├── .gitattributes ├── .gitignore ├── .idea ├── StockSky.iml ├── modules.xml └── vcs.xml ├── Pipfile ├── Pipfile.lock ├── README.md ├── _config.yml ├── kline.py ├── libs ├── __init__.py ├── business │ ├── __init__.py │ └── stock_day.py ├── const │ ├── __init__.py │ └── path.py ├── data │ ├── __init__.py │ ├── csv_writer.py │ ├── mongodb_writer.py │ └── mysql_writer.py ├── db │ ├── __init__.py │ ├── mysqler.py │ └── stock_code.py ├── strategy │ ├── __init__.py │ ├── glz.py │ ├── ma_mysql.py │ └── ma_tushare.py ├── ui │ ├── __init__.py │ └── kline_candle.py └── utility │ ├── __init__.py │ ├── date.py │ └── path.py ├── main.py └── misc ├── data └── csv │ ├── hist_data_000001.csv │ └── hist_data_000002.csv ├── html └── k-line.html └── tool ├── stock_code_spider ├── data.csv └── stock_code_spider.py └── valid_stock ├── data.csv └── get_valid_stock.py /.gitattributes: -------------------------------------------------------------------------------- 1 | *.js linguist-language=python 2 | *.css linguist-language=python 3 | *.html linguist-language=python -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # pipenv 7 | Pipfile 8 | Pipfile.lock 9 | 10 | # C extensions 11 | *.so 12 | 13 | # Distribution / packaging 14 | .Python 15 | env/ 16 | build/ 17 | develop-eggs/ 18 | dist/ 19 | downloads/ 20 | eggs/ 21 | .eggs/ 22 | lib64/ 23 | parts/ 24 | sdist/ 25 | var/ 26 | *.egg-info/ 27 | .installed.cfg 28 | *.egg 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *,cover 49 | .hypothesis/ 50 | 51 | # Translations 52 | *.mo 53 | *.pot 54 | 55 | # Django stuff: 56 | *.log 57 | local_settings.py 58 | 59 | # Flask stuff: 60 | instance/ 61 | .webassets-cache 62 | 63 | # Scrapy stuff: 64 | .scrapy 65 | 66 | # Sphinx documentation 67 | docs/_build/ 68 | 69 | # PyBuilder 70 | target/ 71 | 72 | # IPython Notebook 73 | .ipynb_checkpoints 74 | 75 | # pyenv 76 | .python-version 77 | 78 | # celery beat schedule file 79 | celerybeat-schedule 80 | 81 | # dotenv 82 | .env 83 | 84 | # virtualenv 85 | venv/ 86 | ENV/ 87 | 88 | # Spyder project settings 89 | .spyderproject 90 | 91 | # Rope project settings 92 | .ropeproject 93 | -------------------------------------------------------------------------------- /.idea/StockSky.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 12 | -------------------------------------------------------------------------------- /.idea/modules.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /.idea/vcs.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /Pipfile: -------------------------------------------------------------------------------- 1 | [[source]] 2 | 3 | url = "https://pypi.python.org/simple" 4 | verify_ssl = true 5 | name = "pypi" 6 | 7 | 8 | [dev-packages] 9 | 10 | 11 | 12 | [packages] 13 | 14 | 15 | 16 | [requires] 17 | 18 | python_version = "2.7" 19 | -------------------------------------------------------------------------------- /Pipfile.lock: -------------------------------------------------------------------------------- 1 | { 2 | "_meta": { 3 | "hash": { 4 | "sha256": "d3104bd947606e36e7b4ca368e83d733acff749c192b571b3f62969af1b44f36" 5 | }, 6 | "pipfile-spec": 6, 7 | "requires": { 8 | "python_version": "2.7" 9 | }, 10 | "sources": [ 11 | { 12 | "name": "pypi", 13 | "url": "https://pypi.python.org/simple", 14 | "verify_ssl": true 15 | } 16 | ] 17 | }, 18 | "default": {}, 19 | "develop": {} 20 | } 21 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # 股票天空 2 | - 获取股票数据 3 | - 存储到csv, MySQL数据库 4 | - 根据历史数据筛选股票 5 | 6 | 7 | ### 安装和依赖 8 | - MySQL数据库, 数据库名stock, 用户名密码为root/123456 9 | - Python 2.7 10 | - PipEnv(可选，建议安装，避免环境版本冲突和权限问题) 11 | - tushare 12 | - lxml, pandas, requests, bs4 (支持tushare, 建议从pipenv命令行安装) 13 | - export PATH=$PATH:/usr/local/mysql/bin; pip install mysql-python 14 | - configparser 15 | - pyecharts, 它是一个用于生成 Echarts 图表的类库。Echarts 是百度开源的一个数据可视化 JS 库。主要用于数据可视化。 16 | - 建议使用清华的源 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple 17 | 18 | 19 | 20 | ### 获取股票数据 21 | - python libs/data/mysql_writer.py : 获取股票数据存储到MySQL 22 | - python libs/data/csv_writer.py : 获取股票数据存储到MySQL 23 | - python misc/tool/stock_code_spider/stock_code_spider.py: 抓取股票代码和名称，写入同目录data.csv 24 | - python kline.py: 生成股票K线图 25 | 26 | ### 如何使用 27 | - 抓取数据到MySQL: python main -t msql 28 | - 抓取数据到CSV: python main -t csv 29 | - 性能：500秒抓取3500只股票三年的数据 30 | 31 | 32 | ### 筛选股票 33 | - TODO 34 | 35 | 36 | 37 | 38 | ### 开发计划 39 | - todo: 展示均线 40 | - todo: 从构建MongoDB数据结构 41 | - todo: 读写MongoDB的库 42 | - todo: 构建测试程序 43 | - ----------------- 44 | - done: 简单移动平均线选股-从tushare接口 45 | - done: 简单移动平均线选股-从MySQL数据库 46 | - done: 通过线程池批量下载历史数据 47 | - done: 使用从tushare获得的股票代码代替从东方财富网获得股票代码 48 | - done: 数据存储到csv 49 | - done: 展示K线图 50 | - done: 展示成交量图 51 | - done: 股票代码和名称获取 52 | - done: 日数据存储到MySQL 53 | - done: Mac OS 安装MySQL 54 | - done: Python 2.7环境 55 | - done: PipEnv结合PyCharm 56 | - done: 安装第三方库和依赖 57 | 58 | 59 | ### 感谢 60 | - http://tushare.org/ 61 | - https://github.com/willowj/python_dataEE -------------------------------------------------------------------------------- /_config.yml: -------------------------------------------------------------------------------- 1 | theme: jekyll-theme-hacker -------------------------------------------------------------------------------- /kline.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | from libs.ui.kline_candle import kline_js 5 | import tushare as ts 6 | 7 | if __name__ == '__main__': 8 | 9 | df = ts.get_hist_data('hs300', ktype='5') 10 | kline_js('hs300_k-line-5min', 11 | df, 12 | ma=('ma10', 'ma20'), 13 | width=800, height=400, render_path='./misc/html/k-line.html' 14 | ) -------------------------------------------------------------------------------- /libs/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 -------------------------------------------------------------------------------- /libs/business/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/business/stock_day.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | """ 5 | date：日期 6 | open：开盘价 7 | high：最高价 8 | close：收盘价 9 | low：最低价 10 | volume：成交量 11 | price_change：价格变动 12 | p_change：涨跌幅 13 | ma5：5日均价 14 | ma10：10日均价 15 | ma20: 20日均价 16 | v_ma5:5日均量 17 | v_ma10:10日均量 18 | v_ma20:20日均量 19 | turnover:换手率[注：指数无此项] 20 | """ 21 | 22 | 23 | class StockDay(object): 24 | """ 25 | 描述每日股票数据的类 26 | """ 27 | def __init__(self, code, date, open, high, close, low, volume, price_change, p_change, 28 | ma5, ma10, ma20, v_ma5, v_ma10, v_ma20, turnover): 29 | self.code = code 30 | self.date = date 31 | self.open = open 32 | self.high = high 33 | self.close = close 34 | self.low = low 35 | self.volume = volume 36 | self.price_change = price_change 37 | self.p_change = p_change 38 | self.ma5 = ma5 39 | self.ma10 = ma10 40 | self.ma20 = ma20 41 | self.v_ma5 = v_ma5 42 | self.v_ma10 = v_ma10 43 | self.v_ma20 = v_ma20 44 | self.turnover = turnover 45 | 46 | def is_yang(self): 47 | """ 48 | 收盘价高于开盘价，阳线，反之，阴线 49 | :return: 50 | """ 51 | return self.close > self.open 52 | 53 | def is_rise(self): 54 | """ 55 | 判断是否上涨 56 | :return: 57 | """ 58 | return self.price_change > 0 59 | 60 | 61 | if __name__ == '__main__': 62 | pass -------------------------------------------------------------------------------- /libs/const/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/const/path.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | from libs.utility.path import * 5 | 6 | history_data = 'hist_data_' 7 | stock_csv_path = MISC_PATH + '/data/csv' 8 | -------------------------------------------------------------------------------- /libs/data/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/data/csv_writer.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 将指定的股票历史数据存入csv文件 5 | 6 | import tushare as ts 7 | from libs.const.path import * 8 | 9 | 10 | def save_his_to_csv(stock_code, start=None): 11 | df = ts.get_hist_data(stock_code, start=start) 12 | filename = stock_csv_path + '/' + history_data + stock_code + '.csv' 13 | if os.path.exists(filename): 14 | df.to_csv(filename, mode='w', header=None) 15 | else: 16 | df.to_csv(filename) 17 | print('done for {0}'.format(stock_code)) 18 | 19 | 20 | if __name__ == '__main__': 21 | stock_code = '000003' 22 | save_his_to_csv(stock_code) -------------------------------------------------------------------------------- /libs/data/mongodb_writer.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 将指定的股票历史数据存入MongoDB数据库 5 | 6 | import tushare as ts 7 | from sqlalchemy import create_engine, VARCHAR 8 | from libs.db.mysqler import * 9 | from libs.const.path import * 10 | import pymongo 11 | import json 12 | 13 | 14 | def save_his_to_mongodb(stock_code, conn=None, start=None): 15 | df = ts.get_hist_data(stock_code, start) 16 | conn.db.tickdata.insert(json.loads(df.to_json(orient='records'))) 17 | print('done for {0}'.format(stock_code)) 18 | 19 | 20 | if __name__ == '__main__': 21 | stock_code = '000002' 22 | # save_his_to_mysql(stock_code, start='2018-01-01') 23 | -------------------------------------------------------------------------------- /libs/data/mysql_writer.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 将指定的股票历史数据存入MySQL数据库 5 | 6 | import tushare as ts 7 | from sqlalchemy import create_engine, VARCHAR 8 | from libs.db.mysqler import * 9 | from libs.const.path import * 10 | 11 | 12 | def save_his_to_mysql(stock_code, engine, start=None): 13 | # engine = create_engine(STOCK_ENGINE_STR) 14 | df = ts.get_hist_data(stock_code, start) 15 | # 存入数据库, 必须加dtype参数 16 | df.to_sql(history_data + stock_code, engine, if_exists='replace', dtype={'date': VARCHAR(10)}) 17 | # engine.dispose() 18 | print('done for {0}'.format(stock_code)) 19 | 20 | 21 | if __name__ == '__main__': 22 | engine = create_engine(STOCK_ENGINE_STR) 23 | stock_code = '603886' 24 | save_his_to_mysql(stock_code, engine) 25 | -------------------------------------------------------------------------------- /libs/db/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/db/mysqler.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # MySQL操作库 5 | 6 | from sqlalchemy import create_engine 7 | from sqlalchemy.orm import sessionmaker 8 | 9 | MYSQL_USER = 'root' 10 | MYSQL_PASSWORD = '123456' 11 | MYSQL_IP = '127.0.0.1' 12 | MYSQL_DB = 'mysql' 13 | STOCK_DB = 'stock' 14 | MYSQL_ENGINE_STR = 'mysql://{0}:{1}@{2}/{3}?charset=utf8'.format(MYSQL_USER, MYSQL_PASSWORD, MYSQL_IP, MYSQL_DB) 15 | STOCK_ENGINE_STR = 'mysql://{0}:{1}@{2}/{3}?charset=utf8'.format(MYSQL_USER, MYSQL_PASSWORD, MYSQL_IP, STOCK_DB) 16 | 17 | 18 | def reset_db(db_name): 19 | create_db(db_name) 20 | 21 | 22 | def drop_db(db_name): 23 | engine = create_engine(MYSQL_ENGINE_STR) 24 | db_session = sessionmaker(bind=engine, autocommit=True) 25 | session = db_session() 26 | session.execute('drop database if exists {0} ;'.format(db_name)) 27 | print('drop db done') 28 | 29 | 30 | def create_db(db_name): 31 | engine = create_engine(MYSQL_ENGINE_STR) 32 | db_session = sessionmaker(bind=engine, autocommit=True) 33 | session = db_session() 34 | session.execute('drop database if exists {0} ;'.format(db_name)) 35 | session.execute('create database {0};'.format(db_name)) 36 | print('create db done') 37 | 38 | 39 | if __name__ == '__main__': 40 | create_db('stock') -------------------------------------------------------------------------------- /libs/db/stock_code.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 获得所有的股票代码 5 | 6 | from libs.utility.path import * 7 | 8 | 9 | def get_stocks_info(): 10 | stocks_info = list() 11 | with open(STOCK_CODE_FILE, mode='r') as f: 12 | lines = f.readlines() 13 | for line in lines: 14 | line = line.strip() 15 | name, code = line.split(',') 16 | stock = (code, name) 17 | stocks_info.append(stock) 18 | # print(code_info[0] + code_info[1]) 19 | return stocks_info 20 | 21 | 22 | def get_stocks(): 23 | stocks = dict() 24 | with open(STOCK_CODE_FILE, mode='r') as f: 25 | lines = f.readlines() 26 | for line in lines: 27 | line = line.strip() 28 | name, code = line.split(',') 29 | stocks[str(code)] = name 30 | # print(code_info[0] + code_info[1]) 31 | return stocks 32 | 33 | def get_stock_codes(): 34 | codes = list() 35 | with open(STOCK_CODE_FILE, mode='r') as f: 36 | lines = f.readlines() 37 | for line in lines: 38 | line = line.strip() 39 | name, code = line.split(',') 40 | codes.append(code) 41 | return codes 42 | 43 | 44 | if __name__ == '__main__': 45 | get_stocks_info() 46 | print(get_stock_codes()) -------------------------------------------------------------------------------- /libs/strategy/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/strategy/glz.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/strategy/ma_mysql.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 从数据库中读取每支股票最近两天的数据 5 | # 判断5日，10日，30日均线的关系。 6 | 7 | from pandas import DataFrame 8 | from sqlalchemy import create_engine 9 | from libs.db.stock_code import get_stock_codes, get_stocks 10 | from libs.utility.date import now 11 | 12 | col_ma5 = 8 13 | col_ma10 = 9 14 | col_ma20 = 10 15 | 16 | DAY_5_10 = 'day_5_10' 17 | DAY_10_20 = 'day_10_20' 18 | STOCKS = get_stocks() 19 | 20 | 21 | def is_golden_ma(engine, stock_code, period=DAY_5_10): 22 | df = get_stock_hist_from_mysql(engine, stock_code) 23 | if df is None: 24 | return 25 | # print(df) 26 | if df.shape[0] < 2: 27 | print("Error, {0} history data length less than 2".format(stock_code)) 28 | return 29 | else: 30 | data1 = df.ix[0] 31 | data2 = df.ix[1] 32 | 33 | if period == DAY_5_10: 34 | fast_line = col_ma5 35 | slow_line = col_ma10 36 | elif period == DAY_10_20: 37 | fast_line = col_ma10 38 | slow_line = col_ma20 39 | else: 40 | # print("Error period") 41 | return 42 | # print('Latest: {0} - {1}'.format(data1[fast_line], data1[slow_line])) 43 | # print('Previous: {0} - {1}'.format(data2[fast_line], data2 [slow_line])) 44 | 45 | if data1[fast_line] > data1[slow_line] and data2[fast_line] < data2[slow_line]: 46 | print('Find golden_ma: {0} - {1}'.format(stock_code, STOCKS[stock_code])) 47 | 48 | return True 49 | else: 50 | return False 51 | 52 | 53 | def get_stock_hist_from_mysql(engine, stock_code): 54 | df = None 55 | try: 56 | result = engine.execute('select * from hist_data_{0} limit 2'.format(stock_code)) 57 | ans = result.fetchall() 58 | df = DataFrame(ans) 59 | except Exception as e: 60 | print(e.message) 61 | 62 | return df 63 | 64 | 65 | if __name__ == '__main__': 66 | start_time = now() 67 | engine = create_engine('mysql://root:123456@127.0.0.1:3306/stock') 68 | 69 | stocks = get_stock_codes() 70 | # stocks = ['603886'] 71 | for stock in stocks: 72 | is_golden_ma(engine, stock) 73 | 74 | # 计时结束 75 | end_time = now() 76 | print('Time is: {0}'.format(end_time - start_time)) 77 | -------------------------------------------------------------------------------- /libs/strategy/ma_tushare.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 从tushare接口读取每支股票最近一段时间的数据 5 | # 判断5日，10日，30日均线的关系。 6 | 7 | 8 | import tushare as ts 9 | import threadpool 10 | from libs.utility.date import date_before_today 11 | from libs.utility.date import now 12 | from libs.db.stock_code import get_stock_codes, get_stocks 13 | 14 | 15 | DAY_5_10 = 'day_5_10' 16 | DAY_10_20 = 'day_10_20' 17 | STOCKS = get_stocks() 18 | 19 | 20 | def is_golden_ma(stock_code, period=DAY_5_10): 21 | df = get_stock_hist(stock_code, 10) 22 | if df.shape[0] < 2: 23 | # print("Error, {0} history data length less than 2".format(stock_code)) 24 | return 25 | else: 26 | data1 = df.ix[0] 27 | data2 = df.ix[1] 28 | 29 | if period == DAY_5_10: 30 | fast_line = 'ma5' 31 | slow_line = 'ma10' 32 | elif period == DAY_10_20: 33 | fast_line = 'ma10' 34 | slow_line = 'ma20' 35 | else: 36 | # print("Error period") 37 | return 38 | 39 | if data1[fast_line] > data1[slow_line] and data2[fast_line] < data2[slow_line]: 40 | print('Find golden_ma: {0} - {1}'.format(stock_code, STOCKS[stock_code])) 41 | # print('Latest: {0} - {1}'.format(data1[fast_line], data1[slow_line])) 42 | # print('Previous: {0} - {1}'.format(data2[fast_line], data2 [slow_line])) 43 | return True 44 | else: 45 | return False 46 | 47 | 48 | def get_stock_hist(stock_code, days): 49 | start = date_before_today(days) 50 | df = ts.get_hist_data(stock_code, start) 51 | return df 52 | 53 | 54 | if __name__ == '__main__': 55 | 56 | start_time = now() 57 | 58 | stocks = get_stock_codes() 59 | 60 | pool_size = 10 61 | pool = threadpool.ThreadPool(pool_size) 62 | requests = threadpool.makeRequests(is_golden_ma, stocks) 63 | [pool.putRequest(req) for req in requests] 64 | pool.wait() 65 | # 完成后退出 66 | pool.dismissWorkers(pool_size, do_join=True) 67 | 68 | # 计时结束 69 | end_time = now() 70 | print('Total save {0} stocks'.format(len(stocks))) 71 | print('Time is: {0}'.format(end_time - start_time)) -------------------------------------------------------------------------------- /libs/ui/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/ui/kline_candle.py: -------------------------------------------------------------------------------- 1 | # -*- coding: utf-8 -*- 2 | # 2017/09/16 3 | # author : willow_j 4 | # email : willow_j@foxmail.com 5 | # source: https://github.com/willowj/python_dataEE 6 | # updated by: zengyuetian 7 | 8 | from __future__ import unicode_literals 9 | from __future__ import print_function 10 | 11 | from pyecharts import Kline, Bar, Line, Grid, Overlap 12 | 13 | 14 | def kline_js(name, df, prices_cols=None, ma=('ma10',), width=1600, height=750, kline_xaxis_pos='top', render_path=None): 15 | ''' 16 | @params: 17 | - name: str #图例名称 18 | - df: pandas.DataFrame #columns包含 prices_cols、‘volume’ 19 | - prices_cols : list #默认 [u'open', u'close', u'low', u'high'] 20 | - ma=('ma10',): list or tuple #移动平均周期 21 | - width=1600, height=750 # 默认图片大小 22 | - kline_xaxis_pos='top' #k-line图例默认在上方 23 | - render_path： str #html file path to save 24 | ''' 25 | if not prices_cols: 26 | prices_cols = [u'open', u'close', u'low', u'high'] 27 | 28 | if not set(prices_cols+['volume']).issubset(set(df.columns)): 29 | raise AttributeError("%s or 'volume' not in columns" % 30 | str(prices_cols)) 31 | 32 | 33 | kline = Kline(name, width=width, height=height) 34 | kline.add('k-candle', 35 | df.index.format(), 36 | df[prices_cols].values.tolist(), 37 | is_datazoom_show=True, 38 | datazoom_xaxis_index=[0, 1], 39 | xaxis_pos=kline_xaxis_pos, 40 | is_xaxislabel_align=True, 41 | ) 42 | 43 | # volume 44 | if not 'price_change' in df.columns: 45 | df['price_change'] = df[prices_cols[1]].diff() 46 | ups = df.where(df.price_change > 0, 0)['volume'] 47 | downs = df.where(~(df.price_change > 0), 0)['volume'] 48 | 49 | bar = Bar() 50 | bar.add('up', 51 | x_axis=ups.index.format(), 52 | y_axis=ups.values.tolist(), 53 | is_datazoom_show=True, 54 | legend_top="70%", 55 | is_stack=True, 56 | is_xaxislabel_align=True, 57 | ) 58 | bar.add('down', 59 | x_axis=downs.index.format(), 60 | y_axis=downs.values.tolist(), 61 | is_datazoom_show=True, 62 | is_stack=True, 63 | legend_top="70%", 64 | legend_orient='vertical', 65 | legend_pos='left', 66 | yaxis_pos='right', 67 | is_xaxislabel_align=True, 68 | # mark_line=["average"], 69 | ) 70 | 71 | # merge 72 | grid1 = Grid() 73 | grid1.add(kline, grid_bottom="18%") 74 | grid1.add(bar, grid_top="75%") 75 | 76 | # add ma 77 | Line_draw = False 78 | for ma_ in ma: 79 | if ma_ in df.columns: 80 | if Line_draw is False: 81 | Line_draw = True 82 | line = Line() 83 | line.add(ma_, df.index.format(), df[ma_].values.tolist()) 84 | if Line_draw: 85 | overlap = Overlap() 86 | overlap.add(kline) # overlap kline and ma 87 | overlap.add(line) 88 | 89 | if render_path: 90 | grid1.render(render_path) 91 | return grid1 # .render('k-line.html') 92 | 93 | if __name__ == '__main__': 94 | import tushare as ts 95 | 96 | name = 'hs300' 97 | period = '5' 98 | 99 | df = ts.get_hist_data(name, ktype=period) 100 | df.sort_index(inplace=True) 101 | if period.isdigit(): 102 | period += 'min' 103 | 104 | kline_js('%s_kline_%s' % (name, period), 105 | df, 106 | ma=['ma10', 'ma20'], 107 | width=900, height=600, 108 | render_path='%s_kline_%s.html' % (name, period) 109 | ) -------------------------------------------------------------------------------- /libs/utility/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | 4 | if __name__ == '__main__': 5 | pass -------------------------------------------------------------------------------- /libs/utility/date.