python get funds data
【Python 量化投资系列】python3 获取基金及历史净值数据
2017年02月16日 17:28:02 yuzhucu 阅读数：8407更多 个人分类： Python学习与实践 版权声明：本文为博主原创文章，未经博主允许不得转载。 https://blog.csdn.net/yuzhucu/article/details/55261024
最近开始想搭建一个个人投资研究的数据库，想从网上获取一些股票、基金类的数据，以便做进一步的数据分析。 对比后发现天天基金网（东方财富）上基金数据相对还比较完整，特写了个脚本，实现自动爬取基金基本信息、基金历史净值等数据库保存到MySQL数据库，后续再把基金经理、基金财报、基金资产配置等数据一并收入。
Python代码如下：
# -*- coding:utf-8 -*-
############################################################################
'''
# 程序：东方财富网基金数据爬取
# 功能：抓取东方财富网上基金相关数据
# 创建时间：2017/02/14 基金概况数据
# 更新历史：2017/02/15 增加基金净值数据
#
# 使用库：requests、BeautifulSoup4、pymysql,pandas
# 作者：yuzhucu
'''
#############################################################################
import requests
from bs4 import BeautifulSoup
import time
import random
import pymysql
import os
import pandas as pd
import re
def randHeader():
'''
随机生成User-Agent
:return:
'''
head_connection = ['Keep-Alive', 'close']
head_accept = ['text/html, application/xhtml+xml, */*']
head_accept_language = ['zh-CN,fr-FR;q=0.5', 'en-US,en;q=0.8,zh-Hans-CN;q=0.5,zh-Hans;q=0.3']
head_user_agent = ['Opera/8.0 (Macintosh; PPC Mac OS X; U; en)',
'Opera/9.27 (Windows NT 5.2; U; zh-cn)',
'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 6.1; Win64; x64; Trident/4.0)',
'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.0)',
'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; InfoPath.2; .NET4.0C; .NET4.0E)',
'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; InfoPath.2; .NET4.0C; .NET4.0E; QQBrowser/7.3.9825.400)',
'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; BIDUBrowser 2.x)',
'Mozilla/5.0 (Windows; U; Windows NT 5.1) Gecko/20070309 Firefox/2.0.0.3',
'Mozilla/5.0 (Windows; U; Windows NT 5.1) Gecko/20070803 Firefox/1.5.0.12',
'Mozilla/5.0 (Windows; U; Windows NT 5.2) Gecko/2008070208 Firefox/3.0.1',
'Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.8.1.12) Gecko/20080219 Firefox/2.0.0.12 Navigator/9.0.0.6',
'Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 Safari/537.36',
'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; rv:11.0) like Gecko)',
'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:21.0) Gecko/20100101 Firefox/21.0 ',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Maxthon/4.0.6.2000 Chrome/26.0.1410.43 Safari/537.1 ',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Chrome/21.0.1180.92 Safari/537.1 LBBROWSER',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.75 Safari/537.36',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/536.11 (KHTML, like Gecko) Chrome/20.0.1132.11 TaoBrowser/3.0 Safari/536.11',
'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
'Mozilla/5.0 (Macintosh; PPC Mac OS X; U; en) Opera 8.0'
]
result = {
'Connection': head_connection[0],
'Accept': head_accept[0],
'Accept-Language': head_accept_language[1],
'User-Agent': head_user_agent[random.randrange(0, len(head_user_agent))]
}
return result
def getCurrentTime():
# 获取当前时间
return time.strftime('[%Y-%m-%d %H:%M:%S]', time.localtime(time.time()))
def getURL(url, tries_num=5, sleep_time=0, time_out=10,max_retry = 5):
'''
这里重写get函数，主要是为了实现网络中断后自动重连，同时为了兼容各种网站不同的反爬策略及，通过sleep时间和timeout动态调整来测试合适的网络连接参数；
