True 0.181664 0.181664 0.0 ... 0.0 0.468531 0.468531 0.351235 \n", "\n", " ArticlePublishDate PubMedPublishDate authorId name identifier \\\n", "False 1.0 1.0 0.999396 0.999396 0.074503 \n", "True 0.0 0.0 0.000604 0.000604 0.925497 \n", "\n", " identifierSource \n", "False 0.074503 \n", "True 0.925497 \n", "\n", "[2 rows x 22 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# False: not nan, True: is nan, values are percent\n", "pd.merge(df_article, df_author, on='PMID', how='left').isnull().apply(lambda col: col.value_counts(), axis=0).fillna(0).astype(np.float).apply(lambda col: col/col.sum(), axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How many authors in each articles?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "authorId=%{x}
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"text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for catCol in ['authorId']:\n", " fig = px.bar(df_author.groupby('PMID', as_index=False).count()[catCol].value_counts().reset_index(), x='index', y=catCol, height=600, width=1600, title=\"How many authors in each articles?\".format(catCol), labels={catCol: 'Count', 'index': catCol})\n", " fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Is MeSH or Keyword NaN?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0
False0.861903
True0.138097
\n", "
" ], "text/plain": [ " 0\n", "False 0.861903\n", "True 0.138097" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# False: not nan, True: is nan, values are percent\n", "pd.DataFrame(pd.DataFrame(df_article['MeSH'].fillna('').astype(str) + df_article['Keyword'].fillna('').astype(str))[0] == '').apply(lambda col: col.value_counts(), axis=0).fillna(0).astype(np.float).apply(lambda col: col/col.sum(), axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clustering" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "df_article['allText'] = df_article['Title'].fillna('') + df_article['Abstract'].fillna('') + df_article['MeSH'].fillna('') + df_article['Keyword'].fillna('')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "tfidf = TfidfVectorizer(\n", " min_df = 5,\n", " max_df = 0.95,\n", " max_features = 8000,\n", " stop_words = 'english'\n", ")\n", "\n", "tfidf.fit(df_article.allText)\n", "text = tfidf.fit_transform(df_article.allText)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit 10 clusters\n", "Fit 20 clusters\n", "Fit 30 clusters\n", "Fit 40 clusters\n", "Fit 50 clusters\n", "Fit 60 clusters\n", "Fit 70 clusters\n", "Fit 80 clusters\n", "Fit 90 clusters\n", "Fit 100 clusters\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Finding Optimal Clusters¶\n", "https://www.kaggle.com/jbencina/clustering-documents-with-tfidf-and-kmeans\n", "\"\"\"\n", "def find_optimal_clusters(data, max_k):\n", " iters = range(10, max_k+1, 10)\n", " \n", " sse = []\n", " for k in iters:\n", " sse.append(MiniBatchKMeans(n_clusters=k, init_size=1024, batch_size=2048, random_state=20).fit(data).inertia_)\n", " print('Fit {} clusters'.format(k))\n", " \n", " f, ax = plt.subplots(1, 1)\n", " ax.plot(iters, sse, marker='o')\n", " ax.set_xlabel('Cluster Centers')\n", " ax.set_xticks(iters)\n", " ax.set_xticklabels(iters)\n", " ax.set_ylabel('SSE')\n", " ax.set_title('SSE by Cluster Center Plot')\n", " \n", "find_optimal_clusters(text, 100)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Clustring\n", "clusters = MiniBatchKMeans(n_clusters=80, init_size=1024, batch_size=2048, random_state=20).fit_predict(text)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(337416, 8000)\n", "337416\n" ] } ], "source": [ "print(text.shape)\n", "print(len(clusters))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PMIDJournalTitleTitledoiAbstractLanguageYear_AMonth_ADay_AYear_PM...StatusMeSHMeSH_UIKeywordArticlePublishDatePubMedPublishDateallTexttsne_xtsne_ycluster
