def insert_to_mysql(self, connection, data):
"""
插入新数据
:param connection:
:param data: type => tuple List or dict
:return:
"""
mysql_logger = Logger().logger
if isinstance(data, dict):
k_list = [key for key in data.keys()]
v_list = tuple([value for value in data.values()])
v_sql = str(v_list)
if v_sql[-2] == ",":
v_sql = v_sql[:-2] + ")"
sql = f"INSERT INTO {self.mysql_table} ({','.join(k_list)}) VALUES{v_sql}"
elif isinstance(data, (list, tuple)):
k_list = [key for key in data[0].keys()]
value_list = list()
for each in data:
v_list = str(tuple([value for value in each.values()]))
if v_list[-2] == ",":
v_list = v_list[:-2] + ")"
value_list.append(v_list)
sql = f"INSERT INTO {self.mysql_table} ({','.join(k_list)}) VALUES"
sql = sql + ",".join(value_list)
else:
raise Exception("not format type of data")
try:
mysql_logger.info(f"网络声量sql==>{sql}")
count = self.cs_commit(connection=connection, sql=sql)
mysql_logger.info(f"MySQL 插入成功 {count} 条")
except Exception as e:
mysql_logger.exception(f"网络声量 插入失败，ERROR: {e}")
def all_to_mongodb(self, collection, insert_list):
"""
插入数据
:param collection:
:param insert_list: list
:return:
"""
mon_logger = Logger().logger
try:
result = collection.insert_many(insert_list)
mon_logger.info("MongoDB 数据插入成功, 成功条数 {} 条".format(
len(result.inserted_ids)))
return len(result.inserted_ids)
except TypeError as e:
mon_logger.info("MongoDB 数据插入失败,错误信息为 {}".format(e))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result = collection.insert_many(insert_list)
mon_logger.info("数据插入成功, 成功条数 {} 条".format(len(
result.inserted_ids)))
return len(result.inserted_ids)
except Exception as e:
mon_logger.info("MongoDB 数据插入失败,错误信息为 {}".format(e))
return 0
finally:
self.client_close()
def match_from_mongo(self, collection, match, output):
"""
查询所有数据, 返回游标对象(聚合)
:param collection:
:param match: match condition like dict {"ENTITY_CODE_": "XXXXXXXXX"}
:param output: output field like list or dict
:return:
"""
mon_logger = Logger().logger
if isinstance(output, str):
output = [output]
try:
mon_logger.info("MongoDB 开始查取数据")
output_condition = dict()
for o in output:
output_condition[o] = 1
result = collection.aggregate([{
"$match": match
}, {
"$project": output_condition
}])
mon_logger.info("MongoDB 数据查取成功")
return result
except TypeError as e:
mon_logger.error(
"WEIBO_CODE_ 数据查取失败,错误信息为{}, 请检查匹配规则是否正确:{}".format(e, match))
# raise Exception("WEIBO_CODE_ 查取失败, 错误信息为{}".format(e))
finally:
self.client_close()
def match_from_mongo(self, collection, match, output):
mon_logger = Logger().logger
try:
mon_logger.info("开始查取数据")
result = collection.aggregate([{
"$match": match
}, {
"$project": {
"budgetPrice": 1,
"_id": 0,
output: 1
}
}])
for i in result:
if i is not None:
mon_logger.info("数据查取成功")
return i[output]
else:
mon_logger.error("WEIBO_CODE_ 查取数据为空")
# raise Exception("WEIBO_CODE_ 查取失败")
except TypeError as e:
mon_logger.error(
"WEIBO_CODE_ 数据查取失败,错误信息为{}, 请检查匹配规则是否正确:{}".format(e, match))
raise Exception("WEIBO_CODE_ 查取失败, 错误信息为{}".format(e))
finally:
self.client_close()
def search_from_mysql(self,
connection,
output=None,
where_condition=None,
limit_num=None,
offset_num=None):
"""
查询
:param connection:
:param output: 输出字段
:param where_condition: where 条件
:param limit_num: 输出数量
:param offset_num: 跳过数量
:return:
"""
mysql_logger = Logger().logger
if output:
if isinstance(output, str):
sql = f"SELECT {output} FROM {self.mysql_table}"
elif isinstance(output, (tuple, list)):
sql = f"SELECT {','.join(output)} FROM {self.mysql_table}"
else:
raise Exception("not format type of \"output\"")
else:
sql = f"SELECT * FROM {self.mysql_table}"
if where_condition:
if "where" in where_condition or "WHERE" in where_condition:
sql = sql + " " + where_condition
else:
sql = sql + f" WHERE {where_condition}"
sql = sql + f" LIMIT {limit_num}" if limit_num else sql
sql = sql + f" OFFSET {offset_num}" if offset_num else sql
try:
cs = connection.cursor(pymysql.cursors.DictCursor)
count = cs.execute(sql)
result = cs.fetchall()
if count:
mysql_logger.info(f"Mysql 查取成功 {count} 条")
return result
else:
mysql_logger.info("数据库查取数为0")
except TypeError:
mysql_logger.error("MySQL查取失败，请检查")
finally:
cs.close()
def get_mongo_column_dict(self, collection, column1, column2):
mon_logger = Logger().logger
try:
mon_logger.info("开始查取数据")
result = collection.aggregate([{
"$project": {
"_id": 0,
column1: 1,
column2: 1
}
}])
return result
except TypeError as e:
mon_logger.error(
"WEIBO_CODE_ 数据查取失败,错误信息为{}, 请检查匹配规则是否正确".format(e))
raise Exception("WEIBO_CODE_ 查取失败, 错误信息为{}".format(e))
finally:
self.m_client.client.close()
def delete_from_mysql(self, connection, where_condition):
"""
删除
:param connection:
:param where_condition: where 条件
:return:
"""
mysql_logger = Logger().logger
if "where" in where_condition or "WHERE" in where_condition:
sql = f"DELETE FROM {self.mysql_table} {where_condition}"
else:
sql = f"DELETE FROM {self.mysql_table} WHERE {where_condition}"
try:
count = self.cs_commit(connection=connection, sql=sql)
mysql_logger.info(f"MySQL 删除成功 {count} 条")
except Exception as e:
mysql_logger.exception(f"MySQL 删除失败，ERROR: {e}")
def client_to_mysql(self):
'''
:return: 返回mysql连接
'''
mysql_logger = Logger().logger
try:
mysql_logger.info("正在连接MySQL({}@{}:{})".format(
self.mysql_user, self.mysql_host, self.mysql_port))
connection = pymysql.connect(**self.mysql_config)
mysql_logger.info("Mysql连接成功({}@{}:{})".format(
self.mysql_user, self.mysql_host, self.mysql_port))
return connection
except pymysql.err.OperationalError as e:
for retry_count in range(2, 7):
try:
mysql_logger.warning(
"MySQL连接失败，正在重试第{}次连接".format(retry_count))
connection = pymysql.connect(**self.mysql_config)
mysql_logger.info("Mysql连接成功")
return connection
except Exception as e:
mysql_logger.warning("第{}次连接MySQL失败".format(retry_count))
# print(retry_count)
if retry_count == 6:
mysql_logger.error("MySQL连接失败,错误信息为{}".format(e))
def client_to_mongodb(self):
mon_logger = Logger().logger
mon_logger.info("开始连接MongoDB({}:{}),database={}".format(
self.mongo_host, self.mongo_port, self.mongo_database))
try:
collection_list = self.db.collection_names()
mon_logger.info("MongoDB({}:{})连接成功".format(
self.mongo_host, self.mongo_port))
return collection_list
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.warning("MongoDB({}:{})连接失败".format(
self.mongo_host, self.mongo_port))
for i in range(2, 6):
try:
collection_list = self.db.collection_names()
mon_logger.info("MongoDB({}:{})连接成功".format(
self.mongo_host, self.mongo_port))
return collection_list
except Exception:
mon_logger.warning("MongoDB({}:{})第{}次连接失败".format(
self.mongo_host, self.mongo_port, i))
if i == 5:
mon_logger.error(
"MongoDB连接失败，错误信息为: {}, 请检查各项参数是否正确host={}, port={},database={}"
.format(e, self.mongo_host, self.mongo_port,
self.mongo_database))
self.client_close()
def search_by_status(self, collection, data_id=None):
mon_logger = Logger().logger
try:
mon_logger.info("开始查取数据")
if data_id:
find_id = ObjectId(data_id)
result_one = collection.find_one({
"$and": [{
"ENTITY_CODE_": self.mongo_entity_code
}, {
"_id": {
"$gte": find_id
}
}, {
"d": {
"$exists": False
}
}]
})
else:
result_one = collection.find_one({
"$and": [{
"ENTITY_CODE_": self.mongo_entity_code
}, {
"d": {
"$exists": False
}
}]
})
if result_one is not None:
result = collection.find(
{
"$and": [{
"ENTITY_CODE_": self.mongo_entity_code
}, {
"_id": {
"$gte": result_one["_id"]
}
}, {
"d": {
"$exists": False
}
}]
},
no_cursor_timeout=True)
mon_logger.info("ENTITY: {} 数据查取成功共 {}条".format(
result.count()))
return result
else:
mon_logger.info("ENTITY: {} 数据查取为空".format(
self.mongo_entity_code))
return None
except TypeError as e:
mon_logger.error(
"MongoDB数据查取失败,错误信息为{}, 请检查 ENTITY_CODE_ 是否正确:{}".format(
e, self.mongo_entity_code))
finally:
self.client_close()
def update_to_mysql(self, connection, data, where_condition):
"""
更新数据
:param connection:
:param data:
:param where_condition: where 条件
:return:
"""
mysql_logger = Logger().logger
set_list = list()
for key, value in data.items():
set_list.append(f"{key} = \'{value}\'")
if "where" in where_condition or "WHERE" in where_condition:
sql = f"UPDATE {self.mysql_table} SET {','.join(set_list)} {where_condition}"
else:
sql = f"UPDATE {self.mysql_table} SET {','.join(set_list)} WHERE {where_condition}"
try:
count = self.cs_commit(connection=connection, sql=sql)
mysql_logger.info(f"MySQL 更新成功 {count} 条")
except Exception as e:
mysql_logger.exception(f"MySQL 更新失败，ERROR: {e}")
class FundScript(object):
def __init__(self):
self.code_list = [
"STCNFUND", "ABCFUND", "CCBFUND", "CITICFUND", "ICBCFUND"
]
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.copy_mongo_data_list = list()
self.remove_id_list = list()
self.branch_code_list = list()
# 基金
self.verify_list = [
"ENTITY_CODE_", "ENTITY_NAME_", "URL_", "PERIOD_CODE_", "STATUS_",
"REMARK_", "CREATE_TIME_", "UPDATE_TIME_", "CODE_", "NAME_",
"FUND_NEW_VALUE_", "TOTAL_NEW_VALUE_", "FUND_OLD_VALUE_",
"TOTAL_OLD_VALUE_", "DAILY_RATE_", "YEAR_REWARD_", "SUBS_STATUS_",
"ATONEM_STATUS_", "TYPE_", "ID_", "NEWEST_VALUE_", "TOTAL_VALUE_",
"POPULARITY_", "RATING_", "OLD_VALUE_", "UNIT_VALUE_", "SCALE_",
"ESTABLISH_DATE_", "RISK_LEVEL_", "BASE_INFO_", "YIELD_",
"INVEST_", "MONTH_RATE_", "QUARTER_RATE_", "HALF_YEAR_RATE_",
"HISTORY_RATE_", "FUND_STATUS_", "COMPANY_", "SUBS_STATUS_CODE_",
"TYPE_CODE_"
]
# 从 MongoDB 获取数据
def get_data_from_mongo(self, m_client, collection, entity_code):
m_client.mongo_db = "spider_data"
m_client.mongo_entity_code = entity_code
try:
mongo_data_list = m_client.search_from_mongodb(collection)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
sleep(1)
mongo_data_list = m_client.search_from_mongodb(collection)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
# 从 MongoDB 删除数据
def delete_data_from_mongo(self, m_client, collection, entity_code,
remove_id_list):
m_client.mongo_entity_code = entity_code
try:
remove_count = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
mongo_data_list = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
# 网点 CODE_
hash_m = hashlib.md5()
hash_m.update(re_data["ADDR_"].encode("utf-8"))
hash_addr_ = hash_m.hexdigest()
re_data["CODE_"] = re_data["BANK_CODE_"] + "_" + re_data[
"AREA_CODE_"] + "_" + hash_addr_
# for i in range(1, 10000):
# branch_code = "ABC" + "_" + re_data["AREA_CODE_"] + "_" + "00000"
# branch_code = branch_code[:len(branch_code)-len(str(i))] + "{}".format(i)
# if branch_code in branch_code_list:
# continue
# else:
# branch_code_list.append(branch_code)
# break
return re_data
def gaode_get_lat_lng(self, address):
url = URL_FOR_LAT_LNG + "?" + "key=" + AK + "&address=" + address
# url = url + "?location={}&output=json&pois=1&ak={}".format(address, ak)
response = requests.get(url)
temp = json.loads(response.content)
response.close()
return temp['geocodes'][0]['location']
def dict_from_mysql(self, dict_code):
# 创建 MySQL 对象
mysql_config = {
"host": "172.22.67.25",
"port": 3306,
"database": "chabei",
"user": "******",
"password": "******",
"table": "sys_dict_item"
}
mysql_client = MysqlClient(**mysql_config)
mysql_connection = mysql_client.client_to_mysql()
result = mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'{}\'"
.format(dict_code),
connection=mysql_connection)
mysql_client.close_client(connection=mysql_connection)
return result
# 主函数
def run(self):
count = 0
# # 创建 Phoenix 对象-注意表格名字
p_client = PhoenixHbase(table_name="FUND")
p_client.verify_list = self.verify_list
# # 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="JSFUND_CCBDATA")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
#查询省市区的编码列表
# script = GenericScript(entity_code="ICBCFUND", entity_type="JSFUND_CCBDATA")
# province_list, city_list, area_list, dir_area_list = script.area_from_mysql()
list_SUBS_STATUS = self.dict_from_mysql("FUND_SUBS_STATUS")
list_TYPE = self.dict_from_mysql("FUND_TYPE")
# # 删除表
# p_client.drop_table_phoenix(connection=connection)
# # 基金表创建语句
# sql = ('create table "FUND" ("ID_" varchar primary key,"C"."ENTITY_CODE_" varchar,"C"."AREA_CODE_" varchar,'
# '"C"."BANK_CODE_" varchar,"C"."BANK_NAME_" varchar,"C"."UNIT_CODE_" varchar,"C"."PERIOD_CODE_" varchar,"C"."REMARK_" varchar,'
# '"C"."CREATE_TIME_" varchar,"C"."UPDATE_TIME_" varchar,"C"."STATUS_" varchar,"C"."CODE_" varchar,"C"."NAME_" varchar,'
# '"C"."FUND_OLD_VALUE_" varchar,"C"."TOTAL_OLD_VALUE_" varchar,"C"."FUND_NEW_VALUE_" varchar,"C"."TOTAL_NEW_VALUE_" varchar,'
# '"C"."INVEST_PERIOD_" varchar,"C"."DAILY_RATE_" varchar,"C"."YEAR_REWARD_" varchar,"C"."SUBS_STATUS_" varchar,'
# '"C"."ATONEM_STATUS_" varchar,"C"."TYPE_" varchar,"C"."NEWEST_VALUE_" varchar,"C"."TOTAL_VALUE_" varchar,'
# '"C"."POPULARITY_" varchar,"C"."RATING_" varchar,"C"."ENTITY_NAME_" varchar,"C"."OLD_VALUE_" varchar,'
# '"C"."UNIT_VALUE_" varchar,"C"."SCALE_" varchar,"C"."ESTABLISH_DATE_" varchar,"C"."RISK_LEVEL_" varchar,'
# '"C"."BASE_INFO_" varchar,"C"."YIELD_" varchar,"C"."INVEST_" varchar,"C"."MONTH_RATE_" varchar,'
# '"C"."QUARTER_RATE_" varchar,"C"."HALF_YEAR_RATE_" varchar,"C"."URL_" varchar,"C"."HISTORY_RATE_" varchar,'
# '"C"."FUND_STATUS_" varchar,"C"."COMPANY_" varchar,"C"."SUBS_STATUS_CODE_" varchar,"C"."TYPE_CODE_" varchar)IMMUTABLE_ROWS = true')
#
# # 创建表
# p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 遍历 ENTITY_CODE_ 列表
# self.code_list = ["ABCORGANIZE"]
for entity_code in self.code_list:
status = False
module_name = __import__(entity_code)
self.logger.info("开始进行 ENTITY_CODE_ {}".format(entity_code))
self.remove_id_list = []
self.copy_mongo_data_list = []
self.branch_code_list = []
try:
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code)
except pymongo.errors.ServerSelectionTimeoutError:
sleep(1)
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code)
# 清洗数据并插入 HBase
if mongo_data_list:
once_count = 0
self.find_count = mongo_data_list.count()
for data in mongo_data_list:
data_id = data["_id"]
copy_data = {}
self.remove_id_list.append(data_id)
try:
del data["_id"]
copy_data = deepcopy(data)
self.copy_mongo_data_list.append(copy_data)
# re_data = module_name.data_shuffle(data_list,province_list, city_list, area_list,list_SUBS_STATUS,list_TYPE)
re_data = module_name.data_shuffle(
data, list_SUBS_STATUS, list_TYPE)
# re_data = module_name.data_shuffle(data_list)
if not re_data:
self.bad_count += 1
continue
except Exception as e:
# except jpype._jexception.SQLExceptionPyRaisable as e:
# except org.apache.phoenix.exception.BatchUpdateExecution as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(
data_id, e))
continue
if isinstance(re_data, list):
for list_data in re_data:
# try:
# area_data = self.shuffle_for_area(list_data)
# except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
# self.logger.warning("_id:{} 获取经纬度失败, {}".format(data_id, e))
# continue
# except ValueError:
# pass
# phoenix_HBase 插入数据
if list_data:
try:
count += 1
print(count)
# print(list_data)
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=list_data)
# 导出csv
# pd.DataFrame(area_data).to_csv("E:\\NEWS_CLEAN_\\" + module_name+ ".csv")
once_count += success_count
self.success_count += success_count
self.logger.info(
"HBase 插入成功, 成功条数 {} 条".format(
success_count))
if self.success_count % 50 == 0:
update_count = m_client.update_to_mongodb(
collection=collection,
data_id=self.remove_id_list,
data_dict={"d": 1})
self.remove_count += update_count
self.logger.info("MongoDB 更新成功")
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
elif isinstance(re_data, dict):
# try:
# area_data = self.shuffle_for_area(re_data)
# except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
# self.logger.warning("_id: {}获取经纬度失败, {}".format(data_id, e))
# continue
# phoenix_HBase 插入数据
if re_data:
