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开发环境

• 开发语言：python
• 框架：Hadoop,Flask,Scrapy
• 数据库：mysql
• 数据库工具：Navicat
• 开发软件：PyCharm
• 浏览器：谷歌浏览器

演示视频

论文目录

❤️【如需全文请按文末获取联系】

一、项目简介

租房数据分析系统是一个基于Hadoop的大数据平台，通过采用B/S架构，Flask框架以及MySQL数据库技术，旨在为用户提供全面的租房信息和数据支持。该系统具备丰富的功能，包括管理员端的系统首页、个人中心、用户管理、房屋信息管理、租房数据管理和系统管理，以及前台端的首页、房屋信息、租房数据、房屋资讯和个人中心等模块。通过这些功能，用户可以方便地查找合适的房源，了解租金走势和热门区域等信息，同时管理员可以对用户和房屋信息进行有效管理，保证系统的正常运行和数据的安全性。

二、系统设计

2.1软件功能模块设计

架构图是系统的体系结构，体系结构是体系结构体系的重要组成部分。租房数据分析推荐系统的总体结构设计如图4-2所示。

2.2数据库设计

在系统中将对 “用户、房屋信息、租房数据、房屋资讯、系统简介、收藏表”等几个主要的实体属性进行布局，如图4-3所示：

三、系统项目部分截图

3.1前台首页功能模块

当人们打开系统的网址后，首先看到的就是首页界面。在这里，人们能够看到租房数据分析系统的导航条，通过导航条导航进入各功能展示页面进行操作。系统首页界面如图5-1所示：

房屋信息：在房屋信息页面的输入栏中输入房屋名称和房屋地址进行查询，可以查看到房屋详细信息，并根据需要进行评论或收藏操作；房屋信息页面如图5-3所示：

3.2管理员模块实现

管理员登录界面图5-5所示。

管理员进入主页面，主要功能包括对系统首页、个人中心、用户管理、房屋信息管理、租房数据管理、系统管理等进行操作。管理员主页面如图5-6所示：

房屋信息管理界面如图5-8所示

租房数据管理界面如图5-9所示

在大数据分析方面，系统采用了Hadoop框架。Hadoop是一个能够处理大数据集的分布式存储和计算平台，它的核心是HDFS（Hadoop Distributed File System）和MapReduce计算模型。通过Hadoop，我们可以对收集到的大量数据进行存储和分析。看板页面如图5-10所示：

四、部分核心代码

# 注册接口
@main_bp.route("/python63we0i0p/zufang/register", methods=['POST'])
def python63we0i0p_zufang_register():
    if request.method == 'POST':
        msg = {'code': normal_code, 'message': 'success', 'data': [{}]}
        req_dict = session.get("req_dict")


        error = zufang.createbyreq(zufang, zufang, req_dict)
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = "注册用户已存在"
        return jsonify(msg)

# 登录接口
@main_bp.route("/python63we0i0p/zufang/login", methods=['GET','POST'])
def python63we0i0p_zufang_login():
    if request.method == 'GET' or request.method == 'POST':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        req_model = session.get("req_dict")
        try:
            del req_model['role']
        except:
            pass


        datas = zufang.getbyparams(zufang, zufang, req_model)
        if not datas:
            msg['code'] = password_error_code
            msg['msg']='密码错误或用户不存在'
            return jsonify(msg)


        req_dict['id'] = datas[0].get('id')
        try:
            del req_dict['mima']
        except:
            pass


        return Auth.authenticate(Auth, zufang, req_dict)


# 登出接口
@main_bp.route("/python63we0i0p/zufang/logout", methods=['POST'])
def python63we0i0p_zufang_logout():
    if request.method == 'POST':
        msg = {
            "msg": "退出成功",
            "code": 0
        }
        req_dict = session.get("req_dict")

        return jsonify(msg)

# 重置密码接口
@main_bp.route("/python63we0i0p/zufang/resetPass", methods=['POST'])
def python63we0i0p_zufang_resetpass():
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success"}

        req_dict = session.get("req_dict")

        if req_dict.get('mima') != None:
            req_dict['mima'] = '123456'

        error = zufang.updatebyparams(zufang, zufang, req_dict)

        if error != None:
            msg['code'] = crud_error_code
            msg['msg'] = error
        else:
            msg['msg'] = '密码已重置为：123456'
        return jsonify(msg)

# 获取会话信息接口
@main_bp.route("/python63we0i0p/zufang/session", methods=['GET'])
def python63we0i0p_zufang_session():
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "data": {}}
        req_dict={"id":session.get('params').get("id")}
        msg['data']  = zufang.getbyparams(zufang, zufang, req_dict)[0]

        return jsonify(msg)