3208531354359Cancer management and researchSinonasal/nasopharyngeal pleomorphic adenoma a...10.2147/CMAR.S198942NaNeng2019.06.017.02019...epublishNaNNaNcarcinoma ex- pleomorphic adenoma|endoscopic|n...2019-062019-07Sinonasal/nasopharyngeal pleomorphic adenoma a...-9.45422626.02380453
11678230690027Experimental cell researchNotch1 inhibition enhances DNA damage induced ...10.1016/j.yexcr.2019.01.014The expression of Notch1 plays an important ro...eng2019.01.026.02019...ppublishNaNNaNATM|Apoptosis|Cervical cancer|Cisplatin|DNA da...2019-012019-01Notch1 inhibition enhances DNA damage induced ...-48.622681-6.09626070
3594031323930VaccinesFrom Vaccine Vector to Oncomodulation: Underst...10.3390/vaccines7030062Cytomegalovirus (CMV) is a herpesvirus that es...eng2019.07.09.02019...epublishNaNNaNanti-tumor immunity|cancer vaccines|cytomegalo...2019-072019-07From Vaccine Vector to Oncomodulation: Underst...-3.073254-9.25789453
25340129673046Diabetes/metabolism research and reviewsNewly diagnosed type 2 diabetes may serve as a...10.1002/dmrr.3018Pancreatic cancer has an extremely highly case...eng2018.06.017.02018...ppublishAdult|Biomarkers, Tumor|Diabetes Mellitus, Typ...D000328|D014408|D003924|D018450|D055088|D00526...early detection|newly diagnosed diabetes|pancr...2018-062018-04Newly diagnosed type 2 diabetes may serve as a...37.316956-39.62768667
3209431354350Cancer management and researchBioinformatics analysis of dysregulated microR...10.2147/CMAR.S201335NaNeng2019.06.012.02019...epublishNaNNaNbreast cancer|chemoresistance|docetaxel|exosom...2019-062019-07Bioinformatics analysis of dysregulated microR...50.3816803.60861810
\n", "

5 rows × 22 columns

\n", "
" ], "text/plain": [ " PMID JournalTitle \\\n", "32085 31354359 Cancer management and research \n", "116782 30690027 Experimental cell research \n", "35940 31323930 Vaccines \n", "253401 29673046 Diabetes/metabolism research and reviews \n", "32094 31354350 Cancer management and research \n", "\n", " Title \\\n", "32085 Sinonasal/nasopharyngeal pleomorphic adenoma a... \n", "116782 Notch1 inhibition enhances DNA damage induced ... \n", "35940 From Vaccine Vector to Oncomodulation: Underst... \n", "253401 Newly diagnosed type 2 diabetes may serve as a... \n", "32094 Bioinformatics analysis of dysregulated microR... \n", "\n", " doi \\\n", "32085 10.2147/CMAR.S198942 \n", "116782 10.1016/j.yexcr.2019.01.014 \n", "35940 10.3390/vaccines7030062 \n", "253401 10.1002/dmrr.3018 \n", "32094 10.2147/CMAR.S201335 \n", "\n", " Abstract Language Year_A \\\n", "32085 NaN eng 2019.0 \n", "116782 The expression of Notch1 plays an important ro... eng 2019.0 \n", "35940 Cytomegalovirus (CMV) is a herpesvirus that es... eng 2019.0 \n", "253401 Pancreatic cancer has an extremely highly case... eng 2018.0 \n", "32094 NaN eng 2019.0 \n", "\n", " Month_A Day_A Year_PM ... Status \\\n", "32085 6.0 17.0 2019 ... epublish \n", "116782 1.0 26.0 2019 ... ppublish \n", "35940 7.0 9.0 2019 ... epublish \n", "253401 6.0 17.0 2018 ... ppublish \n", "32094 6.0 12.0 2019 ... epublish \n", "\n", " MeSH \\\n", "32085 NaN \n", "116782 NaN \n", "35940 NaN \n", "253401 Adult|Biomarkers, Tumor|Diabetes Mellitus, Typ... \n", "32094 NaN \n", "\n", " MeSH_UI \\\n", "32085 NaN \n", "116782 NaN \n", "35940 NaN \n", "253401 D000328|D014408|D003924|D018450|D055088|D00526... \n", "32094 NaN \n", "\n", " Keyword ArticlePublishDate \\\n", "32085 carcinoma ex- pleomorphic adenoma|endoscopic|n... 2019-06 \n", "116782 ATM|Apoptosis|Cervical cancer|Cisplatin|DNA da... 2019-01 \n", "35940 anti-tumor immunity|cancer vaccines|cytomegalo... 