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=re_data)
once_count += success_count
self.success_count += success_count
if self.success_count % 100 == 0:
self.logger.info(
"HBase 插入成功, 成功条数 {} 条".format(
self.success_count))
# 添加 {d:1}
if self.success_count % 50 == 0:
update_count = m_client.update_to_mongodb(
collection=collection,
data_id=self.remove_id_list,
data_dict={"d": 1})
self.remove_count += update_count
self.logger.info("MongoDB 更新成功")
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
if once_count > 0:
status = True
self.logger.info("HBase 插入成功, 成功条数 {}".format(once_count))
else:
continue
# 关闭连接
m_client.client_close()
p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class WechatScript(object):
def __init__(self, entity_type="WECHAT"):
"""
初始化参数
:param entity_type: WECHAT
"""
self.entity_type = entity_type
self.logger = Logger().logger
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name=self.entity_type)
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="WECHAT")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# # 创建 MongoDB spider_data_old 数据库对象
# self.old_client = MongoClient(mongo_collection="WECHAT")
# # 本地测试
# self.old_client.client = pymongo.MongoClient(host="localhost", port=27017, serverSelectionTimeoutMS=60,
# connectTimeoutMS=60, connect=False)
# self.old_client.mongo_db = "spider_data_old"
# db_old, collection_list_old = self.old_client.client_to_mongodb()
# self.collection_old = db_old["WECHAT"]
# 创建 MySQL 对象
self.mysql_client = GenericScript(entity_code=None, entity_type=None)
self.remove_id_list = list()
self.copy_mongo_data_list = list()
self.verify_list = [
"ID_", "ENTITY_CODE_", "URL_", "AREA_CODE_", "BANK_CODE_",
"BANK_NAME_", "UNIT_CODE_", "PERIOD_CODE_", "CONTENT_",
"CONTENT_TYPE_", "REMARK_", "CREATE_TIME_", "UPDATE_TIME_",
"TITLE_", "ENTITY_NAME_", "DEALTIME_", "DATETIME_", "STATUS_",
"WECHAT_NAME_", "WECHAT_ID_"
]
# BANK_NAME_ 字典
self.name_dict = {
"ICBC": "中国工商银行",
"ABC": "中国农业银行",
"BOC": "中国银行",
"CCB": "中国建设银行",
"BOCOM": "交通银行",
"PSBC": "中国邮政储蓄银行",
"CZB": "浙商银行",
"CBHB": "渤海银行",
"ECITIC": "中信银行",
"CEB": "中国光大银行",
"HXB": "华夏银行",
"CMBC": "中国民生银行",
"CMB": "招商银行",
"CIB": "兴业银行",
"CGB": "广发银行",
"PAB": "平安银行",
"SPDB": "浦发银行",
"EBCL": "恒丰银行"
}
self.headers = {
"User-Agent":
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
"(KHTML, like Gecko) Chrome/67.0.3396.99 Safari/537.36",
"Accept-Language":
"zh-CN,zh;q=0.9",
"Host":
"weixin.sogou.com",
"Referer":
"http://weixin.sogou.com/"
}
self.url = "http://weixin.sogou.com/weixin?type=1&query={}&ie=utf8&s_from=input&_sug_=y&_sug_type_="
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
def check_name(self, wechat_id):
check_dict = dict()
with open("wechat_id_name.txt", "r", encoding="utf-8") as rf:
read_data = rf.read()
if read_data:
read_data = read_data.replace("\'", "\"")
read_data = read_data.replace(": None", ": \"None\"")
# print(read_data)
check_dict = json.loads(read_data)
else:
wechat_name = self.req_for_name(wechat_id)
check_dict[wechat_id] = wechat_name
with open("wechat_id_name.txt", "w", encoding="utf-8") as wf:
wf.write(str(check_dict))
return check_dict[wechat_id]
if wechat_id in check_dict:
return check_dict[wechat_id]
else:
wechat_name = self.req_for_name(wechat_id)
check_dict[wechat_id] = wechat_name
with open("wechat_id_name.txt", "w", encoding="utf-8") as wf:
wf.write(str(check_dict))
return check_dict[wechat_id]
def req_for_name(self, wechat_id):
url = self.url.format(wechat_id)
# response = WanDou().http_client(url=url, param=self.headers)
resp1 = requests.get(
url=
r"http://h.wandouip.com/get/ip-list?pack=853&num=1&xy=1&type=2&lb=\r\n&mr=1&"
)
resp2 = resp1.json()["data"][0]
# print(resp2)
# resp1.close()
time.sleep(2)
try:
response = requests.get(
url=url,
headers=self.headers,
proxies={"http": "{}:{}".format(resp2["ip"], resp2["port"])})
except Exception as e:
print(1, e)
self.logger.info("error ip: {}".format(resp2))
time.sleep(5)
return self.req_for_name(wechat_id)
html = HTML(response.content.decode())
# response.close()
name = html.xpath('//p[@class="tit"]/a/text()')
if name:
# print(name)
self.error_count = 0
return name[0]
else:
self.error_count += 1
if self.error_count == 5:
self.logger.info("wetchat id error: \"{}\"".format(wechat_id))
return "None"
else:
time.sleep(2)
self.req_for_name(wechat_id)
# if response is None:
# self.logger.info("ip_prox error")
# return self.req_for_name(wechat_id)
# if isinstance(response, str):
# html = HTML(response)
# name = html.xpath('//p[@class="tit"]/a/text()')
# if name:
# print(name)
# return name[0]
# else:
# self.logger.info("ip_prox error2")
# return self.req_for_name(wechat_id)
# else:
# self.logger.info("ip_prox error change")
# return self.req_for_name(wechat_id)
def data_shuffle(self, data, province_list, city_list, area_list):
"""
数据清洗
:param data:
:param province_list:
:param city_list:
:param area_list:
:return: re_data or None
"""
# BANK_CODE_正则匹配规则
pattern = re.compile(
r'ICBC|ABC|BOCOM|CCB|BOC|PSBC|CZB|CBHB|ECITIC|CEB|HXB|CMBC|CMB|CIB|CGB|PAB|SPDB|EBCL'
)
re_data = dict()
if data["TITLE_"]:
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["TITLE_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C" 通用列族字段
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
# re_data["URL_"] = ""
prov_c = None
prov_n = None
city_c = None
city_n = None
area_c = None
area_n = None
bank_n = None
bank_c = pattern.match(data["ENTITY_CODE_"])
if bank_c:
re_data["BANK_CODE_"] = bank_c.group()
else:
return None
# 正则去除银行名称，方便匹配地区编码
bank_n = re.sub(
r"{}银?行?|微信|[总分支]行".format(
self.name_dict[re_data["BANK_CODE_"]][:-2]), "",
data["ENTITY_NAME_"])
re_data["BANK_NAME_"] = self.name_dict[re_data["BANK_CODE_"]]
re_data["PERIOD_CODE_"] = data["PERIOD_CODE_"].replace("-", "")
re_data["NOTICE_TIME_"] = data["PERIOD_CODE_"]
re_data["STATUS_"] = "1"
re_data["CONTENT_"] = data["CONTENT_"]
re_data["REMARK_"] = ""
for area in area_list:
if area["NAME_"] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
if area_c:
pass
else:
for prov in province_list:
if prov["NAME_"] in bank_n:
prov_c = prov["CODE_"]
prov_n = prov["NAME_"]
bank_n = bank_n.replace(prov_n, "")
break
elif prov["NAME_"][:-1] in bank_n:
prov_c = prov["CODE_"]
prov_n = prov["NAME_"]
bank_n = bank_n.replace(prov_n[:-1], "")
break
elif prov["NAME_"][:4] in bank_n:
prov_c = prov["CODE_"]
prov_n = prov["NAME_"]
bank_n = bank_n.replace(prov_n[:4], "")
break
elif prov["NAME_"][:3] in bank_n:
prov_c = prov["CODE_"]
prov_n = prov["NAME_"]
bank_n = bank_n.replace(prov_n[:3], "")
break
elif prov["NAME_"][:2] in bank_n:
prov_c = prov["CODE_"]
prov_n = prov["NAME_"]
bank_n = bank_n.replace(prov_n[:2], "")
break
for city in city_list:
if len(city["NAME_"]) == 1:
continue
if prov_c:
if city["CODE_"][:2] == prov_c[:2]:
if city["NAME_"] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n, "")
break
elif city["NAME_"][:-1] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:-1], "")
break
elif city["NAME_"][:4] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:4], "")
break
elif city["NAME_"][:3] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:3], "")
break
elif city["NAME_"][:2] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:2], "")
break
else:
if city["NAME_"] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n, "")
break
elif city["NAME_"][:-1] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:-1], "")
break
elif city["NAME_"][:4] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:4], "")
break
elif city["NAME_"][:3] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:3], "")
break
elif city["NAME_"][:2] in bank_n:
city_c = city["CODE_"]
city_n = city["NAME_"]
bank_n = bank_n.replace(city_n[:2], "")
break
for area in area_list:
if city_c:
if area["CODE_"][:2] == city_c[:2]:
if area["NAME_"] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:-1] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:4] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:3] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:2] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif prov_c:
if area["CODE_"][:2] == prov_c[:2]:
if area["NAME_"] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:-1] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:4] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:3] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:2] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
else:
if area["NAME_"][:-1] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:4] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:3] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
elif area["NAME_"][:2] in bank_n:
area_c = area["CODE_"]
area_n = area["NAME_"]
break
# 特殊情况 星子县现为庐山市 喻家山位于武汉洪山区
if "星子县" in data["ENTITY_NAME_"]:
area_c = "360483"
area_n = "庐山市"
elif "喻家山" in data["ENTITY_NAME_"]:
area_c = "420111"
area_n = "洪山区"
elif "江南西" in data["ENTITY_NAME_"]:
area_c = "440105"
area_n = "海珠区"
elif "两路口" in data["ENTITY_NAME_"]:
area_c = "500103"
area_n = "渝中区"
elif "大兴安岭" in data["ENTITY_NAME_"]:
area_c = "232700"
area_n = "大兴安岭地区"
elif "张家港" in data["ENTITY_NAME_"]:
area_c = "320582"
area_n = "张家港市"
elif "兴业银行新阳支行" in data["ENTITY_NAME_"]:
area_c = "230102"
area_n = "道里区"
if area_c:
pass
elif (not area_c) and city_c:
area_c = city_c
area_n = city_n
elif (not area_c) and (not city_c) and prov_c:
area_c = prov_c
area_n = prov_n
# 总行地区处理
elif (not area_c) and (not city_c) and (not prov_c):
if re_data["BANK_CODE_"] == "ICBC":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "ABC":
area_c = "110101"
area_n = "东城区"
elif re_data["BANK_CODE_"] == "BOCOM":
area_c = "310115"
area_n = "浦东新区"
elif re_data["BANK_CODE_"] == "CCB":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "BOC":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "PSBC":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "CZB":
area_c = "330103"
area_n = "下城区"
elif re_data["BANK_CODE_"] == "CBHB":
area_c = "120103"
area_n = "河西区"
elif re_data["BANK_CODE_"] == "ECITIC":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "CEB":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "HXB":
area_c = "110101"
area_n = "东城区"
elif re_data["BANK_CODE_"] == "CMBC":
area_c = "110102"
area_n = "西城区"
elif re_data["BANK_CODE_"] == "CMB":
area_c = "440304"
area_n = "福田区"
elif re_data["BANK_CODE_"] == "CIB":
area_c = "350102"
area_n = "鼓楼区"
elif re_data["BANK_CODE_"] == "CGB":
area_c = "440104"
area_n = "越秀区"
elif re_data["BANK_CODE_"] == "PAB":
area_c = "440303"
area_n = "罗湖区"
elif re_data["BANK_CODE_"] == "SPDB":
area_c = "310101"
area_n = "黄浦区"
elif re_data["BANK_CODE_"] == "EBCL":
area_c = "370602"
area_n = "芝罘区"
re_data["AREA_CODE_"] = area_c
if area_c:
re_data["UNIT_CODE_"] = re_data[
"BANK_CODE_"] + "_" + area_c[:4] + "00"
if ("b" in data["BANK_NAME_"]) or ("B" in data["BANK_NAME_"]):
return None
if "DATETIME_" not in data:
time_array = time.localtime(int(float(data["DEALTIME_"])))
value_time = time.strftime("%Y-%m-%d %H:%M:%S", time_array)
re_data["CREATE_TIME_"] = value_time
else:
re_data["CREATE_TIME_"] = data["DATETIME_"]
# data["UPDATE_TIME_"] = ""
re_data["TITLE_"] = data["TITLE_"]
re_data["CONTENT_TYPE_"] = data["CONTENT_TYPE_"]
re_data["WECHAT_ID_"] = data["WECHAT_"].replace(" ", "")
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["DEALTIME_"] = str(data["DEALTIME_"])
# print(area_c, area_n, data["ENTITY_NAME_"])
return re_data
else:
return None
def delete_data_from_mongo(self):
"""
从 MongoDB 删除数据
:return: delete_count
"""
try:
remove_count = self.m_client.remove_from_mongo(
collection=self.collection, remove_id_list=self.remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
mongo_data_list = self.m_client.remove_from_mongo(
collection=self.collection, remove_id_list=self.remove_id_list)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def upsert_and_delete(self, mongo_data_list, province_list, city_list,
area_list):
"""
插入和删除
:param mongo_data_list:
:param province_list:
:param city_list:
:param area_list:
:return:
"""
for i in range(1000000):
status = False
self.data_id = ""
success_count = 0
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
# print(data["_id"])
# self.remove_id_list.append(self.data_id)
# del data["_id"]
# copy_data = deepcopy(data)
# self.copy_mongo_data_list.append(copy_data)
# 清洗数据
try:
re_data = self.data_shuffle(data=data,
province_list=province_list,
city_list=city_list,
area_list=area_list)
except Exception as e:
# self.remove_id_list.remove(self.data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
continue
if re_data:
# 获取公众号名称
# try:
# print(re_data["WECHAT_ID_"])
re_data["WECHAT_NAME_"] = self.check_name(
re_data["WECHAT_ID_"])
# re_data["WECHAT_NAME_"] = self.req_for_name(re_data["WECHAT_ID_"])
# print(re_data["WECHAT_ID_"])
# print(re_data["WECHAT_NAME_"])
# except Exception as e:
# 向 HBase 插入数据
try:
count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
success_count += count
except jaydebeapi.DatabaseError as e:
# self.logger.info("error: {}".format(e))
# self.remove_id_list.remove(self.data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# # Phoenix 连接关闭
# p_client.close_client_phoenix(connection=connection)
# time.sleep(10)
# # 连接 Phoenix
# connection = p_client.connect_to_phoenix()
# # 向 HBase 插入数据
# count = p_client.upsert_to_phoenix_by_one(connection=connection, data=re_data)
# success_count += count
# try:
# # 添加 {d:1}
# update_count = self.m_client.update_to_mongodb(collection=self.collection, data_id=self.data_id,
# data_dict={"d": 1})
# self.remove_count += update_count
# # self.logger.info("MongoDB 更新成功")
# if self.remove_count % 10 == 0:
# self.logger.info("MongoDB 更新成功, 成功条数 {} 条".format("10"))
# except Exception as e:
# # self.remove_id_list.remove(data_id)
# # self.copy_mongo_data_list.remove(copy_data)
# self.logger.warning("MongoDB 更新 _id 为 {} 的数据失败, {}".format(self.data_id, e))
# continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
# self.remove_id_list.remove(self.data_id)
# self.copy_mongo_data_list.remove(copy_data)
continue
# # 删除数据
# if status:
# delete_count = self.delete_data_from_mongo()
# self.remove_count += delete_count
# self.logger.info("MongoDB 删除成功")
# else:
# self.logger.info("HBase 插入成功条数0条, 不执行删除")
#
# # 将数据插入 spider_data_old 中
# if status:
# try:
# self.old_client.mongo_db = "spider_data_old"
# insert_count = self.old_client.all_to_mongodb(collection=self.collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except pymongo.errors.ServerSelectionTimeoutError as e:
# time.sleep(1)
# self.logger.info("MongoDB 连接失败, 正在重新连接 {}".format(e))
# insert_count = self.old_client.all_to_mongodb(collection=self.collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except Exception as e:
# self.logger.info(e)
def main(self):
"""
:return:
"""
# # 删除表
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
# # 建表语句
# table_sql = ('create table "WECHAT" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."URL_" varchar, "C"."AREA_CODE_" varchar, "C"."BANK_CODE_" varchar,'
# '"C"."BANK_NAME_" varchar, "C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar,'
# '"C"."REMARK_" varchar, "C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, '
# '"T"."CONTENT_" varchar, "C"."CONTENT_TYPE_" varchar, "C"."TITLE_" varchar,'
# '"C"."WECHAT_ID_" varchar, "C"."WECHAT_NAME_" varchar, "C"."ENTITY_NAME_" varchar,'
# '"C"."DEALTIME_" varchar, "C"."STATUS_" varchar, "C"."PRAISES_" varchar,'
# '"C"."READ_NUM_" varchar, "C"."REPLIES_" varchar, "C"."RELAYS_" varchar,'
# '"C"."NOTICE_TIME_" varchar, "C"."IMPROTANCE_" varchar) IMMUTABLE_ROWS = true')
#
# # 创建表
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
