modify scripts
This commit is contained in:
oscarz
18
requirements.txt
Normal file
18
requirements.txt
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@ -0,0 +1,18 @@
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# 公共包，一般情况下都有了
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requests
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beautifulsoup4
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lxml
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pymysql
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# futu openapi 包，以及它依赖的加密库
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futu-api
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cryptography
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# 股票计算
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numpy
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pandas
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matplotlib
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yfinance
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# https://github.com/mpquant/MyTT
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MyTT
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@ -1,129 +0,0 @@
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"""
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Date: 2022/6/19 15:26
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Desc: 东方财富网-行情首页-沪深京 A 股
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"""
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import requests
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import pandas as pd
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import time
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import json
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from functools import lru_cache
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em_market_config = {
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'china_all' : { # 全部A股
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'fs' : "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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},
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'hk_all' : {
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'fs' : "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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},
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'us_all' : {
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'fs' : "m:105,m:106,m:107",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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},
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'us_china': {
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'fs' : "b:MK0201",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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},
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'hk_connect': {
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'fs' : "b:DLMK0146,b:DLMK0144",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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},
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'hk_china_corps': {
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'fs' : "b:DLMK0112",
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'cb' : 'jQuery37103053011545475828_1742564157141'
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}
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}
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# 配置部分
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config_template = {
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'url': 'https://push2.eastmoney.com/api/qt/clist/get',
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'params': {
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'np': 1,
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'fltt': 1,
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'invt': 2,
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'cb': 'jQuery37103053011545475828_1742564157141',
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'fs': 'm:0+t:6,m:0+t:80,m:1+t:2,m:1+t:23,m:0+t:81+s:2048',
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'fields': 'f12,f13,f14,f1,f2,f4,f3,f152,f5,f6,f7,f15,f18,f16,f17,f10,f8,f9,f23',
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'fid': 'f3',
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'pn': 1,
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'pz': 100,
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'po': 1,
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'dect': 1,
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'ut': 'fa5fd1943c7b386f172d6893dbfba10b',
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'_': int(time.time() * 1000)
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},
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'headers': {
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'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36',
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'Referer': 'https://quote.eastmoney.com/center/gridlist.html'
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},
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'max_retries': 3,
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'retry_delay': 5
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}
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# 获取数据，带重试，并且对结果进行判断
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def fetch_data(config):
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retries = 0
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while retries < config['max_retries']:
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try:
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response = requests.get(config['url'], params=config['params'], headers=config['headers'])
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response.raise_for_status()
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# 验证返回内容
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if config['params']['cb'] not in response.text:
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raise ValueError("Callback not found in response")
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# 提取 JSON 数据
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json_data = response.text.split(config['params']['cb'] + '(')[-1].rstrip(');')
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data = json.loads(json_data)
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if 'data' not in data or 'diff' not in data['data']:
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raise ValueError("Invalid data format")
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return data['data']
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except (requests.RequestException, ValueError) as e:
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print(f"Error fetching data: {e}")
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retries += 1
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time.sleep(config['retry_delay'])
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return None
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# 拉取代码
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def get_market_codes(fs, cb):
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# 示例：获取前 3 页的数据
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max_pages = 100000
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page = 1
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codes = []
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while page <= max_pages:
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while True:
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config = config_template
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config['params']['pn'] = page
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config['params']['cb'] = cb
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config['params']['fs'] = fs
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config['params']['fields'] = 'f12,f14'
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data = fetch_data(config)
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if data:
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break
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if page == 1:
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total = data.get('total', 1000000)
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pz = int(config['params']['pz'])
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max_pages = (int(total) + pz - 1) // pz
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page += 1
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for row in data.get('diff', []):
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code = row['f12']
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name = row['f14']
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codes.append({'code': code, 'name': name})
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return codes
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if __name__ == "__main__":
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config = em_market_config['hk_connect']
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all_data = []
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data = get_market_codes(config['fs'], config['cb'])
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if data:
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all_data.extend(data)
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print(json.dumps(all_data, indent=4, ensure_ascii=False))
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print(f'total codes: {len(all_data)}')
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@ -1,523 +0,0 @@
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#!/usr/bin/env python
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# -*- coding:utf-8 -*-
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"""
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Date: 2022/6/19 15:26
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Desc: 东方财富网-行情首页-沪深京 A 股
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"""
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import requests
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import pandas as pd
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import time
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from functools import lru_cache
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def fetch_with_retries_em(url, params, max_retries=3, delay=2):
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"""带重试机制的 GET 请求"""
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for attempt in range(max_retries):
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try:
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response = requests.get(url, params=params, timeout=5)
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response.raise_for_status()
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return response.json()
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except requests.RequestException as e:
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print(f"请求失败，第 {attempt + 1} 次重试: {e}")
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time.sleep(delay)
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return None
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def stock_zh_a_spot_em(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048', pz=100) -> pd.DataFrame:
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"""
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东方财富网-沪深京 A 股-实时行情
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https://quote.eastmoney.com/center/gridlist.html#hs_a_board
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"""
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url = "http://82.push2.eastmoney.com/api/qt/clist/get"
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pn = 1 # 初始页数
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pn_max = 10000 # 设定初始最大页数
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all_data = []
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while pn <= pn_max:
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params = {
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"pn": str(pn),
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"pz": str(pz),
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"po": "1",
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"np": "1",
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"ut": "bd1d9ddb04089700cf9c27f6f7426281",
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"fltt": "2",
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"invt": "2",
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"fid": "f3",
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"fs": fs,
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"fields": "f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f14,f15,f16,f17,f18,f20,f21,f22,f23,f24,f25,f26,f37,f38,f39,f40,f41,f45,f46,f48,f49,f57,f61,f100,f112,f113,f114,f115,f221",
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"_": "1623833739532",
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}
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data_json = fetch_with_retries_em(url, params)
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if not data_json or "data" not in data_json or "diff" not in data_json["data"]:
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break
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diff_data = data_json["data"]["diff"]
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if not diff_data:
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break
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all_data.extend(diff_data)
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# 获取 total 数据来更新 pn_max
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if pn == 1:
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pn_max = (data_json["data"].get("total", 0) + pz - 1) // pz
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print(f'total pages: {pn_max}, total data lines: {data_json["data"].get("total", 0)}, curr lines: {len(diff_data)}, page size: {pz}')