# 分类接口（后端）
@main_bp.route("/python63we0i0p/zufang/page", methods=['GET'])
def python63we0i0p_zufang_page():
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success",  "data":{"currPage":1,"totalPage":1,"total":1,"pageSize":10,"list":[]}}
        req_dict = session.get("req_dict")
        userinfo = session.get("params")

        try:
            __hasMessage__=zufang.__hasMessage__
        except:
            __hasMessage__=None
        if __hasMessage__ and __hasMessage__!="否":
            tablename=session.get("tablename")
            if tablename!="users" and session.get("params")!=None and zufang!='chat':
                req_dict["userid"]=session.get("params").get("id")

        tablename=session.get("tablename")
        if tablename=="users" :
            try:
                pass
            except:
                pass
        else:
            mapping_str_to_object = {}
            for model in Base_model._decl_class_registry.values():
                if hasattr(model, '__tablename__'):
                    mapping_str_to_object[model.__tablename__] = model

            try:
                __isAdmin__=mapping_str_to_object[tablename].__isAdmin__
            except:
                __isAdmin__=None
            try:
                __authSeparate__ =mapping_str_to_object[tablename].__authSeparate__
            except:
                __authSeparate__ = None

            if __isAdmin__!="是" and __authSeparate__ == "是" and session.get("params")!=None:
                req_dict["userid"]=session.get("params").get("id")
            else:
                try:
                    del req_dict["userid"]
                except:
                    pass



        clause_args = []
        or_clauses = or_(*clause_args)

        msg['data']['list'], msg['data']['currPage'], msg['data']['totalPage'], msg['data']['total'], \
        msg['data']['pageSize']  = zufang.page(zufang, zufang, req_dict, or_clauses)

        return jsonify(msg)

# 排序接口
@main_bp.route("/python63we0i0p/zufang/autoSort", methods=['GET'])
def python63we0i0p_zufang_autosort():
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success",  "data":{"currPage":1,"totalPage":1,"total":1,"pageSize":10,"list":[]}}
        req_dict = session.get("req_dict")
        req_dict['sort']='clicktime'
        req_dict['order']='desc'

        try:
            __browseClick__= zufang.__browseClick__
        except:
            __browseClick__=None

        if __browseClick__ =='是':
            req_dict['sort']='clicknum'
        elif __browseClick__ =='时长':
            req_dict['sort']='browseduration'
        else:
            req_dict['sort']='clicktime'
        msg['data']['list'], msg['data']['currPage'], msg['data']['totalPage'], msg['data']['total'], \
        msg['data']['pageSize']  = zufang.page(zufang, zufang, req_dict)

        return jsonify(msg)

# 分页接口（前端）
@main_bp.route("/python63we0i0p/zufang/list", methods=['GET'])
def python63we0i0p_zufang_list():
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success",  "data":{"currPage":1,"totalPage":1,"total":1,"pageSize":10,"list":[]}}
        req_dict = session.get("req_dict")
        if req_dict.__contains__('vipread'):
            del req_dict['vipread']
            
        userinfo = session.get("params")

        try:
            __foreEndList__=zufang.__foreEndList__
        except:
            __foreEndList__=None

        if __foreEndList__ and __foreEndList__!="否":
            tablename=session.get("tablename")
            if tablename!="users" and session.get("params")!=None:
                req_dict['userid']=session.get("params").get("id")

        try:
            __foreEndListAuth__=zufang.__foreEndListAuth__
        except:
            __foreEndListAuth__=None

        if __foreEndListAuth__ and __foreEndListAuth__!="否":
            tablename=session.get("tablename")
            if tablename!="users" and session.get("params")!=None:
                req_dict['userid']=session.get("params").get("id")

        tablename=session.get("tablename")
        if tablename=="users" :
            try:
                del req_dict["userid"]
            except:
                pass
        else:
            mapping_str_to_object = {}
            for model in Base_model._decl_class_registry.values():
                if hasattr(model, '__tablename__'):
                    mapping_str_to_object[model.__tablename__] = model

            try:
                __isAdmin__=mapping_str_to_object[tablename].__isAdmin__
            except:
                __isAdmin__=None

            if __isAdmin__!="是" and session.get("params")!=None:
                req_dict["userid"]=session.get("params").get("id")

        if 'luntan' in 'zufang':
            if 'userid' in req_dict.keys():
                del req_dict["userid"]


        if 'discuss' in 'zufang':
            if 'userid' in req_dict.keys():
                del req_dict["userid"]

        msg['data']['list'], msg['data']['currPage'], msg['data']['totalPage'], msg['data']['total'], \
        msg['data']['pageSize']  = zufang.page(zufang, zufang, req_dict)

        return jsonify(msg)

# 保存接口（后端）
@main_bp.route("/python63we0i0p/zufang/save", methods=['POST'])
def python63we0i0p_zufang_save():
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        for key in req_dict:
            if req_dict[key] == '':
                req_dict[key] = None

        error= zufang.createbyreq(zufang, zufang, req_dict)
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = error
        return jsonify(msg)

# 添加接口（前端）
@main_bp.route("/python63we0i0p/zufang/add", methods=['POST'])
def python63we0i0p_zufang_add():
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        try:
            __foreEndListAuth__=zufang.__foreEndListAuth__
        except:
            __foreEndListAuth__=None

        if __foreEndListAuth__ and __foreEndListAuth__!="否":
            tablename=session.get("tablename")
            if tablename!="users":
                req_dict['userid']=session.get("params").get("id")

        error= zufang.createbyreq(zufang, zufang, req_dict)
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = error
        return jsonify(msg)

# 踩、赞接口
@main_bp.route("/python63we0i0p/zufang/thumbsup/<id_>", methods=['GET'])
def python63we0i0p_zufang_thumbsup(id_):
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        id_=int(id_)
        type_=int(req_dict.get("type",0))
        rets=zufang.getbyid(zufang, zufang,id_)

        update_dict={
        "id":id_,
        }
        if type_==1:#赞
            update_dict["thumbsupnum"]=int(rets[0].get('thumbsupnum'))+1
        elif type_==2:#踩
            update_dict["crazilynum"]=int(rets[0].get('crazilynum'))+1
        error = zufang.updatebyparams(zufang, zufang, update_dict)
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = error
        return jsonify(msg)

# 获取详情信息（后端）
@main_bp.route("/python63we0i0p/zufang/info/<id_>", methods=['GET'])
def python63we0i0p_zufang_info(id_):
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}

        data = zufang.getbyid(zufang, zufang, int(id_))
        if len(data)>0:
            msg['data']=data[0]
        #浏览点击次数
        try:
            __browseClick__= zufang.__browseClick__
        except:
            __browseClick__=None

        if __browseClick__  and  "clicknum"  in zufang.__table__.columns:
            click_dict={"id":int(id_),"clicknum":str(int(data[0].get("clicknum") or 0)+1)}
            ret=zufang.updatebyparams(zufang,zufang,click_dict)
            if ret!=None:
                msg['code'] = crud_error_code
                msg['msg'] = ret
        return jsonify(msg)

# 获取详情信息（前端）
@main_bp.route("/python63we0i0p/zufang/detail/<id_>", methods=['GET'])
def python63we0i0p_zufang_detail(id_):
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}

        data = zufang.getbyid(zufang, zufang, int(id_))
        if len(data)>0:
            msg['data']=data[0]

        #浏览点击次数
        try:
            __browseClick__= zufang.__browseClick__
        except:
            __browseClick__=None

        if __browseClick__ and "clicknum" in zufang.__table__.columns:
            click_dict={"id":int(id_),"clicknum":str(int(data[0].get("clicknum") or 0)+1)}
            ret=zufang.updatebyparams(zufang,zufang,click_dict)
            if ret!=None:
                msg['code'] = crud_error_code
                msg['msg'] = ret
        return jsonify(msg)

# 更新接口
@main_bp.route("/python63we0i0p/zufang/update", methods=['POST'])
def python63we0i0p_zufang_update():
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        if req_dict.get("mima") and "mima" not in zufang.__table__.columns :
            del req_dict["mima"]
        if req_dict.get("password") and "password" not in zufang.__table__.columns :
            del req_dict["password"]
        try:
            del req_dict["clicknum"]
        except:
            pass


        error = zufang.updatebyparams(zufang, zufang, req_dict)
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = error


        return jsonify(msg)

# 删除接口
@main_bp.route("/python63we0i0p/zufang/delete", methods=['POST'])
def python63we0i0p_zufang_delete():
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")

        error=zufang.delete(
            zufang,
            req_dict
        )
        if error!=None:
            msg['code'] = crud_error_code
            msg['msg'] = error
        return jsonify(msg)