# f_id = "5c1267258d7fee59f7d089f8" # gte 10M
# f_id = "5c1271a28d7fee66df0fdd83" # gte 10M
# f_id = "5c127e7b9bb3df7412b53b04" # gte 10M
# f_id = "5c1330d28d7fee4d9c87d6e1" # gte 10M
# f_id = "5c1330ed9bb3df2de33bb746" # gte 10M
# f_id = "5c13490a8d7fee79f1d9e87f" # gte 10M
# f_id = "5c1350ee8d7fee2d29b601ef" # gte 10M
# f_id = "5c1351c79bb3df0e23ee68c1" # gte 10M
# f_id = "5c13547d9bb3df06d41997d5" # gte 10M
# f_id = "5c1354849bb3df202508ee3e" # gte 10M
# f_id = "5c1354bd8d7fee44b881b11a" # gte 10M
# f_id = "5c1354e89bb3df1b2a6ef59c" # gte 10M
# f_id = "5c1355139bb3df197beb11c0" # gte 10M
# f_id = "5c1355328d7fee2f0997a3ac" # gte 10M
# f_id = "5c13558e8d7fee50ea04bd0a" # gte 10M
# f_id = "5c135a5f8d7fee5bf7db91b8" # gte 10M
# f_id = "5c135b0c8d7fee697fa5bd80" # gte 10M
# f_id = "5c135bd59bb3df4d7aa66cad" # gte 10M
# f_id = "5c135bdb9bb3df454c0157a3" # gte 10M
# f_id = "5c135bfc8d7fee73c8f84567" # gte 10M
# f_id = "5c135c119bb3df48aeb8fe63" # gte 10M
# f_id = "5c135dfe9bb3df4d7aa66cc2" # gte 10M
# f_id = "5c13602d8d7fee7f7a48c485" # gte 10M
# f_id = "5c1361858d7fee223825f805" # gte 10M
# f_id = "5c1361d68d7fee561806fc4d" # gte 10M
# f_id = "5c1362068d7fee223825f808" # gte 10M
# f_id = "5c1362159bb3df26bba60a05" # gte 10M
# f_id = "5c1366248d7fee6741adb5be" # gte 10M
# f_id = "5c1366418d7fee673f6c95cb" # gte 10M
# f_id = "5c1367099bb3df5a0e013c4d" # gte 10M
# f_id = "5c13686d8d7fee76ac78735b" # gte 10M
# f_id = "5c1368788d7fee6fcb24daa3" # gte 10M
# f_id = "5c1369438d7fee63412b04ff" # gte 10M
# f_id = "5c13697b9bb3df60429b5d31" # gte 10M
# f_id = "5c1389468d7fee6a94c413c3" # gte 10M
# f_id = "5c1389c29bb3df75adc8861a" # gte 10M
# f_id = "5c138b039bb3df75adc88620" # gte 10M
# f_id = "5c138e3d9bb3df074c4ec0b3" # gte 10M
# f_id = "5c138e4d8d7fee06a4f8fd59" # gte 10M
# f_id = "5c1391318d7fee168749a96e" # gte 10M
# f_id = "5c25a4f19bb3df51eba386b8" # gte 10M
# f_id = "5c2601ef9bb3df7d42fe2084" # gte 10M
# f_id = "5c2608099bb3df24f5db4527" # gte 10M
# f_id = "5c2608be9bb3df2d58d08e32" # gte 10M
# f_id = "5c260d2b9bb3df3c084d2a83" # gte 10M
# f_id = "5c2615868d7fee2771bb3914" # gte 10M
# f_id = "5c261d528d7fee3c1383db85" # gte 10M
# f_id = "5c26340e8d7fee66d784fe8a" # gte 10M
# f_id = "5c263b818d7fee630f0d3ac4" # gte 10M
# f_id = "5c263ee28d7fee04ddc62e31" # gte 10M
# f_id = "5c263f269bb3df0d29d1e1e5" # gte 10M
# f_id = "5c2766718d7fee2aa36fa166" # gte 10M
# f_id = "5c2b79ef8d7fee3025e02575" # gte 10M
# f_id = "5c2b854a9bb3df27dc669d5a" # gte 10M
# f_id = "5c2e00078d7fee1b60443cf3" # gte 10M
# f_id = "5c2f69028d7fee62d31a72db" # gte 10M
# f_id = "5c36a7948d7fee18d9333327" # gte 10M
# f_id = "5c36b9ff9bb3df332dfebe39" # gte 10M
# f_id = "5c3754579bb3df02b680150b" # gte 10M
# f_id = "5c375c969bb3df6afd18e22d" # gte 10M
# f_id = "5c38a1e59bb3df6b2ff2f269" # gte 10M
# f_id = "5c394e058d7fee6a2582d1d3" # gte 10M
# f_id = "5c3c983e9bb3df21ddf94a92" # gte 10M
# f_id = "5c3ca38a9bb3df60bca07833" # gte 10M
f_id = "5c3c983e9bb3df21ddf94a92"
# f_id = ""
self.data_id = f_id
province_list, city_list, area_list, dir_area_list = self.mysql_client.area_from_mysql(
)
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection, data_id=self.data_id)
self.find_count += mongo_data_list.count()
try:
self.upsert_and_delete(mongo_data_list=mongo_data_list,
province_list=province_list,
city_list=city_list,
area_list=area_list)
except jaydebeapi.DatabaseError:
self.logger.info("error id is: {}".format(self.data_id))
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection, data_id=self.data_id)
self.upsert_and_delete(mongo_data_list=mongo_data_list,
province_list=province_list,
city_list=city_list,
area_list=area_list)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class FinProductScript(object):
def __init__(self):
# 创建 MySQL 对象
__mysql_config = {
"host": MYSQL_HOST_25,
"port": MYSQL_PORT_25,
"database": MYSQL_DATABASE_25,
"user": MYSQL_USER_25,
"password": MYSQL_PASSWORD_25,
"table": MYSQL_TABLE_25
}
__mysql_client = MysqlClient(**__mysql_config)
__mysql_connection = __mysql_client.client_to_mysql()
self.sales_status = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'SALES_STATUS\'",
connection=__mysql_connection)
self.produc_category = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'PRODUC_CATEGORY\'",
connection=__mysql_connection)
self.revenue_type = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'REVENUE_TYPE\'",
connection=__mysql_connection)
self.operaton_pattern = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'OPERATION_PATTERN\'",
connection=__mysql_connection)
self.purchase_amount = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'PURCHASE_AMOUNT\'",
connection=__mysql_connection)
self.duration_type = __mysql_client.search_area_code(
sql="select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'DURATION_TYPE\'",
connection=__mysql_connection)
__mysql_client.close_client(connection=__mysql_connection)
self.logger = Logger().logger
self.remove_id_list = list()
self.copy_mongo_data_list = list()
# "CZBFinancial", "PABFinancial", "PSBCFinancial",
#
self.entity_list = ["ABCFinancial", "BOCFinancial", "BOCOMFinancial", "CBHBFinancial", "CCBFinancial",
"CEBFinancial", "CGBFinancial", "CIBFinancial", "CMBCFinancial", "CMBFinancial",
"EBCLFinancial", "ECITICFinancial", "HXBFinancial", "ICBCFinancial",
"SPDBFinancial", "CHINANETFINANCIAL", "JSFIN_CCBDATA"]
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.verify_list = ["ID_", "ENTITY_CODE_", "AREA_CODE_", "BANK_CODE_", "BANK_NAME_", "UNIT_CODE_",
"PERIOD_CODE_", "CONTENT_", "REMARK_", "CREATE_TIME_", "UPDATE_TIME_", "CODE_", "NAME_",
"TIME_LIMIT_", "YIELD_RATE_", "BREAKEVEN_", "START_FUNDS_", "INVEST_PERIOD_", "SALE_START_",
"SALE_END_", "RISK_LEVEL_", "REDEMING_MODE_", "PRIVATE_BANK_", "URL_", "DEALTIME_",
"DATETIME_", "ENTITY_NAME_", "STATUS_", "SALE_DISTRICT_"]
def get_data_from_mongo(self, m_client, collection, entity_code, data_id):
"""
:param m_client: MongoDB client
:param collection: MongoDB collection
:param entity_code:
:return: data from MongoDB
"""
m_client.mongo_db = "spider_data"
m_client.mongo_entity_code = entity_code
try:
mongo_data_list = m_client.search_from_mongodb(collection, data_id=data_id)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
sleep(1)
mongo_data_list = m_client.search_from_mongodb(collection, data_id=data_id)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def delete_data_from_mongo(self, m_client, collection, entity_code, remove_id_list):
"""
:param m_client: MongoDB client
:param collection: MongoDB collection
:param entity_code:
:param remove_id_list: id list to remove
:return: delete count
"""
m_client.mongo_entity_code = entity_code
try:
remove_count = m_client.remove_from_mongo(collection=collection, remove_id_list=remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
mongo_data_list = m_client.remove_from_mongo(collection=collection, remove_id_list=remove_id_list)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def run(self):
# 创建 Phoenix 对象
p_client = PhoenixHbase(table_name="FINPRODUCT_FINASSIST")
p_client.verify_list = self.verify_list
# 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="FINPRODUCT_FINASSIST")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(db=db, collection_list=collection_list)
# 创建 MongoDB spider_data_old 数据库对象
# old_client = MongoClient(mongo_collection="FINPRODUCT_FINASSIST")
# 本地测试
# old_client.client = pymongo.MongoClient(host="localhost", port=27017,
# serverSelectionTimeoutMS=60, connectTimeoutMS=60, connect=False)
# old_client.mongo_db = "spider_data_old"
# db_old, collection_list_old = old_client.client_to_mongodb()
# collection_old = db_old["FINPRODUCT_FINASSIST"]
# # 删除表
# p_client.drop_table_phoenix(connection=connection)
# # 表创建语句
# sql = ('create table "FINPRODUCT_FINASSIST" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."AREA_CODE_" varchar,"C"."BANK_CODE_" varchar,"C"."BANK_NAME_" varchar,'
# '"C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar, "C"."REMARK_" varchar, '
# '"C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, "C"."STATUS_" varchar,'
# '"C"."CODE_" varchar, "C"."NAME_" varchar, "C"."TIME_LIMIT_" varchar,'
# '"C"."YIELD_RATE_" varchar, "C"."BREAKEVEN_" varchar, "C"."START_FUNDS_" varchar,'
# '"C"."INVEST_PERIOD_" varchar, "C"."SALE_DISTRICT_" varchar, "C"."SALE_START_" varchar,'
# '"C"."SALE_END_" varchar, "C"."RISK_LEVEL_" varchar, "C"."REDEMING_MODE_" varchar,'
# '"C"."PRIVATE_BANK_" varchar, "C"."URL_" varchar, "C"."DEALTIME_" varchar, "C"."DATETIME_" varchar,'
# '"C"."ENTITY_NAME_" varchar, "C"."CURRENCY_TYPE_" varchar, "C"."INCREASE_UNIT_" varchar,'
# '"C"."YIELD_START_DATE_" varchar, "C"."YIELD_END_DATE_" varchar, "C"."YIELD_TYPE_" varchar,'
# '"C"."TARGET_" varchar, "C"."PRODUCT_TYPE_" varchar, "C"."YIELD_STATMENT_" varchar,'
# '"C"."INVEST_RANGE_" varchar, "C"."PRE_STOP_" varchar, "C"."RASE_PLAN_" varchar,'
# '"C"."PURCHASE_" varchar, "T"."CONTENT_" varchar, "C"."IMAGE_" varchar) IMMUTABLE_ROWS = true')
#
# # 创建表
# p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 增加列
# p_client.add_column_phoenix(connection=connection, column="IMAGE_")
for entity in ["CHINANETFINANCIAL", "JSFIN_CCBDATA"]:
# for entity in self.entity_list:
status = False
module_name = __import__(entity)
self.logger.info("开始进行 ENTITY_CODE_: {}".format(entity))
self.remove_id_list = []
self.copy_mongo_data_list = []
# find_id = "5c3f118f8d7fee068da6ef53"
find_id = None
try:
if entity == "JSFIN_CCBDATA":
m_client.mongo_collection = "JSFIN_CCBDATA"
collection = m_client.get_check_collection(db=db, collection_list=collection_list)
mongo_data_list = module_name.ScriptCCB.get_data_from_mongo(self=self, m_client=m_client,
collection=collection,
data_id=None)
else:
m_client.mongo_collection = "FINPRODUCT_FINASSIST"
collection = m_client.get_check_collection(db=db, collection_list=collection_list)
mongo_data_list = self.get_data_from_mongo(m_client=m_client,
collection=collection, entity_code=entity,
data_id=find_id)
except pymongo.errors.ServerSelectionTimeoutError:
sleep(1)
if entity == "JSFIN_CCBDATA":
m_client.mongo_collection = "JSFIN_CCBDATA"
mongo_data_list = module_name.ScriptCCB.get_data_from_mongo(self=self, m_client=m_client,
collection=collection,
data_id=None)
else:
m_client.mongo_collection = "FINPRODUCT_FINASSIST"
collection = m_client.get_check_collection(db=db, collection_list=collection_list)
mongo_data_list = self.get_data_from_mongo(m_client=m_client,
collection=collection, entity_code=entity,
data_id=find_id)
# 清洗数据并插入 HBase
if mongo_data_list:
once_count = 0
self.find_count += mongo_data_list.count()
for data in mongo_data_list:
data_id = data["_id"]
copy_data = {}
self.remove_id_list.append(data_id)
try:
del data["_id"]
copy_data = deepcopy(data)
self.copy_mongo_data_list.append(copy_data)
if entity == "CHINANETFINANCIAL":
re_data = module_name.data_shuffle(data=data, sales_status=self.sales_status,
produc_category=self.produc_category,
revenue_type=self.revenue_type,
operaton_pattern=self.operaton_pattern,
purchase_amount=self.purchase_amount,
duration_type=self.duration_type)
elif entity == "JSFIN_CCBDATA":
re_data = module_name.ScriptCCB.data_shuffle(self=self, data=data)
else:
re_data = module_name.data_shuffle(data)
if not re_data:
self.bad_count += 1
continue
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(data_id, e))
continue
print(data_id)
# phoenix_HBase 插入数据
if isinstance(re_data, dict):
try:
success_count = p_client.upsert_to_phoenix_by_one(connection=connection, data=re_data)
once_count += success_count
self.success_count += success_count
# self.logger.info("HBase 插入成功, 成功条数 {} 条".format(success_count))
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning("HBase 插入 _id 为 {} 的数据失败, {}".format(data_id, e))
continue
elif isinstance(re_data, list):
for r_data in re_data:
try:
success_count = p_client.upsert_to_phoenix_by_one(connection=connection,
data=r_data)
once_count += success_count
self.success_count += success_count
# self.logger.info("HBase 插入成功, 成功条数 {} 条".format(success_count))
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning("HBase 插入 _id 为 {} 的数据失败, {}".format(data_id, e))
continue
if once_count > 0:
status = True
self.logger.info("HBase 插入成功, 成功条数 {}".format(once_count))
else:
continue
break
# # 删除数据
# if status:
# delete_count = self.delete_data_from_mongo(m_client=m_client, collection=collection,
# entity_code=entity,
# remove_id_list=self.remove_id_list)
# self.remove_count += delete_count
# # self.logger.info("MongoDB 删除成功")
# else:
# self.logger.info("HBase 插入成功条数0条, 不执行删除")
#
# 将数据插入 spider_data_old 中
# if status:
# try:
# old_client.mongo_db = "spider_data_old"
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except pymongo.errors.ServerSelectionTimeoutError as e:
# sleep(1)
# self.logger.info("MongoDB 连接失败, 正在重新连接 {}".format(e))
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except Exception as e:
# self.logger.info(e)
# 关闭连接
m_client.client_close()
# p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.handlers.clear()
class ScriptCCB(object):
def __init__(self):
self.logger = Logger().logger
self.remove_id_list = list()
self.copy_mongo_data_list = list()
# 创建 MySQL 对象
__mysql_config = {
"host": MYSQL_HOST_25,
"port": MYSQL_PORT_25,
"database": MYSQL_DATABASE_25,
"user": MYSQL_USER_25,
"password": MYSQL_PASSWORD_25,
"table": MYSQL_TABLE_25
}
__mysql_client = MysqlClient(**__mysql_config)
__mysql_connection = __mysql_client.client_to_mysql()
self.sales_status = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'SALES_STATUS\'",
connection=__mysql_connection)
self.produc_category = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'PRODUC_CATEGORY\'",
connection=__mysql_connection)
self.revenue_type = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'REVENUE_TYPE\'",
connection=__mysql_connection)
self.operaton_pattern = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'OPERATION_PATTERN\'",
connection=__mysql_connection)
self.purchase_amount = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'PURCHASE_AMOUNT\'",
connection=__mysql_connection)
self.duration_type = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'DURATION_TYPE\'",
connection=__mysql_connection)
__mysql_client.close_client(connection=__mysql_connection)
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.verify_list = [
"ID_", "ENTITY_CODE_", "AREA_CODE_", "BANK_CODE_", "BANK_NAME_",
"UNIT_CODE_", "PERIOD_CODE_", "CONTENT_", "REMARK_",
"CREATE_TIME_", "UPDATE_TIME_", "CODE_", "NAME_", "TIME_LIMIT_",
"YIELD_RATE_", "BREAKEVEN_", "START_FUNDS_", "INVEST_PERIOD_",
"SALE_START_", "SALE_END_", "RISK_LEVEL_", "REDEMING_MODE_",
"PRIVATE_BANK_", "URL_", "DEALTIME_", "DATETIME_", "ENTITY_NAME_",
"STATUS_", "SALE_DISTRICT_", "CURRENCY_TYPE_", "INCREASE_UNIT_",
"YIELD_START_DATE_", "YIELD_END_DATE_", "YIELD_TYPE_", "TARGET_",
"PRODUCT_TYPE_", "YIELD_STATMENT_", "INVEST_RANGE_", "PRE_STOP_",
"RASE_PLAN_", "PURCHASE_"
]
@staticmethod
def get_data_from_mongo(self, m_client, collection, data_id):
"""
:param m_client: MongoDB client
:param collection: MongoDB collection
:return: data from MongoDB
"""
m_client.mongo_db = "spider_data"
try:
mongo_data_list = m_client.all_from_mongodb(collection,
data_id=data_id)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
sleep(1)
mongo_data_list = m_client.all_from_mongodb(collection,