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pn += 1
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time.sleep(0.5) # 防止请求过快
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if not all_data:
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return pd.DataFrame()
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temp_df = pd.DataFrame(all_data)
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column_map = {
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"f2": "最新价", "f3": "涨跌幅", "f4": "涨跌额", "f5": "成交量", "f6": "成交额", "f7": "振幅", "f8": "换手率",
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"f9": "市盈率动", "f10": "量比", "f11": "5分钟涨跌", "f12": "代码", "f14": "名称", "f15": "最高", "f16": "最低",
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"f17": "今开", "f18": "昨收", "f20": "总市值", "f21": "流通市值", "f22": "涨速", "f23": "市净率", "f24": "60日涨跌幅",
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"f25": "年初至今涨跌幅", "f26": "上市时间", "f37": "加权净资产收益率", "f38": "总股本", "f39": "已流通股份",
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"f40": "营业收入", "f41": "营业收入同比增长", "f45": "归属净利润", "f46": "归属净利润同比增长", "f48": "每股未分配利润",
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"f49": "毛利率", "f57": "资产负债率", "f61": "每股公积金", "f100": "所处行业", "f112": "每股收益", "f113": "每股净资产",
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"f114": "市盈率静", "f115": "市盈率TTM", "f221": "报告期"
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}
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temp_df.rename(columns=column_map, inplace=True)
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numeric_columns = [
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"最新价", "涨跌幅", "涨跌额", "成交量", "成交额", "振幅", "换手率", "量比", "今开", "最高", "最低", "昨收", "涨速", "5分钟涨跌", "60日涨跌幅",
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"年初至今涨跌幅", "市盈率动", "市盈率TTM", "市盈率静", "市净率", "每股收益", "每股净资产", "每股公积金", "每股未分配利润",
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"加权净资产收益率", "毛利率", "资产负债率", "营业收入", "营业收入同比增长", "归属净利润", "归属净利润同比增长", "总股本", "已流通股份",
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"总市值", "流通市值"
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]
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for col in numeric_columns:
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temp_df[col] = pd.to_numeric(temp_df[col], errors="coerce")
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temp_df["报告期"] = pd.to_datetime(temp_df["报告期"], format='%Y%m%d', errors="coerce")
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temp_df["上市时间"] = pd.to_datetime(temp_df["上市时间"], format='%Y%m%d', errors="coerce")
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return temp_df
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@lru_cache()
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def code_id_map_em() -> dict:
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url = "http://80.push2.eastmoney.com/api/qt/clist/get"
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pz = 200 # 固定每页 200 条
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pn = 1 # 初始页码
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pn_max = 10000 # 预设一个较大的初始值
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params = {
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"pn": str(pn),
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"pz": str(pz),
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"po": "1",
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"np": "1",
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"ut": "bd1d9ddb04089700cf9c27f6f7426281",
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"fltt": "2",
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"invt": "2",
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"fid": "f3",
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"fs": "",
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"fields": "f12,f13",
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"_": "1623833739532",
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}
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market_fs = {
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"china_a": "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
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"hk": "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
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"us": "m:105,m:106,m:107"
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}
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code_id_dict = {}
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for market_id, fs in market_fs.items():
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params["fs"] = fs
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pn = 1 # 每个市场都从第一页开始
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total = 0
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fetched_cnt = 0
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while pn <= pn_max:
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params["pn"] = str(pn)
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data_json = fetch_with_retries_em(url, params)
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if not data_json or "data" not in data_json or "diff" not in data_json["data"]:
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print(f"市场 {market_id} 数据获取失败或为空，跳过。")
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break
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temp_df = pd.DataFrame(data_json["data"]["diff"])
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temp_df["market_id"] = 1
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# 处理 total 以计算 pn_max
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if pn == 1 and "total" in data_json["data"]:
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total = int(data_json["data"]["total"])
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pn_max = (total // pz) + 1 # 计算最大页数
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print(f"市场 {market_id} 总数据量: {total}, 需要页数: {pn_max}, 当前获取数量: {len(temp_df)}, 每页最大拉取行数: {pz}")
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# 按 f13 进行分组并存入字典
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grouped = temp_df.groupby('f13')
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for id, group in grouped:
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code_id_dict.update(dict.fromkeys(group["f12"], id))
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fetched_cnt += len(group)
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# print(f'获取 {market_id} 股票列表，f13: {id}, 股票数: {len(group)}, 已获取总股票数: {fetched_cnt}, 总股票数: {total}')
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pn += 1 # 翻页继续
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print(f'获取 {market_id} 已获取总股票数: {fetched_cnt}, 总股票数: {total}')
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return code_id_dict
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@lru_cache()
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def code_id_map_em2() -> dict:
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"""
|
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东方财富-股票和市场代码
|
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http://quote.eastmoney.com/center/gridlist.html#hs_a_board
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:return: 股票和市场代码
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:rtype: dict
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"""
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url = "http://80.push2.eastmoney.com/api/qt/clist/get"
|
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params = {
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"pn": "1",
|
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"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:1 t:2,m:1 t:23",
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"fields": "f12,f13",
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"_": "1623833739532",
|
||||
}
|
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market_fs = {"china_a": "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
|
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"hk": "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
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"us": "m:105,m:106,m:107"}
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code_id_dict = dict()
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for market_id, fs in market_fs.items():
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params['fs'] = fs
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r = requests.get(url, params=params)
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data_json = r.json()
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if not data_json["data"]["diff"]:
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return dict()
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temp_df = pd.DataFrame(data_json["data"]["diff"])
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temp_df["market_id"] = 1
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# 把数据保存到字典中。按照f13的值分别存储
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grouped = temp_df.groupby('f13')
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for id, group in grouped:
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temp_df[f"{market_id}_{id}"] = id
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#code_id_dict.update(dict(zip(group["f12"], str(id))))
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code_id_dict.update(dict.fromkeys(group["f12"], id))
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print(f'get {market_id} stock list. f13: {id}, stock count: {len(group)}')
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return code_id_dict
|
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|
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def stock_zh_a_hist(
|
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symbol: str = "000001",
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period: str = "daily",
|
||||
start_date: str = "19700101",
|
||||
end_date: str = "20500101",
|
||||
adjust: str = "",
|
||||
) -> pd.DataFrame:
|
||||
"""
|
||||
东方财富网-行情首页-沪深京 A 股-每日行情
|
||||
https://quote.eastmoney.com/concept/sh603777.html?from=classic
|
||||
:param symbol: 股票代码
|
||||
:type symbol: str
|
||||
:param period: choice of {'daily', 'weekly', 'monthly'}
|
||||
:type period: str
|
||||
:param start_date: 开始日期
|
||||
:type start_date: str
|
||||
:param end_date: 结束日期
|
||||
:type end_date: str
|
||||
:param adjust: choice of {"qfq": "前复权", "hfq": "后复权", "": "不复权"}
|
||||
:type adjust: str
|
||||
:return: 每日行情
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
adjust_dict = {"qfq": "1", "hfq": "2", "": "0"}
|
||||
period_dict = {"daily": "101", "weekly": "102", "monthly": "103"}
|
||||
url = "http://push2his.eastmoney.com/api/qt/stock/kline/get"
|
||||
params = {
|
||||
"fields1": "f1,f2,f3,f4,f5,f6",
|
||||
"fields2": "f51,f52,f53,f54,f55,f56,f57,f58,f59,f60,f61,f116",
|
||||
"ut": "7eea3edcaed734bea9cbfc24409ed989",
|
||||
"klt": period_dict[period],
|
||||
"fqt": adjust_dict[adjust],
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"beg": start_date,
|
||||
"end": end_date,
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not (data_json["data"] and data_json["data"]["klines"]):
|
||||
return pd.DataFrame()
|
||||
temp_df = pd.DataFrame(
|
||||
[item.split(",") for item in data_json["data"]["klines"]]
|
||||
)
|
||||
temp_df.columns = [
|
||||
"日期",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"换手率",
|
||||
]
|
||||
temp_df.index = pd.to_datetime(temp_df["日期"])
|
||||
temp_df.reset_index(inplace=True, drop=True)
|
||||
|
||||
temp_df["开盘"] = pd.to_numeric(temp_df["开盘"])
|
||||
temp_df["收盘"] = pd.to_numeric(temp_df["收盘"])
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"])
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"])
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"])
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"])
|
||||
temp_df["振幅"] = pd.to_numeric(temp_df["振幅"])
|
||||
temp_df["涨跌幅"] = pd.to_numeric(temp_df["涨跌幅"])
|
||||
temp_df["涨跌额"] = pd.to_numeric(temp_df["涨跌额"])
|
||||
temp_df["换手率"] = pd.to_numeric(temp_df["换手率"])
|
||||
|
||||
return temp_df
|
||||
|
||||
|
||||
def stock_zh_a_hist_min_em(
|
||||
symbol: str = "000001",
|
||||
start_date: str = "1979-09-01 09:32:00",
|
||||
end_date: str = "2222-01-01 09:32:00",
|
||||
period: str = "5",
|
||||
adjust: str = "",
|
||||
) -> pd.DataFrame:
|
||||
"""
|
||||
东方财富网-行情首页-沪深京 A 股-每日分时行情
|
||||
https://quote.eastmoney.com/concept/sh603777.html?from=classic
|
||||
:param symbol: 股票代码
|
||||
:type symbol: str
|
||||
:param start_date: 开始日期
|
||||
:type start_date: str
|
||||
:param end_date: 结束日期
|
||||
:type end_date: str
|
||||
:param period: choice of {'1', '5', '15', '30', '60'}
|
||||
:type period: str
|
||||
:param adjust: choice of {'', 'qfq', 'hfq'}
|
||||
:type adjust: str
|
||||
:return: 每日分时行情
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
adjust_map = {
|
||||
"": "0",
|
||||
"qfq": "1",
|
||||
"hfq": "2",
|
||||
}
|
||||
if period == "1":
|
||||
url = "https://push2his.eastmoney.com/api/qt/stock/trends2/get"
|
||||
params = {
|
||||
"fields1": "f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13",
|
||||
"fields2": "f51,f52,f53,f54,f55,f56,f57,f58",
|
||||
"ut": "7eea3edcaed734bea9cbfc24409ed989",
|
||||
"ndays": "5",
|
||||
"iscr": "0",
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
temp_df = pd.DataFrame(
|
||||
[item.split(",") for item in data_json["data"]["trends"]]
|
||||
)
|
||||
temp_df.columns = [
|
||||
"时间",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"最新价",
|
||||
]
|
||||
temp_df.index = pd.to_datetime(temp_df["时间"])
|
||||
temp_df = temp_df[start_date:end_date]
|
||||
temp_df.reset_index(drop=True, inplace=True)
|
||||
temp_df["开盘"] = pd.to_numeric(temp_df["开盘"])
|
||||
temp_df["收盘"] = pd.to_numeric(temp_df["收盘"])
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"])
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"])
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"])
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"])
|
||||
temp_df["最新价"] = pd.to_numeric(temp_df["最新价"])
|
||||
temp_df["时间"] = pd.to_datetime(temp_df["时间"]).astype(str)
|
||||
return temp_df
|
||||
else:
|
||||
url = "http://push2his.eastmoney.com/api/qt/stock/kline/get"
|
||||
params = {
|
||||