通过isproxy 来控制是否使用代理，以支持一些在内网办公的同学
:param url:
:param tries_num: 重试次数
:param sleep_time: 休眠时间
:param time_out: 连接超时参数
:param max_retry: 最大重试次数，仅仅是为了递归使用
:return: response
'''
sleep_time_p = sleep_time
time_out_p = time_out
tries_num_p = tries_num
try:
res = requests.Session()
if isproxy == 1:
res = requests.get(url, headers=header, timeout=time_out, proxies=proxy)
else:
res = requests.get(url, headers=header, timeout=time_out)
res.raise_for_status() # 如果响应状态码不是 200，就主动抛出异常
except requests.RequestException as e:
sleep_time_p = sleep_time_p + 10
time_out_p = time_out_p + 10
tries_num_p = tries_num_p - 1
# 设置重试次数，最大timeout 时间和 最长休眠时间
if tries_num_p > 0:
time.sleep(sleep_time_p)
print (getCurrentTime(), url, 'URL Connection Error: 第', max_retry - tries_num_p, u'次 Retry Connection', e)
return getURL(url, tries_num_p, sleep_time_p, time_out_p,max_retry)
return res
class PyMySQL:
# 获取当前时间
def getCurrentTime(self):
return time.strftime('[%Y-%m-%d %H:%M:%S]', time.localtime(time.time()))
# 数据库初始化
def _init_(self, host, user, passwd, db,port=3306,charset='utf8'):
pymysql.install_as_MySQLdb()
try:
self.db =pymysql.connect(host=host,user=user,passwd=passwd,db=db,port=3306,charset='utf8')
#self.db = pymysql.connect(ip, username, pwd, schema,port)
self.db.ping(True)#使用mysql ping来检查连接,实现超时自动重新连接
print (self.getCurrentTime(), u"MySQL DB Connect Success:",user+'@'+host+':'+str(port)+'/'+db)
self.cur = self.db.cursor()
except Exception as e:
print (self.getCurrentTime(), u"MySQL DB Connect Error :%d: %s" % (e.args[0], e.args[1]))
# 插入数据
def insertData(self, table, my_dict):
try:
#self.db.set_character_set('utf8')
cols = ', '.join(my_dict.keys())
values = '"," '.join(my_dict.values())
sql = "replace into %s (%s) values (%s)" % (table, cols, '"' + values + '"')
#print (sql)
try:
result = self.cur.execute(sql)
insert_id = self.db.insert_id()
self.db.commit()
# 判断是否执行成功
if result:
#print (self.getCurrentTime(), u"Data Insert Sucess")
return insert_id
else:
return 0
except Exception as e:
# 发生错误时回滚
self.db.rollback()
print (self.getCurrentTime(), u"Data Insert Failed: %s" % (e))
return 0
except Exception as e:
print (self.getCurrentTime(), u"MySQLdb Error: %s" % (e))
return 0
class FundSpiders():
def getCurrentTime(self):
# 获取当前时间
return time.strftime('[%Y-%m-%d %H:%M:%S]', time.localtime(time.time()))
def getFundCodesFromCsv(self):
'''
从csv文件中获取基金代码清单（可从wind或者其他财经网站导出）
'''
file_path=os.path.join(os.getcwd(),'fund.csv')
fund_code = pd.read_csv(filepath_or_buffer=file_path, encoding='gbk')
Code=fund_code.trade_code
#print ( Code)
return Code
def getFundInfo(self,fund_code):
'''
获取基金概况基本信息
:param fund_code:
:return:
'''
fund_url='http://fund.eastmoney.com/f10/jbgk_'+fund_code +'.html'
res = getURL(fund_url)
soup = BeautifulSoup(res.text, 'html.parser')
result = {}
try:
result['fund_code']=fund_code
'''
之前用select、find 比较多，但是一些网页中经常出现部分字段不全导致内容和数据库不匹配的情况导致数据错位。这里改为用使用标题的next_element 来获取数据值来规避此问题
其中也有个别字段有问题的，特殊处理下即可
'''
result['fund_name']= soup.find_all(text=u"基金全称")[0].next_element.text.strip()
result['fund_abbr_name']= soup.find_all(text=u"基金简称")[0].next_element.text.strip()
#result['fund_code']= soup.find_all(text=u"基金代码")[0].next_element )
result['fund_type']= soup.find_all(text=u"基金类型")[0].next_element.text.strip()
result['issue_date']= soup.find_all(text=u"发行日期")[0].next_element.text.strip()
result['establish_date']= soup.find_all(text=u"成立日期/规模")[0].next_element.text.split(u'/')[0].strip()
result['establish_scale']= soup.find_all(text=u"成立日期/规模")[0].next_element.text.split(u'/')[-1].strip()
result['asset_value']= soup.find_all(text=u"资产规模")[0].next_element.text.split(u'（')[0].strip()
result['asset_value_date']= soup.find_all(text=u"资产规模")[0].next_element.text.split(u'（')[1].split(u'）')[0].strip(u'截止至：')
result['units']= soup.find_all(text=u"份额规模")[0].next_element.text.strip().split(u'（')[0].strip()
result['units_date']= soup.find_all(text=u"份额规模")[0].next_element.text.strip().split(u'（')[1].strip(u'（截止至：）')
result['fund_manager']= soup.find_all(text=u"基金管理人")[0].next_element.text.strip()
result['fund_trustee']= soup.find_all(text=u"基金托管人")[0].next_element.text.strip()
result['funder']= soup.find_all(text=u"基金经理人")[0].next_element.text.strip()
result['total_div']= soup.find_all(text=u"成立来分红")[0].next_element.text.strip()
result['mgt_fee']= soup.find_all(text=u"管理费率")[0].next_element.text.strip()
result['trust_fee']= soup.find_all(text=u"托管费率")[0].next_element.text.strip()
result['sale_fee']= soup.find_all(text=u"销售服务费率")[0].next_element.text.strip()
result['buy_fee']= soup.find_all(text=u"最高认购费率")[0].next_element.text.strip()
result['buy_fee2']= soup.find_all(text=u"最高申购费率")[0].next_element.text.strip()
result['benchmark']= soup.find_all(text=u"业绩比较基准")[0].next_element.text.strip(u'该基金暂未披露业绩比较基准')
result['underlying']= soup.find_all(text=u"跟踪标的")[0].next_element.text.strip(u'该基金无跟踪标的')
except Exception as e:
print (self.getCurrentTime(), fund_code,fund_url,e )
try:
mySQL.insertData('fund_info', result)
#print (self.getCurrentTime(),'Fund Info Insert Sucess:', result['fund_code'],result['fund_name'],result['fund_abbr_name'],result['fund_manager'],result['funder'],result['establish_date'],result['establish_scale'],result['benchmark'] )
except Exception as e:
print (self.getCurrentTime(), fund_code,fund_url,e )
try:
print (self.getCurrentTime(),'getFundInfo:', result['fund_code'],result['fund_name'],result['fund_abbr_name'],result['fund_manager'],result['funder'],result['establish_date'],result['establish_scale'],result['benchmark']
# ,result['issue_date'],result['asset_value'],result['asset_value_date'], result['unit'],result['unit_date'],result['fund_trustee']
# ,result['total_div'],result['mg_fee'],result['trust_fee'], result['sale_fee'], result['buy_fee'],result['buy_fee2'],result['underlying']
)
except Exception as e:
print (self.getCurrentTime(), fund_code,fund_url,e )
return result
def getFundManagers(self,fund_code):
'''
获取基金经理数据。 基金投资分析关键在投资经理，后续在完善
:param fund_code:
:return:
'''
fund_url='http://fund.eastmoney.com/f10/jjjl_'+fund_code +'.html'
res = getURL(fund_url)
soup = BeautifulSoup(res.text, 'html.parser')
result = {}
manager={}
tables=soup.find_all("table")
tab = tables[1]
#print (tables[1])
i=0
#先用本办法，解析表格，逐行逐单元格获取净值数据
for tr in tab.findAll('tr'):
#跳过表头；获取净值、累计净值和日收益率数据 如果列数为7，可以判断为一般基金。当然也可以通过标题或者基金类型参数来判断，待后续优化
if tr.findAll('td') :#and len((tr.findAll('td')))==7 :
i=i+1
try:
result['fund_code']=fund_code
result['start_date']= tr.select('td:nth-of-type(1)')[0].getText().strip()
result['end_date']= tr.select('td:nth-of-type(2)')[0].getText().strip()
result['fund_managers']= tr.select('td:nth-of-type(3)')[0].getText().strip()
result['term']= tr.select('td:nth-of-type(4)')[0].getText().strip()
result['return_rate']= tr.select('td:nth-of-type(5)')[0].getText().strip('%')+'%'
result['created_date']=time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time()))
result['updated_date']=time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time()))
result['data_source']='eastmoney'
except Exception as e:
print (self.getCurrentTime(),'getFundManagers1', fund_code,fund_url,e )
try:
mySQL.insertData('fund_managers_chg', result)
print (self.getCurrentTime(),'fund_managers_chg:',result['fund_code'],i,result['start_date'],result['end_date'],result['fund_managers'],result['term'],result['return_rate'] )
except Exception as e:
print (self.getCurrentTime(),'getFundManagers2', fund_code,fund_url,e )
for a in tr.findAll('a'):
if a:
try:
manager['manager_id']=a['href'].strip('http://fund.eastmoney.com/manager/.html')
manager['url']=a['href']
manager['manager_name']=a.text
manager['created_date']=time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time()))
manager['updated_date']=time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time()))
manager['data_source']='eastmoney'
#print (self.getCurrentTime(),manager['manager_id'],manager['manager_name'],manager['url'])
except Exception as e:
print (self.getCurrentTime(),'getFundManagers3', fund_code,manager['manager_name'],manager['url'],fund_url,e )
try:
mySQL.insertData('fund_managers_info', manager)
print (self.getCurrentTime(),'fund_managers_info:',fund_code,manager['manager_name'],manager['url'],manager['manager_id'] )
except Exception as e:
print (self.getCurrentTime(),'getFundManagers4', fund_code,fund_url,e )
#print (self.getCurrentTime(),'getFundManagers',result['fund_code'],'共',str(i)+':','行数保存成功' )
return result
def getFundNav(self,fund_code):
'''
获取基金净值数据，因为基金列表中是所有基金代码，一般净值型基金和货币基金数据稍有差异，下面根据数据表格长度判断是一般基金还是货币基金，分别入库
:param fund_code:
:return:
'''
try:
#http://fund.eastmoney.com/f10/F10DataApi.aspx?type=lsjz&code=000001&page=1&per=1
'''
#寿险获取单个基金的第一页数据，里面返回的apidata 接口中包含了记录数、分页及数据文件等
#这里暂按照字符串解析方式获取，既然是标准API接口，应该可以通过更高效的方式批量获取全部净值数据，待后续研究。这里传入基金代码、分页页码和每页的记录数。先简单查询一次获取总的记录数，再一次性获取所有历史净值
首次初始化完成后，如果后续每天更新或者定期更新，只要修改下每页返回的记录参数即可
'''
fund_url='http://fund.eastmoney.com/f10/F10DataApi.aspx?type=lsjz&code='+fund_code +'&page=1&per=1'
res = getURL(fund_url)
#获取历史净值的总记录数
records= (res.text.strip('var apidata=').strip('{;}').split(',')[1].strip('records:'))
#print(res.text.strip('var apidata=').strip('{;}').split(','))
#print (records)
except Exception as e:
print (self.getCurrentTime(),'getFundNav1', fund_code,fund_url,e )
try:
#根据基金代码和总记录数，一次返回所有历史净值
fund_nav='http://fund.eastmoney.com/f10/F10DataApi.aspx?type=lsjz&code='+fund_code +'&page=1&per='+records
res = getURL(fund_nav)
soup = BeautifulSoup(res.text, 'html.parser')
except Exception as e:
print (self.getCurrentTime(),'getFundNav2', fund_code,fund_url,e )
result={}
result['fund_code']=fund_code
tables = soup.findAll('table')
tab = tables[0]
i=0
#先用本办法，解析表格，逐行逐单元格获取净值数据
for tr in tab.findAll('tr'):
#跳过表头；获取净值、累计净值和日收益率数据 如果列数为7，可以判断为一般基金。当然也可以通过标题或者基金类型参数来判断，待后续优化
if tr.findAll('td') and len((tr.findAll('td')))==7 :
i=i+1
try:
result['the_date']= (tr.select('td:nth-of-type(1)')[0].getText().strip() )
result['nav']= (tr.select('td:nth-of-type(2)')[0].getText().strip() )
result['add_nav']= (tr.select('td:nth-of-type(3)')[0].getText().strip() )
result['nav_chg_rate']= (tr.select('td:nth-of-type(4)')[0].getText().strip() )
result['buy_state']= (tr.select('td:nth-of-type(5)')[0].getText().strip() )
result['sell_state']= tr.select('td:nth-of-type(6)')[0].getText().strip()
result['div_record']= tr.select('td:nth-of-type(7)')[0].getText().strip().strip('\'')
#print (self.getCurrentTime(),i,result['fund_code'],result['the_date'],result['nav'],result['add_nav'],result['nav_chg_rate'],result['buy_state'],result['sell_state'] )
except Exception as e:
print (self.getCurrentTime(),'getFundNav3', fund_code,fund_url,e )
try:
mySQL.insertData('fund_nav', result)
print (self.getCurrentTime(),'fund_nav',str(i)+'/'+str(records),result['fund_code'],result['the_date'],result['nav'],result['add_nav'],result['nav_chg_rate'],result['buy_state'],result['sell_state'],result['div_record'] )
except Exception as e:
print (self.getCurrentTime(),'getFundNav4', fund_code,fund_url,e )
#如果是货币基金，获取万份收益和7日年化利率
elif tr.findAll('td') and len((tr.findAll('td')))==6:
i=i+1
try:
result['the_date']= (tr.select('td:nth-of-type(1)')[0].getText().strip() )
#result['nav']=1
result['profit_per_units']= (tr.select('td:nth-of-type(2)')[0].getText().strip() )
result['profit_rate']= (tr.select('td:nth-of-type(3)')[0].getText().strip() )
result['buy_state']= (tr.select('td:nth-of-type(4)')[0].getText().strip() )
result['sell_state']= (tr.select('td:nth-of-type(5)')[0].getText().strip() )
result['div_record']= (tr.select('td:nth-of-type(6)')[0].getText().strip() )
#print (self.getCurrentTime(),i,result['fund_code'],result['the_date'],result['nav'],result['add_nav'],result['nav_chg_rate'],result['buy_state'],result['sell_state'] )
except Exception as e:
print (self.getCurrentTime(),'getFundNav5', fund_code,fund_url,e )
try:
mySQL.insertData('fund_nav_currency', result)
print (self.getCurrentTime(),'fund_nav_currency',str(i)+'/'+str(records),result['fund_code'],result['the_date'],result['profit_per_units'],result['profit_rate'],result['buy_state'],result['sell_state'] )
except Exception as e:
print (self.getCurrentTime(),'getFundNav6', fund_code,fund_url,e )
else :
pass
# if i>=1:
# break
print (self.getCurrentTime(),'getFundNav',result['fund_code'],'共',str(i)+'/'+str(records),'行数保存成功' )
return result
def main():
global mySQL, sleep_time, isproxy, proxy, header
mySQL = PyMySQL()
fundSpiders=FundSpiders()
mySQL._init_('localhost', 'root', 'root', 'invest')
isproxy = 0 # 如需要使用代理，改为1，并设置代理IP参数 proxy
proxy = {"http": "http://110.37.84.147:8080", "https": "http://110.37.84.147:8080"}#这里需要替换成可用的代理IP
header = randHeader()