data_id=data_id)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
@staticmethod
def data_shuffle(self, data):
if "上海银行" in data["BANK_NAME"]:
bank_code = "BankOfShanghai"
elif "天津银行" in data["BANK_NAME"]:
bank_code = "TJBANK"
elif "北京银行" in data["BANK_NAME"]:
bank_code = "BOB"
elif "中国光大银行股份有限公司" in data["BANK_NAME"]:
bank_code = "CEB"
else:
print(data)
re_data = dict()
hash_m = hashlib.md5()
hash_m.update(data["NAME_"].encode("utf-8"))
hash_id = hash_m.hexdigest()
re_data["ID_"] = bank_code + "_" + hash_id + "_" + data["SALE_START_"]
re_data["ENTITY_CODE_"] = "RONG360FINANCIAL"
# re_data["AREA_CODE_"]
re_data["BANK_CODE_"] = bank_code
re_data["BANK_NAME_"] = data["BANK_NAME"].replace("股份有限公司", "")
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["SALE_START_"].replace("-", "")
# re_data["CONTENT_"]
re_data["STATUS_"] = ""
# re_data["REMARK_"]
re_data["CREATE_TIME_"] = data["DATETIME_"]
# re_data["UPDATE_TIME_"]
re_data["NAME_"] = data["NAME_"]
# 售卖时间范围
re_data["TIME_LIMIT_"] = ""
# 收益率
re_data["LOW_YIELD_RATE_"] = data["YIELD_RATE_"].replace("%", "")
re_data["HIGH_YIELD_RATE_"] = data["YIELD_RATE_"].replace("%", "")
# 售卖区域
re_data["SALE_DISTRICT_"] = data["SALE_AREA_"]
# 起购金额
data["START_FUNDS_"] = data["START_FUNDS_"].replace("亿", "00000000")
data["START_FUNDS_"] = data["START_FUNDS_"].replace("万", "0000")
data["START_FUNDS_"] = data["START_FUNDS_"].replace("千", "000")
if data["START_FUNDS_"]:
if int(data["START_FUNDS_"]) < 50000:
match_funds = "5万以下"
elif 50000 <= int(data["START_FUNDS_"]) < 100000:
match_funds = "5万-10万"
elif 100000 <= int(data["START_FUNDS_"]) < 200000:
match_funds = "10万-20万"
elif 20000 <= int(data["START_FUNDS_"]) < 500000:
match_funds = "20万-50万"
elif 500000 <= int(data["START_FUNDS_"]):
match_funds = "50万以上"
else:
match_funds = "不限"
for i in self.purchase_amount:
if match_funds in i["ITEM_LABEL_"]:
re_data["START_FUNDS_"] = data["START_FUNDS_"]
re_data["START_FUNDS_CODE_"] = i["ITEM_VALUE_"]
# 期限
data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"].replace("天", "")
if data["INVEST_PERIOD_"]:
if int(data["INVEST_PERIOD_"]) <= 30:
match_str = "1个月内"
elif 30 < int(data["INVEST_PERIOD_"]) <= 90:
match_str = "1-3个月（含）"
elif 90 < int(data["INVEST_PERIOD_"]) <= 180:
match_str = "3-6个月（含）"
elif 180 < int(data["INVEST_PERIOD_"]) <= 365:
match_str = "6-12个月（含）"
elif 365 < int(data["INVEST_PERIOD_"]):
match_str = "12个月以上"
else:
match_str = "不限"
for i in self.duration_type:
if match_str in i["ITEM_LABEL_"]:
re_data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"]
re_data["INVEST_PERIOD_CODE_"] = i["ITEM_VALUE_"]
# 开始售卖时间
re_data["SALE_START_"] = data["SALE_START_"]
# 结束售卖时间
re_data["SALE_END_"] = data["SALE_END_"]
# 风险等级
# re_data["RISK_LEVEL_"] = data["RISK_LEVEL_"]
re_data["URL_"] = data["URL_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
re_data["DATETIME_"] = data["DATETIME_"]
re_data["ENTITY_NAME_"] = "融360理财产品"
# NEW
# 认购货币（类型）
re_data["CURRENCY_TYPE_"] = data["CURRENCY_TYPE_"]
# 递增单位
re_data["INCREASE_UNIT_"] = re.sub(r"元.*", "", data["INCREASE_UNIT_"])
# 收益起记（日期）
re_data["YIELD_START_DATE_"] = data["YIELD_START_DATE_"][:10]
# 收益结束（日期）
re_data["YIELD_END_DATE_"] = data["YIELD_START_DATE_"][-10:]
# 收益获取方式
for i in self.revenue_type:
if i["ITEM_LABEL_"] == data["YIELD_TYPE_"]:
re_data["YIELD_TYPE_"] = data["YIELD_TYPE_"]
re_data["YIELD_TYPE_CODE_"] = i["ITEM_VALUE_"]
break
# 对象(目标人群)
re_data["TARGET_"] = data["TARGET_"]
# 产品类型
re_data["PRODUCT_TYPE_"] = data["PRODUCT_TYPE_"]
# 收益率说明
re_data["YIELD_STATMENT_"] = data["YIELD_STATMENT_"]
# 投资范围
re_data["INVEST_RANGE_"] = data["INVEST_RANGE_"]
# 提前终止条件
re_data["PRE_STOP_"] = data["PRE_STOP_"]
# 募集规划条件
re_data["RASE_PLAN_"] = data["RASE_PLAN_"]
# 申购条件
re_data["PURCHASE_"] = data["PURCHASE_"]
# 无
# re_data["CODE_"] = data["CODE_"]
# 是否保本
# re_data["BREAKEVEN_"] = data["BREAKEVEN_"]
# # 可否赎回
# re_data["REDEMING_MODE_"]
# # 私人银行
# re_data["PRIVATE_BANK_"]
return re_data
def run(self):
# 创建 Phoenix 对象
p_client = PhoenixHbase(table_name="FINPRODUCT_FINASSIST")
p_client.verify_list = self.verify_list
# 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="JSFIN_CCBDATA")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 MongoDB spider_data_old 数据库对象
# old_client = MongoClient(mongo_collection="FINPRODUCT_FINASSIST")
# 本地测试
# old_client.client = pymongo.MongoClient(host="localhost", port=27017,
# serverSelectionTimeoutMS=60, connectTimeoutMS=60, connect=False)
# old_client.mongo_db = "spider_data_old"
# db_old, collection_list_old = old_client.client_to_mongodb()
# collection_old = db_old["FINPRODUCT_FINASSIST"]
# 删除表
# p_client.drop_table_phoenix(connection=connection)
# # # 表创建语句
# sql = ('create table "FINPRODUCT_FINASSIST" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."AREA_CODE_" varchar, "C"."BANK_CODE_" varchar, "C"."BANK_NAME_" varchar, "C"."IMPORTANCE_" varchar,'
# '"C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar, "C"."REMARK_" varchar, "C"."SALE_STATUS_CODE_" varchar,'
# '"C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, "T"."CONTENT_" varchar,'
# '"C"."CODE_" varchar, "C"."NAME_" varchar, "C"."TIME_LIMIT_" varchar, "C"."SALE_STATUS_" varchar,'
# '"C"."LOW_YIELD_RATE_" varchar, "C"."HIGH_YIELD_RATE_" varchar, "C"."BREAKEVEN_" varchar,'
# '"C"."START_FUNDS_" varchar, "C"."START_FUNDS_CODE_" varchar, "C"."INVEST_PERIOD_" varchar,'
# '"C"."INVEST_PERIOD_CODE_" varchar, "C"."SALE_DISTRICT_" varchar, "C"."SALE_START_" varchar,'
# '"C"."SALE_END_" varchar, "C"."RISK_LEVEL_" varchar, "C"."REDEMING_MODE_" varchar,'
# '"C"."PRIVATE_BANK_" varchar, "C"."URL_" varchar, "C"."DEALTIME_" varchar, "C"."DATETIME_" varchar,'
# '"C"."ENTITY_NAME_" varchar, "C"."CURRENCY_TYPE_" varchar, "C"."INCREASE_UNIT_" varchar,'
# '"C"."YIELD_START_DATE_" varchar, "C"."YIELD_END_DATE_" varchar, "C"."YIELD_TYPE_" varchar,'
# '"C"."YIELD_TYPE_CODE_" varchar, "C"."TARGET_" varchar, "C"."PRODUCT_TYPE_" varchar,'
# '"C"."INVESTOR_TYPE_" varchar, "C". "INVESTOR_TYPE_CODE_" varchar, "C"."YIELD_STATMENT_" varchar,'
# '"C"."OPERA_MODEL_CODE_" varchar, "C"."OPERA_MODEL_" varchar,'
# '"C"."INVEST_RANGE_" varchar, "C"."PRE_STOP_" varchar, "C"."RASE_PLAN_" varchar,'
# '"C"."PURCHASE_" varchar, "C"."STATUS_" varchar) IMMUTABLE_ROWS = true')
#
# # 创建表
# p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 增加列
# colum_list = ["CURRENCY_TYPE_", "INCREASE_UNIT_", "YIELD_START_DATE_", "YIELD_END_DATE_", "YIELD_TYPE_",
# "TARGET_", "PRODUCT_TYPE_", "YIELD_STATMENT_", "INVEST_RANGE_", "PRE_STOP_", "RASE_PLAN_",
# "PURCHASE_"]
# p_client.add_column_phoenix(connection=connection, column=colum_list)
status = False
self.logger.info("开始进行 ENTITY_CODE_: RONG360FINANCIAL")
self.remove_id_list = []
self.copy_mongo_data_list = []
find_id = None
try:
mongo_data_list = self.get_data_from_mongo(self=self,
m_client=m_client,
collection=collection,
data_id=find_id)
except pymongo.errors.ServerSelectionTimeoutError:
sleep(1)
mongo_data_list = self.get_data_from_mongo(self=self,
m_client=m_client,
collection=collection,
data_id=find_id)
# 清洗数据并插入 HBase
if mongo_data_list:
once_count = 0
self.find_count += mongo_data_list.count()
for data in mongo_data_list:
data_id = data["_id"]
copy_data = {}
self.remove_id_list.append(data_id)
try:
del data["_id"]
copy_data = deepcopy(data)
self.copy_mongo_data_list.append(copy_data)
re_data = self.data_shuffle(self=self, data=data)
if not re_data:
self.bad_count += 1
continue
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(
data_id, e))
continue
print(data_id)
# phoenix_HBase 插入数据
if isinstance(re_data, dict):
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=re_data)
once_count += success_count
self.success_count += success_count
# self.logger.info("HBase 插入成功, 成功条数 {} 条".format(success_count))
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(data_id, e))
continue
elif isinstance(re_data, list):
for r_data in re_data:
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=r_data)
once_count += success_count
self.success_count += success_count
# self.logger.info("HBase 插入成功, 成功条数 {} 条".format(success_count))
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
if once_count > 0:
status = True
self.logger.info("HBase 插入成功, 成功条数 {}".format(once_count))
else:
quit()
# # 添加 {d:1}
# if status:
# update_count = m_client.update_to_mongodb(collection=collection, data_id=self.remove_id_list,
# data_dict={"d": 1})
# self.remove_count += update_count
# self.logger.info("MongoDB 更新成功")
# # 删除数据
# if status:
# delete_count = self.delete_data_from_mongo(m_client=m_client, collection=collection,
# entity_code=entity,
# remove_id_list=self.remove_id_list)
# self.remove_count += delete_count
# # self.logger.info("MongoDB 删除成功")
# else:
# self.logger.info("HBase 插入成功条数0条, 不执行删除")
#
# 将数据插入 spider_data_old 中
# if status:
# try:
# old_client.mongo_db = "spider_data_old"
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except pymongo.errors.ServerSelectionTimeoutError as e:
# sleep(1)
# self.logger.info("MongoDB 连接失败, 正在重新连接 {}".format(e))
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except Exception as e:
# self.logger.info(e)
# 关闭连接
m_client.client_close()
# p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.handlers.clear()
class WeiboBasicInfoScript(object):
# 初始化参数
def __init__(self, entity_type="WEIBOBASICINFO"):
self.entity_type = entity_type
self.logger = Logger().logger
self.verify_list = [
"ID_", "BANK_CODE_", "BANK_NAME_", "PERIOD_TIME_", "AREA_CODE_",
"CREATE_TIME_", "WEIBO_CODE_", "MAIN_URL_", "NAME_", "FOCUS_",
"FANS_", "COMPANY_URL_", "COMPANY_", "DETAILED_URL_", "VIRIFIED_",
"BIREF_", "ENTITY_NAME_", "ENTITY_CODE_", "DEALTIME_",
"PROVINCE_NAME_", "PROVINCE_CODE_", "STATUS_1"
]
self.remove_id_list = list()
self.copy_mongo_data_list = list()
self.branch_code_list = list()
self.find_count = 0
self.bad_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
def match_weibo_code(self, match):
mongo_client = MongoClient(mongo_collection="WEIBOBASICINFO")
db, collection_list = mongo_client.client_to_mongodb()
collection = mongo_client.get_check_collection(db, collection_list)
result = mongo_client.match_from_mongo(collection=collection,
match=match,
output="WEIBO_CODE_")
return result
def data_shuffle(self, data, province_list):
re_data = dict()
prov_n = ""
prov_c = ""
# # BANK_NAME_ 字典
# name_dict = {"ICBC": "中国工商银行", "ABC": "中国农业银行", "BOC": "中国银行", "CCB": "中国建设银行",
# "BOCOM": "交通银行", "PSBC": "中国邮政储蓄银行", "CZB": "浙商银行", "CBHB": "渤海银行",
# "ECITIC": "中信银行", "CEB": "中国光大银行", "HXB": "华夏银行", "CMBC": "中国民生银行",
# "CMB": "招商银行", "CIB": "兴业银行", "CGB": "广发银行", "PAB": "平安银行",
# "SPDB": "浦发银行", "EBCL": "恒丰银行"}
province_list, city_list, area_list, dir_area_list, bank_list = GenericScript.data_from_mysql(
)
bank_code = data["BANK_CODE_"][:-9]
bank_name = name_dict[bank_code]
time_array = time.localtime(int(data["DEALTIME_"]))
period_time = time.strftime("%Y%m%d", time_array)
for prov in province_list:
if prov["NAME_"][:2] in data["LOCATION_"]:
prov_n = prov["NAME_"]
prov_c = prov["CODE_"]
# "C"
# TODO row_key 时间戳还是年-月-日
re_data["ID_"] = data["BANK_CODE_"] + "_" + period_time
re_data["BANK_CODE_"] = bank_code
re_data["BANK_NAME_"] = bank_name
re_data["PERIOD_CODE_"] = period_time
re_data["AREA_CODE_"] = prov_c
re_data["CREATE_TIME_"] = period_time
re_data["WEIBO_CODE_"] = data["WEIBO_CODE_"]
re_data["MAIN_URL_"] = data["MAIN_URL_"]
re_data["NAME_"] = data["NAME_"]
re_data["FOCUS_"] = data["FOCUS_"]
re_data["FANS_"] = data["FANS_"]
re_data["COMPANY_URL_"] = data["COMPANY_URL_"]
if "COMPANY_" not in data:
re_data["COMPANY_"] = data["VIRIFIED_"]
else:
re_data["COMPANY_"] = data["COMPANY_"]
re_data["DETAILED_URL_"] = data["DETAILED_URL_"]
re_data["VIRIFIED_"] = bank_name + "股份有限公司"
re_data["BIREF_"] = data["BIREF_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["ENTITY_CODE_"] = data["BANK_CODE_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
re_data["PROVINCE_NAME_"] = prov_n
re_data["PROVINCE_CODE_"] = prov_c
re_data["STATUS_"] = ""
return re_data
# 从 MongoDB 删除数据
def delete_data_from_mongo(self, m_client, collection, remove_id_list):
m_client.mongo_entity_code = None
try:
remove_count = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
mongo_data_list = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def run(self):
# 创建 Phoenix 对象
p_client = PhoenixHbase(table_name="WEIBOBASICINFO")
p_client.verify_list = self.verify_list
# 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="WEIBOBASICINFO")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
# # 创建 MongoDB spider_data_old 数据库对象
# old_client = MongoClient(mongo_collection="WEIBOBASICINFO")
# # 本地测试
# old_client.client = pymongo.MongoClient(host="localhost", port=27017, serverSelectionTimeoutMS=60,
# connectTimeoutMS=60, connect=False)
# old_client.mongo_db = "spider_data_old"
# db_old, collection_list_old = old_client.client_to_mongodb()
# collection_old = db_old["ORGANIZE_FINASSIST"]
# 获取地区编码
province_list, city_list, area_list, dir_area_list = (GenericScript(
entity_code=None, entity_type=None).area_from_mysql())
# 删除表
p_client.drop_table_phoenix(connection=connection)
# quit()
# 创建表
sql = (
'create table "WEIBOBASICINFO" ("ID_" varchar primary key, "C"."BANK_CODE_" varchar,'
'"C"."BANK_NAME_" varchar, "C"."PERIOD_CODE_" varchar, "C"."CREATE_TIME_" varchar,'
'"C"."UPDATE_TIME_" varchar, "C"."REMARK_" varchar, "C"."WEIBO_CODE_" varchar, "C"."MAIN_URL_" varchar,'
'"C"."NAME_" varchar, "C"."FOCUS_" varchar, "C"."FANS_" varchar, "C"."COMPANY_URL_" varchar,'
'"C"."COMPANY_" varchar, "C"."DETAILED_URL_" varchar, "C"."VIRIFIED_" varchar,"C"."AREA_CODE_" varchar,'
'"C"."BIREF_" varchar, "C"."ENTITY_NAME_" varchar, "C"."ENTITY_CODE_" varchar,'
'"C"."DEALTIME_" varchar,"C"."PROVINCE_NAME_" varchar, "C"."PROVINCE_CODE_" varchar,'
'"C"."STATUS_" varchar) IMMUTABLE_ROWS = true')
p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 增加列
# p_client.add_column_phoenix(connection=connection, column="IMAGE_")
# 遍历 ENTITY_CODE_ 列表
status = False
self.logger.info("开始进行 WEIBOBASICINFO")
try:
mongo_data_list = m_client.all_from_mongodb(collection=collection)
except pymongo.errors.ServerSelectionTimeoutError:
time.sleep(1)
mongo_data_list = m_client.all_from_mongodb(collection=collection)
# 清洗数据并插入 HBase
if mongo_data_list:
self.find_count = mongo_data_list.count()
for data in mongo_data_list:
re_data = ""
data_id = data["_id"]
copy_data = {}
self.remove_id_list.append(data_id)
try:
del data["_id"]
copy_data = deepcopy(data)
self.copy_mongo_data_list.append(copy_data)
re_data = self.data_shuffle(data=data,
province_list=province_list)
if not re_data:
self.bad_count += 1
continue
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(
data_id, e))
# phoenix_HBase 插入数据
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=re_data)
self.success_count += success_count
# self.logger.info("HBase 插入成功, 成功条数 {} 条".format(success_count))
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning("HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
if self.success_count > 0:
status = True
self.logger.info("HBase 插入成功, 成功条数 {}".format(
self.success_count))
else:
quit()
# # 删除数据
# if status:
# delete_count = self.delete_data_from_mongo(m_client=m_client, collection=collection,
# remove_id_list=self.remove_id_list)
# self.remove_count += delete_count
# else:
# self.logger.info("HBase 插入成功条数0条, 不执行删除")
#
# # 将数据插入 spider_data_old 中
# if status:
# try:
# old_client.mongo_db = "spider_data_old"
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# except pymongo.errors.ServerSelectionTimeoutError as e:
# time.sleep(1)
# self.logger.info("MongoDB 连接失败, 正在重新连接 {}".format(e))
# insert_count = old_client.all_to_mongodb(collection=collection_old,
# insert_list=self.copy_mongo_data_list)
# self.old_count += insert_count
# # self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
# except Exception as e:
# self.logger.info(e)
# 关闭连接
m_client.client_close()
p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class AllToPhoenix(object):
def __init__(self):
self.file_list = list()
self.get_code_list()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.copy_mongo_data_list = list()
self.remove_id_list = list()
# 字段验证列表
self.verify_list = [
"ID_", "CONTENT_", "NOTICE_TIME_", "TITLE_", "PROJECT_NAME_",
"BID_CONTENT_", "SIGN_START_TIME_", "SIGN_END_TIME_",
"OPEN_BID_TIME_", "OPEN_BID_PLACE_", "BID_AGENCY_",
"APPLY_CONDITION_", "SIGN_QUALIFICATION_", "PROJECT_ID_",
"WIN_CANDIDATE_", "CANDIDATE_RANK_", "BID_", "URL_", "DEALTIME_",
"CREATE_TIME_", "ENTITY_NAME_", "ENTITY_CODE_", "ENTITY_STATUS_",
"SIGN_MATERIAL_", "BID_TYPE_", "DATETIME_", "BUDGET_PRICE_",
"PASS_REASON_", "PRESALE_CONTENT_", "PRESALE_WAY_",
"PRESALE_START_TIME_", "PRESALE_END_TIME_", "PRESALE_ADDR_",
"PRESALE_PREPARE_", "IMAGE_"
]
def get_code_list(self):
"""
获取当前目录下文件名(去除 "CommonBidding_" 后就是 ENTITY_CODE_ )
:return:
"""
for root, dirs, files in os.walk(curPath):
# print(root) # 当前目录路径
# print(dirs) # 当前路径下所有子目录
# print(files) # 当前路径下所有非目录子文件
self.file_list = files
self.file_list.remove("__init_____.py")
break
def get_data_from_mongo(self, m_client, collection, entity_code):
"""
:param m_client: MongoDB client
:param collection: MongoDB collection
:param entity_code:
:return: all from MongoDB where ENTITY_CODE_ = entity_code
"""
m_client.mongo_db = "spider_data"
other_query = {
"$or": [{
"TITLE_": {
"$exists": True
}
}, {
"title": {
"$exists": True
}
}]
}
try:
mongo_data_list = m_client.get_data_from_mongodb(
collection=collection,
entity_code=entity_code,
exclude_code=None,
limit_number=None,
other_query=other_query)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
time.sleep(1)
mongo_data_list = m_client.get_data_from_mongodb(
collection=collection,
entity_code=entity_code,
exclude_code=None,
limit_number=None,
other_query=other_query)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def delete_data_from_mongo(self, m_client, collection, entity_code,
remove_id_list):
"""
:param m_client: MongoDB client
:param collection: MongoDB collection
:param entity_code:
:param remove_id_list: delete data id's list
:return: delete count
"""
m_client.mongo_entity_code = entity_code
try:
remove_count = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
mongo_data_list = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
return None
def shuffle_data(self, data):
"""
通用清洗
:param data:
:return:
"""
re_data = dict()
if "TITLE_" in data:
if not data["TITLE_"]:
return
hash_m = hashlib.md5()
hash_m.update(str(data["TITLE_"]).encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
elif "title" in data:
if not data["title"]:
return
hash_m = hashlib.md5()
hash_m.update(data["title"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["entity_code"]) + "_" + str(hash_title)
else:
return
re_data["ID_"] = row_key
for key, value in data.items():
# 字段验证
if key in self.verify_list:
re_data[key] = value
elif key == "entityStatus" or key == "ENTITY_STATUS_":
key = "ENTITY_STATUS_"
value = "DRAFT"
re_data[key] = value
if "ENTITY_STATUS_" not in re_data:
re_data["ENTITY_STATUS_"] = "DRAFT"
for s_key in self.verify_list:
if s_key == "CONTENT_" or s_key == "URL_" or s_key == "url":
continue
if data.get(s_key, ""):
data[s_key] = data[s_key].replace("|", "")
return re_data
def run(self):
# 创建 Phoenix 对象
p_client = PhoenixHbase(table_name="CommonBidding")
# 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="CommonBidding")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 MongoDB spider_data_old 数据库对象
old_client = MongoClient(mongo_collection="CommonBidding")
# 本地测试
# old_client.client = pymongo.MongoClient(host="localhost", port=27017,
# serverSelectionTimeoutMS=60, connectTimeoutMS=60, connect=False)
old_client.mongo_db = "spider_data_old"
db_old, collection_list_old = old_client.client_to_mongodb()
collection_old = db_old["CommonBidding"]
# 删除表
# p_client.drop_table_phoenix(connection=connection)
# 招投标表创建语句
# sql = ('create table "CommonBidding" ("ID_" varchar primary key, "F"."CONTENT_" varchar,'
# '"F"."NOTICE_TIME_" varchar,"F"."TITLE_" varchar,"F"."PROJECT_NAME_" varchar,'
# '"F"."BID_CONTENT_" varchar, "F"."SIGN_START_TIME_" varchar, "F"."SIGN_END_TIME_" varchar,'
# '"F"."OPEN_BID_TIME_" varchar, "F"."OPEN_BID_PLACE_" varchar, "F"."BID_AGENCY_" varchar,'
# '"F"."APPLY_CONDITION_" varchar, "F"."SIGN_QUALIFICATION_" varchar, "F"."PROJECT_ID_" varchar,'
# '"F"."WIN_CANDIDATE_" varchar, "F"."CANDIDATE_RANK_" varchar, "F"."BID_" varchar,"F"."URL_" varchar,'
# '"F"."DEALTIME_" varchar, "F"."ENTITY_NAME_" varchar, "F"."ENTITY_CODE_" varchar,'
# '"F"."ENTITY_STATUS_" varchar, "F"."SIGN_MATERIAL_" varchar, "F"."BID_TYPE_" varchar,'
# '"F"."DATETIME_" varchar, "F"."BUDGET_PRICE_" varchar, "F"."PASS_REASON_" varchar,'
# '"F"."PRESALE_CONTENT_" varchar, "F"."PRESALE_WAY_" varchar,"F"."PRESALE_START_TIME_" varchar,'
# '"F"."PRESALE_END_TIME_" varchar,"F"."PRESALE_ADDR_" varchar,"F"."PRESALE_PREPARE_" varchar,'
# '"F"."IMAGE_" varchar) IMMUTABLE_ROWS = true')
# 创建表
# p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 增加列
# p_client.add_column_phoenix(connection=connection, column="IMAGE_")
# 遍历 ENTITY_CODE_ 列表
# self.file_list = ["CommonBidding_86JCW"]
for f in self.file_list:
status = False
entity_code = f.replace(".py", "")
module_name = __import__(entity_code)
entity_code_mongo = entity_code.replace("CommonBidding_", "")
self.logger.info("开始进行 ENTITY_CODE_ {}".format(entity_code_mongo))
self.remove_id_list = []
self.copy_mongo_data_list = []
try:
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code_mongo)
except pymongo.errors.ServerSelectionTimeoutError:
time.sleep(1)
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code_mongo)
# 清洗数据并插入 HBase
if mongo_data_list:
once_count = 0
try:
self.find_count += mongo_data_list.count()
except pymongo.errors.ServerSelectionTimeoutError:
time.sleep(1)
self.find_count += mongo_data_list.count()
for data in mongo_data_list:
data_id = data["_id"]
self.remove_id_list.append(data_id)
del data["_id"]
# 深拷贝源数据，用于插入 spider_data 库中
copy_data = deepcopy(data)
self.copy_mongo_data_list.append(copy_data)
# 数据清洗
try:
re_data = module_name.data_shuffle(data)
final_data = self.shuffle_data(re_data)
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(
data_id, e))
continue
# phoenix_HBase 插入数据
if final_data:
try:
p_client.upsert_to_phoenix_by_one(
connection=connection, data=final_data)
once_count += 1
except Exception as e:
self.remove_id_list.remove(data_id)
self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
if once_count > 0:
status = True
self.logger.info("HBase 插入成功, 成功条数 {}".format(once_count))
# 删除数据
if status:
delete_count = self.delete_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code_mongo,
remove_id_list=self.remove_id_list)
self.remove_count += delete_count
else:
self.logger.info("HBase 插入成功条数0条, 不执行删除")
# 将数据插入 spider_data_old 中
if status:
try:
old_client.mongo_db = "spider_data_old"
insert_count = old_client.all_to_mongodb(
collection=collection_old,
insert_list=self.copy_mongo_data_list)
self.old_count += insert_count
# self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
except pymongo.errors.ServerSelectionTimeoutError as e:
time.sleep(1)
self.logger.info("MongoDB 连接失败, 正在重新连接 {}".format(e))
insert_count = old_client.all_to_mongodb(
collection=collection_old,
insert_list=self.copy_mongo_data_list)
self.old_count += insert_count
# self.logger.info("MongoDB 插入成功, 成功条数 {}".format(insert_count))
except Exception as e:
self.logger.info(e)
# 关闭连接
m_client.client_close()
p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(p_client.count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.handlers.clear()
def get_data_from_mongodb(self,
collection,
entity_code=None,
exclude_code=None,
limit_number=None,
data_id=None,
find_query=None):
"""
从 MongoDB 获取数据
:param collection:
:param entity_code: 需要查取的 实体编码
:param exclude_code: 需要排除的 实体编码
:param limit_number: 查取的数据条数
:param data_id: 查取 data_id 后的数据
:return:
"""
mon_logger = Logger().logger
query_list = list()
if isinstance(find_query, dict):
query_list.append(find_query)
elif isinstance(find_query, list):
query_list.extend(find_query)
if isinstance(entity_code, str):
query_list.append({"ENTITY_CODE_": entity_code})
elif isinstance(entity_code, (list, tuple)):
query_list.append({"ENTITY_CODE_": {"$in": list(entity_code)}})
if isinstance(exclude_code, str):
query_list.append({"ENTITY_CODE_": {"$ne": exclude_code}})
elif isinstance(exclude_code, (list, tuple)):
query_list.append({"ENTITY_CODE_": {"$nin": list(exclude_code)}})
if data_id:
find_id = ObjectId(data_id)
query_list.append({"_id": {"$gte": find_id}})
if query_list:
query = {"$and": query_list}
else:
query = {}
try:
mon_logger.info("MongoDB 开始查取数据")
result_one = collection.find_one(query)
if result_one:
if limit_number:
result = collection.find(query,
no_cursor_timeout=True).limit(
int(limit_number))
if entity_code:
mon_logger.info(
f"ENTITY: {entity_code} 数据查取成功共 {limit_number} 条")
else:
mon_logger.info("数据查取成功共 {}条".format(limit_number))
else:
result = collection.find(query, no_cursor_timeout=True)
if entity_code:
mon_logger.info(
f"ENTITY: {entity_code} 数据查取成功共 {result.count()}条")
else:
mon_logger.info("数据查取成功共 {}条".format(result.count()))
return result
else:
if entity_code:
mon_logger.info("ENTITY: {} 数据查取为空".format(
self.mongo_entity_code))
else:
mon_logger.info("数据查取为空".format(self.mongo_entity_code))
return None
except TypeError as e:
mon_logger.error("MongoDB数据查取失败,错误信息为{}, 请检查 {}".format(
e, self.mongo_entity_code))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result_one = collection.find_one(query)
if result_one:
if limit_number:
result = collection.find(query,
no_cursor_timeout=True).limit(
int(limit_number))
if entity_code:
mon_logger.info(
f"ENTITY: {entity_code} 数据查取成功共 {limit_number} 条")
else:
mon_logger.info("数据查取成功共 {}条".format(limit_number))
else:
result = collection.find(query, no_cursor_timeout=True)
if entity_code:
mon_logger.info(
f"ENTITY: {entity_code} 数据查取成功共 {result.count()}条")
else:
mon_logger.info("数据查取成功共 {}条".format(result.count()))
return result
else:
if entity_code:
mon_logger.info("ENTITY: {} 数据查取为空".format(
self.mongo_entity_code))
else:
mon_logger.info("数据查取为空".format(self.mongo_entity_code))
return None
class AllToPhoenix(object):
def __init__(self):
self.code_list = [
"ABCORGANIZE", "BOCOMORGANIZE", "BOCORGANIZE", "CBHBORGANIZE",
"CCBORGANIZE", "CEBORGANIZE", "CGBORGANIZE", "CIBORGANIZE",
"CMBCORGANIZE", "CMBORGANIZE", "CZBORGANIZE", "EBCLORGANIZE",
"ECITICORGANIZE", "HXBORGANIZE", "ICBCORGANIZE", "PABORGANIZE",
"PSBCORGANIZE", "SPDBORGANIZE"
]
self.logger = Logger().logger
self.count = 0
# 从 MongoDB 获取数据
def get_data_from_mongo(self, m_client, collection, entity_code):
m_client.mongo_entity_code = entity_code
try:
mongo_data_list = m_client.search_from_mongodb(collection)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
sleep(1)
mongo_data_list = m_client.search_from_mongodb(collection)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
except KeyError as e:
self.logger.info(e)
# print(e)
return None
# 主函数
def run(self):
# 创建 MongoDB 对象
m_client = MongoClient(mongo_collection="ORGANIZE_FINASSIST")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
# 遍历 ENTITY_CODE_ 列表
# self.code_list = self.code_list[14:]
for entity_code in self.code_list:
self.count = 0
hash_list = list()
status = False
mongo_data_list = self.get_data_from_mongo(m_client=m_client,
collection=collection,
entity_code=entity_code)
if mongo_data_list:
self.logger.warning("{} 查取成功".format(entity_code))
self.logger.warning("当前共有{}条".format(mongo_data_list.count()))
status = True
else:
self.logger.warning("{} 无数据".format(entity_code))
if status:
for data in mongo_data_list:
if "ADDR_" in data:
hash_m = hashlib.md5()
hash_m.update(data["ADDR_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
if hash_title in hash_list:
self.count += 1
else:
hash_list.append(hash_title)
else:
if "CONTENT_" in data:
hash_m = hashlib.md5()
hash_m.update(data["CONTENT_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
if hash_title in hash_list:
self.count += 1
else:
hash_list.append(hash_title)
self.logger.warning("重复数据{}条".format(self.count))
# 关闭连接
m_client.client_close()
self.logger.handlers.clear()
class JsInsuranceCcbData(object):
def __init__(self):
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="JSINSURANCE_CCBDATA")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 MySQL 对象
__mysql_config = {
"host": MYSQL_HOST_25,
"port": MYSQL_PORT_25,
"database": MYSQL_DATABASE_25,
"user": MYSQL_USER_25,
"password": MYSQL_PASSWORD_25,
"table": MYSQL_TABLE_25
}
__mysql_client = MysqlClient(**__mysql_config)
__mysql_connection = __mysql_client.client_to_mysql()
self.type = __mysql_client.search_area_code(
sql=
"select DICT_CODE_,ITEM_LABEL_,ITEM_VALUE_ from sys_dict_item where DICT_CODE_=\'TYPE\'",
connection=__mysql_connection)
__mysql_client.close_client(connection=__mysql_connection)
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name="INSURANCE")
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
self.a = list()
def data_shuffle(self, data):
if data["ENTITY_CODE_"] == "PAINSURANCE":
return None
elif data["ENTITY_CODE_"] == "BJBINSURANCE":
data["CONTET_"] = data["CONTET_"].replace("|主险2：", "主险2：")
first_shuffle = data["CONTET_"].split("|")
data_list = list()
company_dict = dict()
index_list = list()
for first in first_shuffle:
if first[-2:] == "公司":
company_index = first_shuffle.index(first)
company_dict[company_index] = first
index_list.append(company_index)
else:
continue
for key in index_list:
# print(index_list)
j = key + 1
for i in range(100):
if index_list.index(key) == len(index_list) - 1:
if j == len(first_shuffle) - 1:
break
else:
if j == index_list[index_list.index(key) + 1]:
break
data_dict = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(first_shuffle[j].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C"
data_dict["ID_"] = row_key
data_dict["ENTITY_CODE_"] = data["ENTITY_CODE_"]
data_dict["ENTITY_NAME_"] = data["ENTITY_NAME_"].replace(
"模板", "产品")
data_dict["BANK_CODE_"] = "BJB"
data_dict["BANK_NAME_"] = "北京银行"
data_dict["PERIOD_CODE_"] = data["DATETIME_"][:10].replace(
"-", "")
data_dict["URL_"] = data["URL_"]
data_dict["PRODUCT_NAME_"] = first_shuffle[j]
j += 1
# data_dict["TYPE_"] = first_shuffle[j]
data_dict["TYPE_"] = ""
data_dict["TYPE_CODE_"] = ""
for i in self.type:
if i["ITEM_LABEL_"][:-1] in first_shuffle[j]:
data_dict["TYPE_"] = data_dict["TYPE_"] + i[
"ITEM_LABEL_"] + "|"
data_dict["TYPE_CODE_"] = data_dict[
"TYPE_CODE_"] + i["ITEM_VALUE_"] + "|"
data_dict["TYPE_"] = data_dict["TYPE_"][:-1]
data_dict["TYPE_CODE_"] = data_dict["TYPE_CODE_"][:-1]
j += 1
# data_dict["RISK_LEVEL_"] = first_shuffle[j]
j += 1
data_dict["PAY_METHOD_"] = first_shuffle[j]
j += 1
# data_dict["INSURANCE_DATE_"] = first_shuffle[j]
j += 1
# data_dict["TOUZIZHE_TYPE_"] = first_shuffle[j]
j += 1
data_dict["COM_NAME_"] = company_dict[key]
# data_dict["CONSIGNMENT_"] = "代销"
# if "CONTENT_" in data:
# data_dict["CONTENT_"] = data["CONTENT_"]
data_dict["DEALTIME_"] = data["DEALTIME_"]