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 日期相关函数 5 | 6 | import time 7 | import datetime 8 | 9 | 10 | def date_before_today(days): 11 | """ 12 | 几天以前的日期 13 | :param days: 几天 14 | :return: 日期字符串，类似 "2018-03-06" 15 | """ 16 | today = datetime.date.today() 17 | before = today - datetime.timedelta(days=days) 18 | return str(before) 19 | 20 | 21 | def now(): 22 | return time.time() 23 | 24 | 25 | if __name__ == '__main__': 26 | print(str(date_before_today(1))) -------------------------------------------------------------------------------- /libs/utility/path.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 路径相关函数 5 | 6 | import inspect 7 | import os 8 | import sys 9 | 10 | 11 | def get_root_path(): 12 | """ 13 | get the automatic test framework root directory 14 | :return: 15 | """ 16 | file_path = os.path.abspath(inspect.getfile(sys.modules[__name__])) 17 | parent_path = os.path.dirname(file_path) 18 | lib_path = os.path.dirname(parent_path) 19 | root_path = os.path.dirname(lib_path) 20 | return root_path 21 | 22 | 23 | def get_root_parent_path(): 24 | """ 25 | get the parent directory of the automated test framework root 26 | :return: 27 | """ 28 | root_parent_path = os.path.dirname(get_root_path()) 29 | return root_parent_path 30 | 31 | 32 | def get_root_dir_name(): 33 | return os.path.basename(get_root_path()) 34 | 35 | 36 | MISC_PATH = get_root_path() + "/misc" 37 | STOCK_CODE_FILE = MISC_PATH + '/tool/valid_stock/data.csv' 38 | 39 | 40 | ############################### 41 | # Debugging use 42 | ############################### 43 | if __name__ == "__main__": 44 | print get_root_path() 45 | print get_root_dir_name() 46 | 47 | 48 | 49 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | 5 | import optparse 6 | import threadpool 7 | import pymongo 8 | from libs.utility.date import now 9 | from libs.data.mysql_writer import save_his_to_mysql 10 | from libs.data.mongodb_writer import save_his_to_mongodb 11 | from libs.data.csv_writer import save_his_to_csv 12 | from libs.db.stock_code import get_stock_codes 13 | from sqlalchemy import create_engine, VARCHAR 14 | from libs.db.mysqler import * 15 | from libs.const.path import * 16 | 17 | 18 | if __name__ == '__main__': 19 | start_time = now() 20 | 21 | stocks = get_stock_codes() 22 | # stocks = ['000001', '000002'] 23 | 24 | parser = optparse.OptionParser( 25 | usage="%prog [optons] [ ...]", 26 | version="1.0" 27 | ) 28 | parser.add_option('-t', '--target', dest='target', type='string', default='csv', help='csv/mysql') 29 | parser.add_option('-s', '--start', dest='start', type='string', default=None, help='start date') 30 | 31 | (options, args) = parser.parse_args() 32 | target = options.target 33 | start_date = options.start 34 | engine = None 35 | connection = None 36 | 37 | if target == 'csv': 38 | target_func = save_his_to_csv 39 | elif target == 'mysql': 40 | target_func = save_his_to_mysql 41 | engine = create_engine(STOCK_ENGINE_STR) 42 | engines = [engine for i in range(len(stocks))] 43 | elif target == 'mongodb': 44 | target_func = save_his_to_mongodb 45 | connection = pymongo.Connection('127.0.0.1', port=27017) 46 | else: 47 | print('wrong target!') 48 | exit(0) 49 | 50 | args = list() 51 | 52 | starts = [start_date for i in range(len(stocks))] 53 | nones = [None for i in range(len(stocks))] 54 | if start_date is not None: 55 | args = zip(zip(stocks, engines, starts), nones) 56 | # args = zip(stocks, [start_date for i in range(len(stocks))]) 57 | else: 58 | args = zip(zip(stocks, engines), nones) 59 | print(args) 60 | 61 | # 针对每个板块写一个文件,启动一个线程来操作 62 | # 使用线程池来做,同时并发的任务不要太多，否则会导致MySQL连接数过多 63 | pool_size = 5 64 | pool = threadpool.ThreadPool(pool_size) 65 | requests = threadpool.makeRequests(target_func, args) 66 | [pool.putRequest(req) for req in requests] 67 | pool.wait() 68 | # 完成后退出 69 | pool.dismissWorkers(pool_size, do_join=True) 70 | 71 | # 计时结束 72 | end_time = now() 73 | print('Total save {0} stocks'.format(len(stocks))) 74 | print('Time is: {0}'.format(end_time - start_time)) 75 | -------------------------------------------------------------------------------- /misc/data/csv/hist_data_000002.csv: -------------------------------------------------------------------------------- 1 | 2018-03-02,32.0,32.73,32.28,31.51,322838.47,-0.13,-0.4,32.894,33.069,34.394,441232.08,402557.05,558619.28,0.33 2 | 2018-03-01,32.17,33.09,32.41,32.02,336064.31,-0.29,-0.89,33.382,32.968,34.782,453572.16,442767.69,562980.48,0.35 3 | 2018-02-28,32.51,33.23,32.7,31.84,500004.47,-0.2,-0.61,33.64,33.002,35.171,446833.95,467241.77,578580.49,0.51 4 | 2018-02-27,34.2,34.28,32.9,32.65,506598.16,-1.28,-3.75,33.734,33.03,35.593,400868.16,512454.29,580711.75,0.52 5 | 2018-02-26,35.07,35.1,34.18,33.11,540655.0,-0.54,-1.55,33.7,33.322,35.997,390482.15,531778.15,587814.72,0.56 6 | 2018-02-23,33.9,35.1,34.72,33.33,384538.88,1.02,3.03,33.244,33.603,36.264,363882.01,532976.13,581108.29,0.4 7 | 2018-02-22,34.0,34.05,33.7,33.33,302373.25,0.53,1.6,32.554,33.869,36.499,431963.21,554201.61,589319.26,0.31 8 | 2018-02-14,32.87,33.32,33.17,32.17,270175.5,0.44,1.34,32.364,34.249,36.802,487649.59,587506.82,602143.01,0.28 9 | 2018-02-13,32.28,33.79,32.73,32.28,454668.12,0.83,2.6,32.326,34.688,37.132,624040.42,650304.05,629243.83,0.47 10 | 2018-02-12,31.43,32.32,31.9,31.31,407654.31,0.63,2.02,32.944,35.051,37.506,673074.15,695660.68,655433.67,0.42 11 | 2018-02-09,31.5,31.96,31.27,30.2,724944.88,-1.48,-4.52,33.962,35.718,37.765,702070.24,714681.52,672910.26,0.75 12 | 2018-02-08,33.0,33.88,32.75,32.49,580805.12,-0.23,-0.7,35.184,36.595,37.979,676440.0,683193.27,663513.68,0.6 13 | 2018-02-07,36.43,36.58,32.98,32.5,952129.69,-2.84,-7.93,36.134,37.34,38.099,687364.05,689919.21,654597.61,0.98 14 | 2018-02-06,35.93,36.1,35.82,34.88,699836.75,-1.17,-3.16,37.05,38.155,38.234,676567.68,648969.21,629675.92,0.72 15 | 2018-02-05,36.8,38.06,36.99,36.31,552634.75,-0.39,-1.04,37.158,38.671,38.235,718247.2,643851.28,618607.04,0.57 16 | 2018-02-02,36.5,37.9,37.38,35.8,596793.69,-0.12,-0.32,37.474,38.925,38.185,727292.8,629240.45,632514.48,0.61 17 | 2018-02-01,37.5,38.04,37.5,36.9,635425.38,-0.06,-0.16,38.006,39.129,38.054,689946.54,624436.9,644829.9,0.65 18 | 2018-01-31,36.61,37.76,37.56,35.62,898147.81,1.2,3.3,38.546,39.355,37.835,692474.38,616779.2,639512.92,0.93 19 | 2018-01-30,38.0,38.0,36.36,36.27,908234.38,-2.21,-5.73,39.26,39.576,37.573,621370.74,608183.62,626949.04,0.94 20 | 2018-01-29,40.38,40.56,38.57,38.09,597862.75,-1.47,-3.67,40.184,39.96,37.383,569455.36,615206.66,615708.99,0.62 21 | 2018-01-26,40.0,40.66,40.04,39.12,410062.38,-0.16,-0.4,40.376,39.812,37.008,531188.09,631138.99,605081.23,0.42 22 | 2018-01-25,41.12,41.12,40.2,38.8,648064.56,-0.93,-2.26,40.252,39.363,36.541,558927.27,643834.08,602943.91,0.67 23 | 2018-01-24,40.7,42.24,41.13,40.46,542629.62,0.15,0.37,40.164,38.858,36.07,541084.03,619276.01,590315.13,0.56 24 | 2018-01-23,40.0,41.51,40.98,39.99,648657.5,1.45,3.67,39.892,38.312,35.539,594996.5,610382.64,577125.93,0.67 25 | 2018-01-22,39.0,39.84,39.53,38.51,406526.41,0.11,0.28,39.736,37.798,35.008,660957.96,593362.8,570012.18,0.42 26 | 2018-01-19,39.85,41.09,39.42,39.25,548758.25,-0.34,-0.85,39.248,37.444,34.524,731089.89,635788.52,566796.18,0.57 27 | 2018-01-18,39.6,40.64,39.76,38.9,558848.38,-0.01,-0.03,38.474,36.978,34.039,728740.9,665222.89,569116.46,0.58 28 | 2018-01-17,39.48,40.6,39.77,38.3,812191.94,-0.43,-1.07,37.552,36.314,33.481,697467.99,662246.63,557625.37,0.84 29 | 2018-01-16,36.5,40.7,40.2,36.4,978464.81,3.11,8.38,36.732,35.57,32.951,625768.78,645714.46,534019.98,1.01 30 | 2018-01-15,35.84,38.0,37.09,35.61,757186.06,1.54,4.33,35.86,34.806,32.364,525767.64,616211.32,506161.09,0.78 31 | 2018-01-12,35.1,36.62,35.55,35.09,537013.31,0.4,1.14,35.64,34.203,31.965,540487.15,579023.46,488113.24,0.55 32 | 2018-01-11,35.55,35.78,35.15,34.54,402483.81,-0.52,-1.46,35.482,33.718,31.693,601704.87,562053.74,480365.97,0.41 33 | 2018-01-10,35.6,36.7,35.67,35.5,453695.91,-0.17,-0.47,35.076,33.282,31.432,627025.27,561354.25,476989.47,0.47 34 | 2018-01-09,35.63,36.11,35.84,34.95,478459.09,-0.15,-0.42,34.408,32.765,31.127,665660.13,543869.22,477686.62,0.49 35 | 2018-01-08,35.11,36.96,35.99,35.11,830783.62,1.23,3.54,33.752,32.218,30.832,706655.01,546661.56,478870.44,0.86 36 | 2018-01-05,32.98,35.88,34.76,32.8,843101.94,1.64,4.95,32.766,31.604,30.523,617559.77,497803.84,466740.62,0.87 37 | 2018-01-04,32.76,33.53,33.12,32.1,529085.81,0.79,2.44,31.954,31.1,30.283,522402.61,473010.03,454085.88,0.54 38 | 2018-01-03,32.5,33.78,32.33,32.23,646870.19,-0.23,-0.71,31.488,30.648,30.165,495683.22,453004.12,447121.31,0.67 39 | 2018-01-02,31.45,32.99,32.56,31.45,683433.5,1.5,4.83,31.122,30.331,30.1,422078.3,422325.51,442992.9,0.7 40 | 2017-12-29,30.75,31.71,31.06,30.74,385307.41,0.36,1.17,30.684,29.921,30.015,386668.11,396110.85,427815.73,0.4 41 | 2017-12-28,30.4,30.84,30.7,29.87,367316.16,-0.09,-0.29,30.442,29.726,29.998,378047.91,397203.03,436422.29,0.38 42 | 2017-12-27,30.55,31.09,30.79,30.4,395488.84,0.29,0.95,30.246,29.667,30.024,423617.44,398678.19,468089.75,0.41 43 | 2017-12-26,30.49,30.8,30.5,30.12,278845.59,0.13,0.43,29.808,29.582,30.176,410325.01,392624.7,493200.94,0.29 44 | 2017-12-25,30.3,31.33,30.37,30.27,506382.56,0.52,1.74,29.54,29.489,30.188,422572.71,411504.03,499547.98,0.52 45 | 2017-12-22,29.6,30.2,29.85,29.57,342206.41,0.13,0.44,29.158,29.445,30.246,405553.59,411079.32,500307.92,0.35 46 | 2017-12-21,28.72,30.19,29.72,28.63,595163.81,1.12,3.92,29.01,29.442,30.343,416358.15,435677.4,509414.75,0.61 47 | 2017-12-20,29.09,29.1,28.6,28.52,329026.69,-0.56,-1.92,29.088,29.465,30.422,373738.94,435161.74,508672.83,0.34 48 | 2017-12-19,28.66,29.25,29.16,28.4,340084.09,0.7,2.46,29.356,29.682,30.617,374924.39,441238.51,544869.98,0.35 49 | 2017-12-18,29.11,29.26,28.46,28.04,421286.97,-0.65,-2.23,29.438,29.869,30.749,400435.35,463660.3,581955.21,0.43 50 | 2017-12-15,30.12,30.12,29.11,29.1,396229.19,-1.0,-3.32,29.732,30.108,30.771,416605.05,459520.61,580645.29,0.41 51 | 2017-12-14,29.94,30.37,30.11,29.85,382067.75,0.17,0.57,29.874,30.27,30.76,454996.65,475641.54,589031.03,0.39 52 | 2017-12-13,29.57,30.1,29.94,29.35,334953.94,0.37,1.25,29.842,30.381,30.702,496584.53,537501.32,598649.24,0.34 53 | 2017-12-12,29.73,30.36,29.57,29.51,467638.91,-0.36,-1.2,30.008,30.769,30.627,507552.63,593777.18,608955.43,0.48 54 | 2017-12-11,29.82,29.95,29.93,29.3,502135.44,0.11,0.37,30.3,30.887,30.573,526885.25,587591.94,622364.76,0.52 55 | 2017-12-08,29.38,29.88,29.82,29.05,588187.19,-0.13,-0.43,30.484,31.046,30.43,502436.16,589536.52,614615.32,0.61 56 | 2017-12-07,30.57,31.9,29.95,29.9,590007.19,-0.82,-2.67,30.666,31.244,30.314,496286.44,583152.11,600501.59,0.61 57 | 2017-12-06,30.73,31.2,30.77,30.26,389794.44,-0.26,-0.84,30.92,31.379,30.2,578418.1,582183.93,582707.58,0.4 58 | 2017-12-05,30.6,31.48,31.03,30.2,564302.0,0.18,0.58,31.53,31.552,30.044,680001.72,648501.46,583150.92,0.58 59 | 2017-12-04,30.6,31.3,30.85,29.9,379890.0,0.12,0.39,31.474,31.628,29.885,648298.62,700250.12,573926.73,0.39 60 | 2017-12-01,30.5,32.03,30.73,30.5,557438.56,-0.49,-1.57,31.608,31.433,29.715,676636.87,701769.97,580406.49,0.57 61 | 2017-11-30,33.1,33.4,31.22,30.68,1000665.5,-2.6,-7.69,31.822,31.25,29.588,670017.77,702420.51,575305.98,1.03 62 | 2017-11-29,30.78,33.83,33.82,30.28,897712.56,3.07,9.98,31.838,31.022,29.5,585949.75,659797.17,543368.03,0.92 63 | 2017-11-28,31.09,31.35,30.75,30.1,405786.47,-0.77,-2.44,31.574,30.484,29.266,617001.19,624133.69,529628.96,0.42 64 | 2017-11-27,31.45,32.6,31.52,30.59,521581.28,-0.28,-0.88,31.782,30.259,29.177,752201.62,657137.59,532503.53,0.54 65 | 2017-11-24,31.18,32.29,31.8,30.47,524343.06,0.5,1.6,31.258,29.813,29.05,726903.06,639694.11,540260.02,0.54 66 | 2017-11-23,32.42,32.74,31.3,31.02,580325.38,-1.2,-3.69,30.678,29.384,28.835,734823.24,617851.08,536415.05,0.6 67 | 2017-11-22,31.9,33.08,32.5,31.54,1052969.75,0.71,2.23,30.206,29.021,28.646,733644.59,583231.24,528537.13,1.08 68 | 2017-11-21,28.54,31.79,31.79,28.54,1081788.62,2.89,10.0,29.394,28.535,28.393,631266.19,517800.39,498175.01,1.11 69 | 2017-11-20,28.8,29.01,28.9,27.48,395088.47,0.0,0.0,28.736,28.141,28.153,562073.57,447603.35,469544.98,0.41 70 | 2017-11-17,28.85,29.6,28.9,28.6,563944.0,-0.04,-0.14,28.368,27.997,28.004,552485.17,459043.01,459666.92,0.58 71 | 2017-11-16,28.35,29.38,28.94,28.32,574432.12,0.5,1.76,28.09,27.926,27.868,500878.92,448191.46,438765.49,0.59 72 | 2017-11-15,28.28,28.66,28.44,27.91,541077.75,-0.06,-0.21,27.836,27.977,27.723,432817.89,426938.89,420170.16,0.56 73 | 2017-11-14,27.05,28.5,28.5,26.7,735825.5,1.44,5.32,27.676,28.048,27.623,404334.6,435124.24,409818.89,0.76 74 | 2017-11-13,27.45,27.49,27.06,26.8,347146.47,-0.45,-1.64,27.546,28.094,27.508,333133.13,407869.46,382268.17,0.36 75 | 2017-11-10,27.6,27.83,27.51,27.36,305912.75,-0.16,-0.58,27.626,28.286,27.471,365600.85,440825.92,380661.25,0.32 76 | 2017-11-09,27.52,27.79,27.67,27.3,234126.98,0.03,0.11,27.762,28.285,27.442,395504.0,454979.03,381862.01,0.24 77 | 2017-11-08,27.75,28.14,27.64,27.41,398661.28,-0.21,-0.75,28.118,28.271,27.413,421059.89,473843.01,387604.65,0.41 78 | 2017-11-07,27.36,27.95,27.85,27.3,379818.16,0.39,1.42,28.42,28.25,27.375,465913.88,478549.63,388971.46,0.39 79 | 2017-11-06,28.2,28.27,27.46,26.95,509485.09,-0.73,-2.59,28.642,28.165,27.312,482605.79,491486.61,388335.61,0.52 80 | 2017-11-03,29.23,29.52,28.19,28.05,455428.47,-1.26,-4.28,28.946,28.012,27.262,516050.99,460290.82,398448.23,0.47 81 | 2017-11-02,29.3,29.48,29.45,28.68,361906.47,0.3,1.03,28.808,27.809,27.165,514454.06,429339.51,392964.44,0.37 82 | 2017-11-01,28.96,30.54,29.15,28.73,622931.19,0.19,0.66,28.424,27.469,27.013,526626.14,413401.42,387986.47,0.64 83 | 2017-10-31,28.8,29.28,28.96,28.28,463277.75,-0.02,-0.07,28.08,27.197,26.898,491185.39,384513.55,375216.62,0.48 84 | 2017-10-30,27.5,29.0,28.98,27.41,676711.06,1.48,5.38,27.688,26.922,26.788,500367.43,356666.88,381704.96,0.7 85 | 2017-10-27,27.7,28.28,27.5,27.26,447443.84,-0.03,-0.11,27.078,26.655,26.645,404530.66,320496.58,384004.53,0.46 86 | 2017-10-26,27.3,27.88,27.53,26.91,422766.84,0.1,0.36,26.81,26.598,26.66,344224.97,308745.0,382786.99,0.44 87 | 2017-10-25,27.01,28.0,27.43,26.86,445727.44,0.43,1.59,26.514,26.555,26.704,300176.71,301366.28,388464.85,0.46 88 | 2017-10-24,25.81,27.2,27.0,25.81,509187.97,1.07,4.13,26.314,26.499,26.769,277841.7,299393.28,396833.27,0.52 89 | 2017-10-23,26.17,26.2,25.93,25.77,197527.2,-0.23,-0.88,26.156,26.458,26.857,212966.32,285184.61,431189.29,0.2 90 | 2017-10-20,26.0,26.23,26.16,25.73,145915.38,0.11,0.42,26.232,26.512,26.963,236462.5,336605.64,474465.08,0.15 91 | 2017-10-19,26.44,26.57,26.05,26.01,202525.56,-0.38,-1.44,26.386,26.521,27.12,273265.03,356589.37,544694.1,0.21 92 | 2017-10-18,26.21,26.56,26.43,25.61,334052.41,0.22,0.84,26.596,26.557,27.195,302555.86,362571.51,592102.62,0.34 93 | 2017-10-17,26.32,26.52,26.21,26.14,184811.06,-0.1,-0.38,26.684,26.598,27.162,320944.86,365919.69,598773.19,0.19 94 | 2017-10-16,26.96,26.97,26.31,26.13,315008.09,-0.62,-2.3,26.76,26.653,27.114,357402.9,406743.04,611645.72,0.32 95 | 2017-10-13,27.2,27.58,26.93,26.81,329928.03,-0.17,-0.63,26.792,26.634,27.063,436748.77,447512.48,625033.98,0.34 96 | 2017-10-12,26.99,27.2,27.1,26.72,348979.69,0.23,0.86,26.656,26.722,27.006,439913.7,456828.99,648325.97,0.36 97 | 2017-10-11,26.69,27.27,26.87,26.47,425997.41,0.28,1.05,26.518,26.852,26.949,422587.16,475563.42,694605.48,0.44 98 | 2017-10-10,26.4,26.69,26.59,26.19,367101.28,0.12,0.45,26.512,27.038,26.796,410894.51,494273.26,691391.59,0.38 99 | 2017-10-09,27.45,27.65,26.47,26.24,711737.44,0.22,0.84,26.546,27.256,26.654,456083.17,577193.98,700026.17,0.73 100 | 2017-09-29,26.56,26.8,26.25,26.0,345752.69,-0.16,-0.61,26.476,27.413,26.479,458276.19,612324.53,677853.47,0.36 101 | 2017-09-28,27.0,27.15,26.41,26.4,262347.0,-0.43,-1.6,26.788,27.718,26.31,473744.28,732798.83,680919.85,0.27 102 | 2017-09-27,27.0,27.28,26.84,26.52,367534.16,0.08,0.3,27.186,27.833,26.151,528539.68,821633.74,682747.18,0.38 103 | 2017-09-26,26.12,27.22,26.76,26.1,593044.56,0.64,2.45,27.564,27.725,25.971,577652.0,831626.7,681230.58,0.61 104 | 2017-09-25,27.2,27.2,26.12,26.1,722702.56,-1.69,-6.08,27.966,27.575,25.801,698304.79,816548.4,673409.03,0.74 105 | 2017-09-22,28.39,28.67,27.81,27.52,423093.12,-0.59,-2.08,28.35,27.491,25.696,766372.87,802555.49,682197.79,0.44 106 | 2017-09-21,28.5,29.06,28.4,27.75,536324.0,-0.33,-1.15,28.648,27.289,25.465,991853.37,839822.95,685238.06,0.55 107 | 2017-09-20,28.5,29.55,28.73,28.0,613095.75,-0.04,-0.14,28.48,27.046,25.2,1114727.8,913647.54,667446.31,0.63 108 | 2017-09-19,28.27,30.1,28.77,28.1,1196308.5,0.73,2.6,27.886,26.553,24.925,1085601.4,888509.92,647902.58,1.23 109 | 2017-09-18,29.01,29.74,28.04,27.99,1063043.0,-1.26,-4.3,27.184,26.052,24.647,934792.02,822858.37,613293.33,1.09 110 | 2017-09-15,27.5,30.22,29.3,27.47,1550495.62,1.74,6.31,26.632,25.544,24.376,838738.1,743382.4,574532.8,1.6 111 | 2017-09-14,25.78,28.06,27.56,25.55,1150696.12,1.8,6.99,25.93,24.902,24.052,687792.52,629040.87,524644.26,1.19 112 | 2017-09-13,25.3,26.05,25.76,24.99,467463.75,0.5,1.98,25.612,24.469,23.77,712567.28,543860.62,476996.89,0.48 113 | 2017-09-12,25.03,25.47,25.26,24.82,442261.62,-0.02,-0.08,25.22,24.217,23.575,691418.45,530834.46,465101.95,0.46 114 | 2017-09-11,25.61,26.39,25.28,25.03,582773.38,-0.51,-1.98,24.92,24.027,23.413,710924.71,530269.65,455374.99,0.6 115 | 2017-09-08,25.9,26.28,25.79,25.16,795767.75,-0.18,-0.69,24.456,23.9,23.247,648026.71,561840.09,446279.84,0.82 116 | 2017-09-07,23.96,26.18,25.97,23.96,1274569.88,2.17,9.12,23.874,23.641,23.058,570289.21,530653.17,423698.0,1.31 117 | 2017-09-06,23.79,24.27,23.8,23.5,361719.62,0.04,0.17,23.326,23.353,22.9,375153.95,421245.08,371934.62,0.37 118 | 2017-09-05,23.05,23.89,23.76,23.05,539792.94,0.8,3.48,23.214,23.297,22.857,370250.46,407295.24,366097.84,0.56 119 | 2017-09-04,22.9,23.04,22.96,22.69,268283.34,0.08,0.35,23.134,23.242,22.808,349614.58,403728.29,348687.44,0.28 120 | 2017-09-01,23.26,23.37,22.88,22.74,407080.28,-0.35,-1.51,23.344,23.208,22.795,475653.47,405683.2,346977.85,0.42 121 | 2017-08-31,23.19,23.43,23.23,23.01,298893.59,-0.01,-0.04,23.408,23.202,22.793,491017.13,420247.65,341429.99,0.31 122 | 2017-08-30,23.52,23.58,23.24,23.23,337202.16,-0.12,-0.51,23.38,23.071,22.787,467336.2,410133.17,349244.78,0.35 123 | 2017-08-29,23.38,23.57,23.36,22.85,436613.53,0.14,0.6,23.38,22.933,22.804,444340.01,399369.44,350080.18,0.45 124 | 2017-08-28,23.27,24.42,24.01,23.27,898477.81,0.81,3.49,23.35,22.799,22.807,457842.0,380480.33,338725.63,0.93 125 | 2017-08-25,23.5,23.68,23.2,23.14,483898.56,0.11,0.48,23.072,22.593,22.775,335712.92,330719.59,309272.98,0.5 126 | 2017-08-24,23.18,23.32,23.09,22.85,180488.95,-0.15,-0.65,22.996,22.475,22.797,349478.17,316742.83,305703.44,0.19 127 | 2017-08-23,23.25,23.3,23.24,22.92,222221.19,0.03,0.13,22.762,22.446,22.792,352930.14,322624.16,317996.55,0.23 128 | 2017-08-22,22.78,23.4,23.21,22.65,504123.47,0.59,2.61,22.486,22.417,22.801,354398.87,324900.44,322243.47,0.52 129 | 2017-08-21,22.7,22.81,22.62,22.39,287832.44,-0.2,-0.88,22.248,22.373,22.804,303118.66,293646.59,315170.03,0.3 130 | 2017-08-18,21.88,22.95,22.82,21.81,552724.81,0.9,4.11,22.114,22.382,22.863,325726.25,288272.5,342541.41,0.57 131 | 2017-08-17,21.9,21.97,21.92,21.72,197748.77,0.06,0.27,21.954,22.384,22.961,284007.49,262612.32,338788.3,0.2 132 | 2017-08-16,22.1,22.1,21.86,21.75,229564.84,-0.16,-0.73,22.13,22.503,23.132,292318.19,288356.38,360584.72,0.24 133 | 2017-08-15,21.99,22.18,22.02,21.86,247722.44,0.07,0.32,22.348,22.675,23.296,295402.01,300790.92,399510.01,0.26 134 | 2017-08-14,22.12,22.25,21.95,21.73,400870.41,-0.07,-0.32,22.498,22.815,23.46,284174.52,296970.93,426715.58,0.41 135 | 2017-08-11,22.6,22.69,22.02,22.0,344130.97,-0.78,-3.42,22.65,22.957,23.592,250818.74,287826.37,416761.92,0.35 136 | 2017-08-10,22.99,22.99,22.8,22.53,239302.28,-0.15,-0.65,22.814,23.118,23.713,241217.15,294664.05,441223.89,0.25 137 | 2017-08-09,22.8,23.08,22.95,22.71,244983.95,0.18,0.79,22.876,23.138,23.846,284394.58,313368.95,479103.53,0.25 138 | 2017-08-08,22.81,22.81,22.77,22.58,191585.0,0.06,0.26,23.002,23.185,23.936,306179.82,319586.49,490630.35,0.2 139 | 2017-08-07,22.82,23.05,22.71,22.68,234091.48,-0.13,-0.57,23.132,23.234,24.019,309767.35,336693.47,511513.7,0.24 140 | 