"fields1": "f1,f2,f3,f4,f5,f6",
|
||||
"fields2": "f51,f52,f53,f54,f55,f56,f57,f58,f59,f60,f61",
|
||||
"ut": "7eea3edcaed734bea9cbfc24409ed989",
|
||||
"klt": period,
|
||||
"fqt": adjust_map[adjust],
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"beg": "0",
|
||||
"end": "20500000",
|
||||
"_": "1630930917857",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
temp_df = pd.DataFrame(
|
||||
[item.split(",") for item in data_json["data"]["klines"]]
|
||||
)
|
||||
temp_df.columns = [
|
||||
"时间",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"换手率",
|
||||
]
|
||||
temp_df.index = pd.to_datetime(temp_df["时间"])
|
||||
temp_df = temp_df[start_date:end_date]
|
||||
temp_df.reset_index(drop=True, inplace=True)
|
||||
temp_df["开盘"] = pd.to_numeric(temp_df["开盘"])
|
||||
temp_df["收盘"] = pd.to_numeric(temp_df["收盘"])
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"])
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"])
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"])
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"])
|
||||
temp_df["振幅"] = pd.to_numeric(temp_df["振幅"])
|
||||
temp_df["涨跌幅"] = pd.to_numeric(temp_df["涨跌幅"])
|
||||
temp_df["涨跌额"] = pd.to_numeric(temp_df["涨跌额"])
|
||||
temp_df["换手率"] = pd.to_numeric(temp_df["换手率"])
|
||||
temp_df["时间"] = pd.to_datetime(temp_df["时间"]).astype(str)
|
||||
temp_df = temp_df[
|
||||
[
|
||||
"时间",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"换手率",
|
||||
]
|
||||
]
|
||||
return temp_df
|
||||
|
||||
|
||||
def stock_zh_a_hist_pre_min_em(
|
||||
symbol: str = "000001",
|
||||
start_time: str = "09:00:00",
|
||||
end_time: str = "15:50:00",
|
||||
) -> pd.DataFrame:
|
||||
"""
|
||||
东方财富网-行情首页-沪深京 A 股-每日分时行情包含盘前数据
|
||||
http://quote.eastmoney.com/concept/sh603777.html?from=classic
|
||||
:param symbol: 股票代码
|
||||
:type symbol: str
|
||||
:param start_time: 开始时间
|
||||
:type start_time: str
|
||||
:param end_time: 结束时间
|
||||
:type end_time: str
|
||||
:return: 每日分时行情包含盘前数据
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
url = "https://push2.eastmoney.com/api/qt/stock/trends2/get"
|
||||
params = {
|
||||
"fields1": "f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13",
|
||||
"fields2": "f51,f52,f53,f54,f55,f56,f57,f58",
|
||||
"ut": "fa5fd1943c7b386f172d6893dbfba10b",
|
||||
"ndays": "1",
|
||||
"iscr": "1",
|
||||
"iscca": "0",
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
temp_df = pd.DataFrame(
|
||||
[item.split(",") for item in data_json["data"]["trends"]]
|
||||
)
|
||||
temp_df.columns = [
|
||||
"时间",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"最新价",
|
||||
]
|
||||
temp_df.index = pd.to_datetime(temp_df["时间"])
|
||||
date_format = temp_df.index[0].date().isoformat()
|
||||
temp_df = temp_df[
|
||||
date_format + " " + start_time : date_format + " " + end_time
|
||||
]
|
||||
temp_df.reset_index(drop=True, inplace=True)
|
||||
temp_df["开盘"] = pd.to_numeric(temp_df["开盘"])
|
||||
temp_df["收盘"] = pd.to_numeric(temp_df["收盘"])
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"])
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"])
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"])
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"])
|
||||
temp_df["最新价"] = pd.to_numeric(temp_df["最新价"])
|
||||
temp_df["时间"] = pd.to_datetime(temp_df["时间"]).astype(str)
|
||||
return temp_df
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
||||
stock_zh_a_hist_df = stock_zh_a_hist(
|
||||
symbol="000858",
|
||||
period="daily",
|
||||
start_date="20220516",
|
||||
end_date="20220722",
|
||||
adjust="",
|
||||
)
|
||||
print(stock_zh_a_hist_df)
|
||||
exit(0)
|
||||
|
||||
stock_zh_a_spot_em_df = stock_zh_a_spot_em()
|
||||
print(stock_zh_a_spot_em_df)
|
||||
|
||||
code_id_map_em_df = code_id_map_em()
|
||||
print(code_id_map_em_df)
|
||||
|
||||
stock_zh_a_hist_df = stock_zh_a_hist(
|
||||
symbol="430090",
|
||||
period="daily",
|
||||
start_date="20220516",
|
||||
end_date="20220722",
|
||||
adjust="hfq",
|
||||
)
|
||||
print(stock_zh_a_hist_df)
|
||||
|
||||
stock_zh_a_hist_min_em_df = stock_zh_a_hist_min_em(symbol="833454", period="1")
|
||||
print(stock_zh_a_hist_min_em_df)
|
||||
|
||||
stock_zh_a_hist_pre_min_em_df = stock_zh_a_hist_pre_min_em(symbol="833454")
|
||||
print(stock_zh_a_hist_pre_min_em_df)
|
||||
|
||||
stock_zh_a_spot_em_df = stock_zh_a_spot_em()
|
||||
print(stock_zh_a_spot_em_df)
|
||||
|
||||
stock_zh_a_hist_min_em_df = stock_zh_a_hist_min_em(
|
||||
symbol="000001", period='1'
|
||||
)
|
||||
print(stock_zh_a_hist_min_em_df)
|
||||
|
||||
stock_zh_a_hist_df = stock_zh_a_hist(
|
||||
symbol="833454",
|
||||
period="daily",
|
||||
start_date="20170301",
|
||||
end_date="20211115",
|
||||
adjust="hfq",
|
||||
)
|
||||
print(stock_zh_a_hist_df)
|
||||
|
||||
@ -1,69 +0,0 @@
|
||||
import time
|
||||
|
||||
# 配置部分
|
||||
china_all_config = {
|
||||
'url': 'https://push2.eastmoney.com/api/qt/clist/get',
|
||||
'params': {
|
||||
'np': 1,
|
||||
'fltt': 1,
|
||||
'invt': 2,
|
||||
'cb': 'jQuery37103053011545475828_1742564157141',
|
||||
'fs': 'm:0+t:6,m:0+t:80,m:1+t:2,m:1+t:23,m:0+t:81+s:2048',
|
||||
'fields': 'f12,f13,f14,f1,f2,f4,f3,f152,f5,f6,f7,f15,f18,f16,f17,f10,f8,f9,f23',
|
||||
'fid': 'f3',
|
||||
'pn': 1,
|
||||
'pz': 20,
|
||||
'po': 1,
|
||||
'dect': 1,
|
||||
'ut': 'fa5fd1943c7b386f172d6893dbfba10b',
|
||||
'_': int(time.time() * 1000)
|
||||
},
|
||||
'headers': {
|
||||
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36',
|
||||
'Referer': 'https://quote.eastmoney.com/center/gridlist.html'
|
||||
},
|
||||
'max_retries': 3,
|
||||
'retry_delay': 5
|
||||
}
|
||||
|
||||
'''
|
||||
curl 'https://push2.eastmoney.com/api/qt/clist/get?np=1&fltt=1&invt=2&cb=jQuery37103053011545475828_1742564157141&fs=m%3A128%2Bt%3A3%2Cm%3A128%2Bt%3A4%2Cm%3A128%2Bt%3A1%2Cm%3A128%2Bt%3A2&fields=f12%2Cf13%2Cf14%2Cf19%2Cf1%2Cf2%2Cf4%2Cf3%2Cf152%2Cf17%2Cf18%2Cf15%2Cf16%2Cf5%2Cf6&fid=f3&pn=2&pz=20&po=1&dect=1&ut=fa5fd1943c7b386f172d6893dbfba10b&wbp2u=%7C0%7C0%7C0%7Cweb&_=1742564157184' \
|
||||
-H 'Accept: */*' \
|
||||
-H 'Accept-Language: zh-CN,zh;q=0.9' \
|
||||
-H 'Connection: keep-alive' \
|
||||
-b 'sid=173318833; vtpst=%7c; st_si=63334912574582; qgqp_b_id=5107797c7296e8e7fc529ab2daa8bf8b; AUTH_FUND.EASTMONEY.COM_GSJZ=AUTH*TTJJ*TOKEN; fullscreengg=1; fullscreengg2=1; xsb_history=831566%7C%u76DB%u5927%u5728%u7EBF%2C874086%7C%u5C0F%u5510%u79D1%u6280; HAList=ty-116-00700-%u817E%u8BAF%u63A7%u80A1%2Cty-124-HSTECH-%u6052%u751F%u79D1%u6280%u6307%u6570%2Cty-1-000300-%u6CAA%u6DF1300%2Cty-0-159995-%u82AF%u7247ETF%2Cty-106-RDDT-Reddit%20Inc-A%2Cty-116-08321-%u6CF0%u9526%u63A7%u80A1%2Cty-105-AAPL-%u82F9%u679C%2Cty-105-NLSPW-NLS%20Pharmaceutics%20Ltd%20Wt%2Cty-116-09890-%u4E2D%u65ED%u672A%u6765%2Cty-116-00396-%u5174%u5229%28%u9999%u6E2F%29%u63A7%u80A1; has_jump_to_web=1; st_asi=delete; st_pvi=05050221710102; st_sp=2022-01-20%2014%3A22%3A55; st_inirUrl=https%3A%2F%2Fwww.baidu.com%2Flink; st_sn=525; st_psi=20250322081050269-113200301321-1939683963' \
|
||||
-H 'Referer: https://quote.eastmoney.com/center/gridlist.html' \
|
||||
-H 'Sec-Fetch-Dest: script' \
|
||||
-H 'Sec-Fetch-Mode: no-cors' \
|
||||
-H 'Sec-Fetch-Site: same-site' \
|
||||
-H 'User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36' \
|
||||
-H 'sec-ch-ua: "Chromium";v="134", "Not:A-Brand";v="24", "Google Chrome";v="134"' \
|
||||
-H 'sec-ch-ua-mobile: ?0' \
|
||||
-H 'sec-ch-ua-platform: "macOS"'
|
||||
'''
|
||||
|
||||
hk_all_config = {
|
||||
'url': 'https://push2.eastmoney.com/api/qt/clist/get',
|
||||
'params': {
|
||||
'np': 1,
|
||||
'fltt': 1,
|
||||
'invt': 2,
|
||||
'cb': 'jQuery37103053011545475828_1742564157141',
|
||||
'fs': ' m:128+t:3,m:128+t:4,m:128+t:1,m:128+t:2',
|
||||
'fields': 'f12,f13,f14,f1,f2,f4,f3,f152,f5,f6,f7,f15,f18,f16,f17,f10,f8,f9,f23',
|
||||
'fid': 'f3',
|
||||
'pn': 1,
|
||||
'pz': 20,
|
||||
'po': 1,
|
||||
'dect': 1,
|
||||
'ut': 'fa5fd1943c7b386f172d6893dbfba10b',
|
||||
'_': int(time.time() * 1000)
|
||||
},
|
||||
'headers': {
|
||||
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36',
|
||||
'Referer': 'https://quote.eastmoney.com/center/gridlist.html'
|
||||
},
|
||||
'max_retries': 3,
|
||||
'retry_delay': 5
|
||||
|
||||
}
|
||||
@ -8,11 +8,27 @@ import requests
|
||||
import pandas as pd
|
||||
import time
|
||||
|
||||
from functools import lru_cache
|
||||
em_market_fs_all = {
|
||||
'china_all' : "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
|
||||
'hk_all' : "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
|
||||
'us_all' : "m:105,m:106,m:107",
|
||||
}
|
||||
|
||||
em_market_fs_types = {
|
||||
'us_china' : "b:MK0201",
|
||||
'hk_connect' : "b:DLMK0146,b:DLMK0144",
|
||||
'hk_china_corps' : "b:DLMK0112",
|
||||
'cn_kechuang' : "m:1 t:23",
|
||||
'cn_hs300' : "b:bk0500 f:!50",
|
||||
#'cn_a500' : "b:bk0701 f:!50",
|
||||
'hk_famous' : "b:DLMK0106",
|
||||
'hk_blueclip' : "b:DLMK0105",
|
||||
'us_famous' : "b:MK0001",
|
||||
}
|
||||
|
||||
|
||||
# 带重试机制的 GET 请求
|
||||
def fetch_with_retries_em(url, params, max_retries=3, delay=2):
|
||||
"""带重试机制的 GET 请求"""
|
||||
for attempt in range(max_retries):
|
||||
try:
|
||||
response = requests.get(url, params=params, timeout=5)
|
||||
@ -23,7 +39,8 @@ def fetch_with_retries_em(url, params, max_retries=3, delay=2):
|
||||
time.sleep(delay)
|
||||
return None
|
||||
|
||||
def stock_zh_a_spot_em(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048', pz=100) -> pd.DataFrame:
|
||||
# 东方财富网-沪深京 A 股-实时行情
|
||||
def stock_spot(fs=em_market_fs_all["china_all"], pz=100, max_retries=3) -> pd.DataFrame:
|
||||
"""
|
||||
东方财富网-沪深京 A 股-实时行情
|
||||
https://quote.eastmoney.com/center/gridlist.html#hs_a_board
|
||||
@ -44,12 +61,12 @@ def stock_zh_a_spot_em(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048', p
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": fs,
|
||||
"fields": "f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f14,f15,f16,f17,f18,f20,f21,f22,f23,f24,f25,f26,f37,f38,f39,f40,f41,f45,f46,f48,f49,f57,f61,f100,f112,f113,f114,f115,f221",
|
||||
"fields": "f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13,f14,f15,f16,f17,f18,f20,f21,f22,f23,f24,f25,f26,f37,f38,f39,f40,f41,f45,f46,f48,f49,f57,f61,f100,f112,f113,f114,f115,f221",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
|
||||
data_json = fetch_with_retries_em(url, params)
|
||||
if not data_json or "data" not in data_json or "diff" not in data_json["data"]:
|
||||
if (not data_json) or ("data" not in data_json) or (not data_json["data"]) or ("diff" not in data_json["data"]):
|
||||
break
|
||||
|
||||
diff_data = data_json["data"]["diff"]
|
||||
@ -72,7 +89,7 @@ def stock_zh_a_spot_em(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048', p
|
||||
temp_df = pd.DataFrame(all_data)
|
||||
column_map = {
|
||||
"f2": "最新价", "f3": "涨跌幅", "f4": "涨跌额", "f5": "成交量", "f6": "成交额", "f7": "振幅", "f8": "换手率",
|
||||
"f9": "市盈率动", "f10": "量比", "f11": "5分钟涨跌", "f12": "代码", "f14": "名称", "f15": "最高", "f16": "最低",
|
||||
"f9": "市盈率动", "f10": "量比", "f11": "5分钟涨跌", "f12": "代码", "f13": "编号", "f14": "名称", "f15": "最高", "f16": "最低",
|
||||
"f17": "今开", "f18": "昨收", "f20": "总市值", "f21": "流通市值", "f22": "涨速", "f23": "市净率", "f24": "60日涨跌幅",
|
||||
"f25": "年初至今涨跌幅", "f26": "上市时间", "f37": "加权净资产收益率", "f38": "总股本", "f39": "已流通股份",
|
||||
"f40": "营业收入", "f41": "营业收入同比增长", "f45": "归属净利润", "f46": "归属净利润同比增长", "f48": "每股未分配利润",
|
||||
@ -93,314 +110,19 @@ def stock_zh_a_spot_em(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048', p
|
||||
temp_df["报告期"] = pd.to_datetime(temp_df["报告期"], format='%Y%m%d', errors="coerce")
|
||||
temp_df["上市时间"] = pd.to_datetime(temp_df["上市时间"], format='%Y%m%d', errors="coerce")
|
||||
|
||||
return temp_df
|
||||
|
||||
|
||||
def stock_zh_a_spot_em_old(fs='m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048') -> pd.DataFrame:
|
||||
"""
|
||||
东方财富网-沪深京 A 股-实时行情
|
||||
https://quote.eastmoney.com/center/gridlist.html#hs_a_board
|
||||
:return: 实时行情
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
url = "http://82.push2.eastmoney.com/api/qt/clist/get"
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": fs,
|
||||
"fields": "f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f14,f15,f16,f17,f18,f20,f21,f22,f23,f24,f25,f26,f37,f38,f39,f40,f41,f45,f46,f48,f49,f57,f61,f100,f112,f113,f114,f115,f221",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return pd.DataFrame()
|
||||
temp_df = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df.columns = [
|
||||
"最新价",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"换手率",
|
||||
"市盈率动",
|
||||
"量比",
|
||||
"5分钟涨跌",
|
||||
"代码",
|
||||
"名称",
|
||||
"最高",
|
||||
"最低",
|
||||
"今开",
|
||||
"昨收",
|
||||
"总市值",
|
||||
"流通市值",
|
||||
"涨速",
|
||||
"市净率",
|
||||
"60日涨跌幅",
|
||||
"年初至今涨跌幅",
|
||||
"上市时间",
|
||||
"加权净资产收益率",
|
||||
"总股本",
|
||||
"已流通股份",
|
||||
"营业收入",
|
||||
"营业收入同比增长",
|
||||
"归属净利润",
|
||||
"归属净利润同比增长",
|
||||
"每股未分配利润",
|
||||
"毛利率",
|
||||
"资产负债率",
|
||||
"每股公积金",
|
||||
"所处行业",
|
||||
"每股收益",
|
||||
"每股净资产",
|
||||
"市盈率静",
|
||||
"市盈率TTM",
|
||||
"报告期"
|
||||
]
|
||||
temp_df = temp_df[
|
||||
[
|
||||
"代码",
|
||||
"名称",
|
||||
"最新价",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"换手率",
|
||||
"量比",
|
||||
"今开",
|
||||
"最高",
|
||||
"最低",
|
||||
"昨收",
|
||||
"涨速",
|
||||
"5分钟涨跌",
|
||||
"60日涨跌幅",
|
||||
"年初至今涨跌幅",
|
||||
"市盈率动",
|
||||
"市盈率TTM",
|
||||
"市盈率静",
|
||||
"市净率",
|
||||
"每股收益",
|
||||
"每股净资产",
|
||||
"每股公积金",
|
||||
"每股未分配利润",
|
||||
"加权净资产收益率",
|
||||
"毛利率",
|
||||
"资产负债率",
|
||||
"营业收入",
|
||||
"营业收入同比增长",
|
||||
"归属净利润",
|
||||
"归属净利润同比增长",
|
||||
"报告期",
|
||||
"总股本",
|
||||
"已流通股份",
|
||||
"总市值",
|
||||
"流通市值",
|
||||
"所处行业",
|
||||
"上市时间"
|
||||
]
|
||||
]
|
||||
temp_df["最新价"] = pd.to_numeric(temp_df["最新价"], errors="coerce")
|
||||
temp_df["涨跌幅"] = pd.to_numeric(temp_df["涨跌幅"], errors="coerce")
|
||||
temp_df["涨跌额"] = pd.to_numeric(temp_df["涨跌额"], errors="coerce")
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"], errors="coerce")
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"], errors="coerce")
|
||||
temp_df["振幅"] = pd.to_numeric(temp_df["振幅"], errors="coerce")
|
||||
temp_df["量比"] = pd.to_numeric(temp_df["量比"], errors="coerce")
|
||||
temp_df["换手率"] = pd.to_numeric(temp_df["换手率"], errors="coerce")
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"], errors="coerce")
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"], errors="coerce")
|
||||
temp_df["今开"] = pd.to_numeric(temp_df["今开"], errors="coerce")
|
||||
temp_df["昨收"] = pd.to_numeric(temp_df["昨收"], errors="coerce")
|
||||