2019-07 \n", "253401 early detection|newly diagnosed diabetes|pancr... 2018-06 \n", "32094 breast cancer|chemoresistance|docetaxel|exosom... 2019-06 \n", "\n", " PubMedPublishDate allText \\\n", "32085 2019-07 Sinonasal/nasopharyngeal pleomorphic adenoma a... \n", "116782 2019-01 Notch1 inhibition enhances DNA damage induced ... \n", "35940 2019-07 From Vaccine Vector to Oncomodulation: Underst... \n", "253401 2018-04 Newly diagnosed type 2 diabetes may serve as a... \n", "32094 2019-07 Bioinformatics analysis of dysregulated microR... \n", "\n", " tsne_x tsne_y cluster \n", "32085 -9.454226 26.023804 53 \n", "116782 -48.622681 -6.096260 70 \n", "35940 -3.073254 -9.257894 53 \n", "253401 37.316956 -39.627686 67 \n", "32094 50.381680 3.608618 10 \n", "\n", "[5 rows x 22 columns]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# random sampling size\n", "RANDOM_SAMPLING_SIZE = 3000\n", "\n", "# random sampling\n", "random_idx = np.random.choice(range(text.shape[0]), size=RANDOM_SAMPLING_SIZE, replace=False)\n", "\n", "# t-sne(with random sampling pca)\n", "tsne = TSNE(random_state=RANDOM_STATE).fit_transform(PCA(n_components=50, random_state=RANDOM_STATE).fit_transform(text[random_idx,:].todense()))\n", "\n", "# random sampling df\n", "df_article_tsne = df_article.iloc[random_idx]\n", "\n", "# horizontal concat\n", "df_article_tsne = df_article.iloc[random_idx].copy()\n", "df_article_tsne['tsne_x'] = tsne[:, 0]\n", "df_article_tsne['tsne_y'] = tsne[:, 1]\n", "df_article_tsne['cluster'] = clusters[random_idx]\n", "df_article_tsne.head()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ "Sinonasal/nasopharyngeal pleomorphic adenoma and carcinoma ex pleomorphic adenoma: a report of 17 surgical cases combined with a literature review.", 31354359 ], [ "Notch1 inhibition enhances DNA damage induced by cisplatin in cervical cancer.", 30690027 ], [ "From Vaccine Vector to Oncomodulation: Understanding the Complex Interplay between CMV and Cancer.", 31323930 ], 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DOI: 10.1089/cbr.2014.1653 and Cancer Biother Radiopharm 2014;29(10):451-456. DOI: 10.1089/cbr.2014.1698.", 31329732 ], [ "PDGFR and IGF-1R Inhibitors Induce a G2/M Arrest and Subsequent Cell Death in Human Glioblastoma Cell Lines.", 30200644 ], [ "Lung Cancer Screening and Epigenetics in African Americans: The Role of the Socioecological Framework.", 30915271 ], [ "Diagnostic and prognostic contribution of targeted NGS in patients with triple-negative myeloproliferative neoplasms.", 31321810 ], [ "Author Correction: Iron restriction inside macrophages regulates pulmonary host defense against Rhizopus species.", 30467313 ], [ "Preclinical assessment of transiently TCR redirected T cells for solid tumour immunotherapy.", 31214732 ], [ "Self-Perceived Pain in Chinese Patients With Cancer.", 31555179 ], [ "LncRNA SNHG6 promotes chemoresistance through ULK1-induced autophagy by sponging miR-26a-5p in colorectal cancer cells.", 31516391 ], [ "Deoxyribozyme-based DNA Machines for Cancer Therapy.", 31553102 ], [ "Immunization with tumor neoantigens displayed on T7 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30010204 ], [ "Clinical Features and Prognosis of Pulmonary Lymphoepithelioma-like Carcinoma: Summary of Eighty-five Cases.", 30683631 ], [ "Distinct behavior of myelomonocytic cells and CD8 T cells underlies the hepatic response to ", 29862325 ], [ "Choroidal Ganglioneuronal Hamartoma in Neurofibromatosis Type-1.", 30452769 ], [ "Exploiting yoeB-yefM toxin-antitoxin system