Python基于百度OCR的疫情防控截图统计检查
lzA仔 发布于2022-04 浏览:12660 回复:2
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  1. 疫情期间,各地、各单位、各企业均在执行常态化管控,目前大多采用人工收集相关人员的基本信息、健康码、行程码、核酸报告的截图,再通过人工分析人工检查去核实相关的信息,效率不高。通过信息化工具的优化处理流程是1、通过腾讯文档建立表单;2、下载表格至本地电脑;3、筛选表格日期并下载截图处理,插入EXCEL表格;4、将图片发送百度云的文字识别处理;5、通过正则表达式或re.findall、re.search等,将识别结果中的日期、健康码颜色、行程涉及的城市、核酸报告日期提取出来;5、判断相关数据是否正常,不正常的标注为红色;6、将结果输出到本地EXCEL文件。
  2. 腾讯文档建立信息收集表单。可以自定义编辑需要的收集表单。

  3. 信息收集后会自动形成汇总表单信息,包含用户昵称、提交日期、姓名、日期、行程码链接、健康码链接、核酸报告链接信息等。
  4. 子程序--表格筛选处理。将下载的表格拷贝致程序相同的文件中,并重新命名为hs1.xlsx。单独建立一个子文件excel_set2_yesterday.py,建立预处理的函数preterment(),根据B列中的提交日期和时间进行筛选,本文以检查昨日的截图信息。

    import os
    import datetime
    import openpyxl
     
    def pretrement():
        today = datetime.date.today()  #获取当天的日期
        oneday = datetime.timedelta(days=1)
        yesterday = today-oneday  #h获取昨天的日期
        print(yesterday)
     
        path = os.getcwd()
        file_path = path + "\\hs1.xlsx"
        print(file_path)
        wb = openpyxl.load_workbook(file_path)
        ws = wb["疫情升级管理期间承包商人员信息统计表"]
        rows = ws.max_row  #获取表格的最大行数
        print(rows)
        j = 0
        if os.path.exists(file_path) is not True:#判断hs1.xlsx是否存大
            os._exit(0)
        else:
            for i in range(rows, 1, -1):  # 必须倒序删除,正序下面的会往上面自动走,容易删不完整
                iccid = ws["B" + str(i)].value
                if iccid is not None:
                    jkmdate = iccid.strftime('%Y-%m-%d')#提取B列单元格内容中的日期信息
                    print(jkmdate)
                    yesterday1=yesterday.strftime('%Y-%m-%d')
                    print(yesterday1)
                    if jkmdate==yesterday1: #判断单元格的日期是否是昨天的日期
                        pass
                    else:
                        ws["B" + str(i)].value = "错" #如果日期不符,将单元格填充为“错”的中文
                else:
                    ws.delete_rows(i)  #如果是单元格是空的,则将整行删除
     
        wb.save('hs2_today.xlsx')   #将处理后的表格输出为hs2_today.xlsx
  5. 因为下载的原图比较大,大量图片黏贴到EXCEL,会导至表格很大,因此建立子程序compress_image.py,并设置压缩函数需要将图片压缩。
  6. from PIL import Image
     
    def compress_image1(infile, outfile='', mb=100, step=10, quality=80):
        """不改变图片尺寸压缩到指定大小
        :param infile: 压缩源文件
        :param outfile: 压缩文件保存地址
        :param mb: 压缩目标,KB
        :param step: 每次调整的压缩比率
        :param quality: 初始压缩比率
        :return: 压缩文件地址,压缩文件大小
        """
        o_size = get_size(infile)
        print(o_size)
        if o_size <= mb:
            return infile
        outfile = get_outfile(infile, outfile)
        while o_size > mb:
            im = Image.open(infile)
            if im.mode == 'P' or im.mode == 'RGBA':
                im = im.convert('RGB')
            im.save(outfile, quality=quality)
            if quality - step < 0:
                break
            quality -= step
        ot_size = get_size(outfile)
        print(ot_size)
        return outfile
  7. 百度云基础设施中创建应用,获取密钥。打开百度云,注册登录实名认证。进入控制台,点击文本识别,创建应用