temp_df["涨速"] = pd.to_numeric(temp_df["涨速"], errors="coerce")
|
||||
temp_df["5分钟涨跌"] = pd.to_numeric(temp_df["5分钟涨跌"], errors="coerce")
|
||||
temp_df["60日涨跌幅"] = pd.to_numeric(temp_df["60日涨跌幅"], errors="coerce")
|
||||
temp_df["年初至今涨跌幅"] = pd.to_numeric(temp_df["年初至今涨跌幅"], errors="coerce")
|
||||
temp_df["市盈率动"] = pd.to_numeric(temp_df["市盈率动"], errors="coerce")
|
||||
temp_df["市盈率TTM"] = pd.to_numeric(temp_df["市盈率TTM"], errors="coerce")
|
||||
temp_df["市盈率静"] = pd.to_numeric(temp_df["市盈率静"], errors="coerce")
|
||||
temp_df["市净率"] = pd.to_numeric(temp_df["市净率"], errors="coerce")
|
||||
temp_df["每股收益"] = pd.to_numeric(temp_df["每股收益"], errors="coerce")
|
||||
temp_df["每股净资产"] = pd.to_numeric(temp_df["每股净资产"], errors="coerce")
|
||||
temp_df["每股公积金"] = pd.to_numeric(temp_df["每股公积金"], errors="coerce")
|
||||
temp_df["每股未分配利润"] = pd.to_numeric(temp_df["每股未分配利润"], errors="coerce")
|
||||
temp_df["加权净资产收益率"] = pd.to_numeric(temp_df["加权净资产收益率"], errors="coerce")
|
||||
temp_df["毛利率"] = pd.to_numeric(temp_df["毛利率"], errors="coerce")
|
||||
temp_df["资产负债率"] = pd.to_numeric(temp_df["资产负债率"], errors="coerce")
|
||||
temp_df["营业收入"] = pd.to_numeric(temp_df["营业收入"], errors="coerce")
|
||||
temp_df["营业收入同比增长"] = pd.to_numeric(temp_df["营业收入同比增长"], errors="coerce")
|
||||
temp_df["归属净利润"] = pd.to_numeric(temp_df["归属净利润"], errors="coerce")
|
||||
temp_df["归属净利润同比增长"] = pd.to_numeric(temp_df["归属净利润同比增长"], errors="coerce")
|
||||
temp_df["报告期"] = pd.to_datetime(temp_df["报告期"], format='%Y%m%d', errors="coerce")
|
||||
temp_df["总股本"] = pd.to_numeric(temp_df["总股本"], errors="coerce")
|
||||
temp_df["已流通股份"] = pd.to_numeric(temp_df["已流通股份"], errors="coerce")
|
||||
temp_df["总市值"] = pd.to_numeric(temp_df["总市值"], errors="coerce")
|
||||
temp_df["流通市值"] = pd.to_numeric(temp_df["流通市值"], errors="coerce")
|
||||
temp_df["上市时间"] = pd.to_datetime(temp_df["上市时间"], format='%Y%m%d', errors="coerce")
|
||||
# 添加 em_code 列
|
||||
temp_df['em_code'] = temp_df['编号'].astype(str) + '.' + temp_df['代码'].astype(str)
|
||||
# 调整列顺序
|
||||
new_column_order = ['代码', '名称', 'em_code'] + [col for col in temp_df.columns if col not in ['代码', '名称', 'em_code']]
|
||||
temp_df = temp_df[new_column_order]
|
||||
|
||||
return temp_df
|
||||
|
||||
#原有版本，实现的比较繁琐，后面有个简化版本替代它。
|
||||
#@lru_cache()
|
||||
def code_id_map_em_older() -> dict:
|
||||
"""
|
||||
东方财富-股票和市场代码
|
||||
http://quote.eastmoney.com/center/gridlist.html#hs_a_board
|
||||
:return: 股票和市场代码
|
||||
:rtype: dict
|
||||
"""
|
||||
url = "http://80.push2.eastmoney.com/api/qt/clist/get"
|
||||
# 获取指定板块的代码
|
||||
def code_by_fs(market_id, fs=em_market_fs_all["china_all"], pz=100) -> dict:
|
||||
url = "http://80.push2.eastmoney.com/api/qt/clist/get"
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:1 t:2,m:1 t:23",
|
||||
"fields": "f12",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df["market_id"] = 1
|
||||
temp_df.columns = ["sh_code", "sh_id"]
|
||||
code_id_dict = dict(zip(temp_df["sh_code"], temp_df["sh_id"]))
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:0 t:6,m:0 t:80",
|
||||
"fields": "f12",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df_sz = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df_sz["sz_id"] = 0
|
||||
code_id_dict.update(dict(zip(temp_df_sz["f12"], temp_df_sz["sz_id"])))
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:0 t:81 s:2048",
|
||||
"fields": "f12",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df_sz = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df_sz["bj_id"] = 0
|
||||
code_id_dict.update(dict(zip(temp_df_sz["f12"], temp_df_sz["bj_id"])))
|
||||
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:128 t:3",
|
||||
"fields": "f12",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df_sz = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df_sz["hk_main"] = 116
|
||||
code_id_dict.update(dict(zip(temp_df_sz["f12"], temp_df_sz["hk_main"])))
|
||||
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:128 t:4",
|
||||
"fields": "f12",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df_sz = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df_sz["hk_cyb"] = 116
|
||||
code_id_dict.update(dict(zip(temp_df_sz["f12"], temp_df_sz["hk_cyb"])))
|
||||
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:105,m:106,m:107",
|
||||
"fields": "f12,f13",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df_sz = pd.DataFrame(data_json["data"]["diff"])
|
||||
# 把数据保存到字典中。按照f13的值分别存储
|
||||
grouped = temp_df_sz.groupby('f13')
|
||||
for id, group in grouped:
|
||||
temp_df_sz[f"us_all_{id}"] = id
|
||||
code_id_dict.update(dict(zip(group["f12"], str(id))))
|
||||
#print(f"分组 f13 = {id}:")
|
||||
#print(group)
|
||||
#temp_df_sz["us_all"] = 105
|
||||
#code_id_dict.update(dict(zip(temp_df_sz["f12"], temp_df_sz["us_all"])))
|
||||
print(code_id_dict)
|
||||
return code_id_dict
|
||||
|
||||
@lru_cache()
|
||||
def code_id_map_em() -> dict:
|
||||
url = "http://80.push2.eastmoney.com/api/qt/clist/get"
|
||||
pz = 200 # 固定每页 200 条
|
||||
pn = 1 # 初始页码
|
||||
pn_max = 10000 # 预设一个较大的初始值
|
||||
|
||||
params = {
|
||||
"pn": str(pn),
|
||||
"pn": "",
|
||||
"pz": str(pz),
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
@ -408,101 +130,41 @@ def code_id_map_em() -> dict:
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "",
|
||||
"fields": "f12,f13",
|
||||
"fs": fs,
|
||||
"fields": "f12,f13,f14",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
|
||||
market_fs = {
|
||||
"china_a": "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
|
||||
"hk": "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
|
||||
"us": "m:105,m:106,m:107"
|
||||
}
|
||||
|
||||
code_id_dict = {}
|
||||
|
||||
for market_id, fs in market_fs.items():
|
||||
params["fs"] = fs
|
||||
pn = 1 # 每个市场都从第一页开始
|
||||
total = 0
|
||||
fetched_cnt = 0
|
||||
while pn <= pn_max:
|
||||
params["pn"] = str(pn)
|
||||
data_json = fetch_with_retries_em(url, params)
|
||||
|
||||
if not data_json or "data" not in data_json or "diff" not in data_json["data"]:
|
||||
print(f"市场 {market_id} 数据获取失败或为空，跳过。")
|
||||
break
|
||||
|
||||
temp_df = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df["market_id"] = 1
|
||||
|
||||
# 处理 total 以计算 pn_max
|
||||
if pn == 1 and "total" in data_json["data"]:
|
||||
total = int(data_json["data"]["total"])
|
||||
pn_max = (total // pz) + 1 # 计算最大页数
|
||||
print(f"市场 {market_id} 总数据量: {total}, 需要页数: {pn_max}, 当前获取数量: {len(temp_df)}, 每页最大拉取行数: {pz}")
|
||||
|
||||
# 按 f13 进行分组并存入字典
|
||||
grouped = temp_df.groupby('f13')
|
||||
for id, group in grouped:
|
||||
code_id_dict.update(dict.fromkeys(group["f12"], id))
|
||||
fetched_cnt += len(group)
|
||||
# print(f'获取 {market_id} 股票列表，f13: {id}, 股票数: {len(group)}, 已获取总股票数: {fetched_cnt}, 总股票数: {total}')
|
||||
|
||||
pn += 1 # 翻页继续
|
||||
|
||||
print(f'获取 {market_id} 已获取总股票数: {fetched_cnt}, 总股票数: {total}')
|
||||
|
||||
return code_id_dict
|
||||
|
||||
@lru_cache()
|
||||
def code_id_map_em2() -> dict:
|
||||
"""
|
||||
东方财富-股票和市场代码
|
||||
http://quote.eastmoney.com/center/gridlist.html#hs_a_board
|
||||
:return: 股票和市场代码
|
||||
:rtype: dict
|
||||
"""
|
||||
url = "http://80.push2.eastmoney.com/api/qt/clist/get"
|
||||
params = {
|
||||
"pn": "1",
|
||||
"pz": "50000",
|
||||
"po": "1",
|
||||
"np": "1",
|
||||
"ut": "bd1d9ddb04089700cf9c27f6f7426281",
|
||||
"fltt": "2",
|
||||
"invt": "2",
|
||||
"fid": "f3",
|
||||
"fs": "m:1 t:2,m:1 t:23",
|
||||
"fields": "f12,f13",
|
||||
"_": "1623833739532",
|
||||
}
|
||||
market_fs = {"china_a": "m:0 t:6,m:0 t:80,m:1 t:2,m:1 t:23,m:0 t:81 s:2048",
|
||||
"hk": "m:128 t:3,m:128 t:4,m:128 t:1,m:128 t:2",
|
||||
"us": "m:105,m:106,m:107"}
|
||||
code_id_dict = dict()
|
||||
|
||||
for market_id, fs in market_fs.items():
|
||||
params['fs'] = fs
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
if not data_json["data"]["diff"]:
|
||||
return dict()
|
||||
temp_df = pd.DataFrame(data_json["data"]["diff"])
|
||||
temp_df["market_id"] = 1
|
||||
# 把数据保存到字典中。按照f13的值分别存储
|
||||
grouped = temp_df.groupby('f13')
|
||||
for id, group in grouped:
|
||||
temp_df[f"{market_id}_{id}"] = id
|
||||
#code_id_dict.update(dict(zip(group["f12"], str(id))))
|
||||
code_id_dict.update(dict.fromkeys(group["f12"], id))
|
||||
print(f'get {market_id} stock list. f13: {id}, stock count: {len(group)}')
|
||||
|
||||
pn = 1 # 初始页码
|
||||
pn_max = 10000 # 预设一个较大的初始值
|
||||
total = 0
|
||||
fetched_cnt = 0
|
||||
while pn <= pn_max:
|
||||
params["pn"] = str(pn)
|
||||
data_json = fetch_with_retries_em(url, params)
|
||||
|
||||
if (not data_json) or ("data" not in data_json) or (not data_json["data"]) or ("diff" not in data_json["data"]):
|
||||
print(f"市场 {market_id} 数据获取失败或为空，跳过。")
|
||||
break
|
||||
|
||||
data_lines = len(data_json["data"]["diff"])
|
||||
for item in data_json["data"]["diff"]:
|
||||
code = str(item['f13']) + "." + item['f12']
|
||||
name = item['f14']
|
||||
code_id_dict[code] = name
|
||||
|
||||
# 处理 total 以计算 pn_max
|
||||
if pn == 1 and "total" in data_json["data"]:
|
||||
total = int(data_json["data"]["total"])
|
||||
pn_max = (total // pz) + 1 # 计算最大页数
|
||||
print(f"市场 {market_id} 总数据量: {total}, 需要页数: {pn_max}, 当前获取数量: {data_lines}, 每页最大拉取行数: {pz}")
|
||||
|
||||
pn += 1 # 翻页继续
|
||||
return code_id_dict
|
||||
|
||||
def stock_zh_a_hist(
|
||||
symbol: str = "000001",
|
||||
em_code: str = "106.BABA",
|
||||
period: str = "daily",
|
||||
start_date: str = "19700101",
|
||||
end_date: str = "20500101",
|
||||
@ -524,7 +186,6 @@ def stock_zh_a_hist(
|
||||
:return: 每日行情
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
adjust_dict = {"qfq": "1", "hfq": "2", "": "0"}
|
||||
period_dict = {"daily": "101", "weekly": "102", "monthly": "103"}
|
||||
url = "http://push2his.eastmoney.com/api/qt/stock/kline/get"
|
||||
@ -534,50 +195,52 @@ def stock_zh_a_hist(
|
||||
"ut": "7eea3edcaed734bea9cbfc24409ed989",
|
||||
"klt": period_dict[period],
|
||||
"fqt": adjust_dict[adjust],
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"secid": em_code,
|
||||
"beg": start_date,
|
||||
"end": end_date,
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
data_json = r.json()
|
||||
data_json = fetch_with_retries_em(url, params)
|
||||
if not (data_json["data"] and data_json["data"]["klines"]):
|
||||
return pd.DataFrame()
|
||||
temp_df = pd.DataFrame(
|
||||
[item.split(",") for item in data_json["data"]["klines"]]
|
||||
)
|
||||
temp_df.columns = [
|
||||
"日期",
|
||||
"开盘",
|
||||
"收盘",
|
||||
"最高",
|
||||
"最低",
|
||||
"成交量",
|
||||
"成交额",
|
||||
"振幅",
|
||||
"涨跌幅",
|
||||
"涨跌额",
|
||||
"换手率",
|
||||
"date",
|
||||
"open",
|
||||
"close",
|
||||
"high",
|
||||
"low",
|
||||
"volume",
|
||||
"turnover",
|
||||
"amplitude",
|
||||
"change_percentage",
|
||||
"change_amount",
|
||||
"turnover_rate",
|
||||
]
|
||||
temp_df.index = pd.to_datetime(temp_df["日期"])
|
||||
# 这里使用正确的英文列名
|
||||
temp_df.index = pd.to_datetime(temp_df["date"])
|
||||
temp_df.reset_index(inplace=True, drop=True)
|
||||
|
||||
temp_df["开盘"] = pd.to_numeric(temp_df["开盘"])
|
||||
temp_df["收盘"] = pd.to_numeric(temp_df["收盘"])
|
||||
temp_df["最高"] = pd.to_numeric(temp_df["最高"])
|
||||
temp_df["最低"] = pd.to_numeric(temp_df["最低"])
|
||||
temp_df["成交量"] = pd.to_numeric(temp_df["成交量"])
|
||||
temp_df["成交额"] = pd.to_numeric(temp_df["成交额"])
|
||||
temp_df["振幅"] = pd.to_numeric(temp_df["振幅"])
|
||||
temp_df["涨跌幅"] = pd.to_numeric(temp_df["涨跌幅"])
|
||||
temp_df["涨跌额"] = pd.to_numeric(temp_df["涨跌额"])
|
||||
temp_df["换手率"] = pd.to_numeric(temp_df["换手率"])
|
||||
# 使用正确的英文列名进行数据类型转换
|
||||
temp_df["open"] = pd.to_numeric(temp_df["open"])
|
||||
temp_df["close"] = pd.to_numeric(temp_df["close"])
|
||||
temp_df["high"] = pd.to_numeric(temp_df["high"])
|
||||
temp_df["low"] = pd.to_numeric(temp_df["low"])
|
||||
temp_df["volume"] = pd.to_numeric(temp_df["volume"])
|
||||
temp_df["turnover"] = pd.to_numeric(temp_df["turnover"])
|
||||
temp_df["amplitude"] = pd.to_numeric(temp_df["amplitude"])
|
||||
temp_df["change_percentage"] = pd.to_numeric(temp_df["change_percentage"])
|
||||
temp_df["change_amount"] = pd.to_numeric(temp_df["change_amount"])
|
||||
temp_df["turnover_rate"] = pd.to_numeric(temp_df["turnover_rate"])
|
||||
|
||||
|
||||
return temp_df
|
||||
|
||||
|
||||
def stock_zh_a_hist_min_em(
|
||||
symbol: str = "000001",
|
||||
em_code: str = "106.BABA",
|
||||
start_date: str = "1979-09-01 09:32:00",
|
||||
end_date: str = "2222-01-01 09:32:00",
|
||||
period: str = "5",
|
||||
@ -599,7 +262,6 @@ def stock_zh_a_hist_min_em(
|
||||
:return: 每日分时行情
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
adjust_map = {
|
||||
"": "0",
|
||||
"qfq": "1",
|
||||
@ -613,7 +275,7 @@ def stock_zh_a_hist_min_em(
|
||||
"ut": "7eea3edcaed734bea9cbfc24409ed989",
|
||||
"ndays": "5",
|
||||
"iscr": "0",
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"secid": em_code,
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
@ -707,7 +369,7 @@ def stock_zh_a_hist_min_em(
|
||||
|
||||
|
||||
def stock_zh_a_hist_pre_min_em(
|
||||
symbol: str = "000001",
|
||||
em_code: str = "106.BABA",
|
||||
start_time: str = "09:00:00",
|
||||
end_time: str = "15:50:00",
|
||||
) -> pd.DataFrame:
|
||||
@ -723,7 +385,6 @@ def stock_zh_a_hist_pre_min_em(
|
||||
:return: 每日分时行情包含盘前数据
|
||||
:rtype: pandas.DataFrame
|
||||
"""
|
||||
code_id_dict = code_id_map_em()
|
||||
url = "https://push2.eastmoney.com/api/qt/stock/trends2/get"
|
||||
params = {
|
||||
"fields1": "f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13",
|
||||
@ -732,7 +393,7 @@ def stock_zh_a_hist_pre_min_em(
|
||||
"ndays": "1",
|
||||
"iscr": "1",
|
||||
"iscca": "0",
|
||||
"secid": f"{code_id_dict[symbol]}.{symbol}",
|
||||
"secid": em_code,
|
||||
"_": "1623766962675",
|
||||
}
|
||||
r = requests.get(url, params=params)
|
||||
@ -779,41 +440,4 @@ if __name__ == "__main__":
|
||||
print(stock_zh_a_hist_df)
|
||||
exit(0)
|
||||
|
||||
stock_zh_a_spot_em_df = stock_zh_a_spot_em()
|
||||
print(stock_zh_a_spot_em_df)
|
||||
|
||||
code_id_map_em_df = code_id_map_em()
|
||||
print(code_id_map_em_df)
|
||||
|
||||
stock_zh_a_hist_df = stock_zh_a_hist(
|
||||
symbol="430090",
|
||||
period="daily",
|
||||
start_date="20220516",
|
||||
end_date="20220722",
|
||||
adjust="hfq",
|
||||
)
|
||||
print(stock_zh_a_hist_df)
|
||||
|
||||
stock_zh_a_hist_min_em_df = stock_zh_a_hist_min_em(symbol="833454", period="1")
|
||||
print(stock_zh_a_hist_min_em_df)
|
||||
|
||||
stock_zh_a_hist_pre_min_em_df = stock_zh_a_hist_pre_min_em(symbol="833454")
|
||||
print(stock_zh_a_hist_pre_min_em_df)
|
||||
|
||||
stock_zh_a_spot_em_df = stock_zh_a_spot_em()
|
||||
print(stock_zh_a_spot_em_df)