of Streptococcus pneumoniae on the selective killing of miR-21 overexpressing breast cancer cell line (MCF-7).", 31541457 ], [ "Early-onset childhood atopic dermatitis is related to NLRP2 repression.", 29233739 ], [ "SHP1 and SHP2 inhibition enhances the pro-differentiative effect of phorbol esters: an alternative approach against acute myeloid leukemia.", 30764849 ], [ "CDC25A Facilitates Chemo-resistance in Ovarian Cancer Multicellular Spheroids by Promoting E-cadherin Expression and Arresting Cell Cycles.", 31281464 ], [ "Liver Cancer in Guatemala: An Analysis of Mortality and Incidence Trends From 2012 to 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Children with Symptomatic Optic Pathway Gliomas Who Received Surgery.", 28986229 ], [ "Accelerated bottom-up drug design platform enables the discovery of novel stearoyl-CoA desaturase 1 inhibitors for cancer therapy.", 29416592 ], [ "Time to Track Health Outcomes of Smoke-Free Multiunit Housing.", 29246676 ], [ "Preclinical Evaluation of Discorhabdins in Antiangiogenic and Antitumor Models.", 30029505 ], [ "Mohs Appropriate Use Criteria for Superficial Basal Cell Carcinoma.", 30725085 ], [ "Pertuzumab and trastuzumab with or without metronomic chemotherapy for older patients with HER2-positive metastatic breast cancer (EORTC 75111-10114): an open-label, randomised, phase 2 trial from the Elderly Task Force/Breast Cancer Group.", 29433963 ], [ "Primary cardiac osteosarcoma: A rare cause of chest pain in a young man.", 30950453 ], [ "A systems immunology approach identifies the collective impact of 5 miRs in Th2 inflammation.", 29875322 ], [ "Control-coping goodness-of-fit and chronic 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter visualize\n", "fig = px.scatter(\n", " df_article_tsne, \n", " x=\"tsne_x\", \n", " y=\"tsne_y\", \n", " color=\"cluster\",\n", " height=1200,\n", " # size='petal_length', \n", " color_continuous_scale=px.colors.sequential.Plasma,\n", " hover_data=['Title', 'PMID']\n", ")\n", "fig.update_layout(\n", " showlegend=False\n", ") \n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "def get_top_keywords(data, clusters, labels, n_terms):\n", " df = pd.DataFrame(data.todense()).groupby(clusters).mean()\n", " clusterTexts = []\n", " \n", " for i,r in df.iterrows():\n", " top_keywords = ','.join([labels[t] for t in np.argsort(r)[-n_terms:]])\n", " clusterTexts.append(top_keywords)\n", "# print('\\nCluster {}'.format(i))\n", "# print(top_keywords)\n", " return clusterTexts\n", "\n", "clusterTexts = get_top_keywords(text, clusters, tfidf.get_feature_names(), 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### find seeds" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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num_articleskeywords
481cell,adhesion,metastatic,integrin,sponge,parag...
511prospective,limb,shoulder,circumference,01,lym...
491reaching,mtx,hd,progression,pcnsl,patients,yea...
312persons,cancer,malignant,history,cancers,disea...
5042tumour,nanomedicine,regulates,reproducibility,...
65530cells,ferritin,cancer,nanoparticles,ferroptosi...
62547malignant,diagnosis,rare,case,tumors,ovarian,t...
60896apparent,adc,coefficient,dwi,mri,magnetic,reso...
59915therapy,adoptive,cd19,receptor,immunotherapy,c...
33929factors,heparin,cancer,anticoagulants,patients...
61965body,smooth,atrophy,cancer,wasting,mass,cachex...
401054eus,cytology,endoscopic,fna,ultrasound,guided,...
81088metastasis,tumor,cells,proliferation,cell,mir,...
421218recurrence,robotic,assisted,cancer,rp,robot,pr...
281331neoplasms,tumor,gi,tract,imatinib,gists,tumors...
551400cell,acetylation,hdac,lysine,inhibitors,methyl...