data_dict["CREATE_TIME_"] = data["DATETIME_"]
data_dict["STATUS_"] = "1"
# print(data_dict)
data_list.append(data_dict)
return data_list
elif data["ENTITY_CODE_"] == "CIBINSURANCE":
data_list = list()
insurance_name = re.findall(r".*?计划", data["PRODUCT_NAME_"])
for name in insurance_name:
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(name.encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C"
re_data["ID_"] = row_key
re_data["PRODUCT_NAME_"] = name
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["BANK_CODE_"] = "CIB"
re_data["BANK_NAME_"] = "兴业银行"
re_data["PERIOD_CODE_"] = data["DATETIME_"][:10].replace(
"-", "")
re_data["URL_"] = data["URL_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
re_data["CREATE_TIME_"] = data["DATETIME_"]
re_data["STATUS_"] = "1"
re_data["TYPE_"] = ""
re_data["TYPE_CODE_"] = ""
for i in self.type:
if i["ITEM_LABEL_"][:-1] in name:
re_data["TYPE_"] = re_data["TYPE_"] + i[
"ITEM_LABEL_"] + "|"
re_data["TYPE_CODE_"] = re_data["TYPE_CODE_"] + i[
"ITEM_VALUE_"] + "|"
re_data["TYPE_"] = re_data["TYPE_"][:-1]
re_data["TYPE_CODE_"] = re_data["TYPE_CODE_"][:-1]
data_list.append(re_data)
return data_list
else:
if "INSURANCE_NAME_" not in data and ("PRODUCT_NAME_" not in data):
return None
else:
if "INSURANCE_NAME_" in data:
# # 承保年龄
# if ("INSURANCE_AGE_" not in data) or (not data["INSURANCE_AGE_"]):
# age = re.findall(r"(\d*)周岁", data["INSURANCE_NAME_"])
# if age:
# data["INSURANCE_AGE_"] = age[0]
# 保障期限
# if ("INSURANCE_DATE_" not in data) or (not data["INSURANCE_DATE_"]):
# limit = re.findall(r"保(终身)|保(\d*年)|(\d*年)期", data["INSURANCE_NAME_"])
# if limit:
# for l in limit[0]:
# if l:
# data["INSURANCE_DATE_"] = l
# break
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["INSURANCE_NAME_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C"
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["BANK_CODE_"] = data["ENTITY_CODE_"].replace(
"INSURANCE", "")
re_data["BANK_NAME_"] = data["ENTITY_NAME_"].replace(
"保险产品", "")
if "INSURANCE_NAME_" in data:
re_data["PRODUCT_NAME_"] = data["INSURANCE_NAME_"]
if ("INSURANCE_AGE_" in data) or ("AGE_" in data):
re_data["AGE_"] = data["INSURANCE_AGE_"]
if "TYPE_" in data:
re_data["TYPE_"] = ""
re_data["TYPE_CODE_"] = ""
if data["TYPE_"] == "财险":
re_data["TYPE_"] = "财产险"
re_data["TYPE_CODE_"] = "PROPERTY_INSURANCE"
else:
for i in self.type:
if i["ITEM_LABEL_"][:-1] in data["TYPE_"]:
re_data["TYPE_"] = re_data["TYPE_"] + i[
"ITEM_LABEL_"] + "|"
re_data["TYPE_CODE_"] = re_data[
"TYPE_CODE_"] + i["ITEM_VALUE_"] + "|"
re_data["TYPE_"] = re_data["TYPE_"][:-1]
re_data["TYPE_CODE_"] = re_data["TYPE_CODE_"][:-1]
else:
re_data["TYPE_"] = ""
re_data["TYPE_CODE_"] = ""
for i in self.type:
if i["ITEM_LABEL_"][:-1] in data["ENTITY_NAME_"]:
re_data["TYPE_"] = re_data["TYPE_"] + i[
"ITEM_LABEL_"] + "|"
re_data["TYPE_CODE_"] = re_data[
"TYPE_CODE_"] + i["ITEM_VALUE_"] + "|"
re_data["TYPE_"] = re_data["TYPE_"][:-1]
re_data["TYPE_CODE_"] = re_data["TYPE_CODE_"][:-1]
# if "INSURANCE_DATE_" in data:
# re_data["INSURANCE_DATE_"] = data["INSURANCE_DATE_"]
if "INSURANCE_DETAIL_" in data:
re_data["PRODUCT_DETAIL_"] = data["INSURANCE_DETAIL_"]
if "COMPANY_NAME_" in data:
re_data["COM_NAME_"] = data["COMPANY_NAME_"]
if "LIMIT_NUMBER_" in data:
re_data["BUY_LIMIT_"] = data["LIMIT_NUMBER_"]
# re_data["AREA_CODE_"]
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["DATETIME_"][:10].replace(
"-", "")
if "CONTENT_" in data:
re_data["CONTENT_"] = data["CONTENT_"]
# re_data["NOTICE_TIME_"] = data["NOTICE_TIME_"]
re_data["STATUS_"] = "1"
# re_data["REMARK_"] = ""
re_data["CREATE_TIME_"] = data["DATETIME_"]
# re_data["UPDATE_TIME_"]
# re_data["TITLE_"] = data["TITLE_"]
re_data["URL_"] = data["URL_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
# re_data["DATETIME_"] = data["DATETIME_"]
return re_data
elif "PRODUCT_NAME_" in data:
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["PRODUCT_NAME_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C"
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
# re_data["BANK_CODE_"] = data["ENTITY_CODE_"]
# re_data["BANK_NAME_"] = data["ENTITY_NAME_"]
if "PRODUCT_NAME_" in data:
re_data["PRODUCT_NAME_"] = data["PRODUCT_NAME_"]
if "FEATURE_NAME_" in data:
re_data["FEATURE_NAME_"] = data["FEATURE_NAME_"]
if "TYPE_" in data:
re_data["TYPE_"] = ""
re_data["TYPE_CODE_"] = ""
if data["TYPE_"] == "财险":
re_data["TYPE_"] = "财产险"
re_data["TYPE_CODE_"] = "PROPERTY_INSURANCE"
elif data["TYPE_"] == "100种疾病保障":
re_data["TYPE_"] = "健康险"
re_data["TYPE_CODE_"] = "HEALTH_INSURANCE"
else:
for i in self.type:
if i["ITEM_LABEL_"][:-1] in data["TYPE_"]:
re_data["TYPE_"] = re_data["TYPE_"] + i[
"ITEM_LABEL_"] + "|"
re_data["TYPE_CODE_"] = re_data[
"TYPE_CODE_"] + i["ITEM_VALUE_"] + "|"
re_data["TYPE_"] = re_data["TYPE_"][:-1]
re_data["TYPE_CODE_"] = re_data["TYPE_CODE_"][:-1]
if "POLICY_DUTY_" in data:
re_data["POLICY_DUTY_"] = data["POLICY_DUTY_"]
if "PRODUCT_CASE_" in data:
re_data["PRODUCT_CASE_"] = data["PRODUCT_CASE_"]
if "BUY_LIMIT_" in data:
re_data["BUY_LIMIT_"] = data["BUY_LIMIT_"]
if "ENSURE_PRICE_" in data:
re_data["ENSURE_PRICE_"] = data["ENSURE_PRICE_"]
# re_data["AREA_CODE_"]
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["DATETIME_"][:10].replace(
"-", "")
if "PRODUCT_PRICE_" in data:
re_data["PRODUCT_PRICE_"] = data["PRODUCT_PRICE_"]
if "PRODUCT_ID_" in data:
re_data["PRODUCT_ID_"] = data["PRODUCT_ID_"]
if "PRODUCT_CLAUSE_" in data:
re_data["PRODUCT_CLAUSE_"] = data["PRODUCT_CLAUSE_"]
if "GENDER_" in data:
re_data["GENDER_"] = data["GENDER_"]
if "AGE_" in data:
re_data["AGE_"] = data["AGE_"]
if "COM_NAME_" in data:
re_data["COM_NAME_"] = data["COM_NAME_"]
if "PAY_METHOD_" in data:
re_data["PAY_METHOD_"] = data["PAY_METHOD_"]
if "PROBLEM_" in data:
re_data["PROBLEM_"] = data["PROBLEM_"]
if "CLAIM_" in data:
re_data["CLAIM_"] = data["CLAIM_"]
if "COMMENT_" in data:
re_data["COMMENT_"] = data["COMMENT_"]
if "ENSURE_CONTENT_" in data:
re_data["ENSURE_CONTENT_"] = data["ENSURE_CONTENT_"]
if "INSURE_INFO_" in data:
re_data["INSURE_INFO_"] = data["INSURE_INFO_"]
if "RATE_INFO_" in data:
re_data["RATE_INFO_"] = data["RATE_INFO_"]
if "SALE_SERVICE_" in data:
re_data["SALE_SERVICE_"] = data["SALE_SERVICE_"]
# re_data["NOTICE_TIME_"] = data["NOTICE_TIME_"]
re_data["STATUS_"] = "1"
# re_data["REMARK_"] = ""
re_data["CREATE_TIME_"] = data["DATETIME_"]
# re_data["UPDATE_TIME_"]
# re_data["TITLE_"] = data["TITLE_"]
re_data["URL_"] = data["URL_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
# re_data["DATETIME_"] = data["DATETIME_"]
return re_data
def run(self):
# # delete table
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
#
# # create table sql
# table_sql = ('create table "INSURANCE" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."ENTITY_NAME_" varchar, "C"."AREA_CODE_" varchar,"C"."BANK_CODE_" varchar,'
# ' "C"."BANK_NAME_" varchar, "C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar, '
# '"C"."REMARK_" varchar, "C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar,'
# '"C"."TYPE_" varchar, "C"."URL_" varchar, "C"."DEALTIME_" varchar, "C".PRODUCT_CLAUSE_ varchar,'
# '"C"."SOURCE_" varchar, "C"."PRODUCT_NAME_" varchar, "C"."FEATURE_NAME_" varchar,'
# '"C"."POLICY_DUTY_" varchar, "C"."PRODUCT_CASE_" varchar, "C"."BUY_LIMIT_" varchar,'
# '"C"."ENSURE_PRICE_" varchar, "C"."PRODUCT_PRICE_" varchar, "C"."PRODUCT_ID_" varchar,'
# '"C"."GENDER_" varchar, "C"."AGE_" varchar, "C"."COM_NAME_" varchar, "C"."TYPE_CODE_" varchar,'
# '"C"."PAY_METHOD_" varchar, "C"."PRODUCT_DETAIL_" varchar, "C"."PROBLEM_" varchar,'
# '"C"."CLAIM_" varchar, "C"."COMMENT_" varchar, "C"."STATUS_" varchar,'
# '"C"."ENSURE_CONTENT_" varchar, "C"."INSURE_INFO_" varchar, "C"."RATE_INFO_" varchar,'
# '"C"."SALE_SERVICE_" varchar) IMMUTABLE_ROWS = true')
#
# # create table
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection)
for i in range(mongo_data_list.count() + 100):
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
# print(data["_id"])
# todo remove and upsert data from mongo
# shuffle data
try:
re_data = self.data_shuffle(data=data)
except Exception as e:
self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
continue
if re_data:
if isinstance(re_data, dict):
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
elif isinstance(re_data, list):
for r_d in re_data:
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=r_d)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# # add {d:1}
# try:
# self.m_client.update_to_mongodb(collection=self.collection, data_id=self.data_id,
# data_dict={"d": 1})
# self.remove_count += 1
# if self.remove_count % 10 == 0:
# self.logger.info("MongoDB 更新成功, 成功条数 {}".format(self.remove_count))
# except Exception as e:
# self.logger.info("MongoDB 更新 _id 为 {} 的数据失败, {}".format(self.data_id, e))
# continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
continue
mongo_data_list.close()
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
def all_from_mongodb(self, collection, data_id=None, d=False):
mon_logger = Logger().logger
if data_id:
find_id = ObjectId(data_id)
try:
mon_logger.info("开始查取数据")
# result = collection.find_one({"_id": {"$gte": find_id}})
result = collection.find_one({
"$and": [{
"_id": {
"$gte": find_id
}
}, {
"ORDER_ID": {
"$exists": False
}
}]
})
if result is not None:
result = collection.find(
{
"$and": [{
"_id": {
"$gte": find_id
}
}, {
"ORDER_ID": {
"$exists": False
}
}]
},
no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
except TypeError as e:
mon_logger.error("MongoDB数据查取失败,错误信息为{}, 请检查 {}".format(
e, self.mongo_entity_code))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result = collection.find_one({
"$and": [{
"_id": {
"$gte": find_id
}
}, {
"ORDER_ID": {
"$exists": False
}
}]
})
if result:
result = collection.find(
{
"$and": [{
"_id": {
"$gte": find_id
}
}, {
"ORDER_ID": {
"$exists": False
}
}]
},
no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
else:
if d:
try:
mon_logger.info("开始查取数据")
result = collection.find_one()
if result is not None:
result = collection.find(no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(
result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
except TypeError as e:
mon_logger.error("MongoDB数据查取失败,错误信息为{}, 请检查 {}".format(
e, self.mongo_entity_code))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result = collection.find_one()
if result:
result = collection.find(no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(
result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
else:
try:
mon_logger.info("开始查取数据")
result = collection.find_one({"d": {"$exists": False}})
if result is not None:
result = collection.find({"d": {
"$exists": False
}},
no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(
result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
except TypeError as e:
mon_logger.error("MongoDB数据查取失败,错误信息为{}, 请检查 {}".format(
e, self.mongo_entity_code))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result = collection.find_one()
if result:
result = collection.find(no_cursor_timeout=True)
mon_logger.info("数据查取成功, 共 {} 条".format(
result.count()))
return result
else:
mon_logger.info("MongoDB 查取数据为空")
return None
class DataShuffle(object):
def __init__(self, param):
self.logger = Logger().logger
self.invoke_type = "BRANCH"
self.base_dir = os.path.dirname(os.getcwd())
self.param_dict = eval(param)
self.param = "\"" + param + "\""
if self.param_dict:
try:
self.entity_type = self.param_dict["entityType"]
except Exception:
raise Exception
def invoking_the_script(self):
"""
调用脚本
:return:
"""
if self.invoke_type == "BRANCH":
# 微博和微信
if self.entity_type == "WEIBOINFO" or self.entity_type == "WEIBOBASICINFO" or self.entity_type == "WECHAT":
file_path = "/".join([
"./branch_scripts2", self.entity_type,
f"{self.entity_type}.py"
])
# 金融产品
elif self.entity_type[:4] == "JRCP":
file_path = "/".join([
"./branch_scripts2", "FIN_PRODUCT", self.entity_type,
"__init_____.py"
])
# 网点
elif self.entity_type[:2] == "WD":
file_path = "/".join([
"./branch_scripts2", "SURROUNDING_FACILITIES",
self.entity_type, "__init_____.py"
])
# 招投标
elif self.entity_type == "COMMONBIDDING" or self.entity_type == "commonbidding" or self.entity_type == "CommonBidding":
file_path = "/".join(
["./scripts", "CommonBidding", "__init_____.py"])
# 招投标
elif self.entity_type == "ORGANIZE":
file_path = "/".join(
["./scripts", "CommonBidding", "__init_____.py"])
else:
file_path = "/".join(
["./crm.scripts", self.entity_type, "__init_____.py"])
else:
if self.entity_type == "WEIBOINFO" or self.entity_type == "WEIBOBASICINFO" or self.entity_type == "WECHAT":
file_path = "/".join([
"./branch_scripts2", self.entity_type,
f"{self.entity_type}.py"
])
else:
file_path = "/".join(
["./branch_scripts2", self.entity_type, "__init_____.py"])
self.logger.info("调用的脚本文件为{}".format(file_path))
os.system(" ".join(["python ", file_path, self.param]))
def main(self):
self.invoking_the_script()
def remove_from_mysql(self, connection, list_remove):
mysql_logger = Logger().logger
sql = "DELETE FROM {} WHERE ID_ IN {}".format(self.mysql_table,
list_remove)
count = self.cs_commit(connection=connection, sql=sql)
mysql_logger.info("删除成功 {}条".format(count))
def get_data_and_update(self,
collection,
entity_code,
exclude_code,
update_dict,
data_id=None,
other_query=None,
sort_query=None):
"""
查询一条数据并更新
:param collection:
:param entity_code: 需要查取的 实体编码
:param exclude_code: 需要排除的 实体编码
:param update_dict: 需要更新的字段与值
:param data_id: 查取 data_id 后的数据
:param other_query: 其他过滤条件
:return:
"""
mon_logger = Logger().logger
query_list = list()
if isinstance(entity_code, str):
query_list.append({"ENTITY_CODE_": entity_code})
elif isinstance(entity_code, (list, tuple)):
query_list.append({"ENTITY_CODE_": {"$in": list(entity_code)}})
if isinstance(exclude_code, str):
query_list.append({"ENTITY_CODE_": {"$ne": exclude_code}})
elif isinstance(exclude_code, (list, tuple)):
query_list.append({"ENTITY_CODE_": {"$nin": list(exclude_code)}})
if isinstance(other_query, dict):
query_list.append(other_query)
elif isinstance(other_query, list):
query_list.extend(other_query)
if data_id:
find_id = ObjectId(data_id)
query_list.append({"_id": {"$gte": find_id}})
if query_list:
query = {"$and": query_list}
else:
query = {}
try:
mon_logger.info(f"query={query}")
result_one = collection.find_one_and_update(query,
update_dict,
sort=sort_query)
if result_one:
mon_logger.info(f"MongoDB--数据查取并更新成功")
return result_one
else:
mon_logger.info("MongoDB 数据查取为空".format(
self.mongo_entity_code))
return None
except TypeError as e:
mon_logger.error("MongoDB数据查取失败,错误信息为{}, 请检查 {}".format(
e, self.mongo_entity_code))
except pymongo.errors.ServerSelectionTimeoutError as e:
mon_logger.info("MongoDB 连接超时 {}, 正在重新连接...".format(e))
result_one = collection.find_one_and_update(query, update_dict)
if result_one:
mon_logger.info("MongoDB--数据查取并更新成功")
return result_one
else:
mon_logger.info("MongoDB 数据查取为空".format(
self.mongo_entity_code))
return None
class WechatScript(object):
def __init__(self, entity_type="FOR_TEST_WECHAT"):
"""
初始化参数
:param entity_type: WECHAT
"""
self.entity_type = entity_type
self.logger = Logger().logger
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name=self.entity_type)
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.remove_id_list = list()
self.copy_mongo_data_list = list()
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
self.row_key_count = 0
# def write_to_local(self, data):
# with open("wechat_test.txt", "a", encoding="utf-8") as f:
# f.write(str(data))
def read_from_local(self):
with open("wechat_test.txt", "r", encoding="utf-8") as f:
data = f.read()
return data
def main(self, data):
"""
:return:
"""
# # 删除表
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
# # 建表语句
# table_sql = ('create table "FOR_TEST_WECHAT" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."URL_" varchar, "C"."AREA_CODE_" varchar, "C"."BANK_CODE_" varchar,'
# '"C"."BANK_NAME_" varchar, "C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar,'
# '"C"."REMARK_" varchar, "C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, '
# '"T"."CONTENT_" varchar, "C"."CONTENT_TYPE_" varchar, "C"."TITLE_" varchar,'
# '"C"."WECHAT_ID_" varchar, "C"."WECHAT_NAME_" varchar, "C"."ENTITY_NAME_" varchar,'
# '"C"."DEALTIME_" varchar,"C"."STATUS_" varchar) IMMUTABLE_ROWS = true')
#
# # 创建表
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
i = random.randint(0, 100000000)
re_data = eval(data)
re_data["ID_"] = re_data["ID_"] + "_" + str(i)
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(self.success_count))
# 向 HBase 插入数据
try:
count = self.p_client.upsert_to_phoenix_by_one(connection=self.connection, data=re_data)
self.success_count += count
return self.success_count
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(self.data_id, e))
return None
def final(self):
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class AllToPhoenix(object):
def __init__(self):
# "CNINFONEWS" pdf too long
self.code_list = [
"CAIJINGNEWS", "CNINFONEWS", "CSFINACIAL", "CSFINACIALNEWS",
"CSNEWS", "CSNOTICE", "FINAQQNEWS", "XLCJYHMKNEWS", "XLCJNEWS",
"XLCJGSNEWS", "WYCJNEWS", "WYCJGSNEWS", "NEWS163DOM",
"NEWS10JQKA2", "NEWS10JQKA", "HOUSEQQNEWS"
]
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
# 插入 spider_data_old 的数据列表
# self.copy_mongo_data_list = list()
# 删除 spider_data 的数据 _id 列表
# self.remove_id_list = list()
# self.branch_code_list = list()
self.verify_list = [
"ENTITY_CODE_", "ENTITY_NAME_", "URL_", "PERIOD_CODE_", "STATUS_",
"REMARK_", "CREATE_TIME_", "UPDATE_TIME_", "BANK_NAME_",
"BANK_CODE_", "CONTENT_", "DATA_SOURCE_", "KEYWORDS_",
"ENTITY_NAME_", "ID_"
]
# 从 MongoDB 获取数据
def get_data_from_mongo(self, m_client, collection, entity_code, find_id):
m_client.mongo_db = "spider_data"
m_client.mongo_entity_code = entity_code
try:
mongo_data_list = m_client.search_from_mongodb(
collection=collection, data_id=find_id)
return mongo_data_list
except pymongo.errors.ServerSelectionTimeoutError:
self.logger.info("连接失败，正在重新连接")
sleep(1)
mongo_data_list = m_client.search_from_mongodb(
collection=collection, data_id=find_id)
return mongo_data_list
except Exception as e:
self.logger.info(e)
return None
# 从 MongoDB 删除数据
def delete_data_from_mongo(self, m_client, collection, entity_code,
remove_id_list):
m_client.mongo_entity_code = entity_code
try:
remove_count = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return remove_count
except pymongo.errors.ServerSelectionTimeoutError:
remove_count = m_client.remove_from_mongo(
collection=collection, remove_id_list=remove_id_list)
return remove_count
except Exception as e:
self.logger.info(e)
return None
def get_brief_from_ai(self, data):
data["CONTENT_"] = data["CONTENT_"].replace("|", "")
if data["PUBLISH_TIME_"]:
data["PUBLISH_TIME_"] = data["PUBLISH_TIME_"][:10]
# ID
hash_m = hashlib.md5()
hash_m.update(data["URL_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
data["ID_"] = data["ENTITY_CODE_"] + "_" + str(hash_title)
text = data["CONTENT_"]
ex_line = ("python3" + " " + AI_PATH + " " + '\"{}\"'.format(text) +
" " + "1")
# print(ex_line)
r = os.popen(ex_line)
# print(1, r.read())
data["BRIEF_"] = r.read()
return data
# 主函数
def run(self):
# # 创建 Phoenix 对象
p_client = PhoenixHbase(table_name="NEWS_FINASSIST")
p_client.verify_list = self.verify_list
# # 连接 Phoenix
connection = p_client.connect_to_phoenix()
# 创建 MongoDB 查询数据库对象
m_client = MongoClient(mongo_collection="NEWS_FINASSIST")
db, collection_list = m_client.client_to_mongodb()
collection = m_client.get_check_collection(
db=db, collection_list=collection_list)
# # 删除表
# p_client.drop_table_phoenix(connection=connection)
#
# # 表创建语句
# sql = ('create table "NEWS_FINASSIST" ("ID_" varchar primary key, "T"."CONTENT_" varchar, '
# '"C"."ENTITY_NAME_" varchar, "C"."ENTITY_CODE_" varchar, "C"."TITLE_" varchar, "C"."BRIEF_" varchar, '
# '"C"."PUBLISH_TIME_" varchar, "C"."KEYWORDS_" varchar, "C"."URL_" varchar, "C"."DATA_SOURCE_" varchar,'
# '"C"."AREA_CODE_" varchar, "C"."BANK_CODE_" varchar, "C"."BANK_NAME_" varchar,'
# '"C"."UNIT_CODE_" varchar, "C"."PERIOD_CODE_" varchar, "C"."REMARK_" varchar,'
# '"C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, "F"."STATUS_" varchar)'
# 'IMMUTABLE_ROWS = true')
# # 创建表
# p_client.create_new_table_phoenix(connection=connection, sql=sql)
# 遍历 ENTITY_CODE_ 列表
for entity_code in self.code_list:
status = False
module_name = __import__(entity_code)
self.logger.info("开始进行 ENTITY_CODE_ {}".format(entity_code))
# self.remove_id_list = []
# self.copy_mongo_data_list = []
# self.branch_code_list = []
if entity_code == "CAIJINGNEWS":
find_id = "5c6bfa508d7fee512a4ca68f"
else:
find_id = ""
# find_id = ""
try:
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code,
find_id=find_id)
except pymongo.errors.ServerSelectionTimeoutError:
sleep(1)
mongo_data_list = self.get_data_from_mongo(
m_client=m_client,
collection=collection,
entity_code=entity_code,
find_id=find_id)
# 清洗数据并插入 HBase
if mongo_data_list:
once_count = 0
self.find_count = mongo_data_list.count()
for i in range(1000000):
try:
data = mongo_data_list.__next__()
except pymongo.errors.ServerSelectionTimeoutError:
continue
except StopIteration:
break
# for data in mongo_data_list:
data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info(
"running on data_id: {}".format(data_id))
# print(data_id)
# copy_data = {}
# self.remove_id_list.append(data_id)
try:
del data["_id"]
# copy_data = deepcopy(data)
# self.copy_mongo_data_list.append(copy_data)
data_list = [data]
re_data = module_name.data_shuffle(data_list)
if not re_data:
self.bad_count += 1
# self.remove_id_list.remove(data_id)
continue
except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.warning("清洗错误,错误 _id 为{}, {}".format(
data_id, e))
continue
if isinstance(re_data, list):
for list_data in re_data:
# phoenix_HBase 插入数据
if list_data:
try:
if entity_code != "CNINFONEWS":
ai_data = self.get_brief_from_ai(
data=list_data)
else:
ai_data = list_data
# print(ai_data["CONTENT_"])
except Exception as e:
self.logger.info("AI 调取失败, 错误信息", e)
ai_data = re_data
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=ai_data)
once_count += success_count
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info(
"HBase 插入成功, 成功条数{}条".format(
once_count))
except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
try:
# 添加 {d:1}
update_count = m_client.update_to_mongodb(
collection=collection,
data_id=data_id,
data_dict={"d": 1})
self.remove_count += update_count
# self.logger.info("MongoDB 更新成功")
if self.remove_count % 10 == 0:
self.logger.info(
"MongoDB 更新成功, 成功条数 {} 条".format(
"10"))
except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"MongoDB 更新 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
elif isinstance(re_data, dict):
# phoenix_HBase 插入数据
if re_data:
try:
success_count = p_client.upsert_to_phoenix_by_one(
connection=connection, data=re_data)
once_count += success_count
self.success_count += success_count
self.logger.info(
"HBase 插入成功, 成功条数 {} 条".format(
success_count))
except Exception as e:
# self.remove_id_list.remove(data_id)
# self.copy_mongo_data_list.remove(copy_data)
self.logger.warning(
"HBase 插入 _id 为 {} 的数据失败, {}".format(
data_id, e))
continue
if once_count > 0:
status = True
self.logger.info("ENTITY_CODE_: {} 插入成功条数 {}".format(
entity_code, once_count))
mongo_data_list.close()
else:
continue
# 关闭连接
m_client.client_close()
p_client.close_client_phoenix(connection=connection)
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class Trend(object):
def __init__(self):
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="TREND")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name="CHA_BRANCH_MARKET_ACT")
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
def data_shuffle(self, data):
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["TITLE_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# 分行
copy_result = dict()
copy_result["ID_"] = row_key
copy_result["ENTITY_CODE_"] = data["ENTITY_CODE_"]
copy_result["ENTITY_NAME_"] = data["ENTITY_NAME_"]
copy_result["URL_"] = data["URL_"]
# copy_result["PROVINCE_CODE_"] = result[""]
# copy_result["PROVINCE_NAME_"] = result[""]
# copy_result["CITY_CODE_"] = result[""]
# copy_result["CITY_NAME_"] = result[""]
# copy_result["AREA_CODE_"] = result[""]
# copy_result["AREA_NAME_"] = result[""]
# copy_result["LAT_"] = result[""]
# copy_result["LNG_"] = result[""]
copy_result["APP_VERSION_"] = "BRANCH"
copy_result["BANK_CODE_"] = data["ENTITY_CODE_"].replace(
"PRIVATEINFO", "")
copy_result["BANK_NAME_"] = data["ENTITY_NAME_"].replace("私行动态", "")
# copy_result["UNIT_CODE_"] = result["UNIT_CODE_"]
# copy_result["UNIT_NAME_"] = result[""]
copy_result["PERIOD_CODE_"] = data["NOTICE_TIME_"].replace("-", "")
# copy_result["REMARK_"] = result[""]
time_array = time.localtime()
create_time = time.strftime("%Y-%m-%d %H:%M:%S", time_array)
copy_result["CREATE_TIME_"] = create_time
copy_result["SPIDER_TIME_"] = data["DATETIME_"]
# copy_result["MODIFIED_TIME_"] = result[""]
copy_result["CREATE_BY_ID_"] = "P0131857"
copy_result["CREATE_BY_NAME_"] = "钟楷文"
# copy_result["MODIFIED_BY_ID_"] = result[""]
# copy_result["MODIFIED_BY_NAME_"] = result[""]
copy_result["M_STATUS_"] = "0"
copy_result["DELETE_STATUS_"] = "0"
copy_result["DATA_STATUS_"] = "uncheck"
# copy_result["TAGS_"] = result[""]
source = re.findall(r"(https?://.*?)/", data["URL_"])
copy_result["SOURCE_"] = source[0]
copy_result["SOURCE_NAME_"] = data["ENTITY_NAME_"]
# copy_result["SOURCE_TYPE_"] = result[""]
# copy_result["HOT_"] = result[""]
# copy_result["IMPORTANCE_"] = result[""]
copy_result["ACT_NAME_"] = data["TITLE_"]
# copy_result["IMAGES_"] = data[""]
# copy_result["TARGET_"] = data[""]
# copy_result["BRIEF_"] = data[""]
copy_result["DETAILS_"] = data["CONTENT_"]
# copy_result["RULE_"] = data[""]
# copy_result["START_TIME_"] = data[""]
# copy_result["END_TIME_"] = data[""]
# copy_result["ACT_TYPE1_"] = data[""]
# copy_result["ACT_TYPE2_"] = data[""]
# copy_result["ACT_TYPE3_"] = data[""]
copy_result["PUBLISH_TIME_"] = data["NOTICE_TIME_"]
# copy_result["READS_"] = data[""]
# copy_result["LIKES_"] = data[""]
# copy_result["COMMENTS_"] = data[""]
# copy_result["JOINS_"] = data[""]
# copy_result["RELAYS_"] = data[""]
# copy_result["SOURCE_ID_"] = data[""]
# copy_result["HTML_"] = data[""]
# copy_result["SOURCE_OWN_NAME_"] = data[""]
# copy_result["SOURCE_OWN_ID_"] = data[""]
return copy_result
# "C"
# re_data["ID_"] = row_key
# re_data["TYPE_"] = random.choice(
# ["税务法律", "子女教育", "健康医养", "财富管理", "生活娱乐", "旅游出行", "艺术/艺术品", "节日庆贺", "其他"])
# re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
# re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
# re_data["BANK_CODE_"] = data["ENTITY_CODE_"].replace("PRIVATEINFO", "")
# re_data["BANK_NAME_"] = data["ENTITY_NAME_"].replace("私行动态", "")
# # re_data["AREA_CODE_"]
# # re_data["UNIT_CODE_"]
# period_code = data["NOTICE_TIME_"].replace("-", "")
# re_data["PERIOD_CODE_"] = period_code
# re_data["CONTENT_"] = data["CONTENT_"]
# re_data["NOTICE_TIME_"] = data["NOTICE_TIME_"]
# re_data["STATUS_"] = "1"
# # re_data["REMARK_"] = ""
# re_data["CREATE_TIME_"] = data["DATETIME_"]
# # re_data["UPDATE_TIME_"]
# re_data["TITLE_"] = data["TITLE_"]
# re_data["URL_"] = data["URL_"]
# re_data["DEALTIME_"] = data["DEALTIME_"]
# # re_data["DATETIME_"] = data["DATETIME_"]
# # re_data["SOURCE_TYPE_"]
#
# return re_data
def run(self):
# delete table
# self.p_client.drop_table_phoenix(connection=self.connection)
# quit()
# add colum
# self.p_client.add_column_phoenix(connection=self.connection, column="SOURCE_TYPE_")
# quit()
# create table sql
# table_sql = ('create table "MARKETING_ACT" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."ENTITY_NAME_" varchar, "C"."TITLE_" varchar,"C"."NOTICE_TIME_" varchar,'
# '"T"."CONTENT_" varchar,"C"."OBJ_" varchar, "C"."ATENDANCE_" varchar, "C"."PERIOD_CODE_" varchar,'
# '"C"."IMAGES_" varchar, "C"."RESULTS_" varchar,"C"."PLACE_" varchar, "C"."TYPE_" varchar,'
# '"C"."READ_NUM_" varchar, "C"."CONTENT_NUM_" varchar, "C"."COMMENT_CONTENT_" varchar, '
# '"C"."FORWARD_NUM_" varchar, "C"."COLLECTION_NUM_" varchar, "C"."PRAISE_NUM_" varchar,'
# '"C"."BANK_NAME_" varchar, "C"."STATUS_" varchar, "C"."REMARK_" varchar, "C"."SOURCE_ID_" varchar,'
# '"C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar,"C"."SOURCE_" varchar,'
# '"C"."URL_" varchar, "C"."BANK_CODE_" varchar, "C"."DEALTIME_" varchar, '
# '"C"."SOURCE_TYPE_" varchar, "C"."IMPROTANCE_" varchar) IMMUTABLE_ROWS = true')
# create table
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection)
# for i in range(mongo_data_list.count() + 100):
for i in range(100):
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
print(data["_id"])
# todo remove and upsert data from mongo
# shuffle data
try:
re_data = self.data_shuffle(data=data)
except Exception as e:
self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
continue
if re_data:
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# add {d:1}
try:
self.m_client.update_to_mongodb(collection=self.collection,
data_id=self.data_id,
data_dict={"d": 1})
self.remove_count += 1
if self.remove_count % 10 == 0:
self.logger.info("MongoDB 更新成功, 成功条数 {}".format(
self.remove_count))
except Exception as e:
self.logger.info("MongoDB 更新 _id 为 {} 的数据失败, {}".format(
self.data_id, e))
continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
continue
mongo_data_list.close()
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class Meipian(object):
def __init__(self):
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="meipian_CCBDATA")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name="MEIPIAN_CCBDATA")
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
def data_shuffle(self, data):
re_data = dict()
if data["TITLE_"]:
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["TITLE_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C" 通用列族字段
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
# re_data["BANK_NAME_"]
time_arrary = arrow.get(data["CREATE_TIME"])
period_code = time_arrary.format("YYYYMMDD")
publish_time = time_arrary.format("YYYY-MM-DD HH:mm:ss")
re_data["PERIOD_CODE_"] = str(period_code)
re_data["PUBLISH_TIME_"] = str(publish_time)
re_data["STATUS_"] = "UNPROCESSED"
re_data["CONTENT_"] = data["CONTENT_"]
re_data["REMARK_"] = ""
# re_data["AREA_CODE_"]
# re_data["UNIT_CODE_"]
re_data["CREATE_TIME_"] = data["DATETIME_"]
re_data["URL_"] = data["URL_"]
re_data["TITLE_"] = data["TITLE_"]
re_data["CONTENT_TYPE_"] = data["CONTENT_TYPE_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["DEALTIME_"] = str(data["DEALTIME_"])
re_data["VISIT_COUNT_"] = data["VISIT_COUNT"]
re_data["PRAISE_COUNT_"] = data["PRAISE_COUNT"]
re_data["COMMENT_COUNT_"] = data["COMMENT_COUNT"]
re_data["SOURCE_"] = data["SOURCE_"]
return re_data
else:
return None
def run(self):
# # delete table
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
#
# # create table sql
# table_sql = ('create table "MEIPIAN_CCBDATA" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."URL_" varchar, "C"."PERIOD_CODE_" varchar, "C"."REMARK_" varchar,'