2017-08-04,23.0,23.06,22.84,22.71,296123.06,-0.27,-1.17,23.264,23.343,24.116,324834.01,396810.33,529008.25,0.3 141 | 2017-08-03,23.58,23.58,23.11,22.79,455189.41,-0.47,-1.99,23.422,23.537,24.185,348110.94,414964.28,537940.56,0.47 142 | 2017-08-02,23.45,24.12,23.58,23.43,353910.16,0.16,0.68,23.4,23.761,24.257,342343.31,432813.05,552572.49,0.36 143 | 2017-08-01,23.35,23.55,23.42,23.2,209522.62,0.05,0.21,23.368,23.917,24.271,332993.16,498229.11,571902.91,0.22 144 | 2017-07-31,23.52,23.58,23.37,23.1,309424.81,-0.26,-1.1,23.336,24.105,24.328,363619.6,556460.22,584073.68,0.32 145 | 2017-07-28,23.0,23.84,23.63,23.0,412507.69,0.63,2.74,23.422,24.227,24.408,468786.65,545697.47,598383.18,0.42 146 | 2017-07-27,23.45,23.63,23.0,22.94,426351.28,-0.42,-1.79,23.652,24.307,24.485,481817.62,587783.73,613105.72,0.44 147 | 2017-07-26,23.28,23.68,23.42,23.23,307159.41,0.16,0.69,24.122,24.553,24.585,523282.78,644838.12,639104.15,0.32 148 | 2017-07-25,23.6,23.74,23.26,23.22,362654.81,-0.54,-2.27,24.466,24.686,24.691,663465.05,661674.2,683665.2,0.37 149 | 2017-07-24,24.7,24.72,23.8,23.38,835260.06,-0.98,-3.96,24.874,24.803,24.852,749300.84,686333.92,751091.61,0.86 150 | 2017-07-21,25.19,25.64,24.78,24.65,477662.56,-0.57,-2.25,25.032,24.889,24.865,622608.29,661206.17,771887.95,0.49 151 | 2017-07-20,24.85,25.64,25.35,24.73,633677.06,0.21,0.83,24.962,24.833,24.72,693749.84,660916.83,783801.27,0.65 152 | 2017-07-19,24.85,26.06,25.14,24.43,1008070.75,-0.16,-0.63,24.984,24.752,24.505,766393.46,672331.93,761844.54,1.04 153 | 2017-07-18,25.58,25.8,25.3,24.88,791833.75,0.71,2.89,24.906,24.624,24.299,659883.36,645576.73,723278.8,0.82 154 | 2017-07-14,24.45,24.83,24.59,24.36,201797.31,0.16,0.66,24.732,24.551,24.083,623367.0,611687.15,689632.89,0.21 155 | 2017-07-13,24.91,25.35,24.43,24.4,833370.31,-1.03,-4.05,24.746,24.589,23.901,699804.05,651068.9,686507.93,0.86 156 | 2017-07-12,25.7,26.7,25.46,25.22,996895.19,0.71,2.87,24.704,24.662,23.731,628083.83,638427.7,656499.85,1.03 157 | 2017-07-11,24.27,25.1,24.75,24.15,475520.25,0.32,1.31,24.52,24.616,23.526,578270.39,633370.19,625160.46,0.49 158 | 2017-07-10,24.4,25.38,24.43,24.22,609251.94,-0.23,-0.93,24.342,24.695,23.388,631270.09,705656.2,624934.54,0.63 159 | 2017-07-07,24.27,25.09,24.66,24.03,583982.56,0.44,1.82,24.37,24.9,23.252,600007.3,815849.31,641685.77,0.6 160 | 2017-07-06,24.3,24.66,24.22,23.95,474769.19,-0.32,-1.3,24.432,24.841,23.062,602333.75,882569.73,637125.44,0.49 161 | 2017-07-05,23.94,24.65,24.54,23.43,747828.0,0.68,2.85,24.62,24.607,22.906,648771.57,906685.71,627664.2,0.77 162 | 2017-07-04,24.57,24.93,23.86,23.52,740518.75,-0.71,-2.89,24.712,24.257,22.727,688469.99,851357.16,602042.67,0.76 163 | 2017-07-03,24.76,25.2,24.57,24.36,452938.0,-0.4,-1.6,25.048,23.974,22.588,780042.31,800980.88,578334.98,0.47 164 | 2017-06-30,25.0,25.39,24.97,24.64,595614.81,-0.19,-0.76,25.43,23.615,22.423,1031691.31,767578.63,589804.6,0.61 165 | 2017-06-29,25.16,25.42,25.16,24.56,706958.31,0.16,0.64,25.25,23.212,22.202,1162805.7,721946.97,560024.16,0.73 166 | 2017-06-28,25.38,25.89,25.0,24.78,946320.06,-0.54,-2.11,24.594,22.8,21.971,1164599.85,674572.0,544709.19,0.97 167 | 2017-06-27,26.01,26.03,25.54,25.17,1198380.38,-0.94,-3.55,23.802,22.435,21.746,1014244.34,616950.73,542242.15,1.23 168 | 2017-06-26,24.94,26.48,26.48,24.55,1711183.0,2.41,10.01,22.9,22.081,21.429,821919.44,544212.88,491787.63,1.76 169 | 2017-06-23,21.84,24.07,24.07,21.8,1251186.75,2.19,10.01,21.8,21.603,21.066,503465.94,467522.23,416364.29,1.29 170 | 2017-06-22,21.1,22.3,21.88,21.1,715929.06,0.84,3.99,21.174,21.283,20.816,281088.24,391681.15,361169.6,0.74 171 | 2017-06-21,21.35,21.43,21.04,20.9,194542.52,0.01,0.05,21.006,21.205,20.681,184544.15,348642.69,330491.81,0.2 172 | 2017-06-20,20.94,21.27,21.03,20.82,236755.86,0.05,0.24,21.068,21.196,20.581,219657.12,352728.18,325977.71,0.24 173 | 2017-06-19,20.94,21.07,20.98,20.9,118915.52,0.04,0.19,21.262,21.202,20.486,266506.33,355689.09,321102.3,0.12 174 | 2017-06-16,21.05,21.18,20.94,20.9,139298.22,-0.1,-0.47,21.406,21.23,20.399,431578.53,412030.57,324618.16,0.14 175 | 2017-06-15,21.26,21.3,21.04,20.82,233208.62,-0.31,-1.45,21.392,21.191,20.319,502274.06,398101.35,323757.91,0.24 176 | 2017-06-14,21.9,21.9,21.35,21.32,370107.38,-0.65,-2.96,21.404,21.142,20.237,512741.22,414846.38,323207.17,0.38 177 | 2017-06-13,21.91,22.46,22.0,21.5,471001.91,0.3,1.38,21.324,21.057,20.131,485799.23,467533.57,322064.55,0.49 178 | 2017-06-12,21.48,22.8,21.7,21.48,944276.5,0.83,3.98,21.142,20.776,19.965,444871.86,439362.37,306318.21,0.97 179 | 2017-06-06,21.05,21.45,20.87,20.83,492775.88,-0.23,-1.09,21.054,20.529,19.811,392482.62,365206.35,265282.6,0.51 180 | 2017-06-05,20.75,21.26,21.1,20.71,285544.44,0.15,0.72,20.99,20.349,19.691,293928.64,330658.05,249843.61,0.29 181 | 2017-06-02,21.08,21.3,20.95,20.78,235397.44,-0.14,-0.66,20.88,20.156,19.58,316951.54,312340.94,241393.93,0.24 182 | 2017-06-01,21.1,21.37,21.09,20.93,266365.03,-0.17,-0.8,20.79,19.965,19.484,449267.9,299227.25,238547.41,0.27 183 | 2017-05-31,21.49,21.58,21.26,20.9,682330.31,0.71,3.46,20.41,19.77,19.372,433852.88,286515.5,238692.47,0.7 184 | 2017-05-30,20.56,20.56,20.55,20.55,6.0,0.0,0.0,20.004,19.567,19.269,337930.09,237205.75,213797.13,0.0 185 | 2017-05-26,20.3,20.75,20.55,20.07,400658.91,0.05,0.24,19.708,19.446,19.217,367387.46,249414.47,231668.39,0.41 186 | 2017-05-25,19.15,20.83,20.5,19.12,896979.25,1.31,6.83,19.432,19.331,19.177,307730.34,231567.96,237591.37,0.92 187 | 2017-05-24,19.14,19.31,19.19,18.92,189289.92,-0.04,-0.21,19.14,19.205,19.17,149186.6,176595.53,202052.05,0.19 188 | 2017-05-23,19.01,19.3,19.23,18.92,202716.36,0.16,0.84,19.13,19.153,19.238,139178.12,173274.06,199395.73,0.21 189 | 2017-05-22,19.17,19.17,19.07,18.84,147292.88,-0.1,-0.52,19.13,19.092,19.298,136481.41,165358.84,198264.56,0.15 190 | 2017-05-19,19.07,19.19,19.17,19.02,102373.29,0.13,0.68,19.184,19.032,19.379,131441.49,169029.17,201322.14,0.11 191 | 2017-05-18,19.02,19.12,19.04,18.97,104260.53,-0.1,-0.52,19.23,19.004,19.452,155405.58,170446.92,208614.17,0.11 192 | 2017-05-17,19.13,19.18,19.14,19.01,139247.56,-0.09,-0.47,19.27,19.002,19.526,204004.46,177867.57,213217.52,0.14 193 | 2017-05-16,19.3,19.31,19.23,18.87,189232.8,-0.11,-0.57,19.176,18.974,19.593,207369.99,190869.43,213054.58,0.19 194 | 2017-05-15,19.4,19.47,19.34,19.27,122093.25,-0.06,-0.31,19.054,18.971,19.659,194236.27,190388.52,211774.12,0.13 195 | 2017-05-12,19.11,19.45,19.4,18.93,222193.77,0.16,0.83,18.88,18.987,19.724,206616.85,213922.31,216594.76,0.23 196 | 2017-05-11,18.67,19.4,19.24,18.5,347254.91,0.57,3.05,18.778,19.023,19.801,185488.26,243614.78,218940.14,0.36 197 | 2017-05-10,18.62,18.84,18.67,18.62,156075.22,0.05,0.27,18.734,19.135,19.89,151730.69,227508.58,233870.16,0.16 198 | 2017-05-09,18.43,18.68,18.62,18.32,123564.22,0.15,0.81,18.772,19.323,19.992,174368.87,225517.4,249009.41,0.13 199 | 2017-05-08,18.89,18.96,18.47,18.44,183996.14,-0.42,-2.22,18.888,19.504,20.091,186540.76,231170.27,256561.17,0.19 200 | 2017-05-05,18.95,19.07,18.89,18.81,116550.82,-0.13,-0.68,19.094,19.725,20.207,221227.77,233615.11,263056.68,0.12 201 | 2017-05-04,18.9,19.19,19.02,18.9,178467.05,0.16,0.85,19.268,19.899,20.302,301741.29,246781.41,283914.79,0.18 202 | 2017-05-03,19.2,19.25,18.86,18.83,269266.12,-0.34,-1.77,19.536,20.05,20.38,303286.46,248567.46,317591.27,0.28 203 | 2017-05-02,19.3,19.37,19.2,19.1,184423.69,-0.3,-1.54,19.874,20.211,20.466,276665.92,235239.73,311792.82,0.19 204 | 2017-04-28,19.38,19.55,19.5,19.13,357431.16,-0.26,-1.32,20.12,20.347,20.533,275799.78,233159.72,318453.66,0.37 205 | 2017-04-27,20.32,20.33,19.76,19.0,519118.44,-0.6,-2.95,20.356,20.461,20.608,246002.46,219267.2,312133.88,0.53 206 | 2017-04-26,20.49,20.53,20.36,20.34,186192.91,-0.19,-0.93,20.53,20.579,20.684,191821.52,194265.5,299105.54,0.19 207 | 2017-04-25,20.44,20.63,20.55,20.4,136163.42,0.12,0.59,20.564,20.645,20.726,193848.46,240231.75,309528.63,0.14 208 | 2017-04-24,20.68,20.69,20.43,20.31,180092.95,-0.25,-1.21,20.548,20.66,20.773,193813.54,272501.42,321944.63,0.19 209 | 2017-04-21,20.64,20.75,20.68,20.55,208444.56,0.05,0.24,20.574,20.677,20.824,190519.67,281952.07,339685.3,0.21 210 | 2017-04-20,20.5,20.75,20.63,20.5,248213.78,0.1,0.49,20.566,20.689,20.843,192531.95,292498.25,341442.14,0.26 211 | 2017-04-19,20.45,20.62,20.53,20.3,196327.59,0.06,0.29,20.628,20.705,20.871,196709.48,321048.16,343443.6,0.2 212 | 2017-04-18,20.56,20.65,20.47,20.46,135988.81,-0.09,-0.44,20.726,20.71,20.901,286615.03,386615.08,361420.48,0.14 213 | 2017-04-17,20.64,20.64,20.56,20.37,163623.62,-0.08,-0.39,20.772,20.721,20.954,351189.3,388345.91,394078.37,0.17 214 | 2017-04-14,20.92,20.92,20.64,20.6,218505.95,-0.3,-1.43,20.78,20.718,20.99,373384.46,403747.59,411728.38,0.23 215 | 2017-04-13,21.0,21.15,20.94,20.72,269101.41,-0.08,-0.38,20.812,20.755,21.022,392464.55,405000.55,426124.42,0.28 216 | 2017-04-12,20.7,21.57,21.02,20.7,645855.38,0.32,1.55,20.782,20.788,21.054,445386.85,403945.59,473166.37,0.67 217 | 2017-04-11,20.6,20.7,20.7,20.2,458860.16,0.1,0.48,20.694,20.806,21.038,486615.13,378825.52,461835.35,0.47 218 | 2017-04-10,20.72,20.75,20.6,20.51,274599.41,-0.2,-0.96,20.67,20.885,21.033,425502.51,371387.85,450707.77,0.28 219 | 2017-04-07,20.79,20.91,20.8,20.67,313906.38,0.01,0.05,20.656,20.97,21.029,434110.71,397418.54,449279.75,0.32 220 | 2017-04-06,20.63,20.85,20.79,20.58,533712.94,0.21,1.02,20.698,20.997,21.025,417536.55,390386.04,466477.56,0.55 221 | 2017-04-05,20.63,21.0,20.58,20.55,851996.75,0.0,0.0,20.794,21.036,20.998,362504.32,365839.04,448870.52,0.88 222 | 2017-03-31,20.53,20.64,20.58,20.51,153297.08,0.05,0.24,20.918,21.091,20.98,271035.91,336225.88,420087.53,0.16 223 | 2017-03-30,21.0,21.06,20.53,20.48,317640.41,-0.48,-2.29,21.1,21.187,20.961,317273.19,399810.83,420935.71,0.33 224 | 2017-03-29,21.28,21.29,21.01,21.0,231035.59,-0.26,-1.22,21.284,21.261,20.952,360726.37,419709.18,416195.04,0.24 225 | 2017-03-28,21.2,21.43,21.27,21.02,258551.77,0.07,0.33,21.296,21.289,20.926,363235.52,447248.29,417173.32,0.27 226 | 2017-03-27,21.58,21.6,21.2,21.1,394654.72,-0.29,-1.35,21.278,21.319,20.889,369173.76,542387.15,412233.84,0.41 227 | 2017-03-24,21.4,21.69,21.49,21.3,384483.44,0.04,0.19,21.264,21.27,20.855,401415.84,544845.19,407173.43,0.4 228 | 2017-03-23,21.08,21.91,21.45,20.96,534906.31,0.38,1.8,21.274,21.181,20.817,482348.46,530027.69,398826.25,0.55 229 | 2017-03-22,21.15,21.17,21.07,20.95,243581.36,-0.11,-0.52,21.238,21.087,20.784,478691.98,501140.97,381662.82,0.25 230 | 2017-03-21,21.01,21.34,21.18,20.82,288242.97,0.05,0.24,21.282,21.052,20.775,531261.05,542569.07,380752.06,0.3 231 | 2017-03-20,21.49,21.49,21.13,20.85,555865.12,-0.41,-1.9,21.36,20.96,20.765,715600.53,531902.0,393182.75,0.57 232 | 2017-03-17,22.0,22.28,21.54,21.5,789146.56,0.27,1.27,21.276,20.869,20.739,688274.53,503949.19,377763.66,0.81 233 | 2017-03-16,21.41,21.68,21.27,21.13,516623.91,-0.02,-0.09,21.088,20.735,20.689,577706.91,442060.59,348213.44,0.53 234 | 2017-03-15,21.36,21.57,21.29,21.0,506426.69,-0.28,-1.3,20.936,20.642,20.66,523589.95,412680.9,330934.97,0.52 235 | 2017-03-14,20.81,22.4,21.57,20.72,1209940.38,0.86,4.15,20.822,20.563,20.629,553877.1,387098.35,319979.76,1.25 236 | 2017-03-13,20.65,20.88,20.71,20.51,419235.12,0.11,0.53,20.56,20.459,20.596,348203.47,282080.53,277970.93,0.43 237 | 2017-03-10,20.52,20.75,20.6,20.52,236308.44,0.09,0.44,20.462,20.44,20.599,319623.84,269501.68,271267.75,0.24 238 | 2017-03-09,20.6,20.73,20.51,20.35,246039.12,-0.21,-1.01,20.382,20.452,20.602,306414.27,267624.82,276198.63,0.25 239 | 2017-03-08,20.27,20.85,20.72,20.26,657862.44,0.46,2.27,20.348,20.48,20.616,301771.85,262184.67,297859.11,0.68 240 | 2017-03-07,20.24,20.29,20.26,20.18,181572.23,0.04,0.2,20.304,20.498,20.615,220319.6,218935.04,273970.07,0.19 241 | 2017-03-06,20.25,20.39,20.22,20.14,276336.97,0.02,0.1,20.358,20.57,20.634,215957.59,254463.49,273595.29,0.28 242 | 2017-03-03,20.34,20.37,20.2,20.12,170260.59,-0.14,-0.69,20.418,20.609,20.658,219379.51,251578.14,266829.85,0.18 243 | 2017-03-02,20.52,20.54,20.34,20.33,222827.0,-0.16,-0.78,20.522,20.643,20.682,228835.37,254366.29,263763.15,0.23 244 | 2017-03-01,20.55,20.59,20.5,20.49,250601.2,-0.03,-0.15,20.612,20.677,20.803,222597.5,249189.04,252651.75,0.26 245 | 2017-02-28,20.52,20.59,20.53,20.47,159762.2,0.01,0.05,20.692,20.694,20.812,217550.48,252861.18,247184.1,0.16 246 | 2017-02-27,20.57,20.63,20.52,20.48,293446.56,-0.2,-0.96,20.782,20.732,20.816,292969.39,273861.32,246928.36,0.3 247 | 2017-02-24,20.72,20.77,20.72,20.62,217539.88,-0.07,-0.34,20.8,20.757,20.824,283776.77,273033.82,240221.95,0.22 248 | 2017-02-23,20.94,20.98,20.79,20.72,191637.66,-0.11,-0.53,20.764,20.751,20.825,279897.21,284772.44,237163.61,0.2 249 | 2017-02-22,20.95,20.95,20.9,20.79,225366.08,-0.08,-0.38,20.742,20.752,20.82,275780.58,333533.55,238334.38,0.23 250 | 2017-02-21,20.72,20.98,20.98,20.63,536856.75,0.37,1.79,20.696,20.731,20.805,288171.87,329005.11,237910.48,0.55 251 | 2017-02-20,20.55,20.73,20.61,20.52,247483.48,0.07,0.34,20.682,20.697,20.802,254753.26,292727.09,227306.26,0.25 252 | 2017-02-17,20.68,20.68,20.54,20.52,198142.08,-0.14,-0.68,20.714,20.707,20.811,262290.87,282081.55,230984.1,0.2 253 | 2017-02-16,20.67,20.76,20.68,20.59,171054.5,0.01,0.05,20.738,20.721,20.834,289647.67,273160.0,248739.01,0.18 254 | 2017-02-15,20.9,20.9,20.67,20.66,287322.56,-0.24,-1.15,20.762,20.928,20.891,391286.52,256114.45,293399.6,0.3 255 | 2017-02-14,20.77,20.98,20.91,20.7,369763.69,0.14,0.67,20.766,20.929,20.877,369838.34,241507.02,287466.08,0.38 256 | 2017-02-13,20.65,20.85,20.77,20.59,285171.5,0.11,0.53,20.712,20.899,20.861,330700.92,219995.39,276936.47,0.29 257 | 2017-02-10,20.78,20.78,20.66,20.57,334926.09,-0.14,-0.67,20.7,20.891,20.855,301872.24,207410.09,270225.62,0.34 258 | 2017-02-09,20.71,21.35,20.8,20.68,679248.75,0.11,0.53,20.704,20.899,20.854,256672.33,189554.78,265275.29,0.7 259 | 2017-02-08,20.64,20.71,20.69,20.5,180081.69,0.05,0.24,21.094,20.887,20.861,120942.38,143135.22,246819.14,0.19 260 | 2017-02-07,20.59,20.82,20.64,20.56,174076.59,-0.07,-0.34,21.092,20.878,20.869,113175.69,146815.86,254392.79,0.18 261 | 2017-02-06,20.68,20.74,20.71,20.6,141028.06,0.03,0.14,21.086,20.906,20.873,109289.86,161885.42,256539.8,0.15 262 | 2017-02-03,20.69,20.79,20.68,20.64,108926.58,0.0,0.0,21.082,20.915,20.865,112947.93,179886.66,262545.89,0.11 263 | 2017-02-02,21.1,22.75,22.75,21.1,599.0,2.07,10.01,21.094,20.947,20.873,122437.23,224318.01,273201.86,0.0 264 | 2017-01-26,20.65,20.77,20.68,20.65,141248.23,0.07,0.34,20.68,20.853,20.796,165328.05,330684.75,289247.78,0.15 265 | 2017-01-25,20.68,20.73,20.61,20.52,154647.45,-0.08,-0.39,20.664,20.825,20.833,180456.02,333425.15,319350.64,0.16 266 | 2017-01-24,20.77,20.8,20.69,20.65,159318.41,-0.05,-0.24,20.726,20.822,20.835,214480.98,333877.55,330524.51,0.16 267 | 2017-01-23,20.7,20.85,20.74,20.7,156373.06,0.06,0.29,20.748,20.819,20.815,246825.38,333041.15,338776.54,0.16 268 | 2017-01-20,20.6,20.83,20.68,20.54,215053.12,0.08,0.39,20.8,20.809,20.809,326198.79,340995.8,355943.75,0.22 269 | 2017-01-19,20.7,20.88,20.6,20.55,216888.06,-0.32,-1.53,21.026,20.834,20.799,496041.44,350503.05,371756.3,0.22 270 | 2017-01-18,20.67,21.18,20.92,20.53,324772.25,0.12,0.58,20.986,20.859,20.785,486394.27,361969.73,396865.17,0.33 271 | 2017-01-17,20.73,20.96,20.8,20.39,321040.41,-0.2,-0.95,20.918,20.84,20.794,453274.12,351194.17,415650.8,0.33 272 | 2017-01-16,21.81,21.81,21.0,20.31,553240.12,-0.81,-3.71,20.89,20.815,20.877,419256.93,345205.13,414297.59,0.57 273 | 2017-01-13,21.0,22.4,21.81,20.9,1064266.38,1.41,6.91,20.818,20.799,20.944,355792.81,322085.72,404417.02,1.1 274 | 2017-01-11,20.52,20.63,20.4,20.4,168652.2,-0.18,-0.88,20.642,20.738,20.968,204964.66,247810.81,371844.43,0.17 275 | 2017-01-10,20.67,20.69,20.58,20.52,159171.48,-0.08,-0.39,20.732,20.84,21.101,237545.18,305276.13,387636.87,0.16 276 | 2017-01-09,20.6,20.75,20.66,20.53,150954.45,0.02,0.1,20.762,20.847,21.235,249114.22,327171.47,419129.27,0.16 277 | 2017-01-06,20.94,21.04,20.64,20.61,235919.55,-0.29,-1.39,20.74,20.811,21.442,271153.33,344511.93,435665.56,0.24 278 | 2017-01-05,20.85,21.23,20.93,20.78,310125.62,0.08,0.38,20.78,20.808,21.647,288378.62,370891.7,442897.13,0.32 279 | 2017-01-04,20.74,20.95,20.85,20.45,331554.81,0.12,0.58,20.834,20.763,21.858,290656.96,393009.55,452122.04,0.34 280 | 2017-01-03,20.55,20.88,20.73,20.55,217016.69,0.18,0.88,20.948,20.711,22.084,373007.09,431760.61,453367.07,0.22 281 | 2016-12-30,20.88,20.96,20.55,20.45,261150.0,-0.29,-1.39,20.932,20.748,22.323,405228.71,480107.43,476969.41,0.27 282 | 2016-12-29,21.29,21.32,20.84,20.7,322046.0,-0.36,-1.7,20.882,20.939,22.618,417870.53,483390.05,489698.39,0.33 283 | 2016-12-28,21.24,21.48,21.2,21.01,321517.31,-0.22,-1.03,20.836,21.088,22.924,453404.78,486748.32,521104.62,0.33 284 | 2016-12-27,20.65,21.98,21.42,20.59,743305.44,0.77,3.73,20.692,21.197,23.213,495362.13,495878.05,564687.95,0.77 285 | 2016-12-26,20.21,20.69,20.65,20.12,378124.81,0.35,1.72,20.474,21.361,23.45,490514.13,469997.6,566552.71,0.39 286 | 2016-12-23,20.47,20.67,20.3,20.25,324359.09,-0.31,-1.5,20.564,21.622,23.737,554986.16,511087.06,610443.42,0.33 287 | 2016-12-22,20.3,20.77,20.61,20.1,499717.25,0.13,0.64,20.996,22.073,24.082,548909.58,526819.2,626522.8,0.51 288 | 2016-12-21,20.2,20.7,20.48,20.2,531304.06,0.15,0.74,21.34,22.486,24.398,520091.86,514902.56,622149.26,0.55 289 | 2016-12-20,21.0,21.0,20.33,20.15,719065.44,-0.77,-3.65,21.702,22.952,24.735,496393.96,511234.54,632629.39,0.74 290 | 2016-12-19,22.0,22.0,21.1,21.04,700484.94,-1.36,-6.05,22.248,23.457,25.083,449481.07,474973.54,623195.62,0.72 291 | 2016-12-16,22.12,22.75,22.46,22.12,293976.19,0.13,0.58,22.68,23.897,25.398,467187.97,473831.38,657704.12,0.3 292 | 2016-12-15,22.15,22.62,22.33,21.88,355628.69,0.04,0.18,23.15,24.296,25.661,504728.82,496006.73,718163.55,0.37 293 | 2016-12-14,22.67,22.9,22.29,22.2,412814.56,-0.77,-3.34,23.632,24.76,25.895,509713.25,555460.92,730138.81,0.43 294 | 2016-12-13,23.02,23.28,23.06,21.86,484500.97,-0.2,-0.86,24.202,25.229,26.114,526075.11,633497.85,750853.96,0.5 295 | 2016-12-12,24.78,24.78,23.26,23.07,789019.44,-1.55,-6.25,24.666,25.539,26.308,500466.0,663107.81,800923.19,0.81 296 | 2016-12-09,24.61,25.17,24.81,24.37,481680.44,0.07,0.28,25.114,25.851,26.43,480474.79,709799.78,805411.24,0.5 297 | 2016-12-08,25.1,25.13,24.74,24.7,380550.84,-0.4,-1.59,25.442,26.09,26.489,487284.65,726226.4,829250.35,0.39 298 | 2016-12-07,25.35,25.37,25.14,24.18,494623.88,-0.24,-0.95,25.888,26.309,26.58,601208.59,729395.95,931737.82,0.51 299 | 2016-12-06,25.15,25.63,25.38,25.15,356455.41,-0.12,-0.47,26.256,26.517,26.638,740920.59,754024.25,1107864.69,0.37 300 | 2016-12-05,25.08,25.98,25.5,24.86,689063.38,-0.95,-3.59,26.412,26.709,26.58,825749.62,771417.69,1104545.23,0.71 301 | 2016-12-02,26.71,26.85,26.45,26.37,515729.72,-0.52,-1.93,26.588,26.899,26.513,939124.77,841576.86,1091086.74,0.53 302 | 2016-12-01,26.56,27.3,26.97,26.3,950170.56,-0.01,-0.04,26.738,27.026,26.42,965168.15,940320.36,1094405.21,0.98 303 | 2016-11-30,27.35,27.99,26.98,26.77,1193183.88,0.82,3.13,26.73,27.029,26.315,857583.32,904816.71,1072858.18,1.23 304 | 2016-11-29,26.17,26.53,26.16,25.9,780600.56,-0.22,-0.83,26.778,26.999,26.211,767127.9,868210.06,1064067.04,0.8 305 | 2016-11-28,27.36,27.42,26.38,25.48,1255939.12,-0.82,-3.02,27.006,27.077,26.141,717085.77,938738.58,1056607.66,1.29 306 | 2016-11-25,26.79,27.6,27.2,26.71,645946.62,0.27,1.0,27.21,27.009,26.06,744028.94,901022.69,1015634.7,0.67 307 | 2016-11-24,27.08,27.19,26.93,26.7,412246.41,-0.29,-1.06,27.314,26.888,25.959,915472.57,932274.31,1012528.65,0.42 308 | 2016-11-23,27.9,28.07,27.22,26.98,740906.81,-0.08,-0.29,27.328,26.851,25.863,952050.1,1134079.69,1027490.93,0.76 309 | 2016-11-22,27.04,27.42,27.3,26.9,530389.88,-0.1,-0.36,27.22,26.759,25.764,969292.21,1461705.14,1017105.41,0.55 310 | 2016-11-21,27.27,28.25,27.4,26.01,1390655.0,-0.32,-1.15,27.148,26.451,25.661,1160391.39,1437672.76,1031521.2,1.43 311 | 2016-11-18,27.8,29.0,27.72,27.51,1503164.75,0.72,2.67,26.808,26.127,25.588,1058016.44,1340596.62,1006609.42,1.55 312 | 2016-11-17,26.62,27.0,27.0,26.31,595134.06,0.32,1.2,26.462,25.814,25.494,949076.05,1248490.06,961681.46,0.61 313 | 2016-11-16,26.64,27.22,26.68,26.09,827117.38,-0.26,-0.96,26.374,25.601,25.444,1316109.29,1240899.65,964013.43,0.85 314 | 2016-11-15,25.6,27.8,26.94,25.46,1485885.75,1.24,4.83,26.298,25.423,25.41,1954118.06,1259924.02,969115.13,1.53 315 | 2016-11-14,26.23,26.25,25.7,25.31,878780.25,-0.29,-1.12,25.754,25.204,25.405,1714954.13,1174476.75,940578.0,0.91 316 | 2016-11-11,26.15,26.77,25.99,25.7,958462.81,-0.57,-2.15,25.446,25.111,25.46,1623176.79,1130246.72,947417.71,0.99 317 | 2016-11-10,26.0,28.28,26.56,25.58,2430300.25,0.26,0.99,25.166,25.029,25.491,1547904.07,1092782.99,943382.27,2.5 318 | 2016-11-09,24.43,26.64,26.3,24.35,4017161.25,2.08,8.59,24.828,24.874,25.474,1165690.01,920902.17,897231.56,4.14 319 | 2016-11-08,24.16,24.49,24.22,24.15,290066.09,0.06,0.25,24.548,24.768,25.458,565729.99,572505.68,768149.09,0.3 320 | 2016-11-07,24.47,24.58,24.16,24.03,419893.56,-0.43,-1.75,24.654,24.871,25.555,633999.37,625369.65,821566.32,0.43 321 | 2016-11-04,24.84,25.0,24.59,24.46,582099.19,-0.28,-1.13,24.776,25.049,25.647,637316.64,672622.23,864720.93,0.6 322 | 2016-11-03,24.77,25.19,24.87,24.71,519229.97,-0.03,-0.12,24.892,25.173,25.707,637661.91,674872.85,913820.5,0.53 323 | 2016-11-02,25.45,25.67,24.9,24.9,1017361.12,-0.89,-3.45,24.92,25.286,25.721,676114.32,687127.21,965529.9,1.05 324 | 2016-10-28,24.58,25.25,24.75,24.5,631413.0,-0.02,-0.08,24.988,25.396,25.71,579281.38,678306.23,980870.51,0.65 325 | 2016-10-27,25.07,25.07,24.77,24.7,436479.94,-0.4,-1.59,25.088,25.605,25.746,616739.93,706679.26,1048219.05,0.45 326 | 2016-10-26,25.0,25.25,25.17,24.88,583825.5,0.16,0.64,25.322,25.809,25.858,707927.81,764588.69,1204767.89,0.6 327 | 2016-10-25,25.2,25.34,25.01,24.8,711492.06,-0.23,-0.91,25.454,25.952,25.83,712083.8,793981.54,1286951.72,0.73 328 | 2016-10-24,25.25,25.45,25.24,25.01,533196.38,-0.01,-0.04,25.652,26.074,25.761,698140.1,873560.95,1282659.94,0.55 329 | 2016-10-21,25.7,25.88,25.25,25.16,818705.75,-0.69,-2.66,25.804,26.147,25.68,777331.09,963792.5,1285342.02,0.84 330 | 2016-10-20,25.72,26.69,25.94,25.51,892419.38,0.11,0.43,26.122,26.239,25.597,796618.59,1017762.99,1283685.47,0.92 331 | 2016-10-19,26.0,26.48,25.83,25.79,604605.44,-0.17,-0.65,26.296,26.244,25.479,821249.57,1056819.64,1283435.4,0.62 332 | 2016-10-18,25.9,26.13,26.0,25.51,641773.56,0.0,0.0,26.45,26.241,25.362,875879.29,1152768.16,1322192.41,0.66 333 | 2016-10-17,26.5,26.75,26.0,25.73,929151.31,-0.84,-3.13,26.496,26.155,25.221,1048981.8,1243932.59,1334318.57,0.96 334 | 2016-10-14,26.92,27.25,26.84,26.62,915143.25,0.03,0.11,26.49,26.023,25.102,1150253.91,1283434.79,1359095.2,0.94 335 | 2016-10-13,26.51,27.2,26.81,26.3,1015574.31,0.21,0.79,26.356,25.887,24.923,1238907.39,1389758.84,1353065.0,1.05 336 | 2016-10-12,26.0,26.67,26.6,25.63,877754.0,0.37,1.41,26.192,25.906,24.749,1292389.7,1644947.09,1351392.71,0.9 337 | 2016-10-11,25.75,27.41,26.23,25.56,1507286.12,0.26,1.0,26.032,25.708,24.591,1429657.02,1779921.89,1358948.99,1.55 338 | 2016-10-10,25.0,25.98,25.97,24.66,1435511.88,-0.2,-0.76,25.814,25.447,24.468,1438883.38,1691758.94,1379838.64,1.48 339 | 2016-09-30,25.9,27.45,26.17,25.81,1358410.62,0.18,0.69,25.556,25.213,24.341,1416615.68,1606891.54,1436343.22,1.4 340 | 2016-09-29,25.68,26.3,25.99,25.38,1282985.88,0.19,0.74,25.418,24.954,24.279,1540610.3,1549607.95,1487578.98,1.32 341 | 2016-09-28,24.88,26.38,25.8,24.33,1564090.62,0.66,2.62,25.62,24.713,24.113,1997504.48,1510051.17,1468892.81,1.61 342 | 2016-09-27,24.61,25.69,25.14,24.51,1553417.88,0.46,1.86,25.384,24.483,23.968,2130186.75,1491616.67,1429810.59,1.6 343 | 2016-09-26,25.19,25.35,24.68,24.4,1324173.38,-0.8,-3.14,25.08,24.286,23.856,1944634.5,1424704.56,1412140.9,1.36 344 | 2016-09-23,26.32,26.55,25.48,25.24,1978383.75,-1.52,-5.63,24.87,24.18,23.799,1797167.4,1434755.61,1437000.97,2.04 345 | 2016-09-22,24.8,27.08,27.0,24.41,3567456.75,2.38,9.67,24.49,23.959,23.724,1558605.6,1316371.16,1411615.57,3.67 346 | 2016-09-21,23.55,24.62,24.62,23.41,2227502.0,1.0,4.23,23.806,23.591,23.609,1022597.86,1057838.34,1317980.89,2.29 347 | 2016-09-20,23.63,23.69,23.62,23.23,625656.62,-0.01,-0.04,23.582,23.473,23.613,853046.59,937976.09,1296218.44,0.64 348 | 2016-09-19,23.58,24.0,23.63,23.51,586837.88,0.05,0.21,23.492,23.488,23.662,904774.61,1067918.34,1368431.19,0.6 349 | 2016-09-14,23.35,23.8,23.58,23.33,785574.75,0.0,0.0,23.49,23.469,23.759,1072343.81,1265794.91,1545776.89,0.81 350 | 2016-09-13,23.38,23.68,23.58,23.2,887418.06,0.08,0.34,23.428,23.604,23.873,1074136.72,1425550.01,1659239.18,0.91 351 | 2016-09-12,22.6,23.97,23.5,22.5,1379745.62,0.33,1.42,23.376,23.512,24.072,1093078.81,1427734.45,1781607.3,1.42 352 | 2016-09-09,23.5,23.59,23.17,23.01,884296.75,-0.45,-1.91,23.364,23.453,24.15,1022905.6,1368004.51,1874175.33,0.91 353 | 2016-09-08,23.23,24.45,23.62,23.13,1424683.88,0.35,1.5,23.484,23.425,24.131,1231062.07,1399577.24,2017395.92,1.47 354 | 2016-09-07,23.54,23.54,23.27,23.1,794539.31,-0.05,-0.21,23.448,23.417,23.985,1459246.0,1439246.34,2025181.13,0.82 355 | 2016-09-06,23.4,23.66,23.32,23.0,982128.5,-0.12,-0.51,23.78,23.489,23.882,1776963.29,1506859.97,2088615.86,1.01 356 | 2016-09-05,23.6,23.68,23.44,23.1,1028879.56,-0.33,-1.39,23.648,23.627,23.814,1762390.09,1578123.45,2146854.08,1.06 357 | 2016-09-02,23.14,24.6,23.77,23.01,1925079.12,0.33,1.41,23.542,23.753,23.736,1713103.41,1654460.78,2279079.55,1.98 358 | 2016-09-01,25.0,25.01,23.44,23.19,2565603.5,-1.49,-5.98,23.366,23.835,23.595,1568092.41,1668944.03,2372861.73,2.64 359 | 2016-08-31,22.68,24.93,24.93,22.6,2383125.75,2.27,10.02,23.386,24.049,23.406,1419246.69,1825758.88,2430254.85,2.45 360 | 2016-08-30,22.95,23.06,22.66,22.55,909262.5,-0.25,-1.09,23.198,24.141,23.054,1236756.66,1892928.36,2386876.11,0.94 361 | 2016-08-29,22.86,23.25,22.91,22.75,782446.19,0.02,0.09,23.606,24.632,22.801,1393856.81,2135480.16,2421623.46,0.81 362 | 2016-08-26,23.59,23.59,22.89,22.88,1200024.12,-0.65,-2.76,23.964,24.847,22.514,1595818.15,2380346.16,2446154.26,1.24 363 | 2016-08-25,23.5,23.94,23.54,22.71,1821374.88,-0.45,-1.88,24.304,24.836,22.227,1769795.65,2635214.6,2485496.12,1.88 364 | 2016-08-24,24.4,24.84,23.99,23.75,1470675.62,-0.71,-2.87,24.712,24.553,21.946,2232271.07,2611115.91,2469800.51,1.51 365 | 2016-08-23,24.39,25.28,24.7,23.83,1694763.25,0.0,0.0,25.084,24.274,21.617,2549100.05,2670371.74,2470091.04,1.75 366 | 2016-08-22,24.79,25.56,24.7,24.44,1792252.88,0.11,0.45,25.658,24.001,21.271,2877103.5,2715584.71,2460012.7,1.85 367 | 2016-08-19,25.15,25.32,24.59,24.51,2069911.62,-0.99,-3.87,25.73,23.718,20.921,3164874.17,2903698.33,2488117.02,2.13 368 | 2016-08-18,25.3,27.68,25.58,24.51,4133752.0,-0.27,-1.04,25.368,23.354,20.561,3500633.55,3076779.44,2501606.9,4.26 369 | 2016-08-17,26.61,27.44,25.85,25.36,3054820.5,-1.72,-6.24,24.394,22.763,20.133,2989960.75,3034750.81,2367154.63,3.15 370 | 2016-08-16,26.51,27.57,27.57,26.11,3334780.5,2.51,10.02,23.464,21.966,19.695,2791643.43,2880823.86,2329659.73,3.44 371 | 2016-08-15,23.45,25.06,25.06,23.41,3231106.25,2.28,10.01,22.344,20.97,19.172,2554065.93,2707766.76,2244308.31,3.33 372 | 2016-08-12,20.8,22.78,22.78,20.52,3748708.5,2.07,9.99,21.706,20.181,18.79,2642522.48,2511962.35,2160753.21,3.86 373 | 2016-08-11,21.15,21.37,20.71,20.64,1580388.0,-0.49,-2.31,21.34,19.617,18.546,2652925.33,2335777.64,2027445.34,1.63 374 | 2016-08-10,21.7,21.88,21.2,21.0,2063233.88,-0.77,-3.5,21.132,19.338,18.408,3079540.88,2328485.1,2032204.4,2.13 375 | 2016-08-09,22.11,22.29,21.97,21.15,2146893.0,0.1,0.46,20.468,18.96,18.264,2970004.3,2269810.34,2056205.79,2.21 376 | 2016-08-08,20.74,22.95,21.87,20.55,3673389.0,0.92,4.39,19.596,18.541,18.072,2861467.6,2204440.69,2102102.21,3.78 377 | 2016-08-05,20.33,21.63,20.95,19.96,3800722.75,1.28,6.51,18.656,18.124,17.892,2381402.22,2072535.71,2039040.32,3.91 378 | 2016-08-04,17.76,19.67,19.67,17.6,3713465.75,1.79,10.01,17.894,17.768,17.782,2018629.95,1926434.36,2005226.03,3.83 379 | 2016-08-03,17.55,17.97,17.88,17.49,1515551.0,0.27,1.53,17.544,17.503,17.739,1577429.32,1699558.44,2034564.02,1.56 380 | 2016-08-02,17.11,17.7,17.61,17.07,1604209.5,0.44,2.56,17.452,17.423,17.835,1569616.37,1778495.59,2472972.82,1.65 381 | 2016-08-01,17.01,17.29,17.17,16.9,1273062.12,0.03,0.17,17.486,17.373,17.944,1547413.77,1780849.85,2492291.14,1.31 382 | 2016-07-29,17.05,17.35,17.14,16.81,1986861.38,-0.06,-0.35,17.592,17.399,18.185,1763669.2,1809544.08,2430771.19,2.05 383 | 2016-07-28,17.39,17.93,17.92,17.21,1507462.62,0.5,2.87,17.642,17.474,18.55,1834238.77,1719113.04,2443377.32,1.55 384 | 2016-07-27,17.78,17.83,17.42,16.91,1476486.25,-0.36,-2.02,17.462,17.478,18.764,1821687.55,1735923.7,2497173.83,1.52 385 | 2016-07-26,17.6,17.83,17.78,17.52,1493196.5,0.08,0.45,17.394,17.568,18.903,1987374.8,1842601.25,2482617.71,1.54 386 | 2016-07-25,17.26,17.79,17.7,16.92,2354339.25,0.31,1.78,17.26,17.602,19.068,2014285.92,1999763.73,2491651.71,2.43 387 | 2016-07-22,17.17,17.59,17.39,17.13,2339709.25,0.37,2.17,17.206,17.659,19.187,1855418.95,2005544.93,2443544.44,2.41 388 | 2016-07-21,16.91,17.19,17.02,16.86,1444706.5,-0.06,-0.35,17.306,17.795,19.312,1603987.3,2084017.7,2428309.4,1.49 389 | 2016-07-20,16.89,17.42,17.08,16.74,2304922.5,-0.03,-0.17,17.494,17.975,19.438,1650159.85,2369569.6,2509442.81,2.37 390 | 2016-07-19,17.39,17.39,17.11,17.04,1627752.12,-0.32,-1.84,17.742,18.247,19.562,1697827.7,3167450.05,2574122.68,1.68 391 | 2016-07-18,17.84,17.84,17.43,17.42,1560004.38,-0.46,-2.57,17.944,18.515,19.595,1985241.53,3203732.44,2569229.37,1.61 392 | 2016-07-15,17.9,18.05,17.89,17.86,1082551.0,-0.07,-0.39,18.112,18.971,19.624,2155670.9,3051998.3,2604015.13,1.12 393 | 2016-07-14,18.14,18.18,17.96,17.92,1675569.25,-0.36,-1.97,18.284,19.625,19.679,2564048.1,3167641.6,2738288.05,1.73 394 | 2016-07-13,18.0,18.49,18.32,17.85,2543261.75,0.2,1.1,18.456,20.05,19.738,3088979.35,3258423.95,2893071.41,2.62 395 | 2016-07-12,18.27,18.43,18.12,17.56,3064821.25,-0.15,-0.82,18.752,20.237,19.734,4637072.4,3122634.18,3085402.63,3.16 396 | 2016-07-11,18.5,18.69,18.27,18.23,2412151.25,-0.48,-2.56,19.086,20.533,19.657,4422223.35,2983539.69,3119669.75,2.48 397 | 2016-07-08,18.6,18.98,18.75,18.21,3124437.0,-0.07,-0.37,19.83,20.714,19.497,3948325.7,2881543.96,3100062.69,3.22 398 | 2016-07-07,19.1,19.22,18.82,18.71,4300225.5,-0.98,-4.95,20.966,20.829,19.273,3771235.1,2772601.1,2988248.62,4.43 399 | 2016-07-06,19.1,20.78,19.8,19.1,10283727.0,0.01,0.05,21.644,20.901,19.057,3427868.55,2649316.03,2792424.75,10.59 400 | 2016-07-05,19.79,19.79,19.79,19.79,1990576.0,-2.2,-10.01,21.722,20.876,18.795,1608195.95,1980795.3,2307329.33,2.05 401 | 2016-07-04,21.99,21.99,21.99,21.99,42663.0,-2.44,-9.99,21.98,20.674,18.53,1544856.03,1934726.3,2245084.86,0.04 402 | 2015-12-18,22.4,24.43,24.43,21.66,2238984.0,2.22,9.99,21.598,20.277,18.149,1814762.23,2156031.95,2274416.12,2.3 403 | 2015-12-17,20.38,22.21,22.21,20.35,2583392.75,2.02,10.01,20.692,19.732,17.652,1773967.1,2308934.5,2199091.06,2.66 404 | 2015-12-16,20.63,20.99,20.19,20.01,1185364.0,-0.89,-4.22,20.158,19.426,17.267,1870763.5,2527718.88,2114223.65,1.22 405 | 2015-12-15,19.6,21.46,21.08,19.6,1673876.38,1.0,4.98,20.03,19.231,16.991,2353394.65,3048171.08,2142627.64,1.72 406 | 2015-12-14,19.6,20.48,20.08,19.01,1392194.0,0.18,0.91,19.368,18.781,16.637,2324596.58,3255799.81,2091498.79,1.43 407 | 2015-12-11,19.14,20.34,19.9,18.78,2035008.38,0.36,1.84,18.956,18.28,16.333,2497301.68,3318581.41,2037924.45,2.09 408 | 2015-12-10,19.59,21.36,19.54,19.02,3067374.75,-0.01,-0.05,18.772,17.716,16.033,2843901.9,3203896.13,1955355.43,3.16 409 | 2015-12-09,17.95,19.55,19.55,17.81,3598519.75,1.78,10.02,18.694,17.212,15.76,3184674.25,2935533.48,1828729.23,3.7 410 | 2015-12-08,17.9,18.07,17.77,17.4,1529886.0,-0.25,-1.39,18.432,16.713,15.491,3742947.5,2633863.36,1677733.87,1.57 411 | 2015-12-07,18.82,18.98,18.02,17.67,2255719.5,-0.96,-5.06,18.194,16.386,15.316,4187003.05,2555443.42,1627469.59,2.32 412 | 2015-12-04,18.9,19.84,18.98,18.6,3768009.5,-0.17,-0.89,17.604,16.021,15.135,4139861.15,2392800.28,1556208.87,3.88 413 | 2015-12-03,18.45,19.33,19.15,18.08,4771236.5,0.91,4.99,16.66,15.572,14.897,3563890.36,2089247.63,1392896.62,4.91 414 | 2015-12-02,16.68,18.24,18.24,16.54,6389886.0,1.66,10.01,15.73,15.107,14.645,2686392.71,1700728.42,1200493.82,6.57 415 | 2015-12-01,14.99,16.58,16.58,14.93,3750163.75,1.51,10.02,14.994,14.75,14.437,1524779.23,1237084.2,919432.24,3.86 416 | 2015-11-30,14.29,15.25,15.07,14.28,2020010.0,0.81,5.68,14.578,14.492,14.291,923883.79,927197.77,746804.27,2.08 417 | 2015-11-27,14.43,14.65,14.26,14.24,888155.56,-0.24,-1.66,14.438,14.385,14.216,645739.42,757267.48,662253.23,0.91 418 | 2015-11-26,14.55,14.62,14.5,14.47,383748.22,-0.06,-0.41,14.484,14.349,14.186,614604.89,706814.73,632761.35,0.39 419 | 2015-11-25,14.42,14.72,14.56,14.39,581818.62,0.06,0.41,14.484,14.308,14.142,715064.14,721924.98,627519.83,0.6 420 | 2015-11-24,14.37,14.55,14.5,14.14,745686.56,0.13,0.91,14.506,14.269,14.097,949389.16,721604.37,615637.14,0.77 421 | 2015-11-23,14.5,14.64,14.37,14.32,629288.12,-0.12,-0.83,14.406,14.246,14.057,930511.75,699495.76,595584.46,0.65 422 | 2015-11-20,14.45,14.72,14.49,14.37,732482.94,-0.01,-0.07,14.332,14.249,14.022,868795.54,719617.45,603138.08,0.75 423 | 2015-11-19,14.6,14.6,14.5,14.18,886044.44,-0.17,-1.16,14.214,14.221,13.984,799024.57,696545.61,600296.22,0.91 424 | 2015-11-18,14.07,15.27,14.67,14.01,1753443.75,0.67,4.79,14.132,14.183,13.927,728785.82,700259.22,578610.7,1.8 425 | 2015-11-17,14.03,14.3,14.0,13.9,651299.5,0.0,0.0,14.032,14.124,13.855,493819.59,601780.29,518838.77,0.67 426 | 2015-11-16,13.81,14.0,14.0,13.71,320707.09,0.1,0.72,14.086,14.09,13.832,468479.77,566410.76,506636.11,0.33 427 | 2015-11-13,14.0,14.05,13.9,13.83,383628.09,-0.19,-1.35,14.166,14.046,13.809,570439.36,567238.98,519325.16,0.39 428 | 2015-11-12,14.24,14.25,14.09,14.01,534850.69,-0.08,-0.56,14.228,14.023,13.796,594066.65,558707.97,525466.4,0.55 429 | 2015-11-11,14.21,14.32,14.17,14.1,578612.56,-0.1,-0.7,14.234,13.976,13.768,671732.61,533114.67,520626.56,0.6 430 | 2015-11-10,14.33,14.37,14.27,14.2,524600.44,-0.13,-0.9,14.216,13.925,13.723,709740.99,509669.91,518941.17,0.54 431 | 2015-11-09,14.21,14.66,14.4,14.18,830505.0,0.19,1.34,14.094,13.867,13.683,664341.74,491673.17,521155.82,0.85 432 | 2015-11-06,14.11,14.31,14.21,14.06,501764.56,0.09,0.64,13.926,13.794,13.637,564038.61,486658.71,518839.14,0.52 433 | 2015-11-05,14.05,14.58,14.12,13.95,923180.5,0.04,0.28,13.818,13.747,13.588,523349.28,504046.82,525476.16,0.95 434 | 2015-11-04,13.65,14.1,14.08,13.61,768654.44,0.42,3.08,13.718,13.67,13.536,394496.73,456962.19,520360.26,0.79 435 | 2015-11-03,13.56,13.7,13.66,13.54,297604.22,0.1,0.74,13.634,13.585,13.482,309598.83,435897.25,482987.12,0.31 436 | 2015-11-02,13.61,13.67,13.56,13.54,328989.34,-0.11,-0.81,13.64,13.574,13.436,319004.59,446861.47,492582.84,0.34 437 | 2015-10-30,13.7,13.75,13.67,13.6,298317.91,0.05,0.37,13.662,13.571,13.388,409278.81,471411.33,506027.3,0.31 438 | 2015-10-29,13.66,13.73,13.62,13.54,278917.75,-0.04,-0.29,13.676,13.569,13.347,484744.36,492224.83,511744.25,0.29 439 | 2015-10-28,13.68,13.83,13.66,13.66,344164.91,-0.03,-0.22,13.622,13.559,13.311,519427.65,508138.45,519912.37,0.35 440 | 2015-10-27,13.55,13.72,13.69,13.32,344633.03,0.02,0.15,13.536,13.521,13.282,562195.68,528212.42,524883.97,0.35 441 | 2015-10-26,13.88,13.97,13.67,13.58,780360.44,-0.07,-0.51,13.508,13.499,13.255,574718.35,550638.46,523682.19,0.8 442 | 2015-10-23,13.36,13.8,13.74,13.31,675645.69,0.39,2.92,13.48,13.48,13.235,533543.85,551019.57,507226.19,0.7 443 | 2015-10-22,13.23,13.4,13.35,13.17,452334.19,0.12,0.91,13.462,13.429,13.207,499705.3,546905.5,497029.94,0.47 444 | 2015-10-21,13.55,13.61,13.23,13.2,558005.06,-0.32,-2.36,13.496,13.401,13.195,496849.24,583758.32,491641.81,0.57 445 | 2015-10-20,13.43,13.65,13.55,13.42,407246.38,0.02,0.15,13.506,13.379,13.189,494229.17,530076.99,494368.03,0.42 446 | 2015-10-19,13.7,13.7,13.53,13.4,574487.94,-0.12,-0.88,13.49,13.297,13.183,526558.58,538304.22,509398.49,0.59 447 | 2015-10-16,13.53,13.75,13.65,13.52,506452.91,0.13,0.96,13.48,13.204,13.157,568495.29,540643.27,504511.03,0.52 448 | 2015-10-15,13.3,13.56,13.52,13.28,438053.91,0.24,1.81,13.396,13.124,13.134,594105.71,531263.67,507594.24,0.45 449 | 2015-10-14,13.32,13.47,13.28,13.25,544904.69,-0.19,-1.41,13.306,13.062,13.132,670667.4,531686.29,501364.18,0.56 450 | 2015-10-13,13.41,13.56,13.47,13.35,568893.44,-0.01,-0.07,13.252,13.043,13.145,565924.82,521555.52,495007.35,0.59 451 | 2015-10-12,13.23,13.64,13.48,13.21,784171.5,0.25,1.89,13.104,13.011,13.159,550049.85,496725.91,508291.53,0.81 452 | 2015-10-09,13.13,13.28,13.23,13.07,634505.0,0.16,1.22,12.928,12.989,13.169,512791.25,463432.81,501673.51,0.65 453 | 2015-10-08,13.25,13.32,13.07,13.03,820862.38,0.34,2.67,12.852,12.984,13.188,468421.63,447154.38,539977.31,0.84 454 | 2015-10-07,12.78,14.0,13.01,12.74,21191.76,0.28,2.2,12.818,12.989,13.245,392705.18,399525.29,613669.01,0.02 455 | 2015-09-30,12.67,12.81,12.73,12.57,489518.62,0.13,1.03,12.834,12.998,13.306,477186.23,458659.08,710145.93,0.5 456 | 2015-09-29,12.75,12.79,12.6,12.52,597878.5,-0.25,-1.95,12.918,13.068,13.36,443401.97,480492.77,757380.69,0.62 457 | 2015-09-28,12.88,12.99,12.85,12.78,412656.88,-0.05,-0.39,13.05,13.11,13.409,414074.36,468378.79,796196.1,0.42 458 | 2015-09-25,13.02,13.09,12.9,12.85,442280.16,-0.19,-1.45,13.116,13.144,13.425,425887.14,483924.8,852241.42,0.46 459 | 2015-09-24,13.2,13.21,13.09,13.05,443597.0,-0.06,-0.46,13.16,13.201,13.443,406345.4,471042.06,947469.74,0.46 460 | 2015-09-23,13.15,13.26,13.15,13.1,320597.31,-0.11,-0.83,13.162,13.246,13.438,440131.92,468459.18,1062821.29,0.33 461 | 2015-09-22,13.23,13.35,13.26,13.18,451240.47,0.08,0.61,13.218,13.307,13.44,517583.56,519857.14,1217779.28,0.46 462 | 2015-09-21,13.06,13.2,13.18,13.06,471720.75,0.06,0.46,13.17,13.349,13.473,522683.22,539914.21,1264181.35,0.49 463 | 2015-09-18,13.12,13.19,13.12,13.04,344571.47,0.02,0.15,13.172,13.391,13.528,541962.47,632800.25,1282720.0,0.35 464 | 2015-09-17,13.35,13.39,13.1,13.1,612529.62,-0.33,-2.46,13.242,13.501,13.597,535738.72,827812.72,1315458.51,0.63 465 | 2015-09-16,13.09,13.65,13.43,12.91,707855.5,0.41,3.15,13.33,13.614,13.653,496786.44,961632.79,1358754.35,0.73 466 | 2015-09-15,13.19,13.29,13.02,12.9,476738.75,-0.17,-1.29,13.396,13.651,13.719,522130.73,1034268.61,1387024.71,0.49 467 | 2015-09-14,13.47,13.54,13.19,13.17,568117.0,-0.28,-2.08,13.528,13.707,13.816,557145.2,1124013.41,1437888.13,0.58 468 | 2015-09-11,13.59,13.67,13.47,13.4,313452.75,-0.07,-0.52,13.61,13.706,13.9,723638.02,1220558.04,1467642.7,0.32 469 | 2015-09-10,13.63,13.79,13.54,13.51,417768.19,-0.22,-1.6,13.76,13.684,13.973,1119886.72,1423897.41,1524232.68,0.43 470 | 2015-09-09,13.71,14.04,13.76,13.59,834576.94,0.08,0.58,13.898,13.63,14.075,1426479.14,1657183.39,1631714.36,0.86 471 | 2015-09-08,13.54,13.68,13.68,13.3,651811.12,0.08,0.59,13.906,13.573,14.14,1546406.5,1915701.42,1674300.89,0.67 472 | 2015-09-07,13.99,14.5,13.6,13.5,1400581.12,-0.62,-4.36,13.886,13.596,14.186,1690881.62,1988448.49,1685036.28,1.44 473 | 2015-09-02,13.77,14.33,14.22,13.47,2294696.25,-0.01,-0.07,13.802,13.664,14.223,1717478.05,1932639.76,1640484.07,2.36 474 | 2015-09-01,13.7,14.26,14.23,13.26,1950730.25,0.43,3.12,13.608,13.692,14.235,1727908.1,1803104.29,1563808.11,2.01 475 | 2015-08-31,13.41,13.8,13.8,13.2,1434213.75,0.22,1.62,13.362,13.691,14.263,1887887.65,1755875.91,1506703.2,1.48 476 | 2015-08-28,13.31,13.68,13.58,13.04,1374186.75,0.4,3.04,13.24,13.787,14.303,2284996.35,1739780.81,1511949.34,1.41 477 | 2015-08-27,13.64,13.68,13.18,12.6,1533563.25,-0.07,-0.53,13.306,13.924,14.333,2286015.35,1751762.84,1504631.98,1.58 478 | 2015-08-26,13.3,13.82,13.25,13.05,2346846.5,0.25,1.92,13.526,14.094,14.378,2147801.48,1714727.36,1490127.0,2.41 479 | 2015-08-25,12.8,13.42,13.0,12.54,2750628.0,-0.19,-1.44,13.776,14.262,14.446,1878300.48,1624567.95,1454837.93,2.83 480 | 2015-08-24,13.65,13.68,13.19,12.88,3419757.25,-0.72,-5.18,14.02,14.519,14.527,1623864.18,1606245.33,1459116.15,3.52 481 | 2015-08-21,14.19,14.38,13.91,13.85,1379281.75,-0.37,-2.59,14.334,14.707,14.577,1194565.28,1432900.35,1444489.34,1.42 482 | 2015-08-20,14.35,14.45,14.28,14.22,842493.88,-0.22,-1.52,14.542,14.776,14.652,1217510.33,1381624.07,1608236.6,0.87 483 | 2015-08-19,14.09,14.54,14.5,14.03,999341.5,0.28,1.97,14.662,14.782,14.696,1281653.25,1348328.37,1734786.28,1.03 484 | 2015-08-18,14.74,14.89,14.22,14.1,1478446.5,-0.54,-3.66,14.748,14.777,14.706,1370835.43,1324511.92,1801936.41,1.52 485 | 2015-08-17,14.78,14.82,14.76,14.57,1273262.75,-0.19,-1.27,15.018,14.834,14.721,1588626.48,1257530.48,1825904.98,1.31 486 | 2015-08-14,14.86,15.29,14.95,14.81,1494007.0,0.07,0.47,15.08,14.819,14.75,1671235.43,1284117.87,1910316.96,1.54 487 | 2015-08-13,14.9,15.06,14.88,14.55,1163208.5,-0.05,-0.34,15.01,14.742,14.756,1545737.81,1257501.12,1963250.28,1.2 488 | 2015-08-12,15.2,15.36,14.93,14.83,1445252.38,-0.64,-4.11,14.902,14.662,14.747,1415003.5,1265526.64,1993952.15,1.49 489 | 2015-08-11,14.95,15.93,15.57,14.84,2567401.75,0.5,3.32,14.806,14.629,14.736,1278188.42,1285107.9,2055867.27,2.64 490 | 2015-08-10,14.69,15.18,15.07,14.53,1686307.5,0.47,3.22,14.65,14.534,14.685,926434.48,1311986.98,2066478.36,1.74 491 | 2015-08-07,14.47,14.71,14.6,14.38,866518.94,0.26,1.81,14.558,14.447,14.687,897000.31,1456078.33,2216560.73,0.89 492 | 2015-08-06,14.26,14.63,14.34,14.14,509536.91,-0.11,-0.76,14.474,14.528,14.705,969264.42,1834849.13,2628619.89,0.52 493 | 2015-08-05,14.73,14.75,14.45,14.4,761177.0,-0.34,-2.3,14.422,14.61,14.716,1116049.79,2121244.19,2906665.62,0.78 494 | 2015-08-04,14.61,14.98,14.79,14.53,808632.06,0.18,1.23,14.452,14.635,14.656,1292027.39,2279360.89,3227149.87,0.83 495 | 2015-08-03,14.1,14.62,14.61,13.96,1539136.62,0.43,3.03,14.418,14.607,14.644,1697539.47,2394279.48,3419264.79,1.58 496 | 2015-07-31,13.95,14.24,14.18,13.89,1227839.5,0.1,0.71,14.336,14.681,14.657,2015156.35,2536516.06,3650581.66,1.26 497 | 2015-07-30,14.58,14.65,14.08,14.08,1243463.75,-0.52,-3.56,14.582,14.77,14.633,2700433.85,2668999.44,3746923.34,1.28 498 | 2015-07-29,14.6,14.75,14.6,14.35,1641065.0,-0.02,-0.14,14.798,14.832,14.64,3126438.6,2722377.66,3852208.19,1.69 499 | 2015-07-28,13.9,14.8,14.62,13.76,2836192.5,0.42,2.96,14.818,14.843,14.622,3266694.4,2826626.64,3914780.09,2.92 500 | 2015-07-27,15.41,15.96,14.2,13.95,3127221.0,-1.21,-7.85,14.796,14.836,14.617,3091019.48,2820969.74,3977583.58,3.22 501 | 2015-07-24,15.17,16.0,15.41,15.1,4654227.0,0.25,1.65,15.026,14.926,14.592,3057875.78,2977043.14,4031621.21,4.79 502 | 2015-07-23,14.54,15.23,15.16,14.46,3373487.5,0.46,3.13,14.958,14.882,14.493,2637565.03,3422390.64,3952441.93,3.47 503 | 2015-07-22,14.51,14.75,14.7,14.1,2342344.0,0.19,1.31,14.866,14.821,14.445,2318316.73,3692087.04,3911004.48,2.41 504 | 2015-07-21,14.77,14.77,14.51,14.5,1957817.88,-0.34,-2.29,14.868,14.677,14.429,2386558.88,4174938.84,3901981.51,2.01 505 | 2015-07-20,14.97,15.38,15.35,14.8,2961502.5,0.28,1.86,14.876,14.68,14.417,2550920.0,4444250.1,3942914.36,3.05 506 | 2015-07-17,14.77,15.21,15.07,14.62,2552673.25,0.37,2.52,14.826,14.633,14.327,2896210.5,4764647.25,3904123.43,2.63 507 | 2015-07-16,14.71,14.88,14.7,14.43,1777246.0,-0.01,-0.07,14.806,14.496,14.282,4207216.25,4824847.25,3907760.33,1.83 508 | 2015-07-15,14.44,15.11,14.71,14.26,2683554.75,0.16,1.1,14.776,14.447,14.276,5065857.35,4982038.72,3928204.21,2.76 509 | 2015-07-14,14.68,14.93,14.55,14.41,2779623.5,-0.55,-3.64,14.486,14.401,14.26,5963318.8,5002933.55,3927447.94,2.86 510 | 2015-07-13,14.6,15.49,15.1,14.26,4687955.0,0.13,0.87,14.484,14.398,14.28,6337580.2,5134197.43,3925557.29,4.82 511 | 2015-07-10,14.2,15.82,14.97,14.0,9107702.0,0.42,2.89,14.44,14.257,14.299,6633084.0,5086199.28,3814556.38,9.37 512 | 2015-07-09,13.26,14.59,14.55,12.81,6070451.5,1.29,9.73,14.186,14.103,14.316,5442478.25,4482493.22,3475049.79,6.25 513 | 2015-07-08,13.36,14.09,13.26,13.09,7170862.0,-1.28,-8.8,14.118,14.068,14.365,4898220.1,4129921.93,3313005.41,7.38 514 | 2015-07-07,14.5,15.05,14.54,14.16,4650930.5,-0.34,-2.29,14.316,14.18,14.485,4042548.3,3629024.18,3167331.64,4.79 515 | 2015-07-06,14.93,15.07,14.88,13.9,6165474.0,1.18,8.61,14.312,14.153,14.562,3930814.65,3441578.63,3227265.89,6.34 516 | 2015-07-03,13.93,14.25,13.7,13.2,3154673.25,-0.51,-3.59,14.074,14.02,14.596,3539314.55,3043599.6,3201067.49,3.25 517 | 2015-07-02,14.31,14.43,14.21,13.14,3349160.75,-0.04,-0.28,14.02,14.068,14.661,3522508.2,2990673.4,3230937.24,3.45 518 | 2015-07-01,14.25,14.72,14.25,14.15,2892503.0,-0.27,-1.86,14.018,14.105,14.703,3361623.75,2874369.7,3214165.11,2.98 519 | 2015-06-30,13.92,14.62,14.52,13.6,4092262.25,0.83,6.06,14.044,14.118,14.73,3215500.05,2851962.33,3203474.53,4.21 520 | 2015-06-29,13.85,14.3,13.69,12.88,4207973.5,0.26,1.94,13.994,14.161,14.748,2952342.6,2716917.15,3153881.4,4.33 521 | 2015-06-26,13.96,14.25,13.43,12.8,3070641.5,-0.77,-5.42,13.966,14.34,14.781,2547884.65,2542913.48,3085748.55,3.16 522 | 2015-06-25,14.4,14.76,14.2,14.16,2544738.5,-0.18,-1.25,14.116,14.529,14.827,2458838.6,2467606.35,3157376.6,2.62 523 | 2015-06-24,14.28,14.41,14.38,14.07,2161884.5,0.11,0.77,14.192,14.661,14.887,2387115.65,2496088.9,3236362.1,2.22 524 | 2015-06-23,13.6,14.3,14.27,13.51,2776475.0,0.72,5.31,14.192,14.789,14.957,2488424.6,2705639.1,3456342.18,2.86 525 | 2015-06-19,14.0,14.21,13.55,13.5,2185683.75,-0.63,-4.44,14.328,14.97,14.994,2481491.7,3012953.15,3540801.93,2.25 526 | 2015-06-18,14.64,14.82,14.18,14.15,2625411.25,-0.4,-2.74,14.714,15.172,15.041,2537942.3,3358535.38,3621580.0,2.7 527 | 2015-06-17,14.42,14.6,14.58,14.1,2186123.75,0.2,1.39,14.942,15.253,15.04,2476374.1,3471201.08,3617334.95,2.25 528 | 2015-06-16,14.92,14.93,14.38,14.26,2668429.25,-0.57,-3.81,15.13,15.3,15.013,2605062.15,3553960.53,3660825.81,2.75 529 | 2015-06-15,15.48,15.5,14.95,14.91,2741810.5,-0.53,-3.42,15.386,15.342,15.002,2922853.6,3554986.73,3656494.24,2.82 530 | 2015-06-12,15.35,15.66,15.48,15.3,2467936.75,0.16,1.04,15.612,15.335,14.947,3544414.6,3590845.65,3637667.26,2.54 531 | 2015-06-11,15.4,15.52,15.32,15.15,2317570.25,-0.2,-1.29,15.63,15.222,14.881,4179128.45,3628583.63,3683840.84,2.39 532 | 2015-06-10,15.43,15.75,15.52,15.35,2829564.0,-0.14,-0.89,15.564,15.125,14.844,4466028.05,3847146.85,3957275.0,2.91 533 | 2015-06-09,16.16,16.25,15.66,15.49,4257386.5,-0.42,-2.61,15.47,15.113,14.803,4502858.9,3976635.3,4106069.85,4.38 534 | 2015-06-08,15.6,16.22,16.08,15.47,5849615.5,0.51,3.28,15.298,15.124,14.716,4187119.85,4207045.25,4020566.93,6.02 535 | 2015-06-05,15.15,15.75,15.57,15.01,5641506.0,0.58,3.87,15.058,15.018,14.616,3637276.7,4068650.7,3910739.89,5.81 536 | 2015-06-04,15.07,15.35,14.99,14.13,3752068.25,-0.06,-0.4,14.814,14.91,14.527,3078038.8,3884624.63,3727593.34,3.86 537 | 2015-06-03,14.83,15.18,15.05,14.55,3013718.25,0.25,1.69,14.686,14.826,14.458,3228265.65,3763468.83,3627701.06,3.1 538 | 2015-06-02,15.0,15.01,14.8,14.55,2678691.25,-0.08,-0.54,14.756,14.726,14.384,3450411.7,3767691.1,3603101.1,2.76 539 | 2015-06-01,14.38,14.94,14.88,14.25,3100399.75,0.53,3.69,14.95,14.662,14.332,4226970.65,3758001.75,3633442.75,3.19 540 | 2015-05-29,14.35,14.55,14.35,13.98,2845316.5,0.0,0.0,14.978,14.558,14.316,4500024.7,3684488.88,3633011.16,2.93 541 | 2015-05-28,15.51,15.64,14.35,14.01,4503202.5,-1.05,-6.82,15.006,14.539,14.328,4691210.45,3739098.05,3761319.66,4.64 542 | 2015-05-27,15.65,15.85,15.4,15.37,4124448.5,-0.37,-2.35,14.966,14.563,14.323,4298672.0,4067403.15,3674825.99,4.25 543 | 2015-05-26,15.27,15.87,15.77,14.86,6561486.0,0.75,4.99,14.696,14.493,14.262,4084970.5,4235504.4,3661905.51,6.75 544 | 2015-05-25,14.53,15.13,15.02,14.53,4465670.0,0.53,3.66,14.374,14.308,14.209,3289032.85,3834088.6,3545112.24,4.6 545 | 2015-05-22,14.21,14.58,14.49,14.15,3801245.25,0.34,2.4,14.138,14.213,14.179,2868953.05,3752829.08,3502861.84,3.91 546 | 2015-05-21,14.08,14.3,14.15,13.91,2540510.25,0.1,0.71,14.072,14.144,14.192,2786985.65,3570562.05,3548666.13,2.61 547 | 2015-05-20,14.18,14.38,14.05,13.98,3055941.0,-0.11,-0.78,14.16,14.09,14.229,3836134.3,3491933.3,3645078.76,3.15 548 | 2015-05-19,13.88,14.26,14.16,13.8,2581797.75,0.32,2.31,14.29,14.041,14.25,4386038.3,3438511.1,3679443.88,2.66 549 | 2015-05-18,13.99,13.99,13.84,13.7,2365271.0,-0.32,-2.26,14.242,14.002,14.253,4379144.35,3508883.75,3847012.24,2.43 550 | 2015-05-15,14.71,14.78,14.16,13.99,3391408.25,-0.43,-2.95,14.288,14.073,14.294,4636705.1,3581533.45,4021053.34,3.49 551 | 2015-05-14,14.9,15.6,14.59,14.53,7786253.5,-0.11,-0.75,14.216,14.117,14.301,4354138.45,3783541.28,4018794.59,8.01 552 | 2015-05-13,13.93,14.92,14.7,13.73,5805461.0,0.78,5.6,14.02,14.082,14.267,3147732.3,3282248.83,3768683.04,5.98 553 | 2015-05-12,14.04,14.04,13.92,13.83,2547328.0,-0.15,-1.07,13.792,14.031,14.238,2490983.9,3088306.63,3642247.99,2.62 554 | 2015-05-11,14.0,14.1,14.07,13.81,3653074.75,0.27,1.96,13.762,14.109,14.26,2638623.15,3256135.88,3718596.86,3.76 555 | 2015-05-08,13.7,13.81,13.8,13.47,1978575.0,0.19,1.4,13.858,14.144,14.273,2526361.8,3252894.6,3748390.23,2.04 556 | 2015-05-07,13.54,13.78,13.61,13.48,1754222.75,0.05,0.37,14.018,14.24,14.315,3212944.1,3526770.2,4008038.8,1.81 557 | 2015-05-06,13.83,14.05,13.56,13.41,2521719.0,-0.21,-1.52,14.144,14.367,14.325,3416765.35,3798224.23,4144818.41,2.6 558 | 2015-05-05,14.61,14.63,13.77,13.62,3285524.25,-0.78,-5.36,14.27,14.459,14.333,3685629.35,3920376.65,4206392.21,3.38 559 | 2015-05-04,14.62,14.79,14.55,14.4,3091768.0,-0.05,-0.34,14.456,14.503,14.317,3873648.6,4185140.73,4220397.6,3.18 560 | 2015-04-30,14.33,14.93,14.6,14.21,5411486.5,0.36,2.53,14.43,14.515,14.269,3979427.4,4460573.22,4225771.53,5.57 561 | 2015-04-29,14.07,14.43,14.24,13.93,2773329.0,0.05,0.35,14.462,14.485,14.225,3840596.3,4254047.9,4143098.94,2.85 562 | 2015-04-28,14.65,14.66,14.19,14.11,3866039.0,-0.51,-3.47,14.59,14.451,14.204,4179683.1,4255117.25,4378506.16,3.98 563 | 2015-04-27,14.41,14.7,14.7,14.3,4225620.5,0.28,1.94,14.648,14.444,14.207,4155123.95,4196189.35,4503286.61,4.35 564 | 2015-04-24,14.48,14.7,14.42,14.15,3620662.0,-0.34,-2.3,14.55,14.411,14.139,4496632.85,4181057.85,4464085.09,3.73 565 | 2015-04-23,15.15,15.25,14.76,14.65,4717331.0,-0.12,-0.81,14.6,14.401,14.066,4941719.05,4243885.85,4387552.38,4.86 566 | 2015-04-22,14.5,14.92,14.88,14.41,4468763.0,0.4,2.76,14.508,14.389,13.967,4667499.5,4489307.4,4255373.89,4.6 567 | 2015-04-21,14.16,14.55,14.48,14.02,3743243.25,0.27,1.9,14.312,14.283,13.875,4330551.4,4491412.6,4164744.21,3.85 568 | 2015-04-20,14.78,15.1,14.21,14.19,5933165.0,-0.46,-3.14,14.24,14.207,13.819,4237254.75,4492407.78,4143262.65,6.11 569 | 2015-04-17,14.52,14.92,14.67,14.31,5846093.0,0.37,2.59,14.272,14.131,13.766,3865482.85,4255654.47,4021305.21,6.02 570 | 2015-04-16,13.84,14.3,14.3,13.77,3346233.25,0.4,2.88,14.202,14.023,13.676,3546052.65,3990969.83,3835490.01,3.44 571 | 2015-04-15,14.1,14.18,13.9,13.81,2784022.5,-0.22,-1.56,14.27,13.965,13.618,4311115.3,4032149.98,3812951.74,2.87 572 | 2015-04-14,14.33,14.46,14.12,14.0,3276760.0,-0.25,-1.74,14.254,13.957,13.554,4652273.8,4501895.08,3780168.08,3.37 573 | 2015-04-13,14.42,14.62,14.37,14.22,4074305.5,0.05,0.35,14.174,13.969,13.473,4747560.8,4810383.88,3704019.17,4.19 574 | 2015-04-10,14.28,14.47,14.32,14.07,4248942.0,-0.32,-2.19,13.99,13.867,13.366,4645826.1,4747112.33,3567007.38,4.37 575 | 2015-04-09,13.83,14.82,14.64,13.51,7171546.5,0.82,5.93,13.844,13.73,13.261,4435887.0,4531218.9,3445496.71,7.38 576 | 2015-04-08,13.72,13.92,13.82,13.41,4489815.0,0.1,0.73,13.66,13.544,13.125,3753184.65,4021440.38,3144606.06,4.62 577 | 2015-04-07,13.48,13.73,13.72,13.37,3753195.0,0.27,2.01,13.66,13.467,13.035,4351516.35,3838075.83,2973970.81,3.86 578 | 2015-04-03,13.41,13.48,13.45,13.19,3565632.0,-0.14,-1.03,13.764,13.431,12.96,4873206.95,3794117.53,2888522.51,3.67 579 | 2015-04-02,13.76,13.92,13.59,13.43,3199246.5,-0.13,-0.95,13.744,13.4,12.885,4848398.55,3786955.95,2765492.75,3.29 580 | 2015-04-01,13.73,13.86,13.72,13.47,3758034.75,-0.1,-0.72,13.616,13.328,12.8,4626550.8,3680010.2,2695219.77,3.87 581 | 2015-03-31,14.85,14.97,13.82,13.65,7481473.5,-0.42,-2.95,13.428,13.27,12.725,4289696.1,3593753.5,2589674.91,7.7 582 | 2015-03-30,13.4,14.48,14.24,13.18,6361648.0,0.89,6.67,13.274,13.151,12.667,3324635.3,3058441.08,2332211.83,6.55 583 | 2015-03-27,13.18,13.35,13.35,13.02,3441590.0,0.4,3.09,13.098,12.976,12.58,2715028.1,2597654.46,2108354.26,3.54 584 | 2015-03-26,12.69,13.05,12.95,12.57,2090007.75,0.17,1.33,13.056,12.864,12.535,2725513.35,2386902.44,2029928.63,2.15 585 | 2015-03-25,13.04,13.04,12.78,12.69,2073761.25,-0.27,-2.07,13.04,12.791,12.509,2733469.6,2359774.51,2026173.69,2.13 586 | 2015-03-24,13.37,13.38,13.05,12.86,2656169.5,-0.31,-2.32,13.112,12.706,12.491,2897810.9,2267771.75,2023001.18,2.73 587 | 2015-03-23,13.3,13.65,13.36,13.26,3313612.0,0.22,1.67,13.028,12.603,12.451,2792246.85,2109865.79,1977774.88,3.41 588 | 2015-03-20,12.95,13.35,13.14,12.78,3494016.25,0.27,2.1,12.854,12.489,12.381,2480280.83,1982927.49,1875018.17,3.6 589 | 2015-03-19,13.08,13.08,12.87,12.76,2129789.0,-0.27,-2.06,12.672,12.369,12.318,2048291.53,1744029.55,1740101.67,2.19 590 | 2015-03-18,12.65,13.2,13.14,12.65,2895467.75,0.51,4.04,12.542,12.272,12.267,1986079.43,1710429.34,1704675.55,2.98 591 | 2015-03-17,12.59,12.74,12.63,12.51,2128349.25,0.14,1.12,12.3,12.18,12.18,1637732.6,1585596.33,1585596.33,2.19 592 | 2015-03-16,12.36,12.53,12.49,12.26,1753781.88,0.26,2.13,12.178,12.13,12.13,1427484.73,1525290.45,1525290.45,1.81 593 | 2015-03-13,12.27,12.4,12.23,12.16,1334069.75,0.01,0.08,12.124,12.085,12.085,1485574.15,1496729.02,1496729.02,1.37 594 | 2015-03-12,12.06,12.29,12.22,11.96,1818728.5,0.29,2.43,12.066,12.064,12.064,1439767.58,1519966.05,1519966.05,1.87 595 | 2015-03-11,12.02,12.2,11.93,11.87,1153733.62,-0.09,-0.75,12.002,12.038,12.038,1434779.25,1470172.31,1470172.31,1.19 596 | 2015-03-10,12.09,12.16,12.02,11.97,1077109.88,-0.2,-1.64,12.06,12.06,12.06,1533460.05,1533460.05,1533460.05,1.11 597 | 2015-03-09,11.8,12.36,12.22,11.53,2044229.0,0.28,2.35,12.07,12.07,12.07,1647547.6,1647547.6,1647547.6,2.1 598 | 2015-03-06,11.9,12.13,11.94,11.88,1105036.88,0.04,0.34,12.02,12.02,12.02,1515320.46,1515320.46,1515320.46,1.14 599 | 2015-03-05,12.09,12.16,11.9,11.81,1793786.88,-0.32,-2.62,12.06,12.06,12.06,1720462.25,1720462.25,1720462.25,1.85 600 | 2015-03-04,12.2,12.38,12.22,12.04,1647137.62,0.02,0.16,12.22,12.22,12.22,1647137.62,1647137.62,1647137.62,1.7 601 | -------------------------------------------------------------------------------- /misc/tool/stock_code_spider/stock_code_spider.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 从东方财富网上获取所有股票的代码和名称 5 | 6 | import urllib2 7 | import re 8 | import time 9 | from bs4 import BeautifulSoup 10 | 11 | import sys 12 | # Python2.5 初始化后会删除 sys.setdefaultencoding 这个方法，我们需要重新载入 13 | reload(sys) 14 | sys.setdefaultencoding('utf-8') 15 | 16 | start = time.time() # 启动计时 17 | 18 | # 爬取页面内容 19 | response = urllib2.urlopen('http://quote.eastmoney.com/stocklist.html') 20 | html = response.read(response) 21 | 22 | # 原网页编码是GB18030 23 | soup = BeautifulSoup(html, "html.parser", from_encoding="GB18030") 24 | 25 | li_elements = soup.find_all("li") 26 | # li元素里面的内容如下 27 | #
  • 基金裕阳(500006)
    • 28 | # ()中间有代码的项，()需要转义 29 | pattern1 = ".*\(\d+\).*" 30 | pattern2 = ".*>(.*)" + code) 50 | lines.append(name + "," + code+'\n') 51 | print("Total stock num: {0}".format(len(sorted_stocks))) 52 | 53 | # 写入csv文件，为了速度，直接通过文件形式写入，如果使用csv库，性能会大幅下降 54 | with open('data.csv', 'w') as f: 55 | f.writelines(lines) 56 | 57 | # 打印总的消耗时间 58 | print("Time: {0}".format(time.time() - start)) -------------------------------------------------------------------------------- /misc/tool/valid_stock/data.csv: -------------------------------------------------------------------------------- 1 | 平安银行,000001 2 | 万 科Ａ,000002 3 | 国农科技,000004 4 | 世纪星源,000005 5 | 深振业Ａ,000006 6 | 全新好,000007 7 | 神州高铁,000008 8 | 中国宝安,000009 9 | 美丽生态,000010 10 | 深物业A,000011 11 | 南 玻Ａ,000012 12 | 沙河股份,000014 13 | 深康佳Ａ,000016 14 | 深中华A,000017 15 | 神州长城,000018 16 | 深深宝Ａ,000019 17 | 深华发Ａ,000020 18 | 深科技,000021 19 | 深赤湾Ａ,000022 20 | 深天地Ａ,000023 21 | 特 力Ａ,000025 22 | 飞亚达Ａ,000026 23 | 深圳能源,000027 24 | 国药一致,000028 25 | 深深房Ａ,000029 26 | 富奥股份,000030 27 | 中粮地产,000031 28 | 深桑达Ａ,000032 29 | 神州数码,000034 30 | 中国天楹,000035 31 | 华联控股,000036 32 | 深南电A,000037 33 | 深大通,000038 34 | 中集集团,000039 35 | 东旭蓝天,000040 36 | 中洲控股,000042 37 | 中航地产,000043 38 | 深纺织Ａ,000045 39 | 泛海控股,000046 40 | 康达尔,000048 41 | 德赛电池,000049 42 | 深天马Ａ,000050 43 | 方大集团,000055 44 | 皇庭国际,000056 45 | 深 赛 格,000058 46 | 华锦股份,000059 47 | 中金岭南,000060 48 | 农 产 品,000061 49 | 深圳华强,000062 50 | 中兴通讯,000063 51 | 北方国际,000065 52 | 中国长城,000066 53 | 华控赛格,000068 54 | 华侨城Ａ,000069 55 | 特发信息,000070 56 | 海王生物,000078 57 | 盐 田 港,000088 58 | 深圳机场,000089 59 | 天健集团,000090 60 | 广聚能源,000096 61 | 中信海直,000099 62 | TCL 集团,000100 63 | 宜华健康,000150 64 | 中成股份,000151 65 | 丰原药业,000153 66 | 川化股份,000155 67 | 华数传媒,000156 68 | 中联重科,000157 69 | 常山北明,000158 70 | 国际实业,000159 71 | 申万宏源,000166 72 | 东方市场,000301 73 | 美的集团,000333 74 | 潍柴动力,000338 75 | 许继电气,000400 76 | 冀东水泥,000401 77 | 金 融 街,000402 78 | ST生化,000403 79 | 华意压缩,000404 80 | 胜利股份,000407 81 | 藏格控股,000408 82 | 山东地矿,000409 83 | 沈阳机床,000410 84 | 英特集团,000411 85 | 东旭光电,000413 86 | 渤海金控,000415 87 | 民生控股,000416 88 | 合肥百货,000417 89 | 小天鹅Ａ,000418 90 | 通程控股,000419 91 | 吉林化纤,000420 92 | 南京公用,000421 93 | 湖北宜化,000422 94 | 东阿阿胶,000423 95 | 徐工机械,000425 96 | 兴业矿业,000426 97 | 华天酒店,000428 98 | 粤高速Ａ,000429 99 | 张家界,000430 100 | 晨鸣纸业,000488 101 | 山东路桥,000498 102 | 鄂武商Ａ,000501 103 | 绿景控股,000502 104 | 海虹控股,000503 105 | 南华生物,000504 106 | 珠江控股,000505 107 | 中润资源,000506 108 | 珠海港,000507 109 | 华塑控股,000509 110 | 金路集团,000510 111 | *ST烯碳,000511 112 | 丽珠集团,000513 113 | 渝 开 发,000514 114 | 国际医学,000516 115 | 荣安地产,000517 116 | 四环生物,000518 117 | 中兵红箭,000519 118 | 长航凤凰,000520 119 | 美菱电器,000521 120 | 广州浪奇,000523 121 | 岭南控股,000524 122 | 红 太 阳,000525 123 | *ST紫学,000526 124 | 柳 工,000528 125 | 广弘控股,000529 126 | 大冷股份,000530 127 | 穗恒运Ａ,000531 128 | 华金资本,000532 129 | 万 家 乐,000533 130 | 万泽股份,000534 131 | 华映科技,000536 132 | 广宇发展,000537 133 | 云南白药,000538 134 | 粤电力Ａ,000539 135 | 中天金融,000540 136 | 佛山照明,000541 137 | 皖能电力,000543 138 | 中原环保,000544 139 | 金浦钛业,000545 140 | 金圆股份,000546 141 | 航天发展,000547 142 | 湖南投资,000548 143 | 江铃汽车,000550 144 | 创元科技,000551 145 | 靖远煤电,000552 146 | 沙隆达Ａ,000553 147 | 泰山石油,000554 148 | 神州信息,000555 149 | 西部创业,000557 150 | 莱茵体育,000558 151 | 万向钱潮,000559 152 | 昆百大Ａ,000560 153 | 烽火电子,000561 154 | 陕国投Ａ,000563 155 | 供销大集,000564 156 | 渝三峡Ａ,000565 157 | 海南海药,000566 158 | 海德股份,000567 159 | 泸州老窖,000568 160 | 苏常柴Ａ,000570 161 | 新大洲Ａ,000571 162 | 海马汽车,000572 163 | 粤宏远Ａ,000573 164 | 广东甘化,000576 165 | 威孚高科,000581 166 | 北部湾港,000582 167 | 哈工智能,000584 168 | 东北电气,000585 169 | 汇源通信,000586 170 | 金洲慈航,000587 171 | 黔轮胎Ａ,000589 172 | 启迪古汉,000590 173 | 太阳能,000591 174 | 平潭发展,000592 175 | 大通燃气,000593 176 | *ST宝实,000595 177 | 古井贡酒,000596 178 | 东北制药,000597 179 | 兴蓉环境,000598 180 | 青岛双星,000599 181 | 建投能源,000600 182 | 韶能股份,000601 183 | 盛达矿业,000603 184 | 渤海股份,000605 185 | 神州易桥,000606 186 | 华媒控股,000607 187 | 阳光股份,000608 188 | 中迪投资,000609 189 | 西安旅游,000610 190 | 天首发展,000611 191 | 焦作万方,000612 192 | *ST东海A,000613 193 | 京汉股份,000615 194 | 海航投资,000616 195 | 中油资本,000617 196 | 海螺型材,000619 197 | 新华联,000620 198 | 恒立实业,000622 199 | 吉林敖东,000623 200 | 长安汽车,000625 201 | 远大控股,000626 202 | 天茂集团,000627 203 | 高新发展,000628 204 | *ST钒钛,000629 205 | 铜陵有色,000630 206 | 顺发恒业,000631 207 | 三木集团,000632 208 | 合金投资,000633 209 | 英 力 特,000635 210 | 风华高科,000636 211 | 茂化实华,000637 212 | 万方发展,000638 213 | 西王食品,000639 214 | 仁和药业,000650 215 | 格力电器,000651 216 | 泰达股份,000652 217 | 金岭矿业,000655 218 | 金科股份,000656 219 | 中钨高新,000657 220 | *ST中富,000659 221 | 长春高新,000661 222 | 天夏智慧,000662 223 | 永安林业,000663 224 | 湖北广电,000665 225 | 经纬纺机,000666 226 | 美好置业,000667 227 | 荣丰控股,000668 228 | 金鸿控股,000669 229 | 盈方微,000670 230 | 阳 光 城,000671 231 | 上峰水泥,000672 232 | 当代东方,000673 233 | 智度股份,000676 234 | 恒天海龙,000677 235 | 襄阳轴承,000678 236 | 大连友谊,000679 237 | 山推股份,000680 238 | 视觉中国,000681 239 | 东方电子,000682 240 | 远兴能源,000683 241 | 中山公用,000685 242 | 东北证券,000686 243 | 华讯方舟,000687 244 | 建新矿业,000688 245 | 宝新能源,000690 246 | 亚太实业,000691 247 | 惠天热电,000692 248 | *ST华泽,000693 249 | 滨海能源,000695 250 | 炼石有色,000697 251 | 沈阳化工,000698 252 | 模塑科技,000700 253 | 厦门信达,000701 254 | 正虹科技,000702 255 | 恒逸石化,000703 256 | 浙江震元,000705 257 | 双环科技,000707 258 | 大冶特钢,000708 259 | 河钢股份,000709 260 | 贝瑞基因,000710 261 | 京蓝科技,000711 262 | 锦龙股份,000712 263 | 丰乐种业,000713 264 | 中兴商业,000715 265 | 黑芝麻,000716 266 | 韶钢松山,000717 267 | 苏宁环球,000718 268 | 中原传媒,000719 269 | 新能泰山,000720 270 | 西安饮食,000721 271 | 湖南发展,000722 272 | 美锦能源,000723 273 | 京东方Ａ,000725 274 | 鲁 泰Ａ,000726 275 | 华东科技,000727 276 | 国元证券,000728 277 | 燕京啤酒,000729 278 | 四川美丰,000731 279 | 泰禾集团,000732 280 | 振华科技,000733 281 | 罗 牛 山,000735 282 | 中交地产,000736 283 | *ST南风,000737 284 | 航发控制,000738 285 | 普洛药业,000739 286 | 国海证券,000750 287 | 锌业股份,000751 288 | 西藏发展,000752 289 | 漳州发展,000753 290 | *ST三维,000755 291 | 新华制药,000756 292 | 浩物股份,000757 293 | 中色股份,000758 294 | 中百集团,000759 295 | 斯太尔,000760 296 | 本钢板材,000761 297 | 西藏矿业,000762 298 | 通化金马,000766 299 | 漳泽电力,000767 300 | 中航飞机,000768 301 | 广发证券,000776 302 | 中核科技,000777 303 | 新兴铸管,000778 304 | 三毛派神,000779 305 | *ST平能,000780 306 | 美达股份,000782 307 | 长江证券,000783 308 | 武汉中商,000785 309 | 北新建材,000786 310 | 北大医药,000788 311 | 万年青,000789 312 | 泰合健康,000790 313 | 甘肃电投,000791 314 | 盐湖股份,000792 315 | 华闻传媒,000793 316 | 英洛华,000795 317 | 凯撒旅游,000796 318 | 中国武夷,000797 319 | 中水渔业,000798 320 | 酒鬼酒,000799 321 | 一汽轿车,000800 322 | 四川九洲,000801 323 | 北京文化,000802 324 | *ST金宇,000803 325 | 银河生物,000806 326 | 云铝股份,000807 327 | *ST新城,000809 328 | 创维数字,000810 329 | 冰轮环境,000811 330 | 陕西金叶,000812 331 | 德展健康,000813 332 | 美利云,000815 333 | 智慧农业,000816 334 | 方大化工,000818 335 | 岳阳兴长,000819 336 | 神雾节能,000820 337 | 京山轻机,000821 338 | 山东海化,000822 339 | 超声电子,000823 340 | 太钢不锈,000825 341 | 启迪桑德,000826 342 | 东莞控股,000828 343 | 天音控股,000829 344 | 鲁西化工,000830 345 | 五矿稀土,000831 346 | 贵糖股份,000833 347 | 长城动漫,000835 348 | 鑫茂科技,000836 349 | 秦川机床,000837 350 | 财信发展,000838 351 | 中信国安,000839 352 | 承德露露,000848 353 | 华茂股份,000850 354 | 高鸿股份,000851 355 | 石化机械,000852 356 | 冀东装备,000856 357 | 五 粮 液,000858 358 | 国风塑业,000859 359 | 顺鑫农业,000860 360 | 海印股份,000861 361 | 银星能源,000862 362 | 三湘印象,000863 363 | 安凯客车,000868 364 | 张 裕Ａ,000869 365 | 吉电股份,000875 366 | 新 希 望,000876 367 | 天山股份,000877 368 | 云南铜业,000878 369 | 潍柴重机,000880 370 | 中广核技,000881 371 | 华联股份,000882 372 | 湖北能源,000883 373 | 同力水泥,000885 374 | 海南高速,000886 375 | 中鼎股份,000887 376 | 峨眉山Ａ,000888 377 | 茂业通信,000889 378 | 法 尔 胜,000890 379 | 欢瑞世纪,000892 380 | 东凌国际,000893 381 | 双汇发展,000895 382 | 津滨发展,000897 383 | 鞍钢股份,000898 384 | 赣能股份,000899 385 | 现代投资,000900 386 | 航天科技,000901 387 | 新洋丰,000902 388 | 云内动力,000903 389 | 厦门港务,000905 390 | 浙商中拓,000906 391 | 景峰医药,000908 392 | 数源科技,000909 393 | 大亚圣象,000910 394 | 南宁糖业,000911 395 | *ST天化,000912 396 | 钱江摩托,000913 397 | 山大华特,000915 398 | 电广传媒,000917 399 | 嘉凯城,000918 400 | 金陵药业,000919 401 | 南方汇通,000920 402 | 海信科龙,000921 403 | *ST佳电,000922 404 | 河北宣工,000923 405 | 众合科技,000925 406 | 福星股份,000926 407 | 一汽夏利,000927 408 | 中钢国际,000928 409 | 兰州黄河,000929 410 | 中粮生化,000930 411 | 中 关 村,000931 412 | *ST华菱,000932 413 | 神火股份,000933 414 | 四川双马,000935 415 | 华西股份,000936 416 | 冀中能源,000937 417 | 紫光股份,000938 418 | 凯迪生态,000939 419 | 南天信息,000948 420 | 新乡化纤,000949 421 | *ST建峰,000950 422 | 中国重汽,000951 423 | 广济药业,000952 424 | *ST河化,000953 425 | 欣龙控股,000955 426 | 中通客车,000957 427 | 东方能源,000958 428 | 首钢股份,000959 429 | 锡业股份,000960 430 | 中南建设,000961 431 | 东方钽业,000962 432 | 华东医药,000963 433 | 天保基建,000965 434 | 长源电力,000966 435 | 盈峰环境,000967 436 | 蓝焰控股,000968 437 | 安泰科技,000969 438 | 中科三环,000970 439 | 高升控股,000971 440 | *ST中基,000972 441 | 佛塑科技,000973 442 | 银泰资源,000975 443 | 华铁股份,000976 444 | 浪潮信息,000977 445 | 桂林旅游,000978 446 | 中弘股份,000979 447 | 众泰汽车,000980 448 | 银亿股份,000981 449 | *ST 中绒,000982 450 | 西山煤电,000983 451 | 大庆华科,000985 452 | 越秀金控,000987 453 | 华工科技,000988 454 | 九 芝 堂,000989 455 | 诚志股份,000990 456 | 闽东电力,000993 457 | 皇台酒业,000995 458 | 中国中期,000996 459 | 新 大 陆,000997 460 | 隆平高科,000998 461 | 华润三九,000999 462 | 宗申动力,001696 463 | 豫能控股,001896 464 | 招商公路,001965 465 | 招商蛇口,001979 466 | 新 和 成,002001 467 | 鸿达兴业,002002 468 | 伟星股份,002003 469 | 华邦健康,002004 470 | 德豪润达,002005 471 | 精功科技,002006 472 | 华兰生物,002007 473 | 大族激光,002008 474 | 天奇股份,002009 475 | 传化智联,002010 476 | 盾安环境,002011 477 | 凯恩股份,002012 478 | 中航机电,002013 479 | 永新股份,002014 480 | 霞客环保,002015 481 | 世荣兆业,002016 482 | 东信和平,002017 483 | 华信国际,002018 484 | 亿帆医药,002019 485 | 京新药业,002020 486 | 中捷资源,002021 487 | 科华生物,002022 488 | 海特高新,002023 489 | 苏宁易购,002024 490 | 航天电器,002025 491 | 山东威达,002026 492 | 分众传媒,002027 493 | 思源电气,002028 494 | 七 匹 狼,002029 495 | 达安基因,002030 496 | 巨轮智能,002031 497 | 苏 泊 尔,002032 498 | 丽江旅游,002033 499 | 旺能环境,002034 500 | 华帝股份,002035 501 | 联创电子,002036 502 | 久联发展,002037 503 | 双鹭药业,002038 504 | 黔源电力,002039 505 | 南 京 港,002040 506 | 登海种业,002041 507 | 华孚时尚,002042 508 | 兔 宝 宝,002043 509 | 美年健康,002044 510 | 国光电器,002045 511 | 轴研科技,002046 512 | 宝鹰股份,002047 513 | 宁波华翔,002048 514 | 紫光国芯,002049 515 | 三花智控,002050 516 | 中工国际,002051 517 | 同洲电子,002052 518 | 云南能投,002053 519 | 德美化工,002054 520 | 得润电子,002055 521 | 横店东磁,002056 522 | 中钢天源,002057 523 | 威 尔 泰,002058 524 | 云南旅游,002059 525 | 粤 水 电,002060 526 | 浙江交科,002061 527 | 宏润建设,002062 528 | 远光软件,002063 529 | 华峰氨纶,002064 530 | 东华软件,002065 531 | 瑞泰科技,002066 532 | 景兴纸业,002067 533 | 黑猫股份,002068 534 | 獐子岛,002069 535 | *ST众和,002070 536 | 长城影视,002071 537 | 凯瑞德,002072 538 | 软控股份,002073 539 | 国轩高科,002074 540 | 沙钢股份,002075 541 | 雪 莱 特,002076 542 | 大港股份,002077 543 | 太阳纸业,002078 544 | 苏州固锝,002079 545 | 中材科技,002080 546 | 金 螳 螂,002081 547 | 万邦德,002082 548 | 孚日股份,002083 549 | 海鸥住工,002084 550 | 万丰奥威,002085 551 | 东方海洋,002086 552 | 新野纺织,002087 553 | 鲁阳节能,002088 554 | 新 海 宜,002089 555 | 金智科技,002090 556 | 江苏国泰,002091 557 | 中泰化学,002092 558 | 国脉科技,002093 559 | 青岛金王,002094 560 | 生 意 宝,002095 561 | 南岭民爆,002096 562 | 山河智能,002097 563 | 浔兴股份,002098 564 | 海翔药业,002099 565 | 天康生物,002100 566 | 广东鸿图,002101 567 | 冠福股份,002102 568 | 广博股份,002103 569 | 恒宝股份,002104 570 | 信隆健康,002105 571 | 莱宝高科,002106 572 | 沃华医药,002107 573 | 沧州明珠,002108 574 | 兴化股份,002109 575 | 三钢闽光,002110 576 | 威海广泰,002111 577 | 三变科技,002112 578 | 天润数娱,002113 579 | 罗平锌电,002114 580 | 三维通信,002115 581 | 中国海诚,002116 582 | 东港股份,002117 583 | 紫鑫药业,002118 584 | 康强电子,002119 585 | 韵达股份,002120 586 | 科陆电子,002121 587 | 天马股份,002122 588 | 梦网集团,002123 589 | 天邦股份,002124 590 | 湘潭电化,002125 591 | 银轮股份,002126 592 | 南极电商,002127 593 | 露天煤业,002128 594 | 中环股份,002129 595 | 沃尔核材,002130 596 | 利欧股份,002131 597 | 恒星科技,002132 598 | 广宇集团,002133 599 | *ST普林,002134 600 | 东南网架,002135 601 | 安 纳 达,002136 602 | 麦达数字,002137 603 | 顺络电子,002138 604 | 拓邦股份,002139 605 | 东华科技,002140 606 | 贤丰控股,002141 607 | 宁波银行,002142 608 | 印纪传媒,002143 609 | 宏达高科,002144 610 | 中核钛白,002145 611 | 荣盛发展,002146 612 | 新光圆成,002147 613 | 北纬科技,002148 614 | 西部材料,002149 615 | 通润装备,002150 616 | 北斗星通,002151 617 | 广电运通,002152 618 | 石基信息,002153 619 | 报 喜 鸟,002154 620 | 湖南黄金,002155 621 | 通富微电,002156 622 | 正邦科技,002157 623 | 汉钟精机,002158 624 | 三特索道,002159 625 | 常铝股份,002160 626 | 远 望 谷,002161 627 | 悦心健康,002162 628 | 中航三鑫,002163 629 | 宁波东力,002164 630 | 红 宝 丽,002165 631 | 莱茵生物,002166 632 | 东方锆业,002167 633 | 深圳惠程,002168 634 | 智光电气,002169 635 | 芭田股份,002170 636 | 楚江新材,002171 637 | 澳洋科技,002172 638 | 创新医疗,002173 639 | 游族网络,002174 640 | 东方网络,002175 641 | 江特电机,002176 642 | 御银股份,002177 643 | 延华智能,002178 644 | 中航光电,002179 645 | 纳思达,002180 646 | 粤 传 媒,002181 647 | 云海金属,002182 648 | 怡 亚 通,002183 649 | 海得控制,002184 650 | 华天科技,002185 651 | 全 聚 德,002186 652 | 广百股份,002187 653 | ST巴士,002188 654 | 利达光电,002189 655 | 成飞集成,002190 656 | 劲嘉股份,002191 657 | 融捷股份,002192 658 | 如意集团,002193 659 | 武汉凡谷,002194 660 | 二三四五,002195 661 | 方正电机,002196 662 | 证通电子,002197 663 | 嘉应制药,002198 664 | 东晶电子,002199 665 | 云投生态,002200 666 | 九鼎新材,002201 667 | 金风科技,002202 668 | 海亮股份,002203 669 | 大连重工,002204 670 | 国统股份,002205 671 | 海 利 得,002206 672 | *ST准油,002207 673 | 合肥城建,002208 674 | 达 意 隆,002209 675 | 飞马国际,002210 676 | 宏达新材,002211 677 | 南洋股份,002212 678 | 特 尔 佳,002213 679 | 大立科技,002214 680 | 诺 普 信,002215 681 | 三全食品,002216 682 | 合力泰,002217 683 | 拓日新能,002218 684 | 恒康医疗,002219 685 | 天宝食品,002220 686 | 东华能源,002221 687 | 福晶科技,002222 688 | 鱼跃医疗,002223 689 | 三 力 士,002224 690 | 濮耐股份,002225 691 | 江南化工,002226 692 | 奥 特 迅,002227 693 | 合兴包装,002228 694 | 鸿博股份,002229 695 | 科大讯飞,002230 696 | 奥维通信,002231 697 | 启明信息,002232 698 | 塔牌集团,002233 699 | 民和股份,002234 700 | 安妮股份,002235 701 | 大华股份,002236 702 | 恒邦股份,002237 703 | 天威视讯,002238 704 | 奥特佳,002239 705 | 威华股份,002240 706 | 歌尔股份,002241 707 | 九阳股份,002242 708 | 通产丽星,002243 709 | 滨江集团,002244 710 | 澳洋顺昌,002245 711 | 北化股份,002246 712 | 帝龙文化,002247 713 | *ST东数,002248 714 | 大洋电机,002249 715 | 联化科技,002250 716 | 步 步 高,002251 717 | 上海莱士,002252 718 | 川大智胜,002253 719 | 泰和新材,002254 720 | 海陆重工,002255 721 | 兆新股份,002256 722 | 利尔化学,002258 723 | 升达林业,002259 724 | 德奥通航,002260 725 | 拓维信息,002261 726 | 恩华药业,002262 727 | 大 东 南,002263 728 | 新 华 都,002264 729 | 西仪股份,002265 730 | 浙富控股,002266 731 | 陕天然气,002267 732 | 卫 士 通,002268 733 | 美邦服饰,002269 734 | 华明装备,002270 735 | 东方雨虹,002271 736 | 川润股份,002272 737 | 水晶光电,002273 738 | 华昌化工,002274 739 | 桂林三金,002275 740 | 万马股份,002276 741 | 友阿股份,002277 742 | 神开股份,002278 743 | 久其软件,002279 744 | 联络互动,002280 745 | 光迅科技,002281 746 | 博深工具,002282 747 | 天润曲轴,002283 748 | 亚太股份,002284 749 | 世联行,002285 750 | 保龄宝,002286 751 | 奇正藏药,002287 752 | 超华科技,002288 753 | 宇顺电子,002289 754 | 中科新材,002290 755 | 星期六,002291 756 | 奥飞娱乐,002292 757 | 罗莱生活,002293 758 | 信立泰,002294 759 | 精艺股份,002295 760 | 辉煌科技,002296 761 | 博云新材,002297 762 | 中电鑫龙,002298 763 | 圣农发展,002299 764 | 太阳电缆,002300 765 | 齐心集团,002301 766 | 西部建设,002302 767 | 美盈森,002303 768 | 洋河股份,002304 769 | 南国置业,002305 770 | *ST云网,002306 771 | 北新路桥,002307 772 | 威创股份,002308 773 | 中利集团,002309 774 | 东方园林,002310 775 | 海大集团,002311 776 | *ST三泰,002312 777 | 日海通讯,002313 778 | 南山控股,002314 779 | 焦点科技,002315 780 | 键桥通讯,002316 781 | 众生药业,002317 782 | 久立特材,002318 783 | 乐通股份,002319 784 | 海峡股份,002320 785 | 华英农业,002321 786 | 理工环科,002322 787 | 雅百特,002323 788 | 普利特,002324 789 | 洪涛股份,002325 790 | 永太科技,002326 791 | 富安娜,002327 792 | 新朋股份,002328 793 | 皇氏集团,002329 794 | 得利斯,002330 795 | 皖通科技,002331 796 | 仙琚制药,002332 797 | 罗普斯金,002333 798 | 英威腾,002334 799 | 科华恒盛,002335 800 | 人人乐,002336 801 | 赛象科技,002337 802 | 奥普光电,002338 803 | 积成电子,002339 804 | 格林美,002340 805 | 新纶科技,002341 806 | 巨力索具,002342 807 | 慈文传媒,002343 808 | 海宁皮城,002344 809 | 潮宏基,002345 810 | 柘中股份,002346 811 | 泰尔股份,002347 812 | 高乐股份,002348 813 | 精华制药,002349 814 | 北京科锐,002350 815 | 漫步者,002351 816 | 顺丰控股,002352 817 | 杰瑞股份,002353 818 | 天神娱乐,002354 819 | 兴民智通,002355 820 | 赫美集团,002356 821 | 富临运业,002357 822 | 森源电气,002358 823 | 北讯集团,002359 824 | 同德化工,002360 825 | 神剑股份,002361 826 | 汉王科技,002362 827 | 隆基机械,002363 828 | 中恒电气,002364 829 | 永安药业,002365 830 | 台海核电,002366 831 | 康力电梯,002367 832 | 太极股份,002368 833 | 卓翼科技,002369 834 | 亚太药业,002370 835 | 北方华创,002371 836 | 伟星新材,002372 837 | 千方科技,002373 838 | 丽鹏股份,002374 839 | 亚厦股份,002375 840 | 新北洋,002376 841 | 国创高新,002377 842 | 章源钨业,002378 843 | 宏创控股,002379 844 | 科远股份,002380 845 | 双箭股份,002381 846 | 蓝帆医疗,002382 847 | 合众思壮,002383 848 | 东山精密,002384 849 | 大北农,002385 850 | 天原集团,002386 851 | 黑牛食品,002387 852 | 新亚制程,002388 853 | 南洋科技,002389 854 | 信邦制药,002390 855 | 长青股份,002391 856 | 北京利尔,002392 857 | 力生制药,002393 858 | 联发股份,002394 859 | 双象股份,002395 860 | 星网锐捷,002396 861 | 梦洁股份,002397 862 | 建研集团,002398 863 | 海普瑞,002399 864 | 省广股份,002400 865 | 中远海科,002401 866 | 和而泰,002402 867 | 爱仕达,002403 868 | 嘉欣丝绸,002404 869 | 四维图新,002405 870 | 远东传动,002406 871 | 多氟多,002407 872 | 齐翔腾达,002408 873 | 雅克科技,002409 874 | 广联达,002410 875 | 必康股份,002411 876 | 汉森制药,002412 877 | 雷科防务,002413 878 | 高德红外,002414 879 | 海康威视,002415 880 | 爱施德,002416 881 | 深南股份,002417 882 | 康盛股份,002418 883 | 天虹股份,002419 884 | 毅昌股份,002420 885 | 达实智能,002421 886 | 科伦药业,002422 887 | 中原特钢,002423 888 | 贵州百灵,002424 889 | 凯撒文化,002425 890 | 胜利精密,002426 891 | ST尤夫,002427 892 | 云南锗业,002428 893 | 兆驰股份,002429 894 | 杭氧股份,002430 895 | 棕榈股份,002431 896 | 九安医疗,002432 897 | 太安堂,002433 898 | 万里扬,002434 899 | 长江润发,002435 900 | 兴森科技,002436 901 | 誉衡药业,002437 902 | 江苏神通,002438 903 | 启明星辰,002439 904 | 闰土股份,002440 905 | 众业达,002441 906 | 龙星化工,002442 907 | 金洲管道,002443 908 | 巨星科技,002444 909 | 中南文化,002445 910 | 盛路通信,002446 911 | 晨鑫科技,002447 912 | 中原内配,002448 913 | 国星光电,002449 914 | 康得新,002450 915 | 摩恩电气,002451 916 | 长高集团,002452 917 | 天马精化,002453 918 | 松芝股份,002454 919 | 百川股份,002455 920 | 欧菲科技,002456 921 | 青龙管业,002457 922 | 益生股份,002458 923 | 天业通联,002459 924 | 赣锋锂业,002460 925 | 珠江啤酒,002461 926 | 嘉事堂,002462 927 | 沪电股份,002463 928 | 众应互联,002464 929 | 海格通信,002465 930 | 天齐锂业,002466 931 | 二六三,002467 932 | 申通快递,002468 933 | 三维工程,002469 934 | 金正大,002470 935 | 中超控股,002471 936 | 双环传动,002472 937 | *ST圣莱,002473 938 | 榕基软件,002474 939 | 立讯精密,002475 940 | 宝莫股份,002476 941 | 雏鹰农牧,002477 942 | 常宝股份,002478 943 | 富春环保,002479 944 | 新筑股份,002480 945 | 双塔食品,002481 946 | 广田集团,002482 947 | 润邦股份,002483 948 | 江海股份,002484 949 | 希努尔,002485 950 | 嘉麟杰,002486 951 | 大金重工,002487 952 | 金固股份,002488 953 | 浙江永强,002489 954 | *ST墨龙,002490 955 | 通鼎互联,002491 956 | 恒基达鑫,002492 957 | 荣盛石化,002493 958 | 华斯股份,002494 959 | 佳隆股份,002495 960 | 辉丰股份,002496 961 | 雅化集团,002497 962 | 汉缆股份,002498 963 | 科林环保,002499 964 | 山西证券,002500 965 | 利源精制,002501 966 | 骅威文化,002502 967 | 搜于特,002503 968 | *ST弘高,002504 969 | 大康农业,002505 970 | 协鑫集成,002506 971 | 涪陵榨菜,002507 972 | 老板电器,002508 973 | 天广中茂,002509 974 | 天汽模,002510 975 | 中顺洁柔,002511 976 | 达华智能,002512 977 | 蓝丰生化,002513 978 | 宝馨科技,002514 979 | 金字火腿,002515 980 | 旷达科技,002516 981 | 恺英网络,002517 982 | 科士达,002518 983 | 银河电子,002519 984 | 日发精机,002520 985 | 齐峰新材,002521 986 | 浙江众成,002522 987 | 天桥起重,002523 988 | 光正集团,002524 989 | 山东矿机,002526 990 | 新时达,002527 991 | 英飞拓,002528 992 | 海源机械,002529 993 | 金财互联,002530 994 | 天顺风能,002531 995 | 新界泵业,002532 996 | 金杯电工,002533 997 | 杭锅股份,002534 998 | 林州重机,002535 999 | 西泵股份,002536 1000 | 海联金汇,002537 1001 | 司尔特,002538 1002 | 云图控股,002539 1003 | 亚太科技,002540 1004 | 鸿路钢构,002541 1005 | 中化岩土,002542 1006 | 万和电气,002543 1007 | 杰赛科技,002544 1008 | 东方铁塔,002545 1009 | 新联电子,002546 1010 | 春兴精工,002547 1011 | 金新农,002548 1012 | 凯美特气,002549 1013 | 千红制药,002550 1014 | 尚荣医疗,002551 1015 | 宝鼎科技,002552 1016 | 南方轴承,002553 1017 | 惠博普,002554 1018 | 三七互娱,002555 1019 | 辉隆股份,002556 1020 | 洽洽食品,002557 1021 | 巨人网络,002558 1022 | 亚威股份,002559 1023 | 通达股份,002560 1024 | 徐家汇,002561 1025 | 兄弟科技,002562 1026 | 森马服饰,002563 1027 | 天沃科技,002564 1028 | 顺灏股份,002565 1029 | 益盛药业,002566 1030 | 唐人神,002567 1031 | 百润股份,002568 1032 | 步森股份,002569 1033 | 贝因美,002570 1034 | *ST德力,002571 1035 | 索菲亚,002572 1036 | 清新环境,002573 1037 | 明牌珠宝,002574 1038 | 群兴玩具,002575 1039 | 通达动力,002576 1040 | 雷柏科技,002577 1041 | 闽发铝业,002578 1042 | 中京电子,002579 1043 | 圣阳股份,002580 1044 | 未名医药,002581 1045 | 好想你,002582 1046 | 海能达,002583 1047 | 西陇科学,002584 1048 | 双星新材,002585 1049 | 围海股份,002586 1050 | 奥拓电子,002587 1051 | 史丹利,002588 1052 | 瑞康医药,002589 1053 | 万安科技,002590 1054 | 恒大高新,002591 1055 | 八菱科技,002592 1056 | 日上集团,002593 1057 | 比亚迪,002594 1058 | 豪迈科技,002595 1059 | 海南瑞泽,002596 1060 | 金禾实业,002597 1061 | 山东章鼓,002598 1062 | 盛通股份,002599 1063 | 江粉磁材,002600 1064 | 龙蟒佰利,002601 1065 | 世纪华通,002602 1066 | 以岭药业,002603 1067 | ST龙力,002604 1068 | 姚记扑克,002605 1069 | 大连电瓷,002606 1070 | 亚夏汽车,002607 1071 | 江苏国信,002608 1072 | 捷顺科技,002609 1073 | 爱康科技,002610 1074 | 东方精工,002611 1075 | 朗姿股份,002612 1076 | 北玻股份,002613 1077 | 奥佳华,002614 1078 | 哈尔斯,002615 1079 | 长青集团,002616 1080 | 露笑科技,002617 1081 | 丹邦科技,002618 1082 | 艾格拉斯,002619 1083 | 瑞和股份,002620 1084 | 三垒股份,002621 1085 | 融钰集团,002622 1086 | 亚玛顿,002623 1087 | 完美世界,002624 1088 | 光启技术,002625 1089 | 金达威,002626 1090 | 宜昌交运,002627 1091 | 成都路桥,002628 1092 | 仁智股份,002629 1093 | 华西能源,002630 1094 | 德尔未来,002631 1095 | 道明光学,002632 1096 | 申科股份,002633 1097 | 棒杰股份,002634 1098 | 安洁科技,002635 1099 | 金安国纪,002636 1100 | 赞宇科技,002637 1101 | 勤上股份,002638 1102 | 雪人股份,002639 1103 | 跨境通,002640 1104 | 永高股份,002641 1105 | 荣之联,002642 1106 | 万润股份,002643 1107 | 佛慈制药,002644 1108 | 华宏科技,002645 1109 | 青青稞酒,002646 1110 | 民盛金科,002647 1111 | 卫星石化,002648 1112 | 博彦科技,002649 1113 | 加加食品,002650 1114 | 利君股份,002651 1115 | 扬子新材,002652 1116 | 海思科,002653 1117 | 万润科技,002654 1118 | 共达电声,002655 1119 | 摩登大道,002656 1120 | 中科金财,002657 1121 | 雪迪龙,002658 1122 | 凯文教育,002659 1123 | 茂硕电源,002660 1124 | 克明面业,002661 1125 | 京威股份,002662 1126 | 普邦股份,002663 1127 | 长鹰信质,002664 1128 | 首航节能,002665 1129 | 德联集团,002666 1130 | 鞍重股份,002667 1131 | 奥马电器,002668 1132 | 康达新材,002669 1133 | 国盛金控,002670 1134 | 龙泉股份,002671 1135 | 东江环保,002672 1136 | 西部证券,002673 1137 | 兴业科技,002674 1138 | 东诚药业,002675 1139 | 顺威股份,002676 1140 | 浙江美大,002677 1141 | 珠江钢琴,002678 1142 | 福建金森,002679 1143 | 长生生物,002680 1144 | 奋达科技,002681 1145 | 龙洲股份,002682 1146 | 宏大爆破,002683 1147 | 猛狮科技,002684 1148 | 华东重机,002685 1149 | 亿利达,002686 1150 | 乔治白,002687 1151 | 金河生物,002688 1152 | 远大智能,002689 1153 | 美亚光电,002690 1154 | 冀凯股份,002691 1155 | 睿康股份,002692 1156 | 双成药业,002693 1157 | 顾地科技,002694 1158 | 煌上煌,002695 1159 | 百洋股份,002696 1160 | 红旗连锁,002697 1161 | 博实股份,002698 1162 | 美盛文化,002699 1163 | 新疆浩源,002700 1164 | 奥瑞金,002701 1165 | 海欣食品,002702 1166 | 浙江世宝,002703 1167 | 新宝股份,002705 1168 | 良信电器,002706 1169 | 众信旅游,002707 1170 | 光洋股份,002708 1171 | 天赐材料,002709 1172 | 欧浦智网,002711 1173 | 思美传媒,002712 1174 | 东易日盛,002713 1175 | 牧原股份,002714 1176 | 登云股份,002715 1177 | 金贵银业,002716 1178 | 岭南股份,002717 1179 | 友邦吊顶,002718 1180 | 麦趣尔,002719 1181 | 金一文化,002721 1182 | 金轮股份,002722 1183 | 金莱特,002723 1184 | 海洋王,002724 1185 | 跃岭股份,002725 1186 | 龙大肉食,002726 1187 | 一心堂,002727 1188 | 特一药业,002728 1189 | 好利来,002729 1190 | 电光科技,002730 1191 | 萃华珠宝,002731 1192 | 燕塘乳业,002732 1193 | 雄韬股份,002733 1194 | 利民股份,002734 1195 | 王子新材,002735 1196 | 国信证券,002736 1197 | 葵花药业,002737 1198 | 中矿资源,002738 1199 | 万达电影,002739 1200 | 爱迪尔,002740 1201 | 光华科技,002741 1202 | 三圣股份,002742 1203 | 富煌钢构,002743 1204 | 木林森,002745 1205 | 仙坛股份,002746 1206 | 埃斯顿,002747 1207 | 世龙实业,002748 1208 | 国光股份,002749 1209 | 龙津药业,002750 1210 | 易尚展示,002751 1211 | 昇兴股份,002752 1212 | 永东股份,002753 1213 | 东方新星,002755 1214 | 永兴特钢,002756 1215 | 南兴装备,002757 1216 | 华通医药,002758 1217 | 天际股份,002759 1218 | 凤形股份,002760 1219 | 多喜爱,002761 1220 | 金发拉比,002762 1221 | 汇洁股份,002763 1222 | 蓝黛传动,002765 1223 | 索菱股份,002766 1224 | 先锋电子,002767 1225 | 国恩股份,002768 1226 | 普路通,002769 1227 | 科迪乳业,002770 1228 | 真视通,002771 1229 | 众兴菌业,002772 1230 | 康弘药业,002773 1231 | 快意电梯,002774 1232 | 文科园林,002775 1233 | 柏堡龙,002776 1234 | 久远银海,002777 1235 | 高科石化,002778 1236 | 中坚科技,002779 1237 | 三夫户外,002780 1238 | 奇信股份,002781 1239 | 可立克,002782 1240 | 凯龙股份,002783 1241 | 万里石,002785 1242 | 银宝山新,002786 1243 | 华源控股,002787 1244 | 鹭燕医药,002788 1245 | 建艺集团,002789 1246 | 瑞尔特,002790 1247 | 坚朗五金,002791 1248 | 通宇通讯,002792 1249 | 东音股份,002793 1250 | 永和智控,002795 1251 | 世嘉科技,002796 1252 | 第一创业,002797 1253 | 帝王洁具,002798 1254 | 环球印务,002799 1255 | 天顺股份,002800 1256 | 微光股份,002801 1257 | 洪汇新材,002802 1258 | 吉宏股份,002803 1259 | 丰元股份,002805 1260 | 华锋股份,002806 1261 | 江阴银行,002807 1262 | 苏州恒久,002808 1263 | 红墙股份,002809 1264 | 山东赫达,002810 1265 | 亚泰国际,002811 1266 | 创新股份,002812 1267 | 路畅科技,002813 1268 | 崇达技术,002815 1269 | 和科达,002816 1270 | 黄山胶囊,002817 1271 | 富森美,002818 1272 | 东方中科,002819 1273 | 桂发祥,002820 1274 | 凯莱英,002821 1275 | 中装建设,002822 1276 | 凯中精密,002823 1277 | 和胜股份,002824 1278 | 纳尔股份,002825 1279 | 易明医药,002826 1280 | 高争民爆,002827 1281 | 贝肯能源,002828 1282 | 星网宇达,002829 1283 | 名雕股份,002830 1284 | 裕同科技,002831 1285 | 比音勒芬,002832 1286 | 弘亚数控,002833 1287 | 同为股份,002835 1288 | 新宏泽,002836 1289 | 英维克,002837 1290 | 道恩股份,002838 1291 | 张家港行,002839 1292 | 华统股份,002840 1293 | 视源股份,002841 1294 | 翔鹭钨业,002842 1295 | 泰嘉股份,002843 1296 | 同兴达,002845 1297 | 英联股份,002846 1298 | 盐津铺子,002847 1299 | 高斯贝尔,002848 1300 | 威星智能,002849 1301 | 科达利,002850 1302 | 麦格米特,002851 1303 | 道道全,002852 1304 | 皮阿诺,002853 1305 | 捷荣技术,002855 1306 | 美芝股份,002856 1307 | 三晖电气,002857 1308 | 力盛赛车,002858 1309 | 洁美科技,002859 1310 | 星帅尔,002860 1311 | 瀛通通讯,002861 1312 | 实丰文化,002862 1313 | 今飞凯达,002863 1314 | 盘龙药业,002864 1315 | 钧达股份,002865 1316 | 传艺科技,002866 1317 | 周大生,002867 1318 | 绿康生化,002868 1319 | 金溢科技,002869 1320 | 香山股份,002870 1321 | 伟隆股份,002871 1322 | 天圣制药,002872 1323 | 新天药业,002873 1324 | 安奈儿,002875 1325 | 三利谱,002876 1326 | 智能自控,002877 1327 | 元隆雅图,002878 1328 | 长缆科技,002879 1329 | 卫光生物,002880 1330 | 美格智能,002881 1331 | 金龙羽,002882 1332 | 中设股份,002883 1333 | 凌霄泵业,002884 1334 | 京泉华,002885 1335 | 沃特股份,002886 1336 | 绿茵生态,002887 1337 | 惠威科技,002888 1338 | 东方嘉盛,002889 1339 | 弘宇股份,002890 1340 | 中宠股份,002891 1341 | 科力尔,002892 1342 | 华通热力,002893 1343 | 川恒股份,002895 1344 | 中大力德,002896 1345 | 意华股份,002897 1346 | 赛隆药业,002898 1347 | 英派斯,002899 1348 | 哈三联,002900 1349 | 大博医疗,002901 1350 | 铭普光磁,002902 1351 | 宇环数控,002903 1352 | 金逸影视,002905 1353 | 华阳集团,002906 1354 | 华森制药,002907 1355 | 德生科技,002908 1356 | 集泰股份,002909 1357 | 庄园牧场,002910 1358 | 佛燃股份,002911 1359 | 中新赛克,002912 1360 | 奥士康,002913 1361 | 中欣氟材,002915 1362 | 深南电路,002916 1363 | 金奥博,002917 1364 | 蒙娜丽莎,002918 1365 | 名臣健康,002919 1366 | 德赛西威,002920 1367 | 联诚精密,002921 1368 | 伊戈尔,002922 1369 | 润都股份,002923 1370 | 盈趣科技,002925 1371 | 华西证券,002926 1372 | 泰永长征,002927 1373 | 华夏航空,002928 1374 | 润建通信,002929 1375 | 宏川智慧,002930 1376 | 特锐德,300001 1377 | 神州泰岳,300002 1378 | 乐普医疗,300003 1379 | 南风股份,300004 1380 | 探路者,300005 1381 | 莱美药业,300006 1382 | 汉威科技,300007 1383 | 天海防务,300008 1384 | 安科生物,300009 1385 | 立思辰,300010 1386 | 鼎汉技术,300011 1387 | 华测检测,300012 1388 | 新宁物流,300013 1389 | 亿纬锂能,300014 1390 | 爱尔眼科,300015 1391 | 北陆药业,300016 1392 | 网宿科技,300017 1393 | 中元股份,300018 1394 | 硅宝科技,300019 1395 | 银江股份,300020 1396 | 大禹节水,300021 1397 | 吉峰农机,300022 1398 | 宝德股份,300023 1399 | 机器人,300024 1400 | 华星创业,300025 1401 | 红日药业,300026 1402 | 华谊兄弟,300027 1403 | 金亚科技,300028 1404 | 天龙光电,300029 1405 | 阳普医疗,300030 1406 | 宝通科技,300031 1407 | 金龙机电,300032 1408 | 同花顺,300033 1409 | 钢研高纳,300034 1410 | 中科电气,300035 1411 | 超图软件,300036 1412 | 新宙邦,300037 1413 | 梅泰诺,300038 1414 | 上海凯宝,300039 1415 | 九洲电气,300040 1416 | 回天新材,300041 1417 | 朗科科技,300042 1418 | 星辉娱乐,300043 1419 | 赛为智能,300044 1420 | 华力创通,300045 1421 | 台基股份,300046 1422 | 天源迪科,300047 1423 | 合康新能,300048 1424 | 福瑞股份,300049 1425 | 世纪鼎利,300050 1426 | 三五互联,300051 1427 | 中青宝,300052 1428 | 欧比特,300053 1429 | 鼎龙股份,300054 1430 | 万邦达,300055 1431 | 三维丝,300056 1432 | 万顺股份,300057 1433 | 蓝色光标,300058 1434 | 东方财富,300059 1435 | 康旗股份,300061 1436 | 中能电气,300062 1437 | 天龙集团,300063 1438 | 豫金刚石,300064 1439 | 海兰信,300065 1440 | 三川智慧,300066 1441 | 安诺其,300067 1442 | 南都电源,300068 1443 | 金利华电,300069 1444 | 碧水源,300070 1445 | 华谊嘉信,300071 1446 | 三聚环保,300072 1447 | 当升科技,300073 1448 | 华平股份,300074 1449 | 数字政通,300075 1450 | GQY视讯,300076 1451 | 国民技术,300077 1452 | 思创医惠,300078 1453 | 数码科技,300079 1454 | 易成新能,300080 1455 | 恒信东方,300081 1456 | 奥克股份,300082 1457 | 劲胜智能,300083 1458 | 海默科技,300084 1459 | 银之杰,300085 1460 | 康芝药业,300086 1461 | 荃银高科,300087 1462 | 长信科技,300088 1463 | 文化长城,300089 1464 | 盛运环保,300090 1465 | 金通灵,300091 1466 | 科新机电,300092 1467 | 金刚玻璃,300093 1468 | 国联水产,300094 1469 | 华伍股份,300095 1470 | 易联众,300096 1471 | 智云股份,300097 1472 | 高新兴,300098 1473 | 精准信息,300099 1474 | 双林股份,300100 1475 | 振芯科技,300101 1476 | 乾照光电,300102 1477 | 达刚路机,300103 1478 | 乐视网,300104 1479 | 龙源技术,300105 1480 | 西部牧业,300106 1481 | 建新股份,300107 1482 | 吉药控股,300108 1483 | 新开源,300109 1484 | 华仁药业,300110 1485 | 向日葵,300111 1486 | 万讯自控,300112 1487 | 顺网科技,300113 1488 | 中航电测,300114 1489 | 长盈精密,300115 1490 | 坚瑞沃能,300116 1491 | 嘉寓股份,300117 1492 | 东方日升,300118 1493 | 瑞普生物,300119 1494 | 经纬电材,300120 1495 | 阳谷华泰,300121 1496 | 智飞生物,300122 1497 | 亚光科技,300123 1498 | 汇川技术,300124 1499 | 易世达,300125 1500 | 锐奇股份,300126 1501 | 银河磁体,300127 1502 | 锦富技术,300128 1503 | 泰胜风能,300129 1504 | 新国都,300130 1505 | 英唐智控,300131 1506 | 青松股份,300132 1507 | 华策影视,300133 1508 | 大富科技,300134 1509 | 宝利国际,300135 1510 | 信维通信,300136 1511 | 先河环保,300137 1512 | 晨光生物,300138 1513 | 晓程科技,300139 1514 | 中环装备,300140 1515 | 和顺电气,300141 1516 | 沃森生物,300142 1517 | 星普医科,300143 1518 | 宋城演艺,300144 1519 | 中金环境,300145 1520 | 汤臣倍健,300146 1521 | 香雪制药,300147 1522 | 天舟文化,300148 1523 | 量子高科,300149 1524 | 世纪瑞尔,300150 1525 | 昌红科技,300151 1526 | 科融环境,300152 1527 | 科泰电源,300153 1528 | 瑞凌股份,300154 1529 | 安居宝,300155 1530 | 神雾环保,300156 1531 | 恒泰艾普,300157 1532 | 振东制药,300158 1533 | 新研股份,300159 1534 | 秀强股份,300160 1535 | 华中数控,300161 1536 | 雷曼股份,300162 1537 | 先锋新材,300163 1538 | 通源石油,300164 1539 | 天瑞仪器,300165 1540 | 东方国信,300166 1541 | 迪威迅,300167 1542 | 万达信息,300168 1543 | 天晟新材,300169 1544 | 汉得信息,300170 1545 | 东富龙,300171 1546 | 中电环保,300172 1547 | 智慧松德,300173 1548 | 元力股份,300174 1549 | 朗源股份,300175 1550 | 鸿特精密,300176 1551 | 中海达,300177 1552 | 腾邦国际,300178 1553 | 四方达,300179 1554 | 华峰超纤,300180 1555 | 佐力药业,300181 1556 | 捷成股份,300182 1557 | 东软载波,300183 1558 | 力源信息,300184 1559 | 通裕重工,300185 1560 | 永清环保,300187 1561 | 美亚柏科,300188 1562 | 神农基因,300189 1563 | 维尔利,300190 1564 | 潜能恒信,300191 1565 | 科斯伍德,300192 1566 | 佳士科技,300193 1567 | 福安药业,300194 1568 | 长荣股份,300195 1569 | 长海股份,300196 1570 | 铁汉生态,300197 1571 | 纳川股份,300198 1572 | 翰宇药业,300199 1573 | 高盟新材,300200 1574 | 海伦哲,300201 1575 | 聚龙股份,300202 1576 | 聚光科技,300203 1577 | 舒泰神,300204 1578 | 天喻信息,300205 1579 | 理邦仪器,300206 1580 | 欣旺达,300207 1581 | 恒顺众昇,300208 1582 | 天泽信息,300209 1583 | 森远股份,300210 1584 | 亿通科技,300211 1585 | 易华录,300212 1586 | 佳讯飞鸿,300213 1587 | 日科化学,300214 1588 | 电科院,300215 1589 | 千山药机,300216 1590 | 东方电热,300217 1591 | 安利股份,300218 1592 | 鸿利智汇,300219 1593 | 金运激光,300220 1594 | 银禧科技,300221 1595 | 科大智能,300222 1596 | 北京君正,300223 1597 | 正海磁材,300224 1598 | 金力泰,300225 1599 | 上海钢联,300226 1600 | 光韵达,300227 1601 | 富瑞特装,300228 1602 | 拓尔思,300229 1603 | 永利股份,300230 1604 | 银信科技,300231 1605 | 洲明科技,300232 1606 | 金城医药,300233 1607 | 开尔新材,300234 1608 | 方直科技,300235 1609 | 上海新阳,300236 1610 | 美晨生态,300237 1611 | 冠昊生物,300238 1612 | 东宝生物,300239 1613 | 飞力达,300240 1614 | 瑞丰光电,300241 1615 | 明家联合,300242 1616 | 瑞丰高材,300243 1617 | 迪安诊断,300244 1618 | 天玑科技,300245 1619 | 宝莱特,300246 1620 | 乐金健康,300247 1621 | 新开普,300248 1622 | 依米康,300249 1623 | 初灵信息,300250 1624 | 光线传媒,300251 1625 | 金信诺,300252 1626 | 卫宁健康,300253 1627 | 仟源医药,300254 1628 | 常山药业,300255 1629 | 星星科技,300256 1630 | 开山股份,300257 1631 | 精锻科技,300258 1632 | 新天科技,300259 1633 | 新莱应材,300260 1634 | 雅本化学,300261 1635 | 巴安水务,300262 1636 | 隆华节能,300263 1637 | 佳创视讯,300264 1638 | 通光线缆,300265 1639 | 兴源环境,300266 1640 | 尔康制药,300267 1641 | 佳沃股份,300268 1642 | 联建光电,300269 1643 | 中威电子,300270 1644 | 华宇软件,300271 1645 | 开能环保,300272 1646 | 和佳股份,300273 1647 | 阳光电源,300274 1648 | 梅安森,300275 1649 | 三丰智能,300276 1650 | 海联讯,300277 1651 | 华昌达,300278 1652 | 和晶科技,300279 1653 | 南通锻压,300280 1654 | 金明精机,300281 1655 | 汇冠股份,300282 1656 | 温州宏丰,300283 1657 | 苏交科,300284 1658 | 国瓷材料,300285 1659 | 安科瑞,300286 1660 | 飞利信,300287 1661 | 朗玛信息,300288 1662 | 利德曼,300289 1663 | 荣科科技,300290 1664 | 华录百纳,300291 1665 | 吴通控股,300292 1666 | 蓝英装备,300293 1667 | 博雅生物,300294 1668 | 三六五网,300295 1669 | 利亚德,300296 1670 | 蓝盾股份,300297 1671 | 三诺生物,300298 1672 | 富春股份,300299 1673 | 汉鼎宇佑,300300 1674 | 长方集团,300301 1675 | 同有科技,300302 1676 | 聚飞光电,300303 1677 | 云意电气,300304 1678 | 裕兴股份,300305 1679 | 远方信息,300306 1680 | 慈星股份,300307 1681 | 中际旭创,300308 1682 | 吉艾科技,300309 1683 | 宜通世纪,300310 1684 | 任子行,300311 1685 | 邦讯技术,300312 1686 | 天山生物,300313 1687 | 戴维医疗,300314 1688 | 掌趣科技,300315 1689 | 晶盛机电,300316 1690 | 珈伟股份,300317 1691 | 博晖创新,300318 1692 | 麦捷科技,300319 1693 | 海达股份,300320 1694 | 同大股份,300321 1695 | 硕贝德,300322 1696 | 华灿光电,300323 1697 | 旋极信息,300324 1698 | 德威新材,300325 1699 | 凯利泰,300326 1700 | 中颖电子,300327 1701 | 宜安科技,300328 1702 | 海伦钢琴,300329 1703 | 华虹计通,300330 1704 | 苏大维格,300331 1705 | 天壕环境,300332 1706 | 兆日科技,300333 1707 | 津膜科技,300334 1708 | 迪森股份,300335 1709 | 新文化,300336 1710 | 银邦股份,300337 1711 | 开元股份,300338 1712 | 润和软件,300339 1713 | 科恒股份,300340 1714 | 麦迪电气,300341 1715 | 天银机电,300342 1716 | 联创互联,300343 1717 | 太空板业,300344 1718 | 红宇新材,300345 1719 | 南大光电,300346 1720 | 泰格医药,300347 1721 | 长亮科技,300348 1722 | 金卡智能,300349 1723 | 华鹏飞,300350 1724 | 永贵电器,300351 1725 | 北信源,300352 1726 | 东土科技,300353 1727 | 东华测试,300354 1728 | 蒙草生态,300355 1729 | 光一科技,300356 1730 | 我武生物,300357 1731 | 楚天科技,300358 1732 | 全通教育,300359 1733 | 炬华科技,300360 1734 | 天翔环境,300362 1735 | 博腾股份,300363 1736 | 中文在线,300364 1737 | 恒华科技,300365 1738 | 创意信息,300366 1739 | 东方网力,300367 1740 | 汇金股份,300368 1741 | 绿盟科技,300369 1742 | 安控科技,300370 1743 | 汇中股份,300371 1744 | 扬杰科技,300373 1745 | 恒通科技,300374 1746 | 鹏翎股份,300375 1747 | 易事特,300376 1748 | 赢时胜,300377 1749 | 鼎捷软件,300378 1750 | 东方通,300379 1751 | 安硕信息,300380 1752 | 溢多利,300381 1753 | 斯莱克,300382 1754 | 光环新网,300383 1755 | 三联虹普,300384 1756 | 雪浪环境,300385 1757 | 飞天诚信,300386 1758 | 富邦股份,300387 1759 | 国祯环保,300388 1760 | 艾比森,300389 1761 | 天华超净,300390 1762 | 康跃科技,300391 1763 | 腾信股份,300392 1764 | 中来股份,300393 1765 | 天孚通信,300394 1766 | 菲利华,300395 1767 | 迪瑞医疗,300396 1768 | 天和防务,300397 1769 | 飞凯材料,300398 1770 | 京天利,300399 1771 | 劲拓股份,300400 1772 | 花园生物,300401 1773 | 宝色股份,300402 1774 | 地尔汉宇,300403 1775 | 博济医药,300404 1776 | 科隆股份,300405 1777 | 九强生物,300406 1778 | 凯发电气,300407 1779 | 三环集团,300408 1780 | 道氏技术,300409 1781 | 正业科技,300410 1782 | 金盾股份,300411 1783 | 迦南科技,300412 1784 | 快乐购,300413 1785 | 中光防雷,300414 1786 | 伊之密,300415 1787 | 苏试试验,300416 1788 | 南华仪器,300417 1789 | 昆仑万维,300418 1790 | 浩丰科技,300419 1791 | 五洋停车,300420 1792 | 力星股份,300421 1793 | 博世科,300422 1794 | 鲁亿通,300423 1795 | 航新科技,300424 1796 | 环能科技,300425 1797 | 唐德影视,300426 1798 | 红相电力,300427 1799 | 四通新材,300428 1800 | 强力新材,300429 1801 | 诚益通,300430 1802 | 暴风集团,300431 1803 | 富临精工,300432 1804 | 蓝思科技,300433 1805 | 金石东方,300434 1806 | 中泰股份,300435 1807 | 广生堂,300436 1808 | 清水源,300437 1809 | 鹏辉能源,300438 1810 | 美康生物,300439 1811 | 运达科技,300440 1812 | 鲍斯股份,300441 1813 | 普丽盛,300442 1814 | 金雷风电,300443 1815 | 双杰电气,300444 1816 | 康斯特,300445 1817 | 乐凯新材,300446 1818 | 全信股份,300447 1819 | 浩云科技,300448 1820 | 汉邦高科,300449 1821 | 先导智能,300450 1822 | 创业软件,300451 1823 | 山河药辅,300452 1824 | 三鑫医疗,300453 1825 | 康拓红外,300455 1826 | 耐威科技,300456 1827 | 赢合科技,300457 1828 | 全志科技,300458 1829 | 金科文化,300459 1830 | 惠伦晶体,300460 1831 | 田中精机,300461 1832 | 华铭智能,300462 1833 | 迈克生物,300463 1834 | 星徽精密,300464 1835 | 高伟达,300465 1836 | 赛摩电气,300466 1837 | 迅游科技,300467 1838 | 四方精创,300468 1839 | 信息发展,300469 1840 | 日机密封,300470 1841 | 厚普股份,300471 1842 | 新元科技,300472 1843 | 德尔股份,300473 1844 | 景嘉微,300474 1845 | 聚隆科技,300475 1846 | 胜宏科技,300476 1847 | 合纵科技,300477 1848 | 杭州高新,300478 1849 | 神思电子,300479 1850 | 光力科技,300480 1851 | 濮阳惠成,300481 1852 | 万孚生物,300482 1853 | 沃施股份,300483 1854 | 蓝海华腾,300484 1855 | 赛升药业,300485 1856 | 东杰智能,300486 1857 | 蓝晓科技,300487 1858 | 恒锋工具,300488 1859 | 中飞股份,300489 1860 | 华自科技,300490 1861 | 通合科技,300491 1862 | 山鼎设计,300492 1863 | 润欣科技,300493 1864 | 盛天网络,300494 1865 | 美尚生态,300495 1866 | 中科创达,300496 1867 | 富祥股份,300497 1868 | 温氏股份,300498 1869 | 高澜股份,300499 1870 | 启迪设计,300500 1871 | 海顺新材,300501 1872 | 新易盛,300502 1873 | 昊志机电,300503 1874 | 川金诺,300505 1875 | 名家汇,300506 1876 | 苏奥传感,300507 1877 | 维宏股份,300508 1878 | 新美星,300509 1879 | 金冠电气,300510 1880 | 雪榕生物,300511 1881 | 中亚股份,300512 1882 | 恒泰实达,300513 1883 | 友讯达,300514 1884 | 三德科技,300515 1885 | 久之洋,300516 1886 | 海波重科,300517 1887 | 盛讯达,300518 1888 | 新光药业,300519 1889 | 科大国创,300520 1890 | 爱司凯,300521 1891 | 世名科技,300522 1892 | 辰安科技,300523 1893 | 博思软件,300525 1894 | 中潜股份,300526 1895 | 华舟应急,300527 1896 | 幸福蓝海,300528 1897 | 健帆生物,300529 1898 | 达志科技,300530 1899 | 优博讯,300531 1900 | 今天国际,300532 1901 | 冰川网络,300533 1902 | 陇神戎发,300534 1903 | 达威股份,300535 1904 | 农尚环境,300536 1905 | 广信材料,300537 1906 | 同益股份,300538 1907 | 横河模具,300539 1908 | 深冷股份,300540 1909 | 先进数通,300541 1910 | 新晨科技,300542 1911 | 朗科智能,300543 1912 | 联得装备,300545 1913 | 雄帝科技,300546 1914 | 川环科技,300547 1915 | 博创科技,300548 1916 | 优德精密,300549 1917 | 和仁科技,300550 1918 | 古鳌科技,300551 1919 | 万集科技,300552 1920 | 集智股份,300553 1921 | 三超新材,300554 1922 | 路通视信,300555 1923 | 丝路视觉,300556 1924 | 理工光科,300557 1925 | 贝达药业,300558 1926 | 佳发安泰,300559 1927 | 中富通,300560 1928 | 汇金科技,300561 1929 | 乐心医疗,300562 1930 | 神宇股份,300563 1931 | 科信技术,300565 1932 | 激智科技,300566 1933 | 精测电子,300567 1934 | 星源材质,300568 1935 | 天能重工,300569 1936 | 太辰光,300570 1937 | 平治信息,300571 1938 | 安车检测,300572 1939 | 兴齐眼药,300573 1940 | 中旗股份,300575 1941 | 容大感光,300576 1942 | 开润股份,300577 1943 | 会畅通讯,300578 1944 | 数字认证,300579 1945 | 贝斯特,300580 1946 | 晨曦航空,300581 1947 | 英飞特,300582 1948 | 赛托生物,300583 1949 | 海辰药业,300584 1950 | 奥联电子,300585 1951 | 美联新材,300586 1952 | 天铁股份,300587 1953 | 熙菱信息,300588 1954 | 江龙船艇,300589 1955 | 移为通信,300590 1956 | 万里马,300591 1957 | 华凯创意,300592 1958 | 新雷能,300593 1959 | 欧普康视,300595 1960 | 利安隆,300596 1961 | 吉大通信,300597 1962 | 诚迈科技,300598 1963 | 雄塑科技,300599 1964 | 瑞特股份,300600 1965 | 康泰生物,300601 1966 | 飞荣达,300602 1967 | 立昂技术,300603 1968 | 长川科技,300604 1969 | 恒锋信息,300605 1970 | 金太阳,300606 1971 | 拓斯达,300607 1972 | 思特奇,300608 1973 | 汇纳科技,300609 1974 | 晨化股份,300610 1975 | 美力科技,300611 1976 | 宣亚国际,300612 1977 | 富瀚微,300613 1978 | 欣天科技,300615 1979 | 尚品宅配,300616 1980 | 安靠智电,300617 1981 | 寒锐钴业,300618 1982 | 金银河,300619 1983 | 光库科技,300620 1984 | 维业股份,300621 1985 | 博士眼镜,300622 1986 | 捷捷微电,300623 1987 | 万兴科技,300624 1988 | 三雄极光,300625 1989 | 华瑞股份,300626 1990 | 华测导航,300627 1991 | 亿联网络,300628 1992 | 新劲刚,300629 1993 | 普利制药,300630 1994 | 久吾高科,300631 1995 | 光莆股份,300632 1996 | 开立医疗,300633 1997 | 达安股份,300635 1998 | 同和药业,300636 1999 | 扬帆新材,300637 2000 | 广和通,300638 2001 | 凯普生物,300639 2002 | 德艺文创,300640 2003 | 正丹股份,300641 2004 | 透景生命,300642 2005 | 万通智控,300643 2006 | 南京聚隆,300644 2007 | 正元智慧,300645 2008 | 超频三,300647 2009 | 星云股份,300648 2010 | 杭州园林,300649 2011 | 太龙照明,300650 2012 | 金陵体育,300651 2013 | 雷迪克,300652 2014 | 正海生物,300653 2015 | 世纪天鸿,300654 2016 | 晶瑞股份,300655 2017 | 民德电子,300656 2018 | 弘信电子,300657 2019 | 延江股份,300658 2020 | 中孚信息,300659 2021 | 江苏雷利,300660 2022 | 圣邦股份,300661 2023 | 科锐国际,300662 2024 | 科蓝软件,300663 2025 | 鹏鹞环保,300664 2026 | 飞鹿股份,300665 2027 | 江丰电子,300666 2028 | 必创科技,300667 2029 | 杰恩设计,300668 2030 | 沪宁股份,300669 2031 | 大烨智能,300670 2032 | 富满电子,300671 2033 | 国科微,300672 2034 | 佩蒂股份,300673 2035 | 建科院,300675 2036 | 华大基因,300676 2037 | 英科医疗,300677 2038 | 中科信息,300678 2039 | 电连技术,300679 2040 | 隆盛科技,300680 2041 | 英搏尔,300681 2042 | 朗新科技,300682 2043 | 海特生物,300683 2044 | 中石科技,300684 2045 | 艾德生物,300685 2046 | 智动力,300686 2047 | 赛意信息,300687 2048 | 创业黑马,300688 2049 | 澄天伟业,300689 2050 | 双一科技,300690 2051 | 联合光电,300691 2052 | 中环环保,300692 2053 | 盛弘股份,300693 2054 | 兆丰股份,300695 2055 | 爱乐达,300696 2056 | 电工合金,300697 2057 | 万马科技,300698 2058 | 光威复材,300699 2059 | 岱勒新材,300700 2060 | 森霸股份,300701 2061 | 天宇股份,300702 2062 | 创源文化,300703 2063 | 九典制药,300705 2064 | 阿石创,300706 2065 | 威唐工业,300707 2066 | 聚灿光电,300708 2067 | 精研科技,300709 2068 | 万隆光电,300710 2069 | 广哈通信,300711 2070 | 永福股份,300712 2071 | 英可瑞,300713 2072 | 凯伦股份,300715 2073 | 国立科技,300716 2074 | 华信新材,300717 2075 | 长盛轴承,300718 2076 | 安达维尔,300719 2077 | 海川智能,300720 2078 | 怡达股份,300721 2079 | 新余国科,300722 2080 | 一品红,300723 2081 | 药石科技,300725 2082 | 宏达电子,300726 2083 | 润禾材料,300727 2084 | 乐歌股份,300729 2085 | 科创信息,300730 2086 | 科创新源,300731 2087 | 设研院,300732 2088 | 西菱动力,300733 2089 | 光弘科技,300735 2090 | 百华悦邦,300736 2091 | 科顺股份,300737 2092 | 奥飞数据,300738 2093 | 明阳电路,300739 2094 | 御家汇,300740 2095 | 华宝股份,300741 2096 | 浦发银行,600000 2097 | 白云机场,600004 2098 | 东风汽车,600006 2099 | 中国国贸,600007 2100 | 首创股份,600008 2101 | 上海机场,600009 2102 | 包钢股份,600010 2103 | 华能国际,600011 2104 | 皖通高速,600012 2105 | 华夏银行,600015 2106 | 民生银行,600016 2107 | 日照港,600017 2108 | 上港集团,600018 2109 | 宝钢股份,600019 2110 | 中原高速,600020 2111 | 上海电力,600021 2112 | 山东钢铁,600022 2113 | 浙能电力,600023 2114 | 华能水电,600025 2115 | 中远海能,600026 2116 | 华电国际,600027 2117 | 中国石化,600028 2118 | 南方航空,600029 2119 | 中信证券,600030 2120 | 三一重工,600031 2121 | 福建高速,600033 2122 | 楚天高速,600035 2123 | 招商银行,600036 2124 | 歌华有线,600037 2125 | 中直股份,600038 2126 | 四川路桥,600039 2127 | 保利地产,600048 2128 | 中国联通,600050 2129 | 宁波联合,600051 2130 | 浙江广厦,600052 2131 | 九鼎投资,600053 2132 | 黄山旅游,600054 2133 | 万东医疗,600055 2134 | 中国医药,600056 2135 | 象屿股份,600057 2136 | 五矿发展,600058 2137 | 古越龙山,600059 2138 | 海信电器,600060 2139 | 国投资本,600061 2140 | 华润双鹤,600062 2141 | 皖维高新,600063 2142 | 南京高科,600064 2143 | 宇通客车,600066 2144 | 冠城大通,600067 2145 | 葛洲坝,600068 2146 | 银鸽投资,600069 2147 | 浙江富润,600070 2148 | 凤凰光学,600071 2149 | 中船科技,600072 2150 | 上海梅林,600073 2151 | ST保千里,600074 2152 | 新疆天业,600075 2153 | 康欣新材,600076 2154 | 宋都股份,600077 2155 | 澄星股份,600078 2156 | 人福医药,600079 2157 | 金花股份,600080 2158 | 东风科技,600081 2159 | 海泰发展,600082 2160 | 博信股份,600083 2161 | 中葡股份,600084 2162 | 同仁堂,600085 2163 | 东方金钰,600086 2164 | 中视传媒,600088 2165 | 特变电工,600089 2166 | 同济堂,600090 2167 | ST明科,600091 2168 | 易见股份,600093 2169 | 大名城,600094 2170 | 哈高科,600095 2171 | 云天化,600096 2172 | 开创国际,600097 2173 | 广州发展,600098 2174 | 林海股份,600099 2175 | 同方股份,600100 2176 | 明星电力,600101 2177 | 青山纸业,600103 2178 | 上汽集团,600104 2179 | 永鼎股份,600105 2180 | 重庆路桥,600106 2181 | 美尔雅,600107 2182 | 亚盛集团,600108 2183 | 国金证券,600109 2184 | 诺德股份,600110 2185 | 北方稀土,600111 2186 | *ST天成,600112 2187 | 浙江东日,600113 2188 | 东睦股份,600114 2189 | 东方航空,600115 2190 | 三峡水利,600116 2191 | 西宁特钢,600117 2192 | 中国卫星,600118 2193 | 长江投资,600119 2194 | 浙江东方,600120 2195 | *ST郑煤,600121 2196 | 宏图高科,600122 2197 | 兰花科创,600123 2198 | 铁龙物流,600125 2199 | 杭钢股份,600126 2200 | 金健米业,600127 2201 | 弘业股份,600128 2202 | 太极集团,600129 2203 | 波导股份,600130 2204 | 岷江水电,600131 2205 | 重庆啤酒,600132 2206 | 东湖高新,600133 2207 | 乐凯胶片,600135 2208 | 当代明诚,600136 2209 | 浪莎股份,600137 2210 | 中青旅,600138 2211 | 西部资源,600139 2212 | 兴发集团,600141 2213 | 金发科技,600143 2214 | *ST新亿,600145 2215 | 商赢环球,600146 2216 | 长春一东,600148 2217 | *ST坊展,600149 2218 | 中国船舶,600150 2219 | 航天机电,600151 2220 | 维科精华,600152 2221 | 建发股份,600153 2222 | 宝硕股份,600155 2223 | 华升股份,600156 2224 | 永泰能源,600157 2225 | 中体产业,600158 2226 | 大龙地产,600159 2227 | 巨化股份,600160 2228 | 天坛生物,600161 2229 | 香江控股,600162 2230 | 中闽能源,600163 2231 | 新日恒力,600165 2232 | 福田汽车,600166 2233 | 联美控股,600167 2234 | 武汉控股,600168 2235 | 太原重工,600169 2236 | 上海建工,600170 2237 | 上海贝岭,600171 2238 | 黄河旋风,600172 2239 | 卧龙地产,600173 2240 | 美都能源,600175 2241 | 中国巨石,600176 2242 | 雅戈尔,600177 2243 | 东安动力,600178 2244 | 安通控股,600179 2245 | 瑞茂通,600180 2246 | S佳通,600182 2247 | 生益科技,600183 2248 | 光电股份,600184 2249 | 格力地产,600185 2250 | 莲花健康,600186 2251 | 国中水务,600187 2252 | 兖州煤业,600188 2253 | 吉林森工,600189 2254 | 锦州港,600190 2255 | 华资实业,600191 2256 | 长城电工,600192 2257 | 创兴资源,600193 2258 | 中牧股份,600195 2259 | 复星医药,600196 2260 | 伊力特,600197 2261 | 大唐电信,600198 2262 | 金种子酒,600199 2263 | 江苏吴中,600200 2264 | 生物股份,600201 2265 | 哈空调,600202 2266 | 福日电子,600203 2267 | 有研新材,600206 2268 | 安彩高科,600207 2269 | 新湖中宝,600208 2270 | 罗顿发展,600209 2271 | 紫江企业,600210 2272 | 西藏药业,600211 2273 | 江泉实业,600212 2274 | 亚星客车,600213 2275 | 长春经开,600215 2276 | 浙江医药,600216 2277 | 中再资环,600217 2278 | 全柴动力,600218 2279 | 南山铝业,600219 2280 | 江苏阳光,600220 2281 | 海航控股,600221 2282 | 太龙药业,600222 2283 | 鲁商置业,600223 2284 | *ST松江,600225 2285 | 瀚叶股份,600226 2286 | 赤天化,600227 2287 | *ST昌九,600228 2288 | 城市传媒,600229 2289 | 沧州大化,600230 2290 | 凌钢股份,600231 2291 | 金鹰股份,600232 2292 | 圆通速递,600233 2293 | ST山水,600234 2294 | 民丰特纸,600235 2295 | 桂冠电力,600236 2296 | 铜峰电子,600237 2297 | 海南椰岛,600238 2298 | 云南城投,600239 2299 | 华业资本,600240 2300 | 时代万恒,600241 2301 | 中昌数据,600242 2302 | 青海华鼎,600243 2303 | 万通地产,600246 2304 | ST成城,600247 2305 | 延长化建,600248 2306 | 两面针,600249 2307 | 南纺股份,600250 2308 | 冠农股份,600251 2309 | 中恒集团,600252 2310 | 梦舟股份,600255 2311 | 广汇能源,600256 2312 | 大湖股份,600257 2313 | 首旅酒店,600258 2314 | 广晟有色,600259 2315 | 凯乐科技,600260 2316 | 阳光照明,600261 2317 | 北方股份,600262 2318 | ST景谷,600265 2319 | 北京城建,600266 2320 | 海正药业,600267 2321 | 国电南自,600268 2322 | 赣粤高速,600269 2323 | 外运发展,600270 2324 | 航天信息,600271 2325 | 开开实业,600272 2326 | 嘉化能源,600273 2327 | *ST昌鱼,600275 2328 | 恒瑞医药,600276 2329 | 亿利洁能,600277 2330 | 东方创业,600278 2331 | 重庆港九,600279 2332 | 中央商场,600280 2333 | 太化股份,600281 2334 | 南钢股份,600282 2335 | 钱江水利,600283 2336 | 浦东建设,600284 2337 | 羚锐制药,600285 2338 | 江苏舜天,600287 2339 | 大恒科技,600288 2340 | ST信通,600289 2341 | 华仪电气,600290 2342 | 西水股份,600291 2343 | 远达环保,600292 2344 | 三峡新材,600293 2345 | 鄂尔多斯,600295 2346 | 广汇汽车,600297 2347 | 安琪酵母,600298 2348 | 安迪苏,600299 2349 | 维维股份,600300 2350 | ST南化,600301 2351 | 标准股份,600302 2352 | 曙光股份,600303 2353 | 恒顺醋业,600305 2354 | 商业城,600306 2355 | 酒钢宏兴,600307 2356 | 华泰股份,600308 2357 | 万华化学,600309 2358 | 桂东电力,600310 2359 | 荣华实业,600311 2360 | 平高电气,600312 2361 | 农发种业,600313 2362 | 上海家化,600315 2363 | 洪都航空,600316 2364 | 营口港,600317 2365 | 新力金融,600318 2366 | 亚星化学,600319 2367 | 振华重工,600320 2368 | 正源股份,600321 2369 | 天房发展,600322 2370 | 瀚蓝环境,600323 2371 | 华发股份,600325 2372 | 西藏天路,600326 2373 | 大东方,600327 2374 | 兰太实业,600328 2375 | 中新药业,600329 2376 | 天通股份,600330 2377 | 宏达股份,600331 2378 | 白云山,600332 2379 | 长春燃气,600333 2380 | 国机汽车,600335 2381 | 澳柯玛,600336 2382 | 美克家居,600337 2383 | 西藏珠峰,600338 2384 | 中油工程,600339 2385 | 华夏幸福,600340 2386 | 航天动力,600343 2387 | 长江通信,600345 2388 | 恒力股份,600346 2389 | 阳泉煤业,600348 2390 | 山东高速,600350 2391 | 亚宝药业,600351 2392 | 浙江龙盛,600352 2393 | 旭光股份,600353 2394 | 敦煌种业,600354 2395 | 精伦电子,600355 2396 | 恒丰纸业,600356 2397 | 国旅联合,600358 2398 | 新农开发,600359 2399 | 华微电子,600360 2400 | 华联综超,600361 2401 | 江西铜业,600362 2402 | 联创光电,600363 2403 | 通葡股份,600365 2404 | 宁波韵升,600366 2405 | 红星发展,600367 2406 | 五洲交通,600368 2407 | 西南证券,600369 2408 | 三房巷,600370 2409 | 万向德农,600371 2410 | 中航电子,600372 2411 | 中文传媒,600373 2412 | 华菱星马,600375 2413 | 首开股份,600376 2414 | 宁沪高速,600377 2415 | 天科股份,600378 2416 | 宝光股份,600379 2417 | 健康元,600380 2418 | 青海春天,600381 2419 | 广东明珠,600382 2420 | 金地集团,600383 2421 | 山东金泰,600385 2422 | 北巴传媒,600386 2423 | 海越股份,600387 2424 | 龙净环保,600388 2425 | 江山股份,600389 2426 | 五矿资本,600390 2427 | 航发科技,600391 2428 | 盛和资源,600392 2429 | 粤泰股份,600393 2430 | 盘江股份,600395 2431 | 金山股份,600396 2432 | 安源煤业,600397 2433 | 海澜之家,600398 2434 | 抚顺特钢,600399 2435 | 红豆股份,600400 2436 | *ST海润,600401 2437 | *ST大有,600403 2438 | 动力源,600405 2439 | 国电南瑞,600406 2440 | 安泰集团,600408 2441 | 三友化工,600409 2442 | 华胜天成,600410 2443 | 小商品城,600415 2444 | 湘电股份,600416 2445 | 江淮汽车,600418 2446 | 天润乳业,600419 2447 | 现代制药,600420 2448 | ST仰帆,600421 2449 | 昆药集团,600422 2450 | *ST柳化,600423 2451 | *ST青松,600425 2452 | 华鲁恒升,600426 2453 | 中远海特,600428 2454 | 三元股份,600429 2455 | *ST吉恩,600432 2456 | 冠豪高新,600433 2457 | 北方导航,600435 2458 | 片仔癀,600436 2459 | 通威股份,600438 2460 | 瑞贝卡,600439 2461 | 国机通用,600444 2462 | 金证股份,600446 2463 | 华纺股份,600448 2464 | 宁夏建材,600449 2465 | 涪陵电力,600452 2466 | 博通股份,600455 2467 | 宝钛股份,600456 2468 | 时代新材,600458 2469 | 贵研铂业,600459 2470 | 士兰微,600460 2471 | 洪城水业,600461 2472 | 九有股份,600462 2473 | 空港股份,600463 2474 | 蓝光发展,600466 2475 | 好当家,600467 2476 | 百利电气,600468 2477 | 风神股份,600469 2478 | 六国化工,600470 2479 | 华光股份,600475 2480 | 湘邮科技,600476 2481 | 杭萧钢构,600477 2482 | 科力远,600478 2483 | 千金药业,600479 2484 | 凌云股份,600480 2485 | 