711432genes,variants,genetic,cancer,germline,breast,...
741452tumor,proliferation,expression,cancer,cells,ce...
571460therapy,adt,receptor,cancer,resistant,deprivat...
661482net,aged,somatostatin,tumor,carcinoma,neoplasm...
71643patients,growth,erbb,epidermal,cancer,receptor...
381783proteins,mtor,protein,autophagic,induced,cance...
691876advanced,response,locally,breast,cancer,chemor...
561890aged,bone,sts,kaposi,synovial,sarcomas,ewing,t...
161904cancer,snps,susceptibility,single,risk,associa...
471919angiogenic,cell,tumor,cells,factor,growth,vegf...
322018cells,dexamethasone,cell,bone,lenalidomide,pat...
182032oncology,molecular,genomic,clinical,cancer,seq...
112033growth,non,receptor,kinase,mutation,small,nscl...
682079neoplasms,patients,stage,colorectal,tumor,cell...
.........
233644iodine,follicular,thyroidectomy,differentiated...
633726tumor,mouth,aged,cancer,scc,oscc,cell,oral,car...
273760tumor,aged,patients,cell,cutaneous,uveal,metas...
204087cancer,tumor,cells,imaging,photodynamic,nps,go...
344114rituximab,aged,follicular,patients,dlbcl,large...
304312eoc,female,neoplasms,tumor,chemotherapy,cell,s...
784466adenocarcinoma,aged,endoscopic,patients,helico...
134592stereotactic,cancer,treatment,dose,planning,in...
674810survival,patients,neoplasms,tumor,pancreas,ade...
414848image,mr,aged,neoplasms,prostate,contrast,mri,...
704898tumor,genome,cells,cancer,cell,replication,dam...
354937services,oncology,quality,life,patients,patien...
45092synthesis,molecular,drug,anticancer,agents,cel...
375232microrna,micrornas,cells,cancer,proliferation,...
265302inhibitors,microenvironment,immunity,cell,canc...
145363survival,expression,tumor,hepatitis,patients,s...
195724doxorubicin,systems,cells,dox,tumor,release,ca...
645759cells,patients,lymphocytic,cell,chronic,lympho...
215889biopsy,psa,castration,specific,men,antigen,pca...
396651metastatic,risk,aged,expression,tumor,neoplasm...
127341minimally,complications,procedures,postoperati...
17565genome,rnas,regulation,cell,analysis,cancer,ge...
38226cells,molecular,domain,signaling,inhibitors,ce...
29760aged,carcinoma,adenocarcinoma,patients,nsclc,c...
7311366survival,factors,male,female,risk,middle,adult...
1711692cells,mitochondrial,oxidative,inflammatory,can...
1012676aged,mastectomy,negative,neoplasms,patients,ri...
3616010patient,medical,risk,survivors,clinical,patien...
918508human,mice,stem,proliferation,expression,apopt...
5342627study,treatment,diagnosis,disease,neoplasms,tu...