|
||||
|
||||
stock_zh_a_hist_min_em_df = stock_zh_a_hist_min_em(
|
||||
symbol="000001", period='1'
|
||||
)
|
||||
print(stock_zh_a_hist_min_em_df)
|
||||
|
||||
stock_zh_a_hist_df = stock_zh_a_hist(
|
||||
symbol="833454",
|
||||
period="daily",
|
||||
start_date="20170301",
|
||||
end_date="20211115",
|
||||
adjust="hfq",
|
||||
)
|
||||
print(stock_zh_a_hist_df)
|
||||
|
||||
|
||||
@ -1,255 +0,0 @@
|
||||
Price,Close,High,Low,Open,Volume,5d_change,20d_change,60d_change
|
||||
Ticker,KC,KC,KC,KC,KC,,,
|
||||
Date,,,,,,,,
|
||||
2024-01-02,3.5799999237060547,3.7100000381469727,3.549999952316284,3.7100000381469727,917800,,,
|
||||
2024-01-03,3.4700000286102295,3.559999942779541,3.4000000953674316,3.5399999618530273,1431300,,,
|
||||
2024-01-04,3.3299999237060547,3.490000009536743,3.3299999237060547,3.450000047683716,748200,,,
|
||||
2024-01-05,3.180000066757202,3.309999942779541,3.0999999046325684,3.2799999713897705,1146300,,,
|
||||
2024-01-08,3.1500000953674316,3.2049999237060547,3.0799999237060547,3.130000114440918,2150500,,,
|
||||
2024-01-09,2.9200000762939453,3.069999933242798,2.8949999809265137,3.069999933242798,1732000,-18.43575032059974,,
|
||||
2024-01-10,2.809999942779541,2.9600000381469727,2.694999933242798,2.9200000762939453,2184700,-19.020175227347913,,
|
||||
2024-01-11,2.809999942779541,2.859999895095825,2.700000047683716,2.859999895095825,1579000,-15.615615400609094,,
|
||||
2024-01-12,2.809999942779541,2.890000104904175,2.7799999713897705,2.7799999713897705,1014300,-11.635223780198467,,
|
||||
2024-01-16,2.7300000190734863,2.7899999618530273,2.6700000762939453,2.700000047683716,1633100,-13.33333535169161,,
|
||||
2024-01-17,2.700000047683716,2.7100000381469727,2.5199999809265137,2.5999999046325684,1735400,-7.534247358289548,,
|
||||
2024-01-18,2.619999885559082,2.7899999618530273,2.5799999237060547,2.7100000381469727,1084800,-6.761568010301044,,
|
||||
2024-01-19,2.6500000953674316,2.7149999141693115,2.559999942779541,2.7100000381469727,1124300,-5.693944863708566,,
|
||||
2024-01-22,2.640000104904175,2.7100000381469727,2.5,2.5,1195900,-6.049816417690357,,
|
||||
2024-01-23,2.819999933242798,2.990000009536743,2.7699999809265137,2.7799999713897705,1678000,3.296700129689234,,
|
||||
2024-01-24,2.75,3.0250000953674316,2.740000009536743,3.009999990463257,1020300,1.8518500530834592,,
|
||||
2024-01-25,2.690000057220459,2.7850000858306885,2.680000066757202,2.7699999809265137,781700,2.6717623938536716,,
|
||||
2024-01-26,2.630000114440918,2.7100000381469727,2.609999895095825,2.6500000953674316,753700,-0.7547162342173674,,
|
||||
2024-01-29,2.6500000953674316,2.6600000858306885,2.5450000762939453,2.609999895095825,577000,0.3787875024959364,,
|
||||
2024-01-30,2.559999942779541,2.5999999046325684,2.4600000381469727,2.5799999237060547,1869900,-9.219858036105533,,
|
||||
2024-01-31,2.5999999046325684,2.740000009536743,2.450000047683716,2.450000047683716,1252200,-5.454548922452062,-27.374302792134685,
|
||||
2024-02-01,2.5999999046325684,2.740000009536743,2.5199999809265137,2.619999885559082,675400,-3.3457305083066324,-25.07204947563373,
|
||||
2024-02-02,2.5799999237060547,2.5899999141693115,2.4700000286102295,2.5299999713897705,984400,-1.9011478539609161,-22.52252303853818,
|
||||
2024-02-05,2.4800000190734863,2.569999933242798,2.4600000381469727,2.569999933242798,1112800,-6.415096987774794,-22.012579653733756,
|
||||
2024-02-06,2.75,2.8299999237060547,2.609999895095825,2.619999885559082,1442200,7.421877401066057,-12.698415341500924,
|
||||
2024-02-07,2.640000104904175,2.680000066757202,2.609999895095825,2.6700000762939453,844700,1.538469297646361,-9.58903986554499,
|
||||
2024-02-08,2.630000114440918,2.7100000381469727,2.609999895095825,2.609999895095825,490200,1.153854265721188,-6.405687971672136,
|
||||
2024-02-09,2.6700000762939453,2.700000047683716,2.640000104904175,2.6600000858306885,287800,3.4883781104384504,-4.982201755744997,
|
||||
2024-02-12,2.759999990463257,2.8399999141693115,2.6600000858306885,2.680000066757202,543800,11.290321340173893,-1.7793577699089291,
|
||||
2024-02-13,2.640000104904175,2.690000057220459,2.5899999141693115,2.6600000858306885,1151200,-3.9999961853027344,-3.296700129689223,
|
||||
2024-02-14,2.690000057220459,2.7249999046325684,2.625,2.680000066757202,919200,1.8939375124797264,-0.37037001061669406,
|
||||
2024-02-15,2.759999990463257,2.819999933242798,2.7049999237060547,2.7200000286102295,658800,4.942960850401867,5.343515687761191,
|
||||
2024-02-16,2.809999942779541,2.930000066757202,2.799999952316284,2.869999885559082,658600,5.243440542515665,6.037729873738917,
|
||||
2024-02-20,2.6600000858306885,2.7899999618530273,2.640000104904175,2.7799999713897705,459800,-3.6231849629747126,0.757575004991895,
|
||||
2024-02-21,2.759999990463257,2.930000066757202,2.680000066757202,2.680000066757202,1117300,4.545450029951326,-2.127657595741339,
|
||||
2024-02-22,2.950000047683716,3.009999990463257,2.8510000705718994,2.9000000953674316,1332500,9.665426949169342,7.272729006680567,
|
||||
2024-02-23,3.049999952316284,3.1700000762939453,2.9600000381469727,3.119999885559082,1030700,10.507245030981016,13.382895443794451,
|
||||
2024-02-26,3.119999885559082,3.255000114440918,3.049999952316284,3.059999942779541,876900,11.032026658082472,18.631169193782625,
|
||||
2024-02-27,3.2300000190734863,3.430000066757202,3.2100000381469727,3.25,1126500,21.428568227462797,21.88678878615797,
|
||||
2024-02-28,2.930000066757202,3.0899999141693115,2.8550000190734863,3.0899999141693115,1217500,6.159423075411374,14.453130165930016,
|
||||
2024-02-29,2.869999885559082,3.0,2.869999885559082,2.9800000190734863,1285600,-2.7118698586953704,10.38461503192516,
|
||||
2024-03-01,2.859999895095825,2.9600000381469727,2.8499999046325684,2.940000057220459,1046100,-6.22951017019413,10.000000000000009,
|
||||
2024-03-04,2.7799999713897705,2.8550000190734863,2.7699999809265137,2.8299999237060547,812500,-10.897433546167768,7.75194006193709,
|
||||
2024-03-05,2.490000009536743,2.734999895095825,2.3399999141693115,2.7200000286102295,4219300,-22.910216878234245,0.4032254188043316,
|
||||
2024-03-06,2.6500000953674316,2.7899999618530273,2.5810000896453857,2.609999895095825,1839600,-9.556312798984424,-3.6363601684570312,
|
||||
2024-03-07,2.5799999237060547,2.619999885559082,2.5199999809265137,2.5299999713897705,763800,-10.104528690478842,-2.2727340459820944,
|
||||
2024-03-08,2.690000057220459,2.740000009536743,2.630000114440918,2.630000114440918,1148200,-5.94405049338893,2.281366546339325,
|
||||
2024-03-11,3.4600000381469727,3.630000114440918,3.009999990463257,3.009999990463257,6546100,24.460434307747782,29.588012707084843,
|
||||
2024-03-12,3.490000009536743,3.549999952316284,3.359999895095825,3.5299999713897705,2182900,40.16064241646517,26.449276144778477,
|
||||
2024-03-13,3.3299999237060547,3.630000114440918,3.3299999237060547,3.4800000190734863,1456000,25.66036995724481,26.136355734233007,
|
||||
2024-03-14,3.1600000858306885,3.25,3.109999895095825,3.240000009536743,1402700,22.480627103720586,17.47211965102611,
|
||||
2024-03-15,3.069999933242798,3.2200000286102295,3.069999933242798,3.1500000953674316,1038900,14.126389142719486,11.231882023575967,
|
||||
2024-03-18,3.369999885559082,3.4600000381469727,3.25,3.299999952316284,1772400,-2.6011604507406583,19.928823992274225,
|
||||
2024-03-19,3.2200000286102295,3.299999952316284,3.059999942779541,3.299999952316284,1741800,-7.736389117155129,21.052628748493408,
|
||||
2024-03-20,3.740000009536743,3.869999885559082,3.4000000953674316,3.4100000858306885,5240000,12.31231517189908,35.507247190569615,
|
||||
2024-03-21,3.630000114440918,3.8399999141693115,3.5399999618530273,3.819999933242798,2577800,14.873418222920009,23.050849347989843,
|
||||
2024-03-22,3.2799999713897705,3.509999990463257,3.200000047683716,3.509999990463257,2206500,6.84039227079567,7.540984349813362,
|
||||
2024-03-25,3.059999942779541,3.2799999713897705,3.059999942779541,3.25,1761500,-9.198811670823314,-1.923075159625831,
|
||||
2024-03-26,3.0,3.140000104904175,2.9700000286102295,3.140000104904175,1449400,-6.832298964456307,-7.120743582517408,
|
||||
2024-03-27,2.930000066757202,3.009999990463257,2.859999895095825,2.9600000381469727,1336200,-21.657752425510612,0.0,
|
||||
2024-03-28,3.0399999618530273,3.1549999713897705,2.9800000190734863,3.075000047683716,1692000,-16.253447217280893,5.923347842253612,-15.083798138576876
|
||||
2024-04-01,3.1500000953674316,3.1989998817443848,3.015000104904175,3.109999895095825,1126400,-3.9634108889109676,10.13986751429199,-9.221900017417607
|
||||
2024-04-02,3.190000057220459,3.25,3.059999942779541,3.1500000953674316,825500,4.2483698324135455,14.74820467806417,-4.204200291085469
|
||||
2024-04-03,3.190000057220459,3.190000057220459,3.009999990463257,3.0999999046325684,770200,6.333335240681959,28.112451606534282,0.3144651023059275
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||||
2024-04-04,3.0799999237060547,3.25,3.059999942779541,3.2300000190734863,702600,5.119448925981285,16.22640803260054,-2.2222276045109735
|
||||
2024-04-05,3.0799999237060547,3.134999990463257,3.0299999713897705,3.049999952316284,635000,1.3157882353605599,19.37984553432748,5.4794466860145
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||||
2024-04-08,2.9700000286102295,3.0999999046325684,2.9600000381469727,3.0899999141693115,710700,-5.714287660559769,10.408920648094355,5.693953348355674
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||||
2024-04-09,3.0,3.059999942779541,2.950000047683716,2.950000047683716,492100,-5.956114539571877,-13.294798643797956,6.761568010301033
|
||||
2024-04-10,2.9200000762939453,3.015000104904175,2.859999895095825,2.940000057220459,729900,-8.463949093523615,-16.332376266052183,3.9145955784467557
|
||||
2024-04-11,2.930000066757202,3.015000104904175,2.890000104904175,3.009999990463257,598000,-4.870125346248811,-12.012007991390005,7.326009021479507
|
||||
2024-04-12,2.700000047683716,2.8499999046325684,2.6549999713897705,2.8499999046325684,1080500,-12.337658618026804,-14.556962837108578,0.0
|
||||
2024-04-15,2.5899999141693115,2.690000057220459,2.509999990463257,2.680000066757202,1051000,-12.794616524590873,-15.63518011436792,-1.1450371259603576
|
||||
2024-04-16,2.5899999141693115,2.615000009536743,2.505000114440918,2.5299999713897705,917900,-13.666669527689612,-23.145400530491965,-2.2641576995792834
|
||||
2024-04-17,2.609999895095825,2.755000114440918,2.609999895095825,2.680000066757202,812800,-10.616444284192328,-18.944103356970587,-1.136371538494263
|
||||
2024-04-18,2.6600000858306885,2.694999933242798,2.5799999237060547,2.609999895095825,889700,-9.215016203919003,-28.877003234014143,-5.67375358864356
|
||||
2024-04-19,2.6500000953674316,2.680000066757202,2.5899999141693115,2.609999895095825,555100,-1.8518500530834592,-26.99724485337718,-3.6363601684570312
|
||||
2024-04-22,2.740000009536743,2.819999933242798,2.634999990463257,2.7100000381469727,677500,5.791509665572359,-16.46341361473317,1.8587342473125545
|
||||
2024-04-23,2.8299999237060547,2.890000104904175,2.7799999713897705,2.7799999713897705,763600,9.266409941705266,-7.516340633149376,7.60455515446441
|
||||
2024-04-24,2.9000000953674316,2.9749999046325684,2.809999942779541,2.9100000858306885,617900,11.111119230943856,-3.3333301544189453,9.433961924644251
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||||
2024-04-25,2.869999885559082,2.9000000953674316,2.8299999237060547,2.8299999237060547,310800,7.894729058356886,-2.047787707545201,12.1093730354914
|
||||
2024-04-26,3.1600000858306885,3.315000057220459,3.049999952316284,3.049999952316284,2207800,19.245281966397187,3.947372548798156,21.53846929764636
|
||||
2024-04-29,3.1500000953674316,3.2249999046325684,3.0929999351501465,3.1700000762939453,772200,14.963506730060484,0.0,21.153854265721183
|
||||
2024-04-30,3.069999933242798,3.1449999809265137,3.0399999618530273,3.059999942779541,536700,8.480565936639639,-3.7617593048641096,18.992248993282136
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||||
2024-05-01,3.119999885559082,3.2249999046325684,3.0399999618530273,3.059999942779541,450000,7.586199412306449,-2.194362708644282,25.806446030782524
|
||||
2024-05-02,3.490000009536743,3.509999990463257,3.3299999237060547,3.369999885559082,1598200,21.602792637633982,13.311691428139705,26.909091255881567
|
||||
2024-05-03,3.390000104904175,3.5899999141693115,3.390000104904175,3.549999952316284,638600,7.2784814185542945,10.064941197307164,28.4090897802151
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||||
2024-05-06,3.3499999046325684,3.440000057220459,3.2799999713897705,3.430000066757202,540800,6.3492001019069155,12.794608497029358,27.376416686761516
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||||
2024-05-07,3.200000047683716,3.2850000858306885,3.1700000762939453,3.2699999809265137,649700,4.234531507093564,6.666668256123853,19.850185627164073
|
||||
2024-05-08,3.2200000286102295,3.259999990463257,3.0950000286102295,3.119999885559082,375100,3.2051329076644652,10.273970701296808,16.66666810639239
|
||||
2024-05-09,3.319999933242798,3.4700000286102295,3.2899999618530273,3.299999952316284,705900,-4.871062344682075,13.310575344704034,25.75756823173707
|
||||
2024-05-10,3.2300000190734863,3.450000047683716,3.2149999141693115,3.380000114440918,827300,-4.719766397624081,19.629628223319795,20.074347597263696
|
||||
2024-05-13,3.5999999046325684,3.674999952316284,3.359999895095825,3.359999895095825,1827300,7.462686779611127,38.99613992022828,30.434779604050654
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||||
2024-05-14,3.384999990463257,3.4600000381469727,3.240000009536743,3.4100000858306885,1399300,5.781248125713345,30.694984657902012,20.462635565570466
|
||||
2024-05-15,3.380000114440918,3.440000057220459,3.3399999141693115,3.440000057220459,392400,4.9689467207783,29.501925298614708,27.067669375107606
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||||
2024-05-16,3.559999942779541,3.5799999237060547,3.378999948501587,3.450000047683716,783300,7.228916095257998,33.83457999655637,28.985505618860774
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||||
2024-05-17,3.5999999046325684,3.7300000190734863,3.5350000858306885,3.5999999046325684,1123700,11.455104748427058,35.84904811610643,22.033893099738087
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||||
2024-05-20,3.3399999141693115,3.5,3.299999952316284,3.5,1085400,-7.222222148636237,21.897806662198207,9.508195619242233
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||||
2024-05-21,3.190000057220459,3.259999990463257,3.130000114440918,3.200000047683716,1024300,-5.76070705442191,12.720853117301933,2.243595327851544
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||||
2024-05-22,2.9800000190734863,3.380000114440918,2.940000057220459,3.380000114440918,1762700,-11.834321947459314,2.758617968111432,-7.739938034790217
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||||
2024-05-23,2.9049999713897705,2.9800000190734863,2.8550000190734863,2.950000047683716,1177900,-18.39887589656437,1.2195152343662974,-0.85324555623989
|
||||
2024-05-24,2.859999895095825,2.9000000953674316,2.819999933242798,2.9000000953674316,551800,-20.555556365001372,-9.493676664125793,-0.3484317373521062
|
||||
2024-05-28,2.9200000762939453,2.9700000286102295,2.869999885559082,2.869999885559082,836700,-12.574845768516251,-7.301587686036493,2.0979085104515294
|
||||
2024-05-29,2.869999885559082,2.9700000286102295,2.8299999237060547,2.869999885559082,716400,-10.031353163679956,-6.514659675332912,3.2374070178252223
|
||||
2024-05-30,2.930000066757202,2.9800000190734863,2.8499999046325684,2.859999895095825,822600,-1.677850738129516,-6.089738005481793,17.670684961255056
|
||||
2024-05-31,2.8299999237060547,2.9700000286102295,2.799999952316284,2.9100000858306885,1145800,-2.5817572606665284,-18.911177192755822,6.792446107956285
|
||||
2024-06-03,2.75,2.880000114440918,2.700000047683716,2.859999895095825,1008100,-3.846150319251662,-18.879058557500127,6.5891504388010835
|
||||
2024-06-04,2.740000009536743,2.8299999237060547,2.690000057220459,2.8299999237060547,841500,-6.164385686785934,-18.208952610783157,1.8587342473125545
|
||||
2024-06-05,2.799999952316284,2.809999942779541,2.6500000953674316,2.740000009536743,825500,-2.43902216146471,-12.50000279396768,-19.07514677902016
|
||||
2024-06-06,2.7799999713897705,2.819999933242798,2.680000066757202,2.819999933242798,492100,-5.11945706313397,-13.664597928912613,-20.343840578992346
|
||||
2024-06-07,2.6500000953674316,2.7750000953674316,2.630000114440918,2.7300000190734863,539800,-6.360418133965973,-20.18071841407979,-20.420415733278197
|
||||
2024-06-10,2.700000047683716,2.7049999237060547,2.630000114440918,2.640000104904175,496300,-1.8181800842285156,-16.408667747989647,-14.556962837108578
|
||||
2024-06-11,2.809999942779541,2.880000114440918,2.680000066757202,2.680000066757202,1055100,2.554742080261274,-21.94444396613555,-8.46905524810948
|
||||
2024-06-12,2.859999895095825,2.9200000762939453,2.799999952316284,2.859999895095825,1160100,2.142855135761934,-15.509604042733905,-15.13353138819612
|
||||
2024-06-13,2.8499999046325684,2.9800000190734863,2.8299999237060547,2.9100000858306885,649900,2.517983236086274,-15.680479049214957,-11.490686977954944
|
||||
2024-06-14,2.9200000762939453,3.009999990463257,2.890000104904175,2.9200000762939453,1406000,10.18867815886162,-17.9775246284387,-21.92513184898006
|
||||
2024-06-17,2.819999933242798,2.930000066757202,2.7149999141693115,2.930000066757202,1379800,4.444440127400284,-21.66666644590872,-22.314053874978292
|
||||
2024-06-18,2.680000066757202,2.809999942779541,2.640000104904175,2.7899999618530273,1200400,-4.626330201763206,-19.760474981217403,-18.29268017884592
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||||
2024-06-20,2.630000114440918,2.740999937057495,2.5999999046325684,2.7100000381469727,821600,-8.041950667526198,-17.554856825535147,-14.052282234621028
|
||||
2024-06-21,2.5899999141693115,2.680000066757202,2.549999952316284,2.640000104904175,1192800,-9.122806988191002,-13.087251758657036,-13.666669527689612
|
||||
2024-06-24,2.569999933242798,2.6649999618530273,2.5399999618530273,2.619999885559082,760300,-11.986305955695952,-11.531843079045078,-12.286693696660455
|
||||
2024-06-25,2.5799999237060547,2.5899999141693115,2.509999990463257,2.5299999713897705,846500,-8.510638837525086,-9.790209148954842,-15.131580392079357
|
||||
2024-06-26,2.6600000858306885,2.6700000762939453,2.5510001182556152,2.5999999046325684,670800,-0.7462679264300776,-8.904109029793172,-15.555555387359032
|
||||
2024-06-27,2.5899999141693115,2.6600000858306885,2.5799999237060547,2.640000104904175,561100,-1.520920096237699,-9.756096953126736,-18.80878157644753
|
||||
2024-06-28,2.509999990463257,2.5999999046325684,2.5,2.5999999046325684,858100,-3.088800245451473,-14.33447326705297,-21.316616130399268
|
||||
2024-07-01,2.4800000190734863,2.569999933242798,2.450000047683716,2.569999933242798,792500,-3.501942276541248,-12.367488129618831,-19.48051686672153
|
||||
2024-07-02,2.450000047683716,2.490000009536743,2.4100000858306885,2.490000009536743,504800,-5.038755033589293,-10.90908917513761,-20.454541935971292
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||||
2024-07-03,2.5899999141693115,2.690000057220459,2.5,2.5,1153700,-2.6315853158898173,-5.474456016253537,-12.794616524590873
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||||
2024-07-05,2.5799999237060547,2.6500000953674316,2.555000066757202,2.630000114440918,608300,-0.3861000306814355,-7.857144012743134,-14.000002543131506
|
||||
2024-07-08,2.549999952316284,2.6050000190734863,2.505000114440918,2.549999952316284,618900,1.5936239842632371,-8.273382066205748,-12.67123679144776
|
||||
2024-07-09,2.75,2.7799999713897705,2.5450000762939453,2.569999933242798,1097900,10.88709592136956,3.773581171086837,-6.143346848330222
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||||
2024-07-10,2.7300000190734863,2.7899999618530273,2.680000066757202,2.7300000190734863,819500,11.428570038375652,1.111110031850071,1.111110031850071
|
||||
2024-07-11,2.7300000190734863,2.8499999046325684,2.700000047683716,2.7699999809265137,648800,5.405409634890934,-2.846972431854289,5.405409634890934
|
||||
2024-07-12,2.7799999713897705,2.934999942779541,2.755000114440918,2.869999885559082,739800,7.75194006193709,-2.797200232183028,7.335909788298101
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||||
2024-07-15,2.700000047683716,2.75,2.625,2.75,764400,5.882356791072851,-5.263153051515312,3.4482818469456777
|
||||
2024-07-16,2.75,2.7699999809265137,2.690000057220459,2.690000057220459,521500,0.0,-5.821920268910019,3.3834553107243703
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||||
2024-07-17,2.640000104904175,2.7049999237060547,2.5799999237060547,2.690000057220459,425000,-3.296700129689223,-6.382972787224006,-0.3773581171086837
|
||||
2024-07-18,2.690000057220459,2.809999942779541,2.561000108718872,2.5799999237060547,1319200,-1.4652000576396595,0.3731339632150332,-1.8248157716151847
|
||||
2024-07-19,2.640000104904175,2.6600000858306885,2.609999895095825,2.6600000858306885,490000,-5.035966472172559,0.38022775772321715,-6.713774696964081
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||||
2024-07-22,2.640000104904175,2.7799999713897705,2.630000114440918,2.7799999713897705,548300,-2.222220063700142,1.9305093587580258,-8.965516617692204
|
||||
2024-07-23,2.569999933242798,2.609999895095825,2.4800000190734863,2.609999895095825,672300,-6.545456972989172,0.0,-10.452960427830938
|
||||
2024-07-24,2.5299999713897705,2.569999933242798,2.505000114440918,2.549999952316284,569700,-4.166671558461809,-1.9379827052266485,-19.93671194079433
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||||
2024-07-25,2.490000009536743,2.5399999618530273,2.4700000286102295,2.490000009536743,461400,-7.434945852394259,-6.390980105583576,-20.952383042823453
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||||
2024-07-26,2.630000114440918,2.6649999618530273,2.490000009536743,2.5,677900,-0.3787875024959475,1.5444093280765792,-14.332241966439208
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||||
2024-07-29,2.559999942779541,2.6500000953674316,2.549999952316284,2.630000114440918,481500,-3.0303090509739783,1.9920299803290353,-17.948716773083884
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||||
2024-07-30,2.5999999046325684,2.6449999809265137,2.5199999809265137,2.5399999618530273,623900,1.167314092180427,4.8387050256521125,-25.50143560092173
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||||
2024-07-31,2.700000047683716,2.75,2.619999885559082,2.690000057220459,592800,6.719370680489045,10.20408143405367,-20.353983358946337
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||||
2024-08-01,2.490000009536743,2.694999933242798,2.430000066757202,2.690000057220459,928400,0.0,-3.861000306814344,-25.671639390394276
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||||
2024-08-02,2.450000047683716,2.4800000190734863,2.4100000858306885,2.4600000381469727,540200,-6.8441087043627835,-5.038755033589293,-23.437499650754035
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||||
2024-08-05,2.4000000953674316,2.4000000953674316,2.240000009536743,2.369999885559082,1099000,-6.249994179233775,-5.882347441324487,-25.465836209843594
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||||
2024-08-06,2.430000066757202,2.5199999809265137,2.369999885559082,2.4200000762939453,799100,-6.538455542727817,-11.636361208829015,-26.807225433173176
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||||
2024-08-07,2.359999895095825,2.5299999713897705,2.3299999237060547,2.4600000381469727,654000,-12.592598021602663,-13.55311799972927,-26.93498819938761
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||||
2024-08-08,2.4700000286102295,2.4700000286102295,2.375,2.380000114440918,599000,-0.8032120823258437,-9.523809107938986,-31.38888627658649
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||||
2024-08-09,2.430000066757202,2.4700000286102295,2.4210000038146973,2.440000057220459,272800,-0.8163257362146625,-12.58992475663938,-28.212700927522228
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||||
2024-08-12,2.5299999713897705,2.640000104904175,2.440000057220459,2.5199999809265137,1122000,5.416661285692004,-6.296299010801332,-25.147932374900083
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||||
2024-08-13,2.4100000858306885,2.569999933242798,2.3299999237060547,2.5299999713897705,1306200,-0.8230444599618192,-12.363633242520422,-32.30336728744347
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||||
2024-08-14,2.3499999046325684,2.4100000858306885,2.3399999141693115,2.380000114440918,753600,-0.4237284282951559,-10.984855634395242,-34.722223142047014
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||||
2024-08-15,2.4000000953674316,2.4149999618530273,2.3499999046325684,2.390000104904175,674800,-2.834005361618719,-10.780667497556873,-28.143707872988564
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||||
2024-08-16,2.4700000286102295,2.505000114440918,2.3499999046325684,2.359999895095825,1797300,1.6460889199236384,-6.439396573437484,-22.570533407375127
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||||
2024-08-19,2.5299999713897705,2.5789999961853027,2.450000047683716,2.490000009536743,984700,0.0,-4.166671558461809,-15.10067264441245
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||||
2024-08-20,2.369999885559082,2.5799999237060547,2.3299999237060547,2.5799999237060547,1294300,-1.6597592882582446,-7.782103224857206,-18.416526371762444
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||||
2024-08-21,2.4700000286102295,2.559999942779541,2.3399999141693115,2.3399999141693115,1294700,5.106388461595435,-2.3715392671163626,-13.636359468206505
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||||
2024-08-22,2.440000057220459,2.4700000286102295,2.359999895095825,2.4700000286102295,626800,1.6666650109821601,-2.008030205814604,-16.43835638808273
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||||
2024-08-23,2.5199999809265137,2.575000047683716,2.359999895095825,2.4800000190734863,836300,2.024289544013369,-4.182514400300241,-12.195119114591446
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||||
2024-08-26,2.6600000858306885,2.7200000286102295,2.4800000190734863,2.5199999809265137,1208000,5.138344502411463,3.9062556752470723,-9.215016203919003
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||||
2024-08-27,2.549999952316284,2.6700000762939453,2.5,2.6700000762939453,876100,7.594939892359531,-1.923075159625831,-9.893992188632073
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||||
2024-08-28,2.380000114440918,2.509999990463257,2.359999895095825,2.5,819600,-3.6437211792240687,-11.851849170051699,-13.454541293057531
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||||
2024-08-29,2.450000047683716,2.5190000534057617,2.390000104904175,2.4100000858306885,1088700,0.40983566511259006,-1.6064241646516764,-10.583940176776064
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||||
2024-08-30,2.3299999237060547,2.4749999046325684,2.200000047683716,2.450000047683716,2068300,-7.539684867402374,-4.897964148658362,-16.785715593367236
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||||
2024-09-03,2.2300000190734863,2.2899999618530273,2.2200000286102295,2.25,841100,-16.165415521891536,-7.083336230781223,-19.78417115023673
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||||
2024-09-04,2.1500000953674316,2.2300000190734863,2.119999885559082,2.2300000190734863,1629600,-15.686269193280333,-11.522632250929366,-18.867923849288516
|
||||
2024-09-05,2.1600000858306885,2.1700000762939453,2.119999885559082,2.1600000858306885,830100,-9.24369823662422,-8.474568565903095,-19.999998233936477
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||||
2024-09-06,2.0899999141693115,2.140000104904175,2.0199999809265137,2.140000104904175,1429400,-14.693882714604701,-15.384619839649517,-25.6227773406299
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||||
2024-09-09,2.25,2.259999990463257,2.0799999237060547,2.0999999046325684,1080200,-3.433473232857809,-7.40740995112027,-21.32866844302408
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||||
2024-09-10,2.240000009536743,2.2799999713897705,2.1700000762939453,2.25,680300,0.448430061781413,-11.462449214721747,-21.40350580729119
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||||
2024-09-11,2.200000047683716,2.2799999713897705,2.1700000762939453,2.2799999713897705,950000,2.325579074346007,-8.713694218587086,-24.657534582124097
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||||
2024-09-12,2.200000047683716,2.2200000286102295,2.180000066757202,2.190000057220459,431000,1.851850012202405,-6.3829728951544595,-21.985812065113297
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||||
2024-09-13,2.25,2.2899999618530273,2.174999952316284,2.200000047683716,605700,7.655506813467117,-6.250003725290155,-16.044778210677503
|
||||
2024-09-16,2.180000066757202,2.259999990463257,2.1600000858306885,2.259999990463257,498800,-3.1111081441243527,-11.740889007851496,-17.110267228234566
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||||
2024-09-17,2.2200000286102295,2.299999952316284,2.1700000762939453,2.190000057220459,1128600,-0.8928562875609058,-12.25296230376054,-14.285710340563917
|
||||
2024-09-18,2.180000066757202,2.244999885559082,2.174999952316284,2.2200000286102295,688000,-0.9090900224102638,-8.016870378753582,-15.175092475333186
|
||||
2024-09-19,2.2200000286102295,2.2899999618530273,2.2049999237060547,2.25,1452400,0.9090900224102638,-10.121457372640808,-13.953484718662368
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||||
2024-09-20,2.2100000381469727,2.2699999809265137,2.174999952316284,2.25,702400,-1.7777760823567745,-9.42623006884239,-16.917294479830282
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||||
2024-09-23,2.2300000190734863,2.2699999809265137,2.174999952316284,2.25,1027200,2.293575724089769,-11.507935081269515,-13.899610309882481
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||||
2024-09-24,2.549999952316284,2.569999933242798,2.3299999237060547,2.3399999141693115,4413600,14.864861236629888,-4.135343231767319,1.5936239842632371
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||||
2024-09-25,2.4600000381469727,2.5199999809265137,2.434999942779541,2.4600000381469727,1834200,12.844034991534503,-3.529408464794692,-0.8064508376086854
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||||
2024-09-26,2.7899999618530273,2.859999895095825,2.625,2.630000114440918,6148200,25.675672337699517,17.226883516701918,13.877547247019638
|
||||
2024-09-27,2.950000047683716,3.0299999713897705,2.8350000381469727,2.9100000858306885,3284300,33.48416274948185,20.40816286810734,13.89961951523333
|
||||
2024-09-30,2.940000057220459,3.2850000858306885,2.884999990463257,3.25,4964400,31.8385664607286,26.180264098212902,13.953493959692853
|
||||
2024-10-01,3.190000057220459,3.200000047683716,2.9200000762939453,2.9800000190734863,3476300,25.098043798896263,43.049328696680035,25.098043798896263
|
||||
2024-10-02,3.9200000762939453,4.039999961853027,3.5899999141693115,3.759999990463257,10633800,59.34959412629672,82.32557685649886,42.545457319779835
|
||||
2024-10-03,3.8299999237060547,4.150000095367432,3.569999933242798,3.5799999237060547,4321600,37.27598480547265,77.31480423683044,40.29303651821543
|
||||
2024-10-04,3.9000000953674316,4.139999866485596,3.8299999237060547,4.090000152587891,3603200,32.20339092637092,86.60288303971153,42.85714535236607
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||||
2024-10-07,4.159999847412109,4.164999961853027,3.880000114440918,4.119999885559082,5421800,41.49659069547995,84.88888210720486,49.64028382102654
|
||||
2024-10-08,3.5399999618530273,3.674999952316284,3.4000000953674316,3.640000104904175,5342700,10.97178364747533,58.035711909891404,31.1111073827548
|
||||
2024-10-09,3.450000047683716,3.5299999713897705,3.2699999809265137,3.390000104904175,2614800,-11.98979641486584,56.81818058668091,25.454547188498754
|
||||
2024-10-10,3.1700000762939453,3.440000057220459,3.130000114440918,3.440000057220459,3688300,-17.232372338364655,44.09090943572935,20.075755694297914
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||||
2024-10-11,3.2300000190734863,3.259999990463257,3.049999952316284,3.0899999141693115,2806900,-17.179488715648926,43.55555640326605,20.074347597263696
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||||
2024-10-14,2.940000057220459,3.0899999141693115,2.9100000858306885,3.0899999141693115,3041400,-29.326919109158112,34.86238381605986,11.363634105884767
|
||||
2024-10-15,2.7300000190734863,2.819999933242798,2.680000066757202,2.809999942779541,2695100,-22.88135456237529,22.972972247325973,3.4090875224634942
|
||||
2024-10-16,2.75,2.8299999237060547,2.740000009536743,2.7699999809265137,1781900,-20.28985617416691,26.14678512788695,7.003893830070251
|
||||
2024-10-17,2.680000066757202,2.700000047683716,2.6500000953674316,2.6700000762939453,1663100,-15.45741317803384,20.720722172014703,5.928857591450254
|
||||
2024-10-18,2.7799999713897705,2.940000057220459,2.7750000953674316,2.869999885559082,2279300,-13.931889938898411,25.79185173773697,11.646584768767966
|
||||
2024-10-21,2.7699999809265137,2.8389999866485596,2.7200000286102295,2.740000009536743,1781700,-5.782315407662509,24.21524471902852,5.3231886081250845
|
||||
2024-10-22,2.819999933242798,2.9100000858306885,2.765000104904175,2.7799999713897705,2573400,3.296700129689234,10.588234744132441,10.156249854480848
|
||||
2024-10-23,2.6600000858306885,2.8399999141693115,2.630000114440918,2.8399999141693115,2110900,-3.272724151611328,8.130083113103058,2.3076993614966845
|
||||
2024-10-24,2.5999999046325684,2.6700000762939453,2.571000099182129,2.630000114440918,1115700,-2.98508060193573,-6.810037986318362,-3.7037089364844955
|
||||
2024-10-25,2.6600000858306885,2.7699999809265137,2.6600000858306885,2.6600000858306885,1523200,-4.316542690433622,-9.830507022558521,6.8273122748129245
|
||||
2024-10-28,2.8299999237060547,2.890000104904175,2.7100000381469727,2.7100000381469727,3113700,2.166062931143853,-3.741501067125863,15.510198719448965
|
||||
2024-10-29,2.930000066757202,3.0899999141693115,2.890000104904175,2.9700000286102295,3323700,3.900714046752185,-8.150469774279646,22.0833312637277
|
||||
2024-10-30,2.859999895095825,2.9200000762939453,2.805000066757202,2.9100000858306885,2951400,7.518789579387519,-27.04082042264315,17.69546570064302
|
||||
2024-10-31,2.75,2.859999895095825,2.700000047683716,2.8399999141693115,2341900,5.769234648823174,-28.198431990071825,16.525428908476258
|
||||
2024-11-01,2.809999942779541,2.8499999046325684,2.759999990463257,2.7899999618530273,2485400,5.639092184540639,-27.948721177792645,13.765178551864876
|
||||
2024-11-04,2.7699999809265137,2.9000000953674316,2.740000009536743,2.859999895095825,2512500,-2.1201393779886613,-33.41345955457906,13.991765630814834
|
||||
2024-11-05,3.309999942779541,3.319999933242798,3.0799999237060547,3.0999999046325684,5706200,12.969278749638601,-6.497175750055428,30.83003874349073
|
||||
2024-11-06,3.7699999809265137,3.7899999618530273,3.5399999618530273,3.6500000953674316,5565500,31.818185986338943,9.275360255651055,56.43152890706453
|
||||
2024-11-07,4.230000019073486,4.300000190734863,4.039999961853027,4.039999961853027,4343000,53.81818251176313,33.43848319457423,80.00000811637749
|
||||
2024-11-08,4.090000152587891,4.170000076293945,3.890000104904175,4.025000095367432,2797900,45.55160981755124,26.625390973251207,70.41666625274554
|
||||
2024-11-11,4.800000190734863,4.800000190734863,4.150000095367432,4.179999828338623,4405600,73.28520663488784,63.26530943243891,94.33198927676256
|
||||
2024-11-12,4.079999923706055,4.599999904632568,3.8299999237060547,4.550000190734863,4297600,23.262839705063975,49.45054561174451,61.26482094246206
|
||||
2024-11-13,4.449999809265137,4.650000095367432,4.275000095367432,4.289999961853027,3267500,18.037130816417314,61.8181748823686,87.76371409888839
|
||||
2024-11-14,4.650000095367432,4.949999809265137,4.480000019073486,4.630000114440918,3882700,9.929079773052575,73.507461923086,88.25911099214849
|
||||
2024-11-15,5.050000190734863,5.15500020980835,4.90500020980835,4.980000019073486,5082600,23.471882697597124,81.65468498944912,106.9672160781669
|
||||
2024-11-18,4.340000152587891,4.489999771118164,4.210000038146973,4.389999866485596,3118100,-9.583333747254464,56.67870694844701,72.22222958082041
|
||||
2024-11-19,4.590000152587891,4.670000076293945,4.304999828338623,4.400000095367432,2869600,12.500005843592742,62.76596671084738,72.556391145923
|
||||
2024-11-20,6.53000020980835,6.539000034332275,5.559999942779541,5.679999828338623,11658900,46.74158403810582,145.4887217708154,156.07844438886536
|
||||
2024-11-21,5.78000020980835,6.489999771118164,5.439000129699707,6.489999771118164,7287600,24.301077231518377,122.30770853144234,142.85713999497517
|
||||
2024-11-22,7.210000038146973,7.239999771118164,6.110000133514404,6.179999828338623,7778700,42.77227259070244,171.05262426694134,194.28571011512696
|
||||
2024-11-25,6.949999809265137,7.150000095367432,6.510000228881836,6.75,4600600,60.13823882289346,145.58303875018112,198.28326338357112
|
||||
2024-11-26,5.96999979019165,6.295000076293945,5.809999942779541,6.239999771118164,4520200,30.065350582302308,103.75425440856691,167.71299278607395
|
||||
2024-11-27,7.010000228881836,7.300000190734863,6.170000076293945,6.230000019073486,4542700,7.350689183018777,145.1049120981511,226.04650781114674
|
||||
2024-11-29,6.690000057220459,7.150000095367432,6.619999885559082,6.96999979019165,3338900,15.74394142525961,143.27272935347125,209.72221256406257
|
||||
2024-12-02,7.420000076293945,7.78000020980835,7.170000076293945,7.53000020980835,4929200,2.912621872897314,164.05694759389831,255.02394167528416
|
||||
2024-12-03,7.519999980926514,7.690000057220459,7.179999828338623,7.230000019073486,2634000,8.201441543947997,171.480145585099,234.22222137451172
|
||||
2024-12-04,8.15999984741211,8.350000381469727,8.010000228881836,8.119999885559082,4795400,36.6834193330877,146.52567941012796,264.2857059228177
|
||||
2024-12-05,8.920000076293945,9.460000038146973,8.75,9.170000076293945,5452500,27.24678723322629,136.60477775657097,305.4545401344615
|
||||
2024-12-06,9.25,9.449999809265137,8.631999969482422,8.819999694824219,4882500,38.26606757673425,118.6761219454099,320.45453634143877
|
||||
2024-12-09,9.0,9.699999809265137,8.890000343322754,9.65999984741211,4254100,21.293799291916105,120.04889154601561,300.0
|
||||
2024-12-10,9.020000457763672,9.239999771118164,8.760000228881836,8.819999694824219,2611800,19.94681490215042,87.91666873627231,313.7614762178021
|
||||
2024-12-11,9.260000228881836,9.289999961853027,8.850000381469727,9.1899995803833,2053300,13.480397083813479,126.96079416762696,317.1171220515166
|
||||
2024-12-12,9.630000114440918,9.664999961853027,9.109999656677246,9.399999618530273,3672300,7.959641615182145,116.40450622920801,341.74311098832925
|
||||
2024-12-13,9.15999984741211,9.392000198364258,9.039999961853027,9.270000457763672,2790300,-0.9729746225717872,96.98923999029098,312.6126004217431
|
||||
2024-12-16,8.9399995803833,8.949999809265137,8.640000343322754,8.869999885559082,2601500,-0.6666713290744308,77.02968797477163,304.5248609081137
|
||||
2024-12-17,8.489999771118164,8.680000305175781,8.0600004196167,8.300000190734863,4074700,-5.875838799867539,95.62210766411327,280.71747526915107
|
||||
2024-12-18,8.4399995803833,8.729999542236328,8.354999542236328,8.489999771118164,2013500,-8.85529836101907,83.87798038796883,230.98038189047236
|
||||
2024-12-19,8.399999618530273,8.4399995803833,8.140000343322754,8.220000267028809,2438600,-12.772590667638362,28.63704974944874,241.4633938322084
|
||||
2024-12-20,9.579999923706055,9.770000457763672,8.840999603271484,8.960000038146973,4768400,4.585153747711068,65.74393730037085,243.36917758749107
|
||||
2024-12-23,9.3100004196167,9.510000228881836,8.960000038146973,9.460000038146973,2270800,4.138712042506998,29.12621872897303,215.593229462038
|
||||
2024-12-24,8.920000076293945,9.100000381469727,8.869999885559082,8.984999656677246,960700,5.064785827657903,28.345328361053703,203.40135723422773
|
||||
2024-12-26,10.199999809265137,10.489999771118164,9.550999641418457,10.100000381469727,7568800,20.853084317356153,70.85427416635963,219.7492045863064
|
||||
2024-12-27,12.569999694824219,12.84000015258789,11.600000381469727,11.760000228881836,10806100,49.642860305552716,79.3152537004875,220.66325128004013
|
||||
2024-12-30,11.460000038146973,11.770000457763672,11.199999809265137,11.760000228881836,4605700,19.624218469864395,71.30044753554665,199.21671713919613
|
||||
2024-12-31,10.489999771118164,11.460000038146973,10.399999618530273,11.329999923706055,3323300,12.6745359647368,41.37465853447251,168.9743465283138
|
||||
|
@ -1,255 +0,0 @@
|
||||
Price,Close,High,Low,Open,Volume,5d_change,20d_change,60d_change
|
||||
Ticker,MSFT,MSFT,MSFT,MSFT,MSFT,,,
|
||||
Date,,,,,,,,
|
||||
2024-01-02,367.380615234375,372.3632885983454,363.319184585885,370.3424737462839,25258600,,,
|
||||
2024-01-03,367.1131591796875,369.7481357898977,365.04282689247566,365.5381225658885,23083500,,,
|
||||
2024-01-04,364.4781799316406,369.5896348719219,363.71543548306664,367.1825051718643,20901500,,,
|
||||
2024-01-05,364.28997802734375,368.559424433647,363.0517388090319,365.4985007136341,20987000,,,
|
||||
2024-01-08,371.1646728515625,371.66988411040546,365.53812127674354,365.8253710003868,23134000,,,
|
||||
2024-01-09,372.2543640136719,372.45246416250234,367.6976373642498,368.50992959667377,20830000,1.3266211055222854,,
|
||||
2024-01-10,379.16864013671875,380.5554922110054,372.7793440678221,372.8288615431399,25514200,3.2838596644067852,,
|
||||
2024-01-11,381.0111389160156,387.0042042259602,376.80112586493703,382.3682441685505,27850800,4.5360627589492,,
|
||||
2024-01-12,384.8150329589844,385.0230486833725,381.03096664819185,381.8630597761942,21645700,5.6342628591610655,,
|
||||
2024-01-16,386.59808349609375,390.32271672497956,383.9730224089054,389.9562027545636,27202300,4.158103336171615,,
|
||||
2024-01-17,385.8056640625,386.43962688844755,381.1895041483633,384.3296924343439,22234100,3.6403334275835197,,
|
||||
2024-01-18,390.1642150878906,390.2830812145117,386.4494974787357,388.0344497047316,23392100,2.8999167618944277,,
|
||||
2024-01-19,394.9190368652344,394.9190368652344,389.79766667261197,392.0364126276258,29272000,3.650260196798172,,
|
||||
2024-01-22,392.7793884277344,396.85070439221124,389.8868483654438,396.25634353223927,27016900,2.0696580919693064,,
|
||||
2024-01-23,395.14691162109375,395.6224063859319,390.2236710516202,392.02655469237413,20525900,2.211296043604505,,
|
||||
2024-01-24,398.7724609375,401.81358370975624,396.68232764982235,397.7620686193911,24867000,3.360965917000991,,
|
||||
2024-01-25,401.06072998046875,403.18061005906736,398.74274976275865,400.5159168098495,21021200,2.7928022281908937,,
|
||||
2024-01-26,400.1295471191406,402.34849224643625,398.6436601299057,400.5654097210854,17803300,1.319386954669488,,
|
||||
2024-01-29,405.8651123046875,406.12267574413715,400.52581011271667,402.23954412902646,24510200,3.331570918050031,,
|
||||
2024-01-30,404.7457275390625,409.16375662074074,402.6258777098208,408.3812111979871,33477600,2.42917650009955,,
|
||||
2024-01-31,393.83929443359375,411.41240548584386,393.47278047208044,403.1310461052013,47871100,-1.23708806077244,7.201980208547232,
|
||||
2024-02-01,399.9809875488281,404.161284395668,398.01960572688716,398.0493222591689,30657700,-0.26922167914400497,8.953051000019618,
|
||||
2024-02-02,407.3509826660156,408.7675210638453,399.7630491761005,400.0106970175581,28245000,1.804774378415197,11.762789954234298,