双良节能,600481 2486 | 中国动力,600482 2487 | 福能股份,600483 2488 | 信威集团,600485 2489 | 扬农化工,600486 2490 | 亨通光电,600487 2491 | 天药股份,600488 2492 | 中金黄金,600489 2493 | 鹏欣资源,600490 2494 | 龙元建设,600491 2495 | 凤竹纺织,600493 2496 | 晋西车轴,600495 2497 | 精工钢构,600496 2498 | 驰宏锌锗,600497 2499 | 烽火通信,600498 2500 | 科达洁能,600499 2501 | 中化国际,600500 2502 | 航天晨光,600501 2503 | 安徽水利,600502 2504 | 华丽家族,600503 2505 | 西昌电力,600505 2506 | 香梨股份,600506 2507 | 方大特钢,600507 2508 | 上海能源,600508 2509 | 天富能源,600509 2510 | 黑牡丹,600510 2511 | 国药股份,600511 2512 | 腾达建设,600512 2513 | 联环药业,600513 2514 | 海航基础,600515 2515 | 方大炭素,600516 2516 | 置信电气,600517 2517 | 康美药业,600518 2518 | 贵州茅台,600519 2519 | 文一科技,600520 2520 | 华海药业,600521 2521 | 中天科技,600522 2522 | 贵航股份,600523 2523 | 长园集团,600525 2524 | 菲达环保,600526 2525 | 江南高纤,600527 2526 | 中铁工业,600528 2527 | 山东药玻,600529 2528 | 交大昂立,600530 2529 | 豫光金铅,600531 2530 | 宏达矿业,600532 2531 | 栖霞建设,600533 2532 | 天士力,600535 2533 | 中国软件,600536 2534 | 亿晶光电,600537 2535 | 国发股份,600538 2536 | 狮头股份,600539 2537 | *ST新赛,600540 2538 | 莫高股份,600543 2539 | 卓郎智能,600545 2540 | 山煤国际,600546 2541 | 山东黄金,600547 2542 | 深高速,600548 2543 | 厦门钨业,600549 2544 | 保变电气,600550 2545 | 时代出版,600551 2546 | 凯盛科技,600552 2547 | 海航创新,600555 2548 | ST慧球,600556 2549 | 康缘药业,600557 2550 | 大西洋,600558 2551 | 老白干酒,600559 2552 | 金自天正,600560 2553 | 江西长运,600561 2554 | 国睿科技,600562 2555 | 法拉电子,600563 2556 | 迪马股份,600565 2557 | 济川药业,600566 2558 | 山鹰纸业,600567 2559 | 中珠医疗,600568 2560 | 安阳钢铁,600569 2561 | 恒生电子,600570 2562 | 信雅达,600571 2563 | 康恩贝,600572 2564 | 惠泉啤酒,600573 2565 | 皖江物流,600575 2566 | 祥源文化,600576 2567 | 精达股份,600577 2568 | 京能电力,600578 2569 | 天华院,600579 2570 | 卧龙电气,600580 2571 | 八一钢铁,600581 2572 | 天地科技,600582 2573 | 海油工程,600583 2574 | 长电科技,600584 2575 | 海螺水泥,600585 2576 | 金晶科技,600586 2577 | 新华医疗,600587 2578 | 用友网络,600588 2579 | 广东榕泰,600589 2580 | 泰豪科技,600590 2581 | 龙溪股份,600592 2582 | 大连圣亚,600593 2583 | 益佰制药,600594 2584 | 中孚实业,600595 2585 | 新安股份,600596 2586 | 光明乳业,600597 2587 | 北大荒,600598 2588 | 熊猫金控,600599 2589 | 青岛啤酒,600600 2590 | 方正科技,600601 2591 | 云赛智联,600602 2592 | 广汇物流,600603 2593 | 市北高新,600604 2594 | 汇通能源,600605 2595 | 绿地控股,600606 2596 | *ST沪科,600608 2597 | 金杯汽车,600609 2598 | 中毅达,600610 2599 | 大众交通,600611 2600 | 老凤祥,600612 2601 | 神奇制药,600613 2602 | 鹏起科技,600614 2603 | 丰华股份,600615 2604 | 金枫酒业,600616 2605 | 国新能源,600617 2606 | 氯碱化工,600618 2607 | 海立股份,600619 2608 | 天宸股份,600620 2609 | 华鑫股份,600621 2610 | 光大嘉宝,600622 2611 | 华谊集团,600623 2612 | 复旦复华,600624 2613 | 申达股份,600626 2614 | 新世界,600628 2615 | 华建集团,600629 2616 | 龙头股份,600630 2617 | 浙数文化,600633 2618 | 富控互动,600634 2619 | 大众公用,600635 2620 | *ST爱富,600636 2621 | 东方明珠,600637 2622 | 新黄浦,600638 2623 | 浦东金桥,600639 2624 | 号百控股,600640 2625 | 万业企业,600641 2626 | 申能股份,600642 2627 | 爱建集团,600643 2628 | 乐山电力,600644 2629 | 中源协和,600645 2630 | 同达创业,600647 2631 | 外高桥,600648 2632 | 城投控股,600649 2633 | 锦江投资,600650 2634 | 飞乐音响,600651 2635 | 游久游戏,600652 2636 | 申华控股,600653 2637 | *ST中安,600654 2638 | 豫园股份,600655 2639 | 信达地产,600657 2640 | 电子城,600658 2641 | 福耀玻璃,600660 2642 | 新南洋,600661 2643 | 强生控股,600662 2644 | 陆家嘴,600663 2645 | 哈药股份,600664 2646 | 天地源,600665 2647 | 奥瑞德,600666 2648 | 太极实业,600667 2649 | 尖峰集团,600668 2650 | 天目药业,600671 2651 | 东阳光科,600673 2652 | 川投能源,600674 2653 | 中华企业,600675 2654 | 交运股份,600676 2655 | 航天通信,600677 2656 | 四川金顶,600678 2657 | 上海凤凰,600679 2658 | *ST上普,600680 2659 | 百川能源,600681 2660 | 南京新百,600682 2661 | 京投发展,600683 2662 | 珠江实业,600684 2663 | 中船防务,600685 2664 | 金龙汽车,600686 2665 | 刚泰控股,600687 2666 | 上海石化,600688 2667 | 上海三毛,600689 2668 | 青岛海尔,600690 2669 | 阳煤化工,600691 2670 | 亚通股份,600692 2671 | 东百集团,600693 2672 | 大商股份,600694 2673 | 绿庭投资,600695 2674 | ST匹凸,600696 2675 | 欧亚集团,600697 2676 | 湖南天雁,600698 2677 | 均胜电子,600699 2678 | 工大高新,600701 2679 | 舍得酒业,600702 2680 | 三安光电,600703 2681 | 物产中大,600704 2682 | 中航资本,600705 2683 | 曲江文旅,600706 2684 | 彩虹股份,600707 2685 | 光明地产,600708 2686 | ST常林,600710 2687 | 盛屯矿业,600711 2688 | 南宁百货,600712 2689 | 南京医药,600713 2690 | 金瑞矿业,600714 2691 | 文投控股,600715 2692 | 凤凰股份,600716 2693 | 天津港,600717 2694 | 东软集团,600718 2695 | 大连热电,600719 2696 | 祁连山,600720 2697 | 百花村,600721 2698 | 金牛化工,600722 2699 | 首商股份,600723 2700 | 宁波富达,600724 2701 | ST云维,600725 2702 | 华电能源,600726 2703 | 鲁北化工,600727 2704 | 佳都科技,600728 2705 | 重庆百货,600729 2706 | 中国高科,600730 2707 | 湖南海利,600731 2708 | ST新梅,600732 2709 | SST前锋,600733 2710 | 实达集团,600734 2711 | 新华锦,600735 2712 | 苏州高新,600736 2713 | 中粮糖业,600737 2714 | 兰州民百,600738 2715 | 辽宁成大,600739 2716 | 山西焦化,600740 2717 | 华域汽车,600741 2718 | 一汽富维,600742 2719 | 华远地产,600743 2720 | 华银电力,600744 2721 | 闻泰科技,600745 2722 | 江苏索普,600746 2723 | *ST大控,600747 2724 | 上实发展,600748 2725 | 西藏旅游,600749 2726 | 江中药业,600750 2727 | 天海投资,600751 2728 | 东方银星,600753 2729 | 锦江股份,600754 2730 | 厦门国贸,600755 2731 | 浪潮软件,600756 2732 | 长江传媒,600757 2733 | 红阳能源,600758 2734 | 洲际油气,600759 2735 | 中航沈飞,600760 2736 | 安徽合力,600761 2737 | 通策医疗,600763 2738 | 中国海防,600764 2739 | 中航重机,600765 2740 | 园城黄金,600766 2741 | *ST运盛,600767 2742 | 宁波富邦,600768 2743 | 祥龙电业,600769 2744 | 综艺股份,600770 2745 | 广誉远,600771 2746 | 西藏城投,600773 2747 | 汉商集团,600774 2748 | 南京熊猫,600775 2749 | 东方通信,600776 2750 | 新潮能源,600777 2751 | 友好集团,600778 2752 | 水井坊,600779 2753 | 通宝能源,600780 2754 | 辅仁药业,600781 2755 | 新钢股份,600782 2756 | 鲁信创投,600783 2757 | 鲁银投资,600784 2758 | 新华百货,600785 2759 | 中储股份,600787 2760 | 鲁抗医药,600789 2761 | 轻纺城,600790 2762 | 京能置业,600791 2763 | 云煤能源,600792 2764 | 宜宾纸业,600793 2765 | 保税科技,600794 2766 | 国电电力,600795 2767 | 钱江生化,600796 2768 | 浙大网新,600797 2769 | 宁波海运,600798 2770 | 天津磁卡,600800 2771 | 华新水泥,600801 2772 | 福建水泥,600802 2773 | 新奥股份,600803 2774 | 鹏博士,600804 2775 | 悦达投资,600805 2776 | *ST昆机,600806 2777 | 天业股份,600807 2778 | 马钢股份,600808 2779 | 山西汾酒,600809 2780 | 神马股份,600810 2781 | 东方集团,600811 2782 | 华北制药,600812 2783 | 杭州解百,600814 2784 | *ST厦工,600815 2785 | 安信信托,600816 2786 | *ST宏盛,600817 2787 | 中路股份,600818 2788 | 耀皮玻璃,600819 2789 | 隧道股份,600820 2790 | 津劝业,600821 2791 | 上海物贸,600822 2792 | 世茂股份,600823 2793 | 益民集团,600824 2794 | 新华传媒,600825 2795 | 兰生股份,600826 2796 | 百联股份,600827 2797 | 茂业商业,600828 2798 | 人民同泰,600829 2799 | 香溢融通,600830 2800 | 广电网络,600831 2801 | 第一医药,600833 2802 | 申通地铁,600834 2803 | 上海机电,600835 2804 | 界龙实业,600836 2805 | 海通证券,600837 2806 | 上海九百,600838 2807 | 四川长虹,600839 2808 | 上柴股份,600841 2809 | 上工申贝,600843 2810 | 丹化科技,600844 2811 | 宝信软件,600845 2812 | 同济科技,600846 2813 | *ST万里,600847 2814 | 上海临港,600848 2815 | 华东电脑,600850 2816 | 海欣股份,600851 2817 | 龙建股份,600853 2818 | 春兰股份,600854 2819 | 航天长峰,600855 2820 | 中天能源,600856 2821 | 宁波中百,600857 2822 | 银座股份,600858 2823 | 王府井,600859 2824 | *ST京城,600860 2825 | 北京城乡,600861 2826 | 中航高科,600862 2827 | 内蒙华电,600863 2828 | 哈投股份,600864 2829 | 百大集团,600865 2830 | 星湖科技,600866 2831 | 通化东宝,600867 2832 | 梅雁吉祥,600868 2833 | 智慧能源,600869 2834 | 厦华电子,600870 2835 | 石化油服,600871 2836 | 中炬高新,600872 2837 | 梅花生物,600873 2838 | 创业环保,600874 2839 | 东方电气,600875 2840 | 洛阳玻璃,600876 2841 | *ST嘉陵,600877 2842 | 航天电子,600879 2843 | 博瑞传播,600880 2844 | 亚泰集团,600881 2845 | 广泽股份,600882 2846 | 博闻科技,600883 2847 | 杉杉股份,600884 2848 | 宏发股份,600885 2849 | 国投电力,600886 2850 | 伊利股份,600887 2851 | 新疆众和,600888 2852 | 南京化纤,600889 2853 | 中房股份,600890 2854 | 秋林集团,600891 2855 | 大晟文化,600892 2856 | 航发动力,600893 2857 | 广日股份,600894 2858 | 张江高科,600895 2859 | 览海投资,600896 2860 | 厦门空港,600897 2861 | 国美通讯,600898 2862 | 长江电力,600900 2863 | 江苏租赁,600901 2864 | 贵州燃气,600903 2865 | 无锡银行,600908 2866 | 华安证券,600909 2867 | 重庆燃气,600917 2868 | 江苏银行,600919 2869 | 杭州银行,600926 2870 | 湖南盐业,600929 2871 | 爱柯迪,600933 2872 | 广西广电,600936 2873 | 重庆建工,600939 2874 | 东方证券,600958 2875 | 江苏有线,600959 2876 | 渤海活塞,600960 2877 | 株冶集团,600961 2878 | 国投中鲁,600962 2879 | 岳阳林纸,600963 2880 | 福成股份,600965 2881 | 博汇纸业,600966 2882 | 内蒙一机,600967 2883 | 郴电国际,600969 2884 | 中材国际,600970 2885 | 恒源煤电,600971 2886 | 宝胜股份,600973 2887 | 新五丰,600975 2888 | 健民集团,600976 2889 | 中国电影,600977 2890 | 宜华生活,600978 2891 | 广安爱众,600979 2892 | 北矿科技,600980 2893 | 汇鸿集团,600981 2894 | 宁波热电,600982 2895 | 惠而浦,600983 2896 | 建设机械,600984 2897 | 雷鸣科化,600985 2898 | 科达股份,600986 2899 | 航民股份,600987 2900 | 赤峰黄金,600988 2901 | 四创电子,600990 2902 | 贵绳股份,600992 2903 | 马应龙,600993 2904 | 文山电力,600995 2905 | 贵广网络,600996 2906 | 开滦股份,600997 2907 | 九州通,600998 2908 | 招商证券,600999 2909 | 唐山港,601000 2910 | 大同煤业,601001 2911 | 晋亿实业,601002 2912 | 柳钢股份,601003 2913 | *ST重钢,601005 2914 | 大秦铁路,601006 2915 | 金陵饭店,601007 2916 | 连云港,601008 2917 | 南京银行,601009 2918 | 文峰股份,601010 2919 | 宝泰隆,601011 2920 | 隆基股份,601012 2921 | 陕西黑猫,601015 2922 | 节能风电,601016 2923 | 宁波港,601018 2924 | 山东出版,601019 2925 | 华钰矿业,601020 2926 | 春秋航空,601021 2927 | 玉龙股份,601028 2928 | 一拖股份,601038 2929 | 赛轮金宇,601058 2930 | 西部黄金,601069 2931 | 国芳集团,601086 2932 | 中国神华,601088 2933 | 中南传媒,601098 2934 | 太平洋,601099 2935 | 恒立液压,601100 2936 | 昊华能源,601101 2937 | *ST一重,601106 2938 | 四川成渝,601107 2939 | 财通证券,601108 2940 | 中国国航,601111 2941 | 华鼎股份,601113 2942 | 三江购物,601116 2943 | 中国化学,601117 2944 | 海南橡胶,601118 2945 | 四方股份,601126 2946 | 小康股份,601127 2947 | 常熟银行,601128 2948 | 博威合金,601137 2949 | 深圳燃气,601139 2950 | 新城控股,601155 2951 | 重庆水务,601158 2952 | 三角轮胎,601163 2953 | 兴业银行,601166 2954 | 西部矿业,601168 2955 | 北京银行,601169 2956 | 杭齿前进,601177 2957 | 中国西电,601179 2958 | 中国铁建,601186 2959 | 龙江交通,601188 2960 | 东兴证券,601198 2961 | 江南水务,601199 2962 | 上海环境,601200 2963 | 东材科技,601208 2964 | 国泰君安,601211 2965 | 白银有色,601212 2966 | 君正集团,601216 2967 | 吉鑫科技,601218 2968 | 林洋能源,601222 2969 | 陕西煤业,601225 2970 | 华电重工,601226 2971 | 广州港,601228 2972 | 上海银行,601229 2973 | 环旭电子,601231 2974 | 桐昆股份,601233 2975 | 广汽集团,601238 2976 | 庞大集团,601258 2977 | 农业银行,601288 2978 | 骆驼股份,601311 2979 | 中国平安,601318 2980 | 秦港股份,601326 2981 | 交通银行,601328 2982 | 广深铁路,601333 2983 | 新华保险,601336 2984 | 百隆东方,601339 2985 | 三六零,601360 2986 | 利群股份,601366 2987 | 绿城水务,601368 2988 | 陕鼓动力,601369 2989 | 中原证券,601375 2990 | 兴业证券,601377 2991 | 怡球资源,601388 2992 | 中国中铁,601390 2993 | 工商银行,601398 2994 | 通用股份,601500 2995 | 东风股份,601515 2996 | 吉林高速,601518 2997 | *ST智慧,601519 2998 | 东吴证券,601555 2999 | *ST锐电,601558 3000 | 九牧王,601566 3001 | 三星医疗,601567 3002 | 会稽山,601579 3003 | 北辰实业,601588 3004 | 上海电影,601595 3005 | 鹿港文化,601599 3006 | 中国铝业,601600 3007 | 中国太保,601601 3008 | 上海医药,601607 3009 | 中信重工,601608 3010 | 中国核建,601611 3011 | 广电电气,601616 3012 | 中国中冶,601618 3013 | 嘉泽新能,601619 3014 | 中国人寿,601628 3015 | 长城汽车,601633 3016 | 旗滨集团,601636 3017 | 平煤股份,601666 3018 | 中国建筑,601668 3019 | 中国电建,601669 3020 | 明泰铝业,601677 3021 | 滨化股份,601678 3022 | 华泰证券,601688 3023 | 拓普集团,601689 3024 | 潞安环能,601699 3025 | 风范股份,601700 3026 | 郑煤机,601717 3027 | 际华集团,601718 3028 | 上海电气,601727 3029 | 中国中车,601766 3030 | 力帆股份,601777 3031 | 光大证券,601788 3032 | 宁波建工,601789 3033 | 蓝科高新,601798 3034 | 星宇股份,601799 3035 | 中国交建,601800 3036 | 皖新传媒,601801 3037 | 中海油服,601808 3038 | 新华文轩,601811 3039 | 光大银行,601818 3040 | 美凯龙,601828 3041 | 成都银行,601838 3042 | 中国石油,601857 3043 | 中国科传,601858 3044 | 中远海发,601866 3045 | 招商轮船,601872 3046 | 正泰电器,601877 3047 | 浙商证券,601878 3048 | 大连港,601880 3049 | 中国银河,601881 3050 | 海天精工,601882 3051 | 江河集团,601886 3052 | 中国国旅,601888 3053 | 亚星锚链,601890 3054 | 中煤能源,601898 3055 | 紫金矿业,601899 3056 | 南方传媒,601900 3057 | 方正证券,601901 3058 | 京运通,601908 3059 | 新集能源,601918 3060 | 中远海控,601919 3061 | 凤凰传媒,601928 3062 | 吉视传媒,601929 3063 | 永辉超市,601933 3064 | 建设银行,601939 3065 | 中国出版,601949 3066 | 苏垦农发,601952 3067 | 金钼股份,601958 3068 | 中国汽研,601965 3069 | 玲珑轮胎,601966 3070 | 宝钢包装,601968 3071 | 海南矿业,601969 3072 | 中国核电,601985 3073 | 中国银行,601988 3074 | 中国重工,601989 3075 | 大唐发电,601991 3076 | 金隅集团,601992 3077 | 丰林集团,601996 3078 | 贵阳银行,601997 3079 | 中信银行,601998 3080 | 出版传媒,601999 3081 | 人民网,603000 3082 | 奥康国际,603001 3083 | 宏昌电子,603002 3084 | 龙宇燃油,603003 3085 | 晶方科技,603005 3086 | 联明股份,603006 3087 | 花王股份,603007 3088 | 喜临门,603008 3089 | 北特科技,603009 3090 | 万盛股份,603010 3091 | 合锻智能,603011 3092 | 创力集团,603012 3093 | 弘讯科技,603015 3094 | 新宏泰,603016 3095 | 中衡设计,603017 3096 | 中设集团,603018 3097 | 中科曙光,603019 3098 | 爱普股份,603020 3099 | 山东华鹏,603021 3100 | 新通联,603022 3101 | 威帝股份,603023 3102 | 大豪科技,603025 3103 | 石大胜华,603026 3104 | 千禾味业,603027 3105 | 赛福天,603028 3106 | 天鹅股份,603029 3107 | 全筑股份,603030 3108 | 安德利,603031 3109 | 德新交运,603032 3110 | 三维股份,603033 3111 | 常熟汽饰,603035 3112 | 如通股份,603036 3113 | 凯众股份,603037 3114 | 华立股份,603038 3115 | 泛微网络,603039 3116 | 新坐标,603040 3117 | 美思德,603041 3118 | 华脉科技,603042 3119 | 广州酒家,603043 3120 | 科林电气,603050 3121 | 台华新材,603055 3122 | 德邦股份,603056 3123 | 永吉股份,603058 3124 | 倍加洁,603059 3125 | 国检集团,603060 3126 | 禾望电气,603063 3127 | 音飞储存,603066 3128 | 振华股份,603067 3129 | 海汽集团,603069 3130 | 乐惠国际,603076 3131 | 和邦生物,603077 3132 | 江化微,603078 3133 | 圣达生物,603079 3134 | 新疆火炬,603080 3135 | 大丰实业,603081 3136 | 剑桥科技,603083 3137 | 天成自控,603085 3138 | 先达股份,603086 3139 | 宁波精达,603088 3140 | 正裕工业,603089 3141 | 宏盛股份,603090 3142 | 新经典,603096 3143 | 森特股份,603098 3144 | 长白山,603099 3145 | 川仪股份,603100 3146 | 汇嘉时代,603101 3147 | 横店影视,603103 3148 | 恒银金融,603106 3149 | 润达医疗,603108 3150 | 东方材料,603110 3151 | 康尼机电,603111 3152 | 金能科技,603113 3153 | 红蜻蜓,603116 3154 | 万林股份,603117 3155 | 共进股份,603118 3156 | 翠微股份,603123 3157 | 中材节能,603126 3158 | 昭衍新药,603127 3159 | 华贸物流,603128 3160 | 春风动力,603129 3161 | 上海沪工,603131 3162 | 碳元科技,603133 3163 | 天目湖,603136 3164 | 海量数据,603138 3165 | 康惠制药,603139 3166 | 养元饮品,603156 3167 | 拉夏贝尔,603157 3168 | 腾龙股份,603158 3169 | 上海亚虹,603159 3170 | 汇顶科技,603160 3171 | 科华控股,603161 3172 | 荣晟环保,603165 3173 | 福达股份,603166 3174 | 渤海轮渡,603167 3175 | 莎普爱思,603168 3176 | 兰石重装,603169 3177 | 德创环保,603177 3178 | 圣龙股份,603178 3179 | 新泉股份,603179 3180 | 金牌厨柜,603180 3181 | 皇马科技,603181 3182 | 建研院,603183 3183 | 华正新材,603186 3184 | 亚邦股份,603188 3185 | 网达软件,603189 3186 | 日播时尚,603196 3187 | 保隆科技,603197 3188 | 迎驾贡酒,603198 3189 | 九华旅游,603199 3190 | 上海洗霸,603200 3191 | 快克股份,603203 3192 | 江山欧派,603208 3193 | 日月股份,603218 3194 | 济民制药,603222 3195 | 恒通股份,603223 3196 | 新凤鸣,603225 3197 | 菲林格尔,603226 3198 | 雪峰科技,603227 3199 | 景旺电子,603228 3200 | 奥翔药业,603229 3201 | 格尔软件,603232 3202 | 大参林,603233 3203 | 诺邦股份,603238 3204 | 浙江仙通,603239 3205 | 电魂网络,603258 3206 | 合盛硅业,603260 3207 | 天龙股份,603266 3208 | 松发股份,603268 3209 | 海鸥股份,603269 3210 | 银都股份,603277 3211 | 大业股份,603278 3212 | 赛腾股份,603283 3213 | 日盈电子,603286 3214 | 海天味业,603288 3215 | 泰瑞机器,603289 3216 | 杭叉集团,603298 3217 | 井神股份,603299 3218 | 华铁科技,603300 3219 | 得邦照明,603303 3220 | 旭升股份,603305 3221 | 华懋科技,603306 3222 | 应流股份,603308 3223 | 维力医疗,603309 3224 | 金海环境,603311 3225 | 梦百合,603313 3226 | 福鞍股份,603315 3227 | 诚邦股份,603316 3228 | 派思股份,603318 3229 | 湘油泵,603319 3230 | 迪贝电气,603320 3231 | 梅轮电梯,603321 3232 | 超讯通信,603322 3233 | 吴江银行,603323 3234 | 我乐家居,603326 3235 | 依顿电子,603328 3236 | 上海雅仕,603329 3237 | 上海天洋,603330 3238 | 百达精工,603331 3239 | 明星电缆,603333 3240 | 迪生力,603335 3241 | 宏辉果蔬,603336 3242 | 杰克股份,603337 3243 | 浙江鼎力,603338 3244 | 四方冷链,603339 3245 | 安井食品,603345 3246 | 莱克电气,603355 3247 | 华菱精工,603356 3248 | 设计总院,603357 3249 | 华达科技,603358 3250 | 东珠景观,603359 3251 | 百傲化学,603360 3252 | 傲农生物,603363 3253 | 水星家纺,603365 3254 | 日出东方,603366 3255 | 辰欣药业,603367 3256 | 柳州医药,603368 3257 | 今世缘,603369 3258 | 东方时尚,603377 3259 | 亚士创能,603378 3260 | 易德龙,603380 3261 | 顶点软件,603383 3262 | 惠达卫浴,603385 3263 | 广东骏亚,603386 3264 | 基蛋生物,603387 3265 | 元成股份,603388 3266 | 亚振家居,603389 3267 | 新天然气,603393 3268 | 金辰股份,603396 3269 | 邦宝益智,603398 3270 | 吉翔股份,603399 3271 | 信捷电气,603416 3272 | 鼎信通讯,603421 3273 | 集友股份,603429 3274 | 吉比特,603444 3275 | 九洲药业,603456 3276 | 勘设股份,603458 3277 | 风语筑,603466 3278 | 振静股份,603477 3279 | 展鹏科技,603488 3280 | 恒为科技,603496 3281 | 翔港科技,603499 3282 | 祥和实业,603500 3283 | 韦尔股份,603501 3284 | 金石资源,603505 3285 | 南都物业,603506 3286 | 振江股份,603507 3287 | 思维列控,603508 3288 | 欧普照明,603515 3289 | 淳中科技,603516 3290 | 绝味食品,603517 3291 | 维格娜丝,603518 3292 | 立霸股份,603519 3293 | 司太立,603520 3294 | 众源新材,603527 3295 | 多伦科技,603528 3296 | 掌阅科技,603533 3297 | 嘉诚国际,603535 3298 | 惠发股份,603536 3299 | 美诺华,603538 3300 | 贵人鸟,603555 3301 | 海兴电力,603556 3302 | 起步股份,603557 3303 | 健盛集团,603558 3304 | 中通国脉,603559 3305 | 普莱柯,603566 3306 | 珍宝岛,603567 3307 | 伟明环保,603568 3308 | 长久物流,603569 3309 | 汇金通,603577 3310 | 三星新材,603578 3311 | 荣泰健康,603579 3312 | 艾艾精工,603580 3313 | 苏利股份,603585 3314 | 金麒麟,603586 3315 | 高能环境,603588 3316 | 口子窖,603589 3317 | 东尼电子,603595 3318 | 引力传媒,603598 3319 | 广信股份,603599 3320 | 永艺股份,603600 3321 | 再升科技,603601 3322 | 纵横通信,603602 3323 | 博天环境,603603 3324 | 珀莱雅,603605 3325 | 东方电缆,603606 3326 | 京华激光,603607 3327 | 天创时尚,603608 3328 | 禾丰牧业,603609 3329 | 诺力股份,603611 3330 | 索通发展,603612 3331 | 茶花股份,603615 3332 | 韩建河山,603616 3333 | 君禾股份,603617 3334 | 杭电股份,603618 3335 | 中曼石油,603619 3336 | 科森科技,603626 3337 | 清源股份,603628 3338 | 拉芳家化,603630 3339 | 徕木股份,603633 3340 | 南威软件,603636 3341 | 镇海股份,603637 3342 | 艾迪精密,603638 3343 | 海利尔,603639 3344 | 畅联股份,603648 3345 | 朗博科技,603655 3346 | 泰禾光电,603656 3347 | 安图生物,603658 3348 | 璞泰来,603659 3349 | 苏州科达,603660 3350 | 恒林股份,603661 3351 | 三祥新材,603663 3352 | 康隆达,603665 3353 | 五洲新春,603667 3354 | 天马科技,603668 3355 | 灵康药业,603669 3356 | 卫信康,603676 3357 | 奇精机械,603677 3358 | 火炬电子,603678 3359 | 华体科技,603679 3360 | 今创集团,603680 3361 | 晶华新材,603683 3362 | 晨丰科技,603685 3363 | 龙马环卫,603686 3364 | 石英股份,603688 3365 | 皖天然气,603689 3366 | 至纯科技,603690 3367 | 安记食品,603696 3368 | 航天工程,603698 3369 | 纽威股份,603699 3370 | 德宏股份,603701 3371 | 盛洋科技,603703 3372 | 健友股份,603707 3373 | 家家悦,603708 3374 | 中源家居,603709 3375 | 香飘飘,603711 3376 | 七一二,603712 3377 | 塞力斯,603716 3378 | 天域生态,603717 3379 | 海利生物,603718 3380 | 中广天择,603721 3381 | 阿科力,603722 3382 | 天安新材,603725 3383 | 朗迪集团,603726 3384 | 博迈科,603727 3385 | 鸣志电器,603728 3386 | 龙韵股份,603729 3387 | 岱美股份,603730 3388 | 三棵树,603737 3389 | 泰晶科技,603738 3390 | 大元泵业,603757 3391 | 秦安股份,603758 3392 | 隆鑫通用,603766 3393 | 中马传动,603767 3394 | 常青股份,603768 3395 | 永安行,603776 3396 | 来伊份,603777 3397 | 乾景园林,603778 3398 | 威龙股份,603779 3399 | 新日股份,603787 3400 | 宁波高发,603788 3401 | 星光农机,603789 3402 | 联泰环保,603797 3403 | 康普顿,603798 3404 | 华友钴业,603799 3405 | 道森股份,603800 3406 | 志邦股份,603801 3407 | 瑞斯康达,603803 3408 | 福斯特,603806 3409 | 歌力思,603808 3410 | 豪能股份,603809 3411 | 诚意药业,603811 3412 | 原尚股份,603813 3413 | 顾家家居,603816 3414 | 海峡环保,603817 3415 | 曲美家居,603818 3416 | 神力股份,603819 3417 | 嘉澳环保,603822 3418 | 百合花,603823 3419 | 华扬联众,603825 3420 | 坤彩科技,603826 3421 | 柯利达,603828 3422 | 洛凯股份,603829 3423 | 欧派家居,603833 3424 | 四通股份,603838 3425 | 安正时尚,603839 3426 | 正平股份,603843 3427 | 好太太,603848 3428 | 华荣股份,603855 3429 | 东宏股份,603856 3430 | 步长制药,603858 3431 | 能科股份,603859 3432 | 中公高科,603860 3433 | 白云电器,603861 3434 | 桃李面包,603866 3435 | 飞科电器,603868 3436 | 北部湾旅,603869 3437 | 嘉友国际,603871 3438 | 太平鸟,603877 3439 | 武进不锈,603878 3440 | 永悦科技,603879 3441 | 南卫股份,603880 3442 | 数据港,603881 3443 | 金域医学,603882 3444 | 老百姓,603883 3445 | 吉祥航空,603885 3446 | 元祖股份,603886 3447 | 城地股份,603887 3448 | 新华网,603888 3449 | 新澳股份,603889 3450 | 春秋电子,603890 3451 | 天永智能,603895 3452 | 寿仙谷,603896 3453 | 好莱客,603898 3454 | 晨光文具,603899 3455 | 莱绅通灵,603900 3456 | 永创智能,603901 3457 | 中持股份,603903 3458 | 龙蟠科技,603906 3459 | 牧高笛,603908 3460 | 合诚股份,603909 3461 | 佳力图,603912 3462 | 苏博特,603916 3463 | 合力科技,603917 3464 | 金桥信息,603918 3465 | 金徽酒,603919 3466 | 世运电路,603920 3467 | 金鸿顺,603922 3468 | 铁流股份,603926 3469 | 兴业股份,603928 3470 | 亚翔集成,603929 3471 | 睿能科技,603933 3472 | 博敏电子,603936 3473 | 丽岛新材,603937 3474 | 三孚股份,603938 3475 | 益丰药房,603939 3476 | 大千生态,603955 3477 | 哈森股份,603958 3478 | 百利科技,603959 3479 | 克来机电,603960 3480 | 大理药业,603963 3481 | 法兰泰克,603966 3482 | 醋化股份,603968 3483 | 银龙股份,603969 3484 | 中农立华,603970 3485 | 正川股份,603976 3486 | 国泰集团,603977 3487 | 深圳新星,603978 3488 | 金诚信,603979 3489 | 吉华集团,603980 3490 | 恒润股份,603985 3491 | 兆易创新,603986 3492 | 康德莱,603987 3493 | 中电电机,603988 3494 | 艾华集团,603989 3495 | 麦迪科技,603990 3496 | 至正股份,603991 3497 | 洛阳钼业,603993 3498 | 中新科技,603996 3499 | 继峰股份,603997 3500 | 方盛制药,603998 3501 | 读者传媒,603999 3502 | -------------------------------------------------------------------------------- /misc/tool/valid_stock/get_valid_stock.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding=utf-8 3 | # author: zengyuetian 4 | # 获取可以通过tushare获得数据的股票信息 5 | # 直接通过tushare提供的股票列表来获取，比抓取东方财富网的更可靠 6 | 7 | import tushare as ts 8 | 9 | if __name__ == '__main__': 10 | df = ts.get_stock_basics() 11 | names = list(df['name']) 12 | codes = list(df.index) 13 | # codes = map(int, codes) 14 | stocks = dict(zip(names, codes)) 15 | 16 | lines = list() 17 | sorted_stocks = sorted(stocks.iteritems(), key=lambda d: int(d[1]), reverse=False) 18 | for name, code in sorted_stocks: 19 | print(name + "->" + code) 20 | lines.append(name + "," + code + '\n') 21 | print("Total stock num: {0}".format(len(sorted_stocks))) 22 | 23 | # 写入csv文件，为了速度，直接通过文件形式写入，如果使用csv库，性能会大幅下降 24 | with open('data.csv', 'w') as f: 25 | f.writelines(lines) 26 | code_and_names = ['{0},{1}\n'.format(codes[i], names[i]) for i in range(len(codes))] 27 | --------------------------------------------------------------------------------