  8.  采用百度介绍的方式,通过POST方式进行处理,链接前的相关配置信息。
  9. # client_id 为百度云官网注册后获取的AK, client_secret 为百度云官网获取的SK
        #通用标准版本的OCR
        request_url = "https://aip.baidubce.com/rest/2.0/ocr/v1/general_basic"
        host = 'https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=你申请的ID&client_secret=你申请的SK'
        response1 = requests.get(host)
        if response1:
            print(response1.json())
        access_token = response1.json()['access_token']
        request_url = request_url + "?access_token=" + access_token
        headers = {'content-type': 'application/x-www-form-urlencoded'}
  10. 预处理表格,打开hs2.xlsx表格,对其相关单元格表头、列宽度、列高度进行配置。
  11.     # 表格预处理
        pretrement()
        workbook = openpyxl.load_workbook("hs2_today.xlsx")
        booksheet = workbook.active
        rows = booksheet.rows
        columns = booksheet.columns
        #建议临时文件夹保存下载的图片和压缩的图片
        path = os.getcwd()
        file_path = path + "\\img_today\\"
        if os.path.exists(file_path) is True:
            shutil.rmtree(file_path)
        print(file_path)
        os.mkdir(file_path)
     
        # 下载相关截图后调整大小
        imgsize = (90, 90)
        # Excel表格中第J列、第K列放截图的单元格宽度和高度,以放置相关图片
        booksheet.column_dimensions['J'].width = 12.25
        booksheet.column_dimensions['K'].width = 12.25
        booksheet.row_dimensions[1].height = 40
        
        
        #对相关新单元格的表头、背景色、居中方式和排列方式进行设置
        yellow_fill = PatternFill("solid", fgColor="FFFF00")
        red_fill = PatternFill("solid", fgColor="FF0000")
     
     
        booksheet.cell(1, 12).value = "行程码实图"
        booksheet.cell(1, 13).value = "健康码实图"
        booksheet.cell(1, 14).value = "核酸报告实图"
        booksheet.cell(1, 15).value = "行程码图片的识别结果"
        booksheet.cell(1, 16).value = "行程码图片上的日期"
        booksheet.cell(1, 17).value = "行程码里面的城市"
        booksheet.cell(1, 18).value = "健康码图片的识别结果"
        booksheet.cell(1, 19).value = "健康码颜色"
        booksheet.cell(1, 20).value = "健康码图片中的日期"
        booksheet.cell(1, 21).value = "核酸报告图片的识别结果"
        booksheet.cell(1, 22).value = "核酸报告图片中日期"
     
        booksheet.cell(1, 12).fill = yellow_fill
        booksheet.cell(1, 13).fill = yellow_fill
        booksheet.cell(1, 14).fill = yellow_fill
        booksheet.cell(1, 15).fill = yellow_fill
        booksheet.cell(1, 16).fill = yellow_fill
        booksheet.cell(1, 17).fill = yellow_fill
        booksheet.cell(1, 18).fill = yellow_fill
        booksheet.cell(1, 19).fill = yellow_fill
        booksheet.cell(1, 20).fill = yellow_fill
        booksheet.cell(1, 21).fill = yellow_fill
        booksheet.cell(1, 22).fill = yellow_fill
     
        booksheet.cell(1, 15).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 16).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 17).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 18).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 19).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 20).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 21).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
        booksheet.cell(1, 22).alignment = Alignment(horizontal='center', vertical='center',
                                                    text_rotation=0, wrap_text=True)
  12. 开始循环遍历截图信息,并进行判断。以下代码是识别其中一个截图信息,其他图片的识别方式都是类似的。识别分析后输出“out1_copressimg_当天.xlsx”的EXCEL表格
  13.   # 逐行循环遍历表格中的内容
        next(rows)  # 第二行开始识别
        j=1
        for row in rows:
            # 设置当前行的高度
            booksheet.row_dimensions[j].height = 100
            # 循环遍历当前行中的单元格
            Btxt = booksheet["B" + str(j)].value #读取B列信息,如果不是“错”,才进行分析判断.否则就跳过
            if Btxt != "错":
                name = booksheet.cell(j, 3).value#获取EXCEL表格中第J行第3列的信息,实际是人员姓名
                # 获取单元格中截图的超链接,并下载
                image6 = requests.get((booksheet.cell(j, 7).hyperlink).target).content
                # 截图下载后,准备保存在本程序所在文件夹的另一个img文件夹中去,以人员姓名-行程码.jpg进行命名。
                filename1 = './img/' + str(name) + '—行程码' + '.jpg'
                with open(filename1, 'wb')as fp:
                    fp.write(image6)
                filename11 = compress_image1(filename1) #对图片进行压榨处理,并返回压缩后的图片路径
     
