使用Django来清理数据库中的数据

数据库中的数据清理

问题描述:在我所使用的系统中,由于历史和各种原因,导致数据库中表里面记录的数据,是有问题的,有重复的和不完整的数据

解决方案:首先,由于这些数据的量还是挺大的,手工的清理肯定不行,然后,我就想写SQL脚本来按照约定的规则进行更新,可以利用游标来完成表中的记录的遍历,但是SQL是面向结构化的查询语言,不是面向过程的,所以虽然可以但是没有C和Python这样的面向过程的使用方便,后来,我想直接在我的项目中新建一个方法,然后通过浏览器的地址栏来调用,就可以了。

PS:虽然说Django的orm很方便,但是自己使用起来还是非常的尴尬,一些筛选条件和语法规则,我还是得在网上查找例子才知道怎么用

幸好提供了直接执行SQL语句方法,我在清理的过程中,用的就是执行原生的SQL语句。

代码如下:


def datetimestr():
    return datetime.now().strftime('%Y%m%d-%H%M%S')+'>>>' 

def update_dcData(req):
   
    log_path='apps/dc/l10n_reports'
    update_dcData_log=open(log_path+'updateDcdataLog.log','w+')

sql_getProjectIDs='select a.project_id from' \
                      ' (select count(*) num,project_id from dc_data where lableName=%s group by project_id) a,' \
                      ' (select count(*) num ,project_id from management_project_target_lang group by project_id) b' \
                      ' where a.project_id=b.project_id and a.num!=b.num order by project_id'
   
    sql_getAllProjectIDs='select project_id from management_project'
   
    sql_getLanguageSections='select b.name from management_project_target_lang a,management_l10nlanguage b' \
                            ' where a.project_id=%s and a.l10nlanguage_id=b.id and b.id!="1"'
                           
    sql_getRecords='select id, languageSection,value from dc_data where lableName =%s and project_id=%s and important="1"'
   
    sql_addRecordByID='insert into dc_data(lableName,languageSection,type,value,project_id,task_id,' \
                'important,unit,settlement,workload) ' \
                'select lableName,languageSection,type,value,project_id,task_id,important,unit,settlement,workload ' \
                'from dc_data where id=%s'
    sql_updateLgs='update dc_data set languageSection=%s where id=%s'
   
    sql_getLableNames='select lableName from dc_data where lableName like "%%_all" group by lableName'
   
    update_dcData_log.write(datetimestr()+'sql_getLableNames'+'>>>'+sql_getLableNames+'\n')
    update_dcData_log.write(datetimestr()+'sql_getRecords'+'>>>'+sql_getRecords+'\n')
    update_dcData_log.write(datetimestr()+'sql_getProjectIDs'+'>>>'+sql_getProjectIDs+'\n')
    update_dcData_log.write(datetimestr()+'sql_getLanguageSections'+'>>>'+sql_getLanguageSections+'\n')   
    update_dcData_log.write(datetimestr()+'sql_addRecordByID'+'>>>'+sql_addRecordByID+'\n')   
    update_dcData_log.write(datetimestr()+'sql_updateLgs'+'>>>'+sql_updateLgs+'\n')   
    context=Context({'msg':'Success'})
    resp=render_to_response("report/clean_data.html", context,
                              context_instance=RequestContext(req))   
    cursor=connection.cursor()
    try:
        cursor.execute(sql_getLableNames)
        lableNames=cursor.fetchall()
    except Exception,e:
        update_dcData_log.write(datetimestr()+'execute sql_getLableNames error '+str(e)+'\n')
        context=Context({'msg':'Error'})
        return render_to_response("report/clean_data.html", context,
                              context_instance=RequestContext(req))
    for lableName in lableNames:
        try:
            cursor.execute(sql_getProjectIDs,[lableName[0]])
            projectIDs=cursor.fetchall()
        except Exception,e:
            update_dcData_log.write(datetimestr()+'execute sql_getProjectIDs error '+str(e)+'\n')
            context=Context({'msg':'Error'})
            return render_to_response("report/clean_data.html", context,
                              context_instance=RequestContext(req))
        for pid in projectIDs:
            try:
                cursor.execute(sql_getRecords,[lableName[0],str(pid[0])])
                records=cursor.fetchall()
                cursor.execute(sql_getLanguageSections,[str(pid[0])])
                languageSections=cursor.fetchall()
            except Exception,e:
                update_dcData_log.write(datetimestr()+'execute sql_getRecords or sql_getLanguageSections error '+str(e)+'\n')
                context=Context({'msg':'Error'})
                return render_to_response("report/clean_data.html", context,
                              context_instance=RequestContext(req))
            values,lgs=[],[]
            baseValue=str(records[0][2])
            baseID=str(records[0][0])
            for item in records:
                lgs.append(str(item[1]))
                values.append(str(item[2]))
                if baseValue!=str(item[2]):
                    baseValue='false'
            targetLgs=[str(item[0]) for item in languageSections]
            if len(lgs)<1 or len(targetLgs)<1:
                baseValue=='false'
            if 'all' not in lgs:
                try:
                    cursor.execute(sql_addRecordByID,[baseID])
                    cursor.execute(sql_updateLgs,['all',baseID])
                    transaction.commit_unless_managed()
                except Exception,e:
                    update_dcData_log.write(datetimestr()+'execute sql_addRecordByID or sql_updateLgs error (all)'+str(e)+'\n')
                    context=Context({'msg':'Error'})
                    return render_to_response("report/clean_data.html", context,
                                  context_instance=RequestContext(req))
                       
                    update_dcData_log.write(datetimestr()+"all record is add into dc_data,the lableName and projectID were "+str(lableName[0])+'-'+str(pid[0])+'\n')
           
            if baseValue=='false':
                update_dcData_log.write(datetimestr()+"please update this record mutually,the lableName and projectID were "+str(lableName[0])+'-'+str(pid[0])+'\n')
            else:
                if len(lgs)>len(targetLgs):
                    update_dcData_log.write(datetimestr()+"the lableName languageSection length is longer than target numbers lableName and projectID were "+str(lableName[0])+'-'+str(pid[0])+'\n')
                else:
                    for lg in targetLgs:
                        if lg not in lgs:
                            try:
                                cursor.execute(sql_addRecordByID,[baseID])
                                cursor.execute(sql_updateLgs,[lg,baseID])
                                transaction.commit_unless_managed()
                            except Exception,e:
                                update_dcData_log.write(datetimestr()+'execute sql_addRecordByID or sql_updateLgs error (lg)'+str(e)+'\n')
                                context=Context({'msg':'Error'})
                                return render_to_response("report/clean_data.html", context,
                                  context_instance=RequestContext(req))
                               
                            update_dcData_log.write(datetimestr()+lg+" record is add into dc_data,the lableName and projectID were "+str(lableName[0])+'-'+str(pid[0])+'\n')
                       
                   
    update_dcData_log.close()
           
           
    return  resp 

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