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80 rows × 2 columns

\n", "
" ], "text/plain": [ " num_articles keywords\n", "48 1 cell,adhesion,metastatic,integrin,sponge,parag...\n", "51 1 prospective,limb,shoulder,circumference,01,lym...\n", "49 1 reaching,mtx,hd,progression,pcnsl,patients,yea...\n", "31 2 persons,cancer,malignant,history,cancers,disea...\n", "50 42 tumour,nanomedicine,regulates,reproducibility,...\n", "65 530 cells,ferritin,cancer,nanoparticles,ferroptosi...\n", "62 547 malignant,diagnosis,rare,case,tumors,ovarian,t...\n", "60 896 apparent,adc,coefficient,dwi,mri,magnetic,reso...\n", "59 915 therapy,adoptive,cd19,receptor,immunotherapy,c...\n", "33 929 factors,heparin,cancer,anticoagulants,patients...\n", "61 965 body,smooth,atrophy,cancer,wasting,mass,cachex...\n", "40 1054 eus,cytology,endoscopic,fna,ultrasound,guided,...\n", "8 1088 metastasis,tumor,cells,proliferation,cell,mir,...\n", "42 1218 recurrence,robotic,assisted,cancer,rp,robot,pr...\n", "28 1331 neoplasms,tumor,gi,tract,imatinib,gists,tumors...\n", "55 1400 cell,acetylation,hdac,lysine,inhibitors,methyl...\n", "71 1432 genes,variants,genetic,cancer,germline,breast,...\n", "74 1452 tumor,proliferation,expression,cancer,cells,ce...\n", "57 1460 therapy,adt,receptor,cancer,resistant,deprivat...\n", "66 1482 net,aged,somatostatin,tumor,carcinoma,neoplasm...\n", "7 1643 patients,growth,erbb,epidermal,cancer,receptor...\n", "38 1783 proteins,mtor,protein,autophagic,induced,cance...\n", "69 1876 advanced,response,locally,breast,cancer,chemor...\n", "56 1890 aged,bone,sts,kaposi,synovial,sarcomas,ewing,t...\n", "16 1904 cancer,snps,susceptibility,single,risk,associa...\n", "47 1919 angiogenic,cell,tumor,cells,factor,growth,vegf...\n", "32 2018 cells,dexamethasone,cell,bone,lenalidomide,pat...\n", "18 2032 oncology,molecular,genomic,clinical,cancer,seq...\n", "11 2033 growth,non,receptor,kinase,mutation,small,nscl...\n", "68 2079 neoplasms,patients,stage,colorectal,tumor,cell...\n", ".. ... ...\n", "23 3644 iodine,follicular,thyroidectomy,differentiated...\n", "63 3726 tumor,mouth,aged,cancer,scc,oscc,cell,oral,car...\n", "27 3760 tumor,aged,patients,cell,cutaneous,uveal,metas...\n", "20 4087 cancer,tumor,cells,imaging,photodynamic,nps,go...\n", "34 4114 rituximab,aged,follicular,patients,dlbcl,large...\n", "30 4312 eoc,female,neoplasms,tumor,chemotherapy,cell,s...\n", "78 4466 adenocarcinoma,aged,endoscopic,patients,helico...\n", "13 4592 stereotactic,cancer,treatment,dose,planning,in...\n", "67 4810 survival,patients,neoplasms,tumor,pancreas,ade...\n", "41 4848 image,mr,aged,neoplasms,prostate,contrast,mri,...\n", "70 4898 tumor,genome,cells,cancer,cell,replication,dam...\n", "35 4937 services,oncology,quality,life,patients,patien...\n", "4 5092 synthesis,molecular,drug,anticancer,agents,cel...\n", "37 5232 microrna,micrornas,cells,cancer,proliferation,...\n", "26 5302 inhibitors,microenvironment,immunity,cell,canc...\n", "14 5363 survival,expression,tumor,hepatitis,patients,s...\n", "19 5724 doxorubicin,systems,cells,dox,tumor,release,ca...\n", "64 5759 cells,patients,lymphocytic,cell,chronic,lympho...\n", "21 5889 biopsy,psa,castration,specific,men,antigen,pca...\n", "39 6651 metastatic,risk,aged,expression,tumor,neoplasm...\n", "12 7341 minimally,complications,procedures,postoperati...\n", "1 7565 genome,rnas,regulation,cell,analysis,cancer,ge...\n", "3 8226 cells,molecular,domain,signaling,inhibitors,ce...\n", "2 9760 aged,carcinoma,adenocarcinoma,patients,nsclc,c...\n", "73 11366 survival,factors,male,female,risk,middle,adult...\n", "17 11692 cells,mitochondrial,oxidative,inflammatory,can...\n", "10 12676 aged,mastectomy,negative,neoplasms,patients,ri...\n", "36 16010 patient,medical,risk,survivors,clinical,patien...\n", "9 18508 human,mice,stem,proliferation,expression,apopt...\n", "53 42627 study,treatment,diagnosis,disease,neoplasms,tu...\n", "\n", "[80 rows x 2 columns]" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_article['cluster'] = clusters\n", "df_cluster = pd.DataFrame(df_article.groupby('cluster', as_index=False).count().sort_values('cluster')['PMID'].values, columns=['num_articles'])\n", "df_cluster['keywords'] = clusterTexts\n", "df_cluster.sort_values('num_articles')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }