获取Avrix上Computer Vision and Pattern Recognition的论文,进一步进行统计分析。

此文主要记录我在18年寒假期间,收集Avrix论文的总结

寒假生活题外

  在寒假期间,爸妈每天让我每天跟着他们6点起床,一起吃早点收拾,每天7点也就都收拾差不多。
  早晨的时光是人最清醒的时刻,而且到十点左右才开始帮忙做中午饭,中间这么大把的时光,我就来做做自己喜欢的事情。小外甥女也回来,但她每天只有10点起床后才跟我玩,真希望她能早起背背古诗文。

概述

  整个项目由数据采集(Python),数据存储(Mysql),数据可视化(C#)组成。
  数据采集主要负责从网络上,获取Avrix的论文基本信息与论文下载地址。将其存储至MySQL,此过程中将分析Avrix上网页的结构,依靠依然是Chrome进行。
  数据存储食用的MySQL,其实我蛮想用SqlServer的,之前的东家是SqlServer,操作极其稳定与简单,速度很快,功能很全。新东家节约成本给我们多发点工资,用起来MySql了,使用了一段时间,大体上差不多,数据转存备份比转存比SqlServer复杂一些。
  数据可视化,目前做的部分是C#编译的一个查询界面,可以查询到相应的论文,可以从数据库中检索出论文,并链接指向的PDF文件,使用系统默认软件打开PDF。

分项陈述

pyhon数据采集部分

  直接上代码

# -*- coding:utf-8 -*-

#作者:Qt.chao
#时间:2018/02/20
#综述:从Cornell University的图书馆Arvix主页上,获取计算机领域Computer Vision and Pattern Recognition的相关论文

import urllib.request
import pymysql
from bs4 import BeautifulSoup
import requests
import time
import re
import os

# 数据库连接基础类
class Conn_Mssql:
    #查询Mysql使用sql语句
    def Select_mssql(strsql):
        #数据库连接信息
        conn = pymysql.connect("localhost", "**username**", "**password**", "internetdaq", charset="utf8")
        cur = conn.cursor()
        cur.execute(strsql)
        return cur
    #插入与更新sql语句使用
    def InsertOrUpdate_mssql(strsql):
        # 数据库连接信息
        conn = pymysql.connect("localhost", "**username**", "**password**", "internetdaq", charset="utf8")
        cur = conn.cursor()
        cur.execute(strsql)
        conn.commit()
        conn.close()
        return cur


#获取网络信息中的信息,并存储
class Get_HttpMessage:
    # 下载文件函数(根据连接地址,下载至D:StorePDF目录下)
    def getFile(url):
        try:
            file_name = url.split('/')[-1]
            file_path = "StorePDF\"+file_name
            u = urllib.request.urlopen(url)
        except :
            print(url, "url file not found")
            return
        block_sz = 90192
        with open(file_path, 'wb') as f:
            while True:
                buffer = u.read(block_sz)
                if buffer:
                    f.write(buffer)
                else:
                    break
        # 成功获取下载并打印下载信息
        print("Sucessful to download" + " " + file_name)
    # 获取文章中的PDF文档链接地址并下载
    def getPaperFile(url,file_name,path):
        try:
            file_name = url.split('/')[-1]
            file_path = path +"\"+file_name
            u = urllib.request.urlopen(url)
        except :
            print(url, "url file not found")
            return
        block_sz = 901920
        with open(file_path, 'wb') as f:
            while True:
                buffer = u.read(block_sz)
                if buffer:
                    f.write(buffer)
                else:
                    break
        print("Sucessful to download" + " " + file_name)

    # 从页面中获取论文数据(PDF下载地址与论文的标题等信息)
    def startGet(strUrl):
        print('start')
        # 链接的APPM网络
        url = strUrl
        request = urllib.request.Request(url)
        response = urllib.request.urlopen(request)
        data = response.read()
        soup = BeautifulSoup(data, "lxml")
        for link1 in soup.find_all(id=re.compile("dlpage")):
            for linklist in link1.find_all("dl"):
                # 论文连接地址相关的信息
                linklistLpdf = linklist.find_all("dt")
                # 论文标题作者等相关信息
                linklistLName = linklist.find_all("dd")

                # 节点信息长度
                cont_pdf = len(linklistLpdf)
                cont_Name = len(linklistLName)

                if cont_pdf == cont_Name :
                    for linkNum in range(0,(cont_Name)):
                        onepdf = linklistLpdf[linkNum].find_all(href=re.compile("pdf"))

                        if len(onepdf)>0 :
                            # PDF下载的连接地址
                            pdfurl ="https://arxiv.org"+ (onepdf[0])['href']+".pdf"

                            # 文章的详细信息链接地址
                            paper_DetailUrls = linklistLpdf[linkNum].find_all(href=re.compile("abs"))
                            paper_DetailUrl = "https://arxiv.org" + (paper_DetailUrls[0])['href']

                            # 包含论文题目,作者,摘要的节点
                            oneNames = linklistLName[linkNum].find_all(class_="meta")

                            # Paper的编号信息
                            oneName = paper_DetailUrls[0].get_text().replace("'","^",999)

                            # 文章的标题
                            Paper_Titles = oneNames[0].find_all(class_="list-title mathjax")
                            Paper_Title = Paper_Titles[0].get_text().replace("'","^",999)

                            # 文章的作者
                            Paper_Authors = oneNames[0].find_all(class_="list-authors")
                            Paper_Author =""
                            for Paper_Authorlist in Paper_Authors[0].find_all("a"):
                                Paper_Author =Paper_Author +Paper_Authorlist.get_text()+"|"
                            Paper_Author = Paper_Author.replace("'","^",999)
                            Paper_Author = Paper_Author[:-1]

                            # 获取摘要信息
                            time.sleep(5)
                            request2 = urllib.request.Request(paper_DetailUrl)
                            response2 = urllib.request.urlopen(request2)
                            data2 = response2.read()
                            soup2= BeautifulSoup(data2, "lxml")
                            Paper_ABSTRACTS = soup2.find_all(class_="abstract mathjax")
                            if len(Paper_ABSTRACTS)>0 :
                                Paper_ABSTRACT = Paper_ABSTRACTS[0].get_text().replace("'", "^", 999)
                            else:
                                Paper_ABSTRACT = ""
                            # 分类信息
                            PAPER_SUBJECT = ""
                            PAPER_SUBJECTs = soup2.find_all(class_="tablecell subjects")
                            if len(PAPER_SUBJECTs)>0 :
                                PAPER_SUBJECT = PAPER_SUBJECTs[0].get_text().replace("'", "^", 999)
                            else:
                                PAPER_SUBJECT = ""

                            # 获取网页的详细内容信息
                            Paper_Detail = soup2.prettify().replace("'","^",999)
                            Paper_Detail = Paper_Detail.replace("-->","  -->",999)

                            strSQL= "CALL SaveTheCornellUniversityPaper(0,'"+oneName+"','" + Paper_Detail + "','"+pdfurl+"',0,'" + Paper_Title + "','" + Paper_Author + "','" + Paper_ABSTRACT + "','" + PAPER_SUBJECT + "')"
                            strSQL = strSQL.encode('utf8')
                            try:
                                # 存储地址信息
                                Conn_Mssql.InsertOrUpdate_mssql(strSQL)
                                # Get_HttpMessage.getFile(pdfurl)
                                time.sleep(4)
                                print('母页面MySQL存储成功')
                            except:
                                print(strSQL)
                                print('母页面MySQL存储失败')

                             time.sleep(5)
    # 从主界面获取主界面与分界面的连接信息
    def selectUrl(strUrl):
        print(strUrl)
        Get_HttpMessage.startGet(strUrl)
        request = urllib.request.Request(strUrl)
        response = urllib.request.urlopen(request)
        data = response.read()
        soup = BeautifulSoup(data, "lxml")
        for link1 in soup.find_all(id=re.compile("dlpage")):
            linklists = link1.find_all("small")
            for linkUrl in linklists[0].find_all("a"):
                oneUrl = "https://arxiv.org" + linkUrl["href"]
                print(oneUrl)
                Get_HttpMessage.startGet(oneUrl)
    # 从数据库中获取链接地址,下载论文
    def DownlooadPDFFromMysql(str= ""):
        urlRows = Conn_Mssql.Select_mssql("SELECT TILE_NAME ,URL from cornell_paper WHERE FLAGE = 0 order BY UID DESC  ;")
        for urlRow in urlRows:
            try:
                Get_HttpMessage.getPaperFile(urlRow[1],urlRow[0]+".pdf","D:\CornellLibrary")
                urlRowfiles =urlRow[0].split(":")
                urlRowfile = urlRowfiles[1]
                charFILE_PATH = "D:\\CornellLibrary\\"+urlRowfile+".pdf"
                strsql = "UPDATE cornell_paper SET FLAGE = 1 , FILE_PATH = '"+ charFILE_PATH +"' WHERE URL = '"+urlRow[1]+"'"
                
                Conn_Mssql.InsertOrUpdate_mssql(strsql)
                print("下载成功"+ charFILE_PATH )
            except:
                print("下载失败")
            finally:
                time.sleep(3)
# 程序入口
# Arvix相关主页的链接地址
MainUrl = '网络地址'
#  从网页中抓取相关数据信息
Get_HttpMessage.selectUrl(MainUrl)
# 从MySQL数据库中下载论文
Get_HttpMessage.DownlooadPDFFromMysql()

如上即我采集Arvix主页上Computer Vision and Pattern Recognition相关信息信相关信息信,先将网页信息逐个解析,分类存储。将网页的信息存储后,从数据库中,按照标志位,根据下载地址信息,下载相应论文。

MySQL数据存储部分

在整个采集的过程中,是将数据存储在一数据库的一张表中,数据库名称为internetdaq,表(cornell_paper)的结构是:

字段说明 字段名 字段类型
自增无重复编号 UID bigint(20)
保存时间 SAVE_TIME datetime
标题名称 TILE_NAME varchar(200)
存储类型 TYPE int(11)
网页内详细信息 PAGE_DETAIL text
标志位 FLAGE int(11)
文章下载连接地址 URL varchar(255)
文章题目 PAPER_TITLE varchar(1500)
文章作者 PAPER_AUTHOR varchar(500)
文章摘要 PAPER_ABSTRACT varchar(6000)
文章分类 PAPER_SUBJECT varchar(500)
文件路径 FILE_PATH varchar(300)

数据库表结构SQL语句为:

DROP TABLE IF EXISTS `cornell_paper`;
CREATE TABLE `cornell_paper` (
  `UID` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '自增无重复编号',
  `SAVE_TIME` datetime DEFAULT NULL ON UPDATE CURRENT_TIMESTAMP COMMENT '保存时间',
  `TILE_NAME` varchar(200) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '标题名称',
  `TYPE` int(11) DEFAULT NULL COMMENT '存储类型',
  `PAGE_DETAIL` text COLLATE utf8_unicode_ci COMMENT '网页内详细信息',
  `FLAGE` int(11) DEFAULT NULL COMMENT '标志位',
  `URL` varchar(255) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文章下载连接地址',
  `PAPER_TITLE` varchar(1500) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文章题目',
  `PAPER_AUTHOR` varchar(500) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文章作者',
  `PAPER_ABSTRACT` varchar(6000) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文章摘要',
  `PAPER_SUBJECT` varchar(500) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文章分类',
  `FILE_PATH` varchar(300) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT '文件路径',
  PRIMARY KEY (`UID`)
) ENGINE=InnoDB AUTO_INCREMENT=2445 DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci;

数据库使用的存储结构SQL语句为:

DROP PROCEDURE IF EXISTS `SaveTheCornellUniversityPaper`;
CREATE PROCEDURE SaveTheCornellUniversityPaper(in int_Type int, in CharTILE_NAME varchar(200),
in CharPAGE_DETAIL text,in CharURL varchar(254),in int_Flage int
,in CharPAPER_TITLE varchar(1500)
,in CharPAPER_AUTHOR varchar(500)
,in CharPAPER_ABSTRACT varchar(6000)
,in CharPAPER_SUBJECT varchar(500)
)
MODIFIES SQL DATA
COMMENT'从Cornell大学的论文主页获取论文的信息并存储 int_Type(类型) CharTILE_NAME(标题) CharPAGE_DETAIL(网页信息) CharURL(链接地址) int_Flage(标志位)'
BEGIN
    DECLARE pdfCount int DEFAULT 0;
  SELECT COUNT(URL) INTO pdfCount from cornell_paper WHERE URL = CharURL;
IF pdfCount< 1 THEN
    INSERT INTO cornell_paper
      (SAVE_TIME,TYPE,TILE_NAME,PAGE_DETAIL,FLAGE,URL,PAPER_TITLE,PAPER_AUTHOR,PAPER_ABSTRACT,PAPER_SUBJECT)
       VALUES
       (NOW(),int_Type,CharTILE_NAME,CharPAGE_DETAIL,int_Flage,CharURL,CharPAPER_TITLE,CharPAPER_AUTHOR,CharPAPER_ABSTRACT,CharPAPER_SUBJECT);
END IF;

END

CSharp数据查询部分

此部分主要是用C#从数据库中提取数据,并查询连接查看,主要是为了平时查看论文的具体内容和PDF文档,用于实现的代码也较为简单,没做过多修饰,在接下完善中,可能使用python或C#进行进一步的语义分析与数据可视化,目前主要逻辑如何下所示

主查询界面

using System;
using System.Collections.Generic;
using System.Data;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using System.Windows;
using System.Windows.Controls;
using System.Windows.Data;
using System.Windows.Documents;
using System.Windows.Input;
using System.Windows.Media;
using System.Windows.Media.Imaging;
using System.Windows.Navigation;
using System.Windows.Shapes;
using LCS;

namespace PGCL
{
    /// <summary>
    /// MainWindow.xaml 的交互逻辑
    /// </summary>
    public partial class MainWindow : Window
    {
        public MainWindow()
        {
            InitializeComponent();
        }

        private DataTable dataGridDataTable;

        /// <summary>
        /// 窗体登录
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void MainWindow_OnLoaded(object sender, RoutedEventArgs e)
        {
            
        }

        /// <summary>
        /// 刷新按钮
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void BtnUpdate_OnClick(object sender, RoutedEventArgs e)
        {
            ShowAllDate();
        }

        /// <summary>
        /// 刷新显示所有数据列表
        /// </summary>
        private void ShowAllDate()
        {
            DataTable myDataTable = LCS_Lib_DataMySql.Mysql_SelectDataTable("SELECT SAVE_TIME,PAPER_TITLE,PAPER_SUBJECT,URL FROM `cornell_paper` ORDER BY UID DESC ;");

            dataGridDataTable = new DataTable();

            dataGridDataTable.Columns.Add("Num", typeof(string));
            dataGridDataTable.Columns.Add("Save_time", typeof(string));
            dataGridDataTable.Columns.Add("Title", typeof(string));
            dataGridDataTable.Columns.Add("Subject", typeof(string));
            dataGridDataTable.Columns.Add("URL", typeof(string));
            int IntNum = 1;

            foreach (DataRow VARDataRow in myDataTable.Rows)
            {
                DataRow oneDataRow = dataGridDataTable.NewRow();
                oneDataRow["Num"] = IntNum.ToString();
                oneDataRow["Save_time"] = VARDataRow["SAVE_TIME"].ToString();
                oneDataRow["Title"] = VARDataRow["PAPER_TITLE"].ToString();
                oneDataRow["Subject"] = VARDataRow["PAPER_SUBJECT"].ToString();
                oneDataRow["URL"] = VARDataRow["URL"].ToString();
                dataGridDataTable.Rows.Add(oneDataRow);
                IntNum++;
            }

            Paper_datagrid.ItemsSource = dataGridDataTable.DefaultView;


        }
        /// <summary>
        /// 双击表格
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void Paper_datagrid_OnMouseDoubleClick(object sender, MouseButtonEventArgs e)
        {
            DataRowView onreRowView = (DataRowView) Paper_datagrid.SelectedItem;
            DataRow oneDataRow = onreRowView.Row;