# 投票接口
@main_bp.route("/python63we0i0p/zufang/vote/<int:id_>", methods=['POST'])
def python63we0i0p_zufang_vote(id_):
    '''
    '''
    if request.method == 'POST':
        msg = {"code": normal_code, "msg": "success"}


        data= zufang.getbyid(zufang, zufang, int(id_))
        for i in data:
            votenum=i.get('votenum')
            if votenum!=None:
                params={"id":int(id_),"votenum":votenum+1}
                error=zufang.updatebyparams(zufang,zufang,params)
                if error!=None:
                    msg['code'] = crud_error_code
                    msg['msg'] = error
        return jsonify(msg)




# 分组统计接口
@main_bp.route("/python63we0i0p/zufang/group/<columnName>", methods=['GET'])
def python63we0i0p_zufang_group(columnName):
    '''
    分组统计接口
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        userinfo = session.get("params")


        msg['data'] = zufang.groupbycolumnname(zufang,zufang,columnName,req_dict)
        msg['data'] = msg['data'][:10]
        msg['data'] = [ {**i,columnName:str(i[columnName])} if columnName in i else i for i in msg['data']]
        json_filename='zufang'+f'_group_{columnName}.json'

        where = ' where 1 = 1 '
        sql = "SELECT COUNT(*) AS total, " + columnName + " FROM zufang " + where + " GROUP BY " + columnName
        with open(json_filename, 'w', encoding='utf-8') as f:
            f.write(json.dumps(msg['data'], indent=4, ensure_ascii=False))
        app.executor.submit(upload_to_hdfs, json_filename)
        app.executor.submit(MRMySQLAvg.run)
        return jsonify(msg)

# 按值统计接口
@main_bp.route("/python63we0i0p/zufang/value/<xColumnName>/<yColumnName>", methods=['GET'])
def python63we0i0p_zufang_value(xColumnName, yColumnName):
    '''
    按值统计接口,
    {
        "code": 0,
        "data": [
            {
                "total": 10.0,
                "shangpinleibie": "aa"
            },
            {
                "total": 20.0,
                "shangpinleibie": "bb"
            },
            {
                "total": 15.0,
                "shangpinleibie": "cc"
            }
        ]
    }
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}
        req_dict = session.get("req_dict")
        userinfo = session.get("params")


        msg['data'] = zufang.getvaluebyxycolumnname(zufang,zufang,xColumnName,yColumnName,req_dict)
        msg['data'] = msg['data'][:10]
        return jsonify(msg)

# 按日期统计接口
@main_bp.route("/python63we0i0p/zufang/value/<xColumnName>/<yColumnName>/<timeStatType>", methods=['GET'])
def python63we0i0p_zufang_value_riqi(xColumnName, yColumnName, timeStatType):
    '''
    按日期统计接口
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": {}}

        userinfo = session.get("params")
        where = ' where 1 = 1 '
        sql = ''
        if timeStatType == '日':
            sql = "SELECT DATE_FORMAT({0}, '%Y-%m-%d') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y-%m-%d')".format(xColumnName, yColumnName, where, '%Y-%m-%d')

        if timeStatType == '月':
            sql = "SELECT DATE_FORMAT({0}, '%Y-%m') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y-%m')".format(xColumnName, yColumnName, where, '%Y-%m')

        if timeStatType == '年':
            sql = "SELECT DATE_FORMAT({0}, '%Y') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y')".format(xColumnName, yColumnName, where, '%Y')

        data = db.session.execute(sql)
        data = data.fetchall()
        results = []
        for i in range(len(data)):
            result = {
                xColumnName: decimalEncoder(data[i][0]),
                'total': decimalEncoder(data[i][1])
            }
            results.append(result)
            
        msg['data'] = results
        json_filename='zufang'+f'_value_{xColumnName}_{yColumnName}.json'
        with open(json_filename, 'w', encoding='utf-8') as f:
            f.write(json.dumps(results, indent=4, ensure_ascii=False))
        app.executor.submit(upload_to_hdfs, json_filename)
        app.executor.submit(MRMySQLAvg.run)

        return jsonify(msg)

# 按值统计（多）
@main_bp.route("/python63we0i0p/zufang/valueMul/<xColumnName>", methods=['GET'])
def python63we0i0p_zufang_valueMul(xColumnName):