sleep_time = 0.1
#fundSpiders.getFundJbgk('000001')
funds=fundSpiders.getFundCodesFromCsv()
#fundSpiders.getFundManagers('000001')
for fund in funds:
try:
fundSpiders.getFundInfo(fund)
fundSpiders.getFundManagers(fund)
fundSpiders.getFundNav(fund)
except Exception as e:
print (getCurrentTime(),'main', fund,e )
if __name__ == "__main__":
main()
- 建表SQL:
use invest ; DROP TABLE IF EXISTS fund_info ; CREATE TABLE IF NOT EXISTS `fund_info` ( `fund_code` varchar(255) NOT NULL COMMENT '基金代码', `fund_name` varchar(255) DEFAULT NULL COMMENT '基金全称', `fund_abbr_name` varchar(255) DEFAULT NULL COMMENT '基金简称', `fund_type` varchar(255) DEFAULT NULL COMMENT '基金类型', `issue_date` varchar(255) DEFAULT NULL COMMENT '发行日期', `establish_date` varchar(255) DEFAULT NULL COMMENT '成立日期', `establish_scale` varchar(255) DEFAULT NULL COMMENT '成立日期规模', `asset_value` varchar(255) DEFAULT NULL COMMENT '最新资产规模', `asset_value_date` varchar(255) DEFAULT NULL COMMENT '最新资产规模日期', `units` varchar(255) DEFAULT NULL COMMENT '最新份额规模', `units_date` varchar(255) DEFAULT NULL COMMENT '最新份额规模', `fund_manager` varchar(255) DEFAULT NULL COMMENT '基金管理人', `fund_trustee` varchar(255) DEFAULT NULL COMMENT '基金托管人', `funder` varchar(255) DEFAULT NULL COMMENT '基金经理人', `total_div` varchar(255) DEFAULT NULL COMMENT '成立来分红', `mgt_fee` varchar(255) DEFAULT NULL COMMENT '管理费率', `trust_fee` varchar(255) DEFAULT NULL COMMENT '托管费率', `sale_fee` varchar(255) DEFAULT NULL COMMENT '销售服务费率', `buy_fee` varchar(255) DEFAULT NULL COMMENT '最高认购费率', `buy_fee2` varchar(255) DEFAULT NULL COMMENT '最高申购费率', `benchmark` varchar(1000) DEFAULT NULL COMMENT '业绩比较基准', `underlying` varchar(500) DEFAULT NULL COMMENT '跟踪标的', `data_source` varchar(255) DEFAULT 'eastmoney' COMMENT '数据来源', `created_date` datetime DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间', `updated_date` datetime DEFAULT CURRENT_TIMESTAMP COMMENT '更新时间', `created_by` varchar(255) DEFAULT 'eastmoney' COMMENT '创建人', `updated_by` varchar(255) DEFAULT 'eastmoney' COMMENT '更新人', PRIMARY KEY (`fund_code`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT='基金基本信息表'; DROP TABLE IF EXISTS fund_nav ; CREATE TABLE IF NOT EXISTS `fund_nav` ( `the_date` varchar(255) NOT NULL, `nav` float(15,8) DEFAULT NULL, `add_nav` float(15,8) DEFAULT NULL, `nav_chg_rate` varchar(255) DEFAULT NULL, `buy_state` varchar(255) DEFAULT NULL, `sell_state` varchar(255) DEFAULT NULL, `div` varchar(255) DEFAULT NULL, `fund_code` varchar(255) NOT NULL, `created_date` datetime DEFAULT NULL, `updated_date` datetime DEFAULT NULL, PRIMARY KEY (`the_date`,`fund_code`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8; DROP TABLE IF EXISTS fund_nav_currency ; CREATE TABLE IF NOT EXISTS `fund_nav_currency` ( `the_date` varchar(255) NOT NULL, `fund_code` varchar(255) NOT NULL, `profit_per_units` float(15,8) DEFAULT NULL, `profit_rate` varchar(255) DEFAULT NULL, `buy_state` varchar(255) DEFAULT NULL, `sell_state` varchar(255) DEFAULT NULL, `div` varchar(255) DEFAULT NULL, `created_date` datetime DEFAULT NULL, `updated_date` datetime DEFAULT NULL, PRIMARY KEY (`the_date`,`fund_code`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8;