python修复数据库里错乱的省份与城市

某天运营妹子发现省市数据对不上了，查了一下数据库，惊呆了。上百万条，怎么捞出错误的数据。

错乱的数据如下：

解决办法

1. 找到一个正确中国行政区省市对应关系表，最好json格式。
2. 从数据库导出用户表，可以导出json格式
3. 比对

#正确的中国行政区省市对应关系
china_province = {"河北":["石家庄","唐山","秦皇岛","邯郸","邢台","保定","张家口","承德","沧州","廊坊","衡水"].......}

#读取从数据库导出的用户表
with open('/Users/xiaohutu/Desktop/mysql_user_data.json') as f:
    mysql_user_data = json.loads(f.read())

#计数
num = 0

#存储错误的用户ID
user_id = []

for i in mysql_user_data["RECORDS"]:
    for prov,c in china_provinces.items():
        for city in china_provinces[prov]:
            if i["city"] == city and i["province"] != prov:
                num = num + 1
                print(i)
                user_id.append(i["user_id"])
print(tuple(user_id))
print(num)

附录中国行政区省市对应关系

{"河北":["石家庄","唐山","秦皇岛","邯郸","邢台","保定","张家口","承德","沧州","廊坊","衡水"],"山西":["太原","大同","阳泉","长治","晋城","朔州","晋中","运城","忻州","临汾","吕梁"],"内蒙古":["呼和浩特","包头","乌海","赤峰","通辽","鄂尔多斯","呼伦贝尔","巴彦淖尔","乌兰察布","兴安","锡林郭勒","阿拉善"],"辽宁":["沈阳","大连","鞍山","抚顺","本溪","丹东","锦州","营口","阜新","辽阳","盘锦","铁岭","朝阳","葫芦岛"],"吉林":["长春","吉林","四平","辽源","通化","白山","松原","白城","延边"],"黑龙江":["哈尔滨","齐齐哈尔","鸡西","鹤岗","双鸭山","大庆","伊春","佳木斯","七台河","牡丹江","黑河","绥化","大兴安岭"],"江苏":["南京","无锡","徐州","常州","苏州","南通","连云港","淮安","盐城","扬州","镇江","泰州","宿迁"],"浙江":["杭州","宁波","温州","嘉兴","湖州","绍兴","金华","衢州","舟山","台州","丽水"],"安徽":["合肥","芜湖","蚌埠","淮南","马鞍山","淮北","铜陵","安庆","黄山","滁州","阜阳","宿州","巢湖","六安","亳州","池州","宣城"],"福建":["福州","厦门","莆田","三明","泉州","漳州","南平","龙岩","宁德"],"江西":["南昌","景德镇","萍乡","九江","新余","鹰潭","赣州","吉安","宜春","抚州","上饶"],"山东":["济南","青岛","淄博","枣庄","东营","烟台","潍坊","威海","济宁","泰安","日照","莱芜","临沂","德州","聊城","滨州","菏泽"],"河南":["郑州","开封","洛阳","平顶山","焦作","鹤壁","新乡","安阳","濮阳","许昌","漯河","三门峡","南阳","商丘","信阳","周口","驻马店"],"湖北":["武汉","黄石","襄樊","十堰","荆州","宜昌","荆门","鄂州","孝感","黄冈","咸宁","随州","恩施"],"湖南":["长沙","株洲","湘潭","衡阳","邵阳","岳阳","常德","张家界","益阳","郴州","永州","怀化","娄底","湘西"],"广东":["广州","深圳","珠海","汕头","韶关","佛山","江门","湛江","茂名","肇庆","惠州","梅州","汕尾","河源","阳江","清远","东莞","中山","潮州","揭阳","云浮"],"广西":["南宁","柳州","桂林","梧州","北海","防城港","钦州","贵港","玉林","百色","贺州","河池","来宾","崇左"],"海南":["海口","三亚"],"四川":["成都","自贡","攀枝花","泸州","德阳","绵阳","广元","遂宁","内江","乐山","南充","宜宾","广安","达州","眉山","雅安","巴中","资阳","阿坝","甘孜","凉山"],"贵州":["贵阳","六盘水","遵义","安顺","铜仁","毕节","黔西南","黔东南","黔南"],"云南":["昆明","曲靖","玉溪","保山","昭通","丽江","普洱","临沧","文山","红河","西双版纳","楚雄","大理","德宏","怒江","迪庆"],"西藏":["拉萨","昌都","山南","日喀则","那曲","阿里","林芝"],"陕西":["西安","铜川","宝鸡","咸阳","渭南","延安","汉中","榆林","安康","商洛"],"甘肃":["兰州","嘉峪关","金昌","白银","天水","武威","张掖","平凉","酒泉","庆阳","定西","陇南","临夏","甘南"],"青海":["西宁","海东","海北","黄南","海南","果洛","玉树","海西"],"宁夏":["银川","石嘴山","吴忠","固原","中卫"],"新疆":["乌鲁木齐","克拉玛依","吐鲁番","哈密","和田","阿克苏","喀什","克孜勒苏柯尔克孜","巴音郭楞蒙古","昌吉","博尔塔拉蒙古","伊犁哈萨克","塔城","阿勒泰"],"重庆":["重庆"],"北京":["北京"],"天津":["天津"],"上海":["上海"]}