    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": []}

        req_dict = session.get("req_dict")
        userinfo = session.get("params")

        where = ' where 1 = 1 '

        for item in req_dict['yColumnNameMul'].split(','):
            sql = "SELECT {0}, sum({1}) AS total FROM zufang {2} GROUP BY {0} LIMIT 10".format(xColumnName, item, where)
            L = []
            data = db.session.execute(sql)
            data = data.fetchall() 
            for i in range(len(data)):
                result = {
                    xColumnName: decimalEncoder(data[i][0]),
                    'total': decimalEncoder(data[i][1])
                }
                L.append(result)
            msg['data'].append(L)

        return jsonify(msg)

# 按值统计（多）
@main_bp.route("/python63we0i0p/zufang/valueMul/<xColumnName>/<timeStatType>", methods=['GET'])
def python63we0i0p_zufang_valueMul_time(xColumnName):

    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": []}

        req_dict = session.get("req_dict")
        userinfo = session.get("params")
        timeStatType = req_dict['timeStatType']
        where = ' where 1 = 1 '

        for item in req_dict['yColumnNameMul'].split(','):
            sql = ''
            if timeStatType == '日':
                sql = "SELECT DATE_FORMAT({0}, '%Y-%m-%d') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y-%m-%d') LIMIT 10".format(xColumnName, item, where, '%Y-%m-%d')

            if timeStatType == '月':
                sql = "SELECT DATE_FORMAT({0}, '%Y-%m') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y-%m') LIMIT 10".format(xColumnName, item, where, '%Y-%m')

            if timeStatType == '年':
                sql = "SELECT DATE_FORMAT({0}, '%Y') {0}, sum({1}) total FROM zufang {2} GROUP BY DATE_FORMAT({0}, '%Y') LIMIT 10".format(xColumnName, item, where, '%Y')
            L = []
            data = db.session.execute(sql)
            data = data.fetchall() 
            for i in range(len(data)):
                result = {
                    xColumnName: decimalEncoder(data[i][0]),
                    'total': decimalEncoder(data[i][1])
                }
                L.append(result)
            msg['data'].append(L)

        return jsonify(msg)


# 总数量
@main_bp.route("/python63we0i0p/zufang/count", methods=['GET'])
def python63we0i0p_zufang_count():
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success",  "data": 0}
        req_dict = session.get("req_dict")
        userinfo = session.get("params")


        msg['data']  = zufang.count(zufang, zufang, req_dict)

        return jsonify(msg)






# 统计接口
@main_bp.route("/python63we0i0p/zufang/remind/<columnName>/<type>", methods=['GET'])  #
def python63we0i0p_zufang_remind(columnName,type):
    '''
    '''
    if request.method == 'GET':
        msg = {"code": normal_code, 'count': 0}
        # 组合查询参数
        params = session.get("req_dict")
        remindstart = 0
        remindend =9999990
        if int(type)==1:#数字
            if params.get('remindstart') == None and params.get('remindend') != None:
                remindstart = 0
                remindend = int(params['remindend'])
            elif params.get('remindstart') != None and params.get('remindend') == None:
                remindstart = int(params['remindstart'])
                remindend = 999999
            elif params.get('remindstart') == None and params.get('remindend') == None:
                remindstart = 0
                remindend = 999999
            else:
                remindstart = params.get('remindstart')
                remindend =  params.get('remindend')
        elif int(type)==2:#日期
            current_time=int(time.time())
            if params.get('remindstart') == None and params.get('remindend') != None:
                starttime=current_time-60*60*24*365*2
                params['remindstart'] = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(starttime))
                endtime=current_time+60*60*24*params.get('remindend')
                params['remindend'] = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(endtime))

            elif params.get('remindstart') != None and params.get('remindend') == None:
                starttime= current_time - 60 * 60 * 24 * params.get('remindstart')
                params['remindstart']=time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(starttime))
                endtime=current_time+60*60*24*365*2
                params['remindend'] = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(endtime))
            elif params.get('remindstart') == None and params.get('remindend') == None:
                starttime = current_time - 60 * 60 * 24 * 365 * 2
                params['remindstart'] = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(starttime))
                endtime = current_time + 60 * 60 * 24 * 365 * 2
                params['remindend'] = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(endtime))

        data = zufang.getbetweenparams(
            zufang,
            zufang,
            columnName,
            {
                "remindStart": remindstart,
                "remindEnd": remindend
            }
        )

        msg['count'] = len(data)
        return jsonify(msg)






#分类列表
@main_bp.route("/python63we0i0p/zufang/lists", methods=['GET'])
def python63we0i0p_zufang_lists():
    if request.method == 'GET':
        msg = {"code": normal_code, "msg": "success", "data": []}
        list,_,_,_,_ = zufang.page(zufang,zufang,{})
        msg['data'] = list
        return jsonify(msg)

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