            DataTable myDataTable = LCS_Lib_DataMySql.Mysql_SelectDataTable("SELECT PAPER_TITLE,PAPER_AUTHOR,PAPER_SUBJECT,PAGE_DETAIL,FILE_PATH" +
                                                                            " FROM cornell_paper WHERE URL = '" + oneDataRow["URL"].ToString() + "' ");
            winDetail myWinDetail = new winDetail();
            myWinDetail.strTile = myDataTable.Rows[0]["PAPER_TITLE"].ToString();
            myWinDetail.strAuthor = myDataTable.Rows[0]["PAPER_AUTHOR"].ToString();
            myWinDetail.strSubject = myDataTable.Rows[0]["PAPER_SUBJECT"].ToString();
            myWinDetail.strpage_detail = myDataTable.Rows[0]["PAGE_DETAIL"].ToString();
            string[] arelinkStrings = myDataTable.Rows[0]["FILE_PATH"].ToString().Split(':');
            string strLkink = "";
            if (myDataTable.Rows[0]["FILE_PATH"].ToString().Length>0)
            {
                strLkink = myDataTable.Rows[0]["FILE_PATH"].ToString();
            }
            else
            {
                strLkink = "";
            }
            
            myWinDetail.strPDFlink = strLkink;
            myWinDetail.ShowDialog();
        }
    }
}


详细信息查询

using System;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Reflection;
using System.Text;
using System.Threading.Tasks;
using System.Windows;
using System.Windows.Controls;
using System.Windows.Data;
using System.Windows.Documents;
using System.Windows.Input;
using System.Windows.Media;
using System.Windows.Media.Imaging;
using System.Windows.Navigation;
using System.Windows.Shapes;

namespace PGCL
{
    /// <summary>
    /// winDetail.xaml 的交互逻辑
    /// </summary>
    public partial class winDetail : Window
    {
        public winDetail()
        {
            InitializeComponent();
        }
        /// <summary>
        /// 题目
        /// </summary>
        public string strTile { set; get; }

        /// <summary>
        /// 作者
        /// </summary>
        public string strAuthor { set; get; }

        /// <summary>
        /// 分类标签
        /// </summary>
        public string strSubject { set; get; }

        /// <summary>
        /// 网页详细信息
        /// </summary>
        public string strpage_detail { set; get; }

        /// <summary>
        /// PDF连接地址
        /// </summary>
        public string strPDFlink { set; get; }

        /// <summary>
        /// 关闭按钮
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void Btn_close_OnClick(object sender, RoutedEventArgs e)
        {
            this.Close();
        }

        /// <summary>
        /// 窗体登录
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void WinDetail_OnLoaded(object sender, RoutedEventArgs e)
        {
            lab_tile.Content = strTile;
            lab_author.Content = strAuthor;
            lab_subject.Content = strSubject;
            
            web_detail.NavigateToString(strpage_detail);
            
            lab_link.Content = strPDFlink;
            lab_link.Foreground = new SolidColorBrush(Colors.Blue);
        }

        public void SuppressScriptErrors(WebBrowser wb, bool Hide)
        {
            FieldInfo fiComWebBrowser = typeof(WebBrowser).GetField("_axIWebBrowser2", BindingFlags.Instance | BindingFlags.NonPublic);
            if (fiComWebBrowser == null) return;

            object objComWebBrowser = fiComWebBrowser.GetValue(wb);
            if (objComWebBrowser == null) return;

            objComWebBrowser.GetType().InvokeMember("Silent", BindingFlags.SetProperty, null, objComWebBrowser, new object[] { Hide });
        }
        
        private void Web_detail_OnNavigated(object sender, NavigationEventArgs e)
        {
            SuppressScriptErrors(web_detail, true);
        }
        /// <summary>
        /// 双击表格
        /// </summary>
        /// <param name="sender"></param>
        /// <param name="e"></param>
        private void Lab_link_OnMouseDoubleClick(object sender, MouseButtonEventArgs e)
        {
            Process MyProcess = new Process();
            MyProcess.StartInfo.FileName = lab_link.Content.ToString();
            MyProcess.StartInfo.Verb = "Open";
            MyProcess.StartInfo.CreateNoWindow = true;
            MyProcess.Start();
        }
    }
}

总结

上述即为我这次数据采集的实践,再接下来的学习中,我会向着词频分析与数据可视化方向进一步拓展。上述代码不能直接复制粘贴使用,仅供参考。

原文地址:https://www.cnblogs.com/Qt-Chao/p/8575091.html