# ' "C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, "T"."CONTENT_" varchar, '
# '"C"."TITLE_" varchar, "C"."CONTENT_TYPE_" varchar, "C"."ENTITY_NAME_" varchar,'
# '"C"."VISIT_COUNT_" varchar, "C"."PRAISE_COUNT_" varchar, "C"."COMMENT_COUNT_" varchar,'
# '"C"."DEALTIME_" varchar, "C"."SOURCE_" varchar, "C"."PUBLISH_TIME_" varchar,'
# '"C"."STATUS_" varchar) IMMUTABLE_ROWS = true')
# # create table
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
# f_id = "5c6fa1328d7fee306de9463d" # quit()
# f_id = "5c6fe1ba8d7fee1d44775989" # quit()
# f_id = "5c6fdb448d7fee394da6a5fb" # quit() Exception while executing batch.
# f_id = "5c6fe1ba8d7fee1d44775989"
f_id = "5c6fe11b9bb3df6b0ec6168b" # gt 10M
mongo_data_list = self.m_client.all_from_mongodb(self.collection,
data_id=f_id)
for i in range(mongo_data_list.count() + 100):
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
print(data["_id"])
# todo remove and upsert data from mongo
# shuffle data
try:
re_data = self.data_shuffle(data=data)
except Exception as e:
self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
continue
if re_data:
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# add {d:1}
try:
self.m_client.update_to_mongodb(collection=self.collection,
data_id=self.data_id,
data_dict={"d": 1})
self.remove_count += 1
if self.remove_count % 10 == 0:
self.logger.info("MongoDB 更新成功, 成功条数 {}".format(
self.remove_count))
except Exception as e:
self.logger.info("MongoDB 更新 _id 为 {} 的数据失败, {}".format(
self.data_id, e))
continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
continue
mongo_data_list.close()
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class BaiduSearch(object):
def __init__(self):
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="BAIDU_SEARCH")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name="BAIDU_SEARCH")
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
# BANK_NAME_ 字典 交通银行 BOCOM 改为 COMM 中信银行 ECITIC 改为 CITIC 增加 平安银行 北京银行 上海银行
self.name_dict = {
"ICBC": "中国工商银行",
"ABC": "中国农业银行",
"BOC": "中国银行",
"CCB": "中国建设银行",
"COMM": "交通银行",
"PSBC": "中国邮政储蓄银行",
"CZB": "浙商银行",
"CBHB": "渤海银行",
"CITIC": "中信银行",
"CEB": "中国光大银行",
"HXB": "华夏银行",
"CMBC": "中国民生银行",
"CMB": "招商银行",
"CIB": "兴业银行",
"CGB": "广发银行",
"PAB": "平安银行",
"SPDB": "浦发银行",
"EBCL": "恒丰银行",
"PINGAN": "平安银行",
"LTD": "中国光大银行",
"BEIJING": "北京银行",
"BOSC": "上海银行"
}
# TYPE_ 列表
self.type_list = [
"Market", "Activity", "GoodStart", "MidSeason", "PrivateBank",
"Recommendation"
]
def data_shuffle(self, data):
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["TITLE_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
# "C"
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
# re_data["AREA_CODE_"]
for bank_c in self.name_dict:
if bank_c in data["ENTITY_CODE_"]:
re_data["BANK_CODE_"] = bank_c
break
if "BANK_CODE_" in re_data:
re_data["BANK_NAME_"] = self.name_dict[re_data["BANK_CODE_"]]
else:
print(data["ENTITY_CODE_"])
# re_data["UNIT_CODE_"]
# re_data["PERIOD_CODE_"] = ""
re_data["CONTENT_"] = data["CONTENT_"]
re_data["STATUS_"] = "UNPROCESSED"
# re_data["REMARK_"] = ""
re_data["CREATE_TIME_"] = data["DATETIME_"]
# re_data["UPDATE_TIME_"]
for type in self.type_list:
if type in data["ENTITY_CODE_"]:
re_data["TYPE_"] = type
break
re_data["TITLE_"] = data["TITLE_"]
re_data["URL_"] = data["URL_"]
re_data["DEALTIME_"] = data["DEALTIME_"]
# re_data["DATETIME_"] = data["DATETIME_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
return re_data
def run(self):
# # delete table
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
#
# # create table sql
# table_sql = ('create table "BAIDU_SEARCH" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."BANK_CODE_" varchar, "C"."BANK_NAME_" varchar,"C"."REMARK_" varchar,'
# ' "C"."CREATE_TIME_" varchar, "C"."UPDATE_TIME_" varchar, "T"."CONTENT_" varchar, '
# '"C"."TITLE_" varchar, "C"."URL_" varchar, "C"."ENTITY_NAME_" varchar,"C"."TYPE_" varchar,'
# '"C"."DEALTIME_" varchar, "C"."STATUS_" varchar) IMMUTABLE_ROWS = true')
#
# # create table
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection)
for i in range(mongo_data_list.count() + 100):
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
print(data["_id"])
# todo remove and upsert data from mongo
# shuffle data
try:
re_data = self.data_shuffle(data=data)
except Exception as e:
self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
continue
if re_data:
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# add {d:1}
try:
self.m_client.update_to_mongodb(collection=self.collection,
data_id=self.data_id,
data_dict={"d": 1})
self.remove_count += 1
if self.remove_count % 10 == 0:
self.logger.info("MongoDB 更新成功, 成功条数 {}".format(
self.remove_count))
except Exception as e:
self.logger.info("MongoDB 更新 _id 为 {} 的数据失败, {}".format(
self.data_id, e))
continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
continue
mongo_data_list.close()
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
class Entrust(object):
def __init__(self):
# 创建 MongoDB 对象
self.m_client = MongoClient(mongo_collection="JSENTRUST_CCBDATA")
db, collection_list = self.m_client.client_to_mongodb()
self.collection = self.m_client.get_check_collection(
db=db, collection_list=collection_list)
# 创建 Phoenix 对象
self.p_client = PhoenixHbase(table_name="ENTRUST")
# 连接 Phoenix
self.connection = self.p_client.connect_to_phoenix()
self.logger = Logger().logger
self.find_count = 0
self.success_count = 0
self.remove_count = 0
self.old_count = 0
self.bad_count = 0
self.error_count = 0
self.data_id = ""
def data_shuffle(self, data):
re_data = dict()
# HBase row_key
hash_m = hashlib.md5()
hash_m.update(data["NAME_"].encode("utf-8"))
hash_title = hash_m.hexdigest()
row_key = str(data["ENTITY_CODE_"]) + "_" + str(hash_title)
re_data["ID_"] = row_key
re_data["ENTITY_CODE_"] = data["ENTITY_CODE_"]
re_data["ENTITY_NAME_"] = data["ENTITY_NAME_"]
re_data["CREATE_TIME_"] = data["DATETIME_"]
re_data["STATUS_"] = "1"
re_data["DEALTIME_"] = data["DEALTIME_"]
re_data["URL_"] = data["URL_"]
if data["ENTITY_CODE_"] == "CHINATRC":
# "C"
# re_data["AREA_CODE_"]
# re_data["BANK_CODE_"]
# re_data["BANK_NAME_"]
# re_data["UNIT_CODE_"]
pub_date = eval(data["PUB_DATE_"])
date = str(pub_date["time"])[:-3]
t = arrow.get(int(date))
publish_date = str(t)[:10]
period_code = publish_date.replace("-", "")
re_data["PERIOD_CODE_"] = period_code
# re_data["REMARK_"]
# re_data["UPDATE_TIME_"]
re_data["CODE_"] = data["CODE_"]
re_data["NAME_"] = data["NAME_"]
re_data["ISSUER_"] = data["ISSUER_"]
re_data["FUNCTION_"] = data["FUNCTION_"]
pro_date = eval(data["PRO_START_"])
pro_date = str(pro_date["time"])[:-3]
p_t = arrow.get(int(pro_date))
product_date = str(p_t)[:10]
re_data["PRO_START_"] = product_date
re_data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"]
re_data["RUN_MODE_"] = data["RUN_MODE_"]
re_data["INDUSTRY_"] = data["INDUSTRY_"]
re_data["PUB_DATE_"] = publish_date
# re_data["SCALE_"] = data[""]
# re_data["MONTH_"]
# re_data["YIELD_RATE_"]
# re_data["START_FUNDS_"]
# re_data["PURPOSE_"]
# re_data["ESTAB_ANNOUNCEMENT_"]
# re_data["ENTRUST_STATUS_"]
#
# re_data["DISTRIBU_MODE_"]
# re_data["INVEST_AREA_"]
# re_data["TERM_TYPE_"] = data["TERM_TYPE_"]
# re_data["INVEST_DIRECTION_"]
# re_data["INVEST_MODE_"] = data["INVEST_MODE_"]
# re_data["CURRENCY_"]
# re_data["MANAGE_TYPE_"]
# re_data["SALE_TARGET_"]
# re_data["PROFIT_TYPE_"] = data["PROFIT_TYPE_"]
# re_data["ISSUER_AREA_"]
# re_data["RESERVE_INFO_"]
# re_data["TRUSTEESHIP_BANK_"]
# re_data["OTHER_INFO_"]
# re_data["OTHER_INFO_"]
elif data["ENTITY_CODE_"] == "TRUSTHEXUN":
# "C"
# re_data["AREA_CODE_"]
# re_data["BANK_CODE_"]
# re_data["BANK_NAME_"]
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["PUB_DATE_"].replace("-", "")
# re_data["REMARK_"]
# re_data["UPDATE_TIME_"]
# re_data["CODE_"] = data["CODE_"]
re_data["NAME_"] = data["NAME_"]
re_data["ISSUER_"] = data["ISSUER_"]
# re_data["FUNCTION_"] = data["FUNCTION_"]
# re_data["PRO_START_"]
re_data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"].replace(
"至月", "")
# re_data["RUN_MODE_"] = data["RUN_MODE_"]
re_data["INDUSTRY_"] = data["INDUSTRY_"]
re_data["PUB_DATE_"] = data["PUB_DATE_"]
re_data["SCALE_"] = data["SCALE_"]
# re_data["MONTH_"]
re_data["YIELD_RATE_"] = data["YIELD_RATE_"]
re_data["START_FUNDS_"] = data["START_FUNDS_"]
# re_data["PURPOSE_"]
# re_data["ESTAB_ANNOUNCEMENT_"]
# re_data["ENTRUST_STATUS_"]
#
# re_data["DISTRIBU_MODE_"]
# re_data["INVEST_AREA_"]
# re_data["TERM_TYPE_"] = data["TERM_TYPE_"]
# re_data["INVEST_DIRECTION_"]
re_data["INVEST_MODE_"] = data["INVEST_MODE_"]
re_data["CURRENCY_"] = data["CURRENCY_"]
re_data["MANAGE_TYPE_"] = data["MANAGE_TYPE_"]
re_data["SALE_TARGET_"] = data["SALE_TARGET_"]
re_data["PROFIT_TYPE_"] = data["PROFIT_TYPE_"]
re_data["ISSUER_AREA_"] = data["ISSUER_AREA_"]
re_data["RESERVE_INFO_"] = data["RESERVE_INFO_"]
# re_data["TRUSTEESHIP_BANK_"]
re_data["OTHER_INFO_"] = data["OTHER_INFO_"]
elif data["ENTITY_CODE_"] == "YANGLEE":
# "C"
# re_data["AREA_CODE_"]
# re_data["BANK_CODE_"]
# re_data["BANK_NAME_"]
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["PUB_DATE_"].replace("-", "")
# # re_data["REMARK_"]
# # re_data["UPDATE_TIME_"]
# re_data["CODE_"] = data["CODE_"]
re_data["NAME_"] = data["NAME_"]
re_data["ISSUER_"] = data["ISSUER_"]
# re_data["FUNCTION_"] = data["FUNCTION_"]
# # re_data["PRO_START_"]
re_data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"]
# re_data["RUN_MODE_"] = data["RUN_MODE_"]
re_data["INDUSTRY_"] = data["INDUSTRY_"]
re_data["PUB_DATE_"] = data["PUB_DATE_"]
# re_data["SCALE_"] = data["SCALE_"]
# # re_data["MONTH_"]
re_data["YIELD_RATE_"] = data["YIELD_RATE_"]
re_data["START_FUNDS_"] = data["START_FUNDS_"]
# # re_data["PURPOSE_"]
# # re_data["ESTAB_ANNOUNCEMENT_"]
re_data["ENTRUST_STATUS_"] = data["STATUS_"]
#
re_data["DISTRIBU_MODE_"] = data["DISTRIBU_MODE_"]
# # re_data["INVEST_AREA_"]
re_data["TERM_TYPE_"] = data["TERM_TYPE_"]
# # re_data["INVEST_DIRECTION_"]
# re_data["INVEST_MODE_"] = data["INVEST_MODE_"]
# re_data["CURRENCY_"] = data["CURRENCY_"]
# re_data["MANAGE_TYPE_"] = data["MANAGE_TYPE_"]
# re_data["SALE_TARGET_"] = data["SALE_TARGET_"]
# re_data["PROFIT_TYPE_"] = data["PROFIT_TYPE_"]
re_data["ISSUER_AREA_"] = data["ISSUER_AREA_"]
# re_data["RESERVE_INFO_"] = data["RESERVE_INFO_"]
re_data["TRUSTEESHIP_BANK_"] = data["TRUSTEESHIP_BANK_"]
re_data["OTHER_INFO_"] = data["OTHER_INFO_"]
elif data["ENTITY_CODE_"] == "TRUSTONE":
# "C"
# re_data["AREA_CODE_"]
# re_data["BANK_CODE_"]
# re_data["BANK_NAME_"]
# re_data["UNIT_CODE_"]
re_data["PERIOD_CODE_"] = data["PUB_DATE_"].replace("-", "")
# # re_data["REMARK_"]
# # re_data["UPDATE_TIME_"]
# re_data["CODE_"] = data["CODE_"]
re_data["NAME_"] = data["NAME_"]
re_data["ISSUER_"] = data["ISSUER_"]
# re_data["FUNCTION_"] = data["FUNCTION_"]
# # re_data["PRO_START_"]
# re_data["INVEST_PERIOD_"] = data["INVEST_PERIOD_"]
# re_data["RUN_MODE_"] = data["RUN_MODE_"]
# re_data["INDUSTRY_"] = data["INDUSTRY_"]
re_data["PUB_DATE_"] = data["PUB_DATE_"]
re_data["SCALE_"] = data["SCALE_"]
# # re_data["MONTH_"]
re_data["YIELD_RATE_"] = data["YIELD_RATE_"]
re_data["START_FUNDS_"] = data["START_FUNDS_"]
# # re_data["PURPOSE_"]
# # re_data["ESTAB_ANNOUNCEMENT_"]
# re_data["ENTRUST_STATUS_"] = data["STATUS_"]
# #
re_data["DISTRIBU_MODE_"] = data["DISTRIBU_MODE_"]
re_data["INVEST_AREA_"] = data["INVEST_AREA_"]
re_data["TERM_TYPE_"] = data["TERM_TYPE_"]
re_data["INVEST_DIRECTION_"] = data["INVEST_DIRECTION_"]
re_data["INVEST_MODE_"] = data["INVEST_MODE_"]
# re_data["CURRENCY_"] = data["CURRENCY_"]
# re_data["MANAGE_TYPE_"] = data["MANAGE_TYPE_"]
# re_data["SALE_TARGET_"] = data["SALE_TARGET_"]
re_data["PROFIT_TYPE_"] = data["PROFIT_TYPE_"]
# re_data["ISSUER_AREA_"] = data["ISSUER_AREA_"]
re_data["RESERVE_INFO_"] = re.sub(r"</?\w*>", "",
data["RESERVE_INFO_"])
# re_data["TRUSTEESHIP_BANK_"] = data["TRUSTEESHIP_BANK_"]
# re_data["OTHER_INFO_"] = data["OTHER_INFO_"]
return re_data
def run(self):
# # delete table
# self.p_client.drop_table_phoenix(connection=self.connection)
# # quit()
#
# # create table sql
# table_sql = ('create table "ENTRUST" ("ID_" varchar primary key, "C"."ENTITY_CODE_" varchar,'
# '"C"."ENTITY_NAME_" varchar, "C"."CREATE_TIME_" varchar, "C"."STATUS_" varchar,'
# '"C"."DEALTIME_" varchar, "C"."URL_" varchar, "C"."AREA_CODE_" varchar, "C"."FUNCTION_" varchar,'
# '"C"."BANK_CODE_" varchar, "C"."BANK_NAME_" varchar, "C"."UNIT_CODE_" varchar,'
# '"C"."PERIOD_CODE_" varchar, "C"."REMARK_" varchar, "C"."UPDATE_TIME_" varchar,'
# '"C"."CODE_" varchar, "C"."NAME_" varchar, "C"."ISSUER_" varchar, "C"."PRO_START_" varchar,'
# '"C"."INVEST_PERIOD_" varchar,"C"."RUN_MODE_" varchar, "C"."INDUSTRY_" varchar,'
# '"C"."PUB_DATE_" varchar, "C"."SCALE_" varchar, "C"."MONTH_" varchar, "C"."YIELD_RATE_" varchar,'
# '"C"."START_FUNDS_" varchar, "C"."PURPOSE_" varchar, "C"."ESTAB_ANNOUNCEMENT_" varchar,'
# '"C"."ENTRUST_STATUS_" varchar, "C"."DISTRIBU_MODE_" varchar, "C"."INVEST_AREA_" varchar,'
# '"C"."TERM_TYPE_" varchar, "C"."INVEST_DIRECTION_" varchar, "C"."INVEST_MODE_" varchar,'
# '"C"."CURRENCY_" varchar, "C"."MANAGE_TYPE_" varchar, "C"."SALE_TARGET_" varchar,'
# '"C"."PROFIT_TYPE_" varchar, "C"."ISSUER_AREA_" varchar, "C"."RESERVE_INFO_" varchar,'
# '"C"."TRUSTEESHIP_BANK_" varchar, "C"."OTHER_INFO_" varchar) IMMUTABLE_ROWS = true')
#
# # create table
# self.p_client.create_new_table_phoenix(connection=self.connection, sql=table_sql)
mongo_data_list = self.m_client.all_from_mongodb(
collection=self.collection, data_id="5c67307d9bb3df76b4229f79")
for i in range(mongo_data_list.count() + 100):
try:
data = mongo_data_list.__next__()
except StopIteration:
break
except pymongo.errors.ServerSelectionTimeoutError as e:
self.logger.info("MongoDB 超时, 正在重新连接, 错误信息 {}".format(e))
time.sleep(3)
data = mongo_data_list.__next__()
self.data_id = data["_id"]
if self.success_count % 100 == 0:
self.logger.info("正在进行 _id 为 {} 的数据".format(self.data_id))
print(data["_id"])
# todo remove and upsert data from mongo
# shuffle data
# try:
re_data = self.data_shuffle(data=data)
# except Exception as e:
# self.logger.info("数据清洗失败 {}, id: {}".format(e, self.data_id))
# continue
if re_data:
# upsert data to HBase
try:
success_count = self.p_client.upsert_to_phoenix_by_one(
connection=self.connection, data=re_data)
except jaydebeapi.DatabaseError as e:
self.logger.info("错误 id: {}, 错误信息 {}".format(
self.data_id, e))
continue
# # add {d:1}
# try:
# self.m_client.update_to_mongodb(collection=self.collection, data_id=self.data_id,
# data_dict={"d": 1})
# self.remove_count += 1
# if self.remove_count % 10 == 0:
# self.logger.info("MongoDB 更新成功, 成功条数 {}".format(self.remove_count))
# except Exception as e:
# self.logger.info("MongoDB 更新 _id 为 {} 的数据失败, {}".format(self.data_id, e))
# continue
if success_count > 0:
status = True
self.success_count += success_count
if self.success_count % 10 == 0:
self.logger.info("HBase 插入成功 {} 条".format(
self.success_count))
else:
self.bad_count += 1
continue
mongo_data_list.close()
self.logger.info("本次共向 MongoDB 查取数据{}条".format(self.find_count))
self.logger.info("本次共向 HBase 插入数据{}条".format(self.success_count))
self.logger.info("本次共向 MongoDB 删除数据{}条".format(self.remove_count))
self.logger.info("本次共向 MongoDB 插入数据{}条".format(self.old_count))
self.logger.info("本次坏数据共 {} 条".format(self.bad_count))
self.logger.handlers.clear()