                img6 = base64.b64encode(image6)
                params = {"image": img6}
                # 将图片通过HTTP的POS方式发送百度云的OCR接口进行智能识别,并获取结果,保存在response6中
                response6 = requests.post(request_url, data=params, headers=headers)
                if response6:
                    strx6 = ""
                    # 提取文字信息中的字符串等有用的内容
                    for tex6 in response6.json()["words_result"]:
                        strx6 += tex6["words"]
                    # 将所有识别结果放在该行第13列的单元格中去
                    booksheet.cell(j, 15).value = strx6
                    # 以下是通过正在表达式和函数去查找行程码里面的日期信息和去过的城市信息,便于核对是否是当天的截图
                    # 针对几个截图,通过正则表达式去筛选需要的内容并填写至相应的单元格中去
                    pattern1 = re.compile('更新于:(.+)您于前14天')
                    pattern2 = re.compile('到达或途经:(.+)结果包含')
                    pattern21 = re.compile('到达或途经:(.*)市')
                    date = re.findall(pattern1, strx6) #查找行程码的日期信息
                    if len(date) == 0:  #判断提取信息是不是空信息
                        pass
                    else:
                        xcmdate = booksheet.cell(j, 16).value = date[0][:10]#将信息中的前10位日期数字输送给第j行第16列单元格中
                        if validate(xcmdate):#判断提取出来的日期,到底是不是标准的日期格式信息,有可能是其他截图,会导致提取的内容有偏差。
                            # 如果是日期格式,就将xcmdate中相关年份、月份、日的信息提取出来配置成标准的日期
                            # 如果是日期格式,就将xcmdate中相关年份、月份、日的信息提取出来配置成标准的日期
                            old = datetime.datetime(int(xcmdate[0:4]), int(xcmdate[5:7]), int(xcmdate[8:10]))
                            now = datetime.datetime(yesterday.year, yesterday.month, yesterday.day))
                            count = (now- old).days #计算日期偏差
                            if count != 0:
                                booksheet.cell(j, 16).fill = red_fill  #如果日期偏差不是0,就将对应的单元格背景色标准为红色。
                        else:
                            booksheet.cell(j, 16).fill = red_fill  #如果之前提取的内容没有日期信息,就将对应的单元格标注红色,并且写上截图有异常
                            booksheet.cell(j, 16).value="截图有异常"
     
                    city = re.findall(pattern2, strx6) #提取行程码中到过的相关城市信息
                    if len(city) == 0:
                        city2 = re.findall(pattern21, strx6)
                        if len(city2) == 0:
                            pass
                        else:
                            booksheet.cell(j, 17).value = city2[0]
                    else:
                        booksheet.cell(j, 17).value = city[0]
     
                # 将截图下载后,放在该行第J行第L列的单元格中去
                X1 = 'L' + str(j)
                print(X1)
                img6 = Image(filename11)
                img6.width, img6.height = imgsize
                booksheet.add_image(img6, X1)
                # 判断识别结果里面是否有中高风险的*号信息,如果有,将该行第13列那个单元格设置为红色的背景色
                xhpd = re.search("注:*", strx6)
                # xhpd = re.search("4920", strx6)
                if xhpd is not None:
                    print("有*号")
                    booksheet.cell(j, 15).fill = red_fill
                #设备相关单元格的排列方式等
                booksheet.cell(j, 15).alignment = Alignment(horizontal='center', vertical='center', text_rotation=0,
                                                            wrap_text=True)
                booksheet.cell(j, 16).alignment = Alignment(horizontal='center', vertical='center',
                                                            text_rotation=0, wrap_text=True)
                booksheet.cell(j, 17).alignment = Alignment(horizontal='center', vertical='center',
                                                            text_rotation=0, wrap_text=True)
     
            else:
                print("不是当天的")
            j = j + 1
            print("=====================")
     
        workbook.save('out1_copressimg_昨天.xlsx')
        shutil.rmtree(file_path)
        os.remove("hs2_today.xlsx")
     
     
    if __name__ == '__main__':
        main()
  14. 以下是识别后的结果截图,不仅有链接,还有图片和识别信息及截图等。
  15. 由于能力有限,非专业程序员,只是确实工作效率不高,在工作之余,不停百度搜索查找后,编写了一个初步程序供参考。有需要的同志可以自行优化调整。
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