|
||||
2024-02-05,401.8333740234375,407.29154202131053,400.18898875911304,406.0433872498531,25352300,-0.9933690181833876,10.305909649064171,
|
||||
2024-02-06,401.67486572265625,404.13154308563696,399.11915341177513,402.0612108490808,18382600,-0.7587138312929786,8.220123062006902,
|
||||
2024-02-07,410.1543273925781,410.4019752246544,403.5669011054383,403.60653322309605,22340500,4.142560986061095,10.181200556056957,
|
||||
2024-02-08,410.2137756347656,411.65014520614363,408.6486545795197,410.1543425713037,21225300,2.558318621254041,8.187685428534586,
|
||||
2024-02-09,416.5931701660156,416.8606491715924,411.18454998916735,411.34304822902254,22032800,2.2688511611073325,9.33884278324031,
|
||||
2024-02-12,411.35296630859375,416.78138746189904,410.847755055397,416.6030882773996,21202900,2.3690397315283773,6.896282909102958,
|
||||
2024-02-13,402.4971008300781,406.21181854248556,399.5946753127585,401.13007987504017,27824900,0.20470165738217805,4.112544270837026,
|
||||
2024-02-14,406.3873596191406,406.73471379055,401.50465451788693,404.97813565927675,20401200,-0.9184269241738208,5.334731310037588,
|
||||
2024-02-15,403.4795837402344,406.03011869599004,401.22679392364836,405.0476293953427,21825500,-1.6416298755717706,3.412760098807177,
|
||||
2024-02-16,400.9985046386719,405.19646556123695,400.38320711756694,404.86894895397035,22281100,-3.7433800273607876,1.5394213005518242,
|
||||
2024-02-20,399.7381591796875,401.4252604899609,394.9943773768075,400.1847314590158,24307900,-2.8235622640904734,1.7716741145222814,
|
||||
2024-02-21,399.13275146484375,399.24193376469594,394.21034092041026,397.1380014467668,18631100,-0.8358692170194582,1.0086982148988621,
|
||||
2024-02-22,408.531005859375,409.70205797134184,405.4743557171247,407.08207646174907,27009900,0.5274884145617609,2.4471461491932134,
|
||||
2024-02-23,407.23089599609375,412.70906066926193,405.8712811789626,412.5205281414921,16295900,0.9297402909671293,1.5384617725912708,
|
||||
2024-02-26,404.4521789550781,409.0371695148512,404.27351975281573,408.34246112673543,16193500,0.8612686273028025,1.080308081984871,
|
||||
2024-02-27,404.39263916015625,405.22627106063214,400.7901378959309,404.898754425873,14835800,1.1643822020945827,-0.3627986490806978,
|
||||
2024-02-28,404.6307678222656,406.1987830728558,402.24895832016676,405.0872739909664,13183100,1.3774906562399991,-0.02840294757300299,
|
||||
2024-02-29,410.5059814453125,411.06173606105705,402.84447248671415,405.5438650287684,31947300,0.4834334622369818,4.231849702983093,
|
||||
2024-03-01,412.3518371582031,412.71902889421233,407.76684684717014,408.153876143975,17800300,1.2575031051078378,3.0928594094400186,
|
||||
2024-03-04,411.7762451171875,414.18782621068357,409.19593875466035,410.307447886493,17596000,1.8108608491197886,1.0863512399576392,
|
||||
2024-03-05,399.59918212890625,411.1112969231929,397.6044321579871,410.8234857245891,26919200,-1.1853472509304464,-0.5559995856394329,
|
||||
2024-03-06,399.0434265136719,402.09017289690905,395.37147897743796,399.9167637441042,22344100,-1.3808493453587256,-0.6551167208956765,
|
||||
2024-03-07,406.0400695800781,406.6752047214003,399.1923248157397,403.04293193355477,18718500,-1.0879042126282212,-1.0030999401262064,
|
||||
2024-03-08,403.14215087890625,407.3103404061873,401.2664565057241,404.8689575439801,17971700,-2.2334534369404246,-1.7238876839074324,
|
||||
2024-03-11,401.4550476074219,402.6062622273282,398.21976836345937,400.700826521959,16120800,-2.5065062961143636,-3.6337903841681007,
|
||||
2024-03-12,412.1335144042969,412.4213256188443,403.7078509414854,404.53154888971716,22457000,3.136726208650553,0.18975142022377156,
|
||||
2024-03-13,411.9548645019531,415.0115145438447,408.33252598364385,414.93213401612815,17115900,3.2355972133371047,2.3497718747216068,
|
||||
2024-03-14,421.9981689453125,424.5784751674573,414.8229387375938,417.0558908033508,34157300,3.9301784628640313,3.8413619313361735,
|
||||
2024-03-15,413.2648620605469,419.3980298678985,409.6623611748997,416.11311165944556,45049800,2.5109533100351022,2.4252226666845234,
|
||||
2024-03-18,414.15802001953125,417.54218646296124,410.644833725834,411.11127379953496,20106000,3.164232829507596,3.2816868962434187,
|
||||
2024-03-19,418.2170715332031,418.4751112612702,412.40145573236146,414.6641794557911,19837900,1.4761131808703976,4.622754152727548,
|
||||
2024-03-20,422.0081481933594,422.73259778034867,417.4727666861834,418.8026102027015,17860100,2.4403847502955323,5.731275282361925,
|
||||
2024-03-21,426.1167297363281,427.55575544088225,423.9234830206928,426.5732359122919,21296200,0.9759665074635437,4.304624037032445,
|
||||
2024-03-22,425.49151611328125,426.6030252593982,422.8417631107263,426.44426419825527,17636500,2.958551567092349,4.484094968413865,
|
||||
2024-03-25,419.65606689453125,424.1716107025241,418.41553787360243,422.0180389961963,18060500,1.3275239423688356,3.759131173117458,
|
||||
2024-03-26,418.4552001953125,422.76231287812396,418.15748537548563,422.3851872487767,16725600,0.0569390104608658,3.4774522761743087,
|
||||
2024-03-27,418.2369079589844,421.23404544961727,415.83526074059097,421.2241115258407,16705000,-0.8936415684199228,3.362606410270619,
|
||||
2024-03-28,417.5322570800781,418.6735376130556,415.9443740276812,417.7704289377151,21871200,-2.0145824036436832,1.7116134605462907,13.651139925743848
|
||||
2024-04-01,421.3531188964844,424.64797113919235,419.0209183546172,420.7378213676411,16316000,-0.9726156832925104,2.182912970708517,14.774725002502166
|
||||
2024-04-02,418.246826171875,419.1797063812392,414.6740966771135,416.92688638600043,17912000,-0.3358084950575546,1.5713827913618639,14.752226388509438
|
||||
2024-04-03,417.26434326171875,420.0530500088036,415.91463197146663,416.54979735190346,16502300,-0.28458409240413873,4.42072004219316,14.541812410331723
|
||||
2024-04-04,414.71380615234375,425.4220608182633,414.4061573873391,421.76992047315406,19370900,-0.8423698960078663,3.9269860364771647,11.733102982620757
|
||||
2024-04-05,422.2959289550781,423.2784485638512,415.1504997519638,416.8276974614869,16544300,1.1409111018903628,4.00351112928623,13.442841717650978
|
||||
2024-04-08,421.3729553222656,424.0425761054586,420.09272093696904,421.9485777283347,14272400,0.004707791373004255,4.522177699259111,11.130750467741501
|
||||
2024-04-09,423.0501708984375,424.4991003259259,418.4254750382327,423.20896224870864,12512300,1.1484473822614527,5.379213294170171,11.033544085357661
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||||
2024-04-10,420.05303955078125,420.8171944866389,416.5200154975315,418.9911394928746,16216600,0.6683284431311609,1.9215921223808552,9.157128379533109
|
||||
2024-04-11,424.6876525878906,426.1167444183971,419.15984809671994,422.5936541739285,17966400,2.4049950321362035,3.0908211513247297,9.852498167436408
|
||||
2024-04-12,418.7033386230469,421.9584854811625,416.58947237839413,420.83704242845164,19232100,-0.8507281471835881,-0.7807688669598467,8.52700663182009
|
||||
2024-04-15,410.5059814453125,423.5861130505976,410.29755074964197,423.36777871681545,20273500,-2.578944315171361,-0.6675817057076983,5.2136422487745415
|
||||
2024-04-16,411.43878173828125,415.2298454910269,410.5952462785095,411.42887810136665,16765600,-2.744683718126617,-0.6565702340188273,4.183071295872787
|
||||
2024-04-17,408.71954345703125,415.7062108618487,407.22097481991534,414.08855629342435,15855500,-2.698110720939051,-2.270956573186622,4.058297227128982
|
||||
2024-04-18,401.2069091796875,408.76919927263555,400.88935677884103,407.5187363707615,21029900,-5.5289442170310625,-4.929108383978642,1.533606205786242
|
||||
2024-04-19,396.095947265625,402.4077746386735,394.7561698730406,400.9687488676842,30276500,-5.399381679584603,-7.045201555282599,-0.671188192279526
|
||||
2024-04-22,397.9219970703125,399.7976914523607,392.7514806878664,397.04865981007964,20286900,-3.0654813678217874,-6.47945211571005,-0.782607888413589
|
||||
2024-04-23,404.48193359375,405.10716505974153,400.0060952402287,401.1771473553241,15734500,-1.6908586291110805,-3.615849858449649,1.0877443332904857
|
||||
2024-04-24,405.96063232421875,409.3447990752087,403.6979086365787,406.45684392489727,15065300,-0.6750132644690932,-2.9858794597992677,0.023534917546585987
|
||||
2024-04-25,396.0165710449219,396.8601368410158,385.08998167747234,391.04452101034235,40586500,-1.293681144568981,-5.3128589302409495,-2.156701331281663
|
||||
2024-04-26,403.2414245605469,409.87080464048637,402.6856699602139,409.04710666417816,29694700,1.8039763709397638,-3.4226894514620465,2.387301180923296
|
||||
2024-04-29,399.2022705078125,403.24144058813954,396.1654576473054,402.179540393514,19582100,0.32173979999245983,-5.25707474212711,-0.19468851401857057
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||||
2024-04-30,386.380126953125,399.112934090919,386.2213658866136,398.44799719369325,28781400,-4.475306592755246,-7.619113218483731,-5.148104854354674
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||||
2024-05-01,391.9476013183594,398.67622906449674,387.3526772876393,389.63523841829954,23562500,-3.4518201741955967,-6.067314965247361,-2.460167159859028
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||||
2024-05-02,394.8256530761719,396.89981398666424,391.6598205584853,394.64702416400013,17709400,-0.30072427666540946,-4.795633224919937,-1.705163362452844
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||||
2024-05-03,403.5788269042969,404.06510458639696,398.815177316325,399.2320083912343,17446700,0.0836725403690064,-4.432224127069972,-1.6031771577500686
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||||
2024-05-06,410.40667724609375,410.79370652504514,403.2909899464774,405.6628958084665,16996600,2.8066991512920136,-2.6025111335835183,0.04702465465222794
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||||
2024-05-07,406.238525390625,411.52815821970637,405.99041958064737,411.5182242956741,20018200,5.139601406029137,-3.973912945622826,-2.485553176799371
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||||
2024-05-08,407.429443359375,409.1066410493604,403.6284454091321,405.07740513834375,11792300,3.9499774941703203,-3.005238625318918,-0.9538093244902845
|
||||
2024-05-09,409.1959228515625,409.5928860565961,406.0003190785622,407.45918232898305,14689700,3.6396494663983425,-3.6477937707694585,1.6643155957320577
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||||
2024-05-10,411.59759521484375,412.23276061100023,408.67986853475014,409.8112455392715,13402300,1.9869150153529747,-1.6970830544535853,1.282086037465846
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||||
2024-05-13,410.5853271484375,415.18025140614657,407.7073059282806,414.84283115281045,15440200,0.043529969722344575,0.01932875687844504,1.7611159757659367
|
||||
2024-05-14,413.40380859375,414.3267549073316,408.43175863614476,408.8981987547859,15109300,1.7638118384353474,0.4775988415984367,3.0936035450446875
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||||
2024-05-15,420.6317443847656,421.35753100749633,414.85536761085484,415.48172683662517,22239500,3.240389530156129,2.9145170859652625,5.226817786911897
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||||
2024-05-16,418.5538635253906,422.9582516726133,417.9175827662757,419.35917390202644,17530100,2.2869095587794375,4.323692825024095,4.865827720043048
|
||||
2024-05-17,417.7783508300781,420.4726906446292,415.61097317740536,420.09488474644235,15352200,1.501650079371375,5.47402812730946,2.263560130827935
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||||
2024-05-20,422.8786315917969,424.30034916156967,417.5595849948594,417.77831310874586,16272100,2.994092489553335,6.271740367515943,3.8424725995871434
|
||||
2024-05-21,426.5572814941406,430.46453247000767,422.3915253519068,424.36004826198655,21453300,3.1817493276450337,5.457684526044249,5.465442811106147
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||||
2024-05-22,428.0286865234375,429.9077641693655,424.6583193119375,427.60118209872775,18073700,1.7585315985817918,5.436008430885031,5.844826308502715
|
||||
2024-05-23,424.5290832519531,431.090897164325,422.9582395726222,430.46453792464195,17211700,1.4275868047745277,7.199828060679048,4.917647646218493
|
||||
2024-05-24,427.6707763671875,428.565562226306,421.95405016489985,424.71796179341015,11845800,2.367864566810196,6.05824459460329,4.181375107237439
|
||||
2024-05-28,427.8298645019531,428.3269711402922,424.13138989907134,427.14385491376675,15718000,1.1708401749974673,7.1712001932564995,3.7535972800363027
|
||||
2024-05-29,426.6864929199219,428.44623936333835,423.2266200569052,423.2266200569052,15517100,0.030291693844408663,10.431790652547402,3.6209587074385707
|
||||
2024-05-30,412.2704162597656,421.84466424386284,411.84288150879064,421.84466424386284,28424800,-3.681592089461272,5.185084657502226,3.1709860023616754
|
||||
2024-05-31,412.7277526855469,414.3383733012913,402.1692127903504,414.3383733012913,47995300,-2.7798638613888094,4.534178432909797,3.4292824446279013
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||||
2024-06-03,411.1270751953125,414.02023955543035,406.55371826249007,413.1254536486165,17484700,-3.8683263122170852,1.870328121253384,1.2528334015150966
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||||
2024-06-04,413.6623229980469,414.03017705380546,407.30928563189894,410.04337212748766,14348900,-3.3114896082345746,0.793273095311009,2.609544076749404
|
||||
2024-06-05,421.5563659667969,421.6259378345122,413.89096003424896,415.39223173706347,16988000,-1.2023176356060095,3.7706518753835017,5.00711561086955
|
||||
2024-06-06,422.0633850097656,422.848821948627,418.14618249774657,421.5563568996983,14861300,2.375375084839848,3.5917732232922273,2.4093819741453304
|
||||
2024-06-07,421.3973083496094,423.81323935854607,420.55222098628695,423.73371564550735,13621700,2.1005506917456396,2.981795471719062,2.2921064080823506
|
||||
2024-06-10,425.39404296875,425.6028192678221,421.4370934236562,422.2424037753453,14003000,3.470208758851445,3.3519262294778196,0.8047129758701921
|
||||
2024-06-11,430.1761779785156,430.3153823959729,422.78918087724,423.01786084549974,14551100,3.9921100043106117,4.771444456171592,4.092125285863557
|
||||
2024-06-12,438.5076904296875,440.8341457768561,430.7428874309175,432.8009161252906,22366200,4.021128805400553,6.072484412113144,5.8793188186982315
|
||||
2024-06-13,439.0246887207031,440.8242426789463,436.8274858579273,438.2989324414096,15960600,4.018662673272422,4.372695256949721,4.975315118347101
|
||||
2024-06-14,440.00897216796875,440.5756810111054,434.19281849694386,435.74378876375306,13582000,4.41665465098755,5.126008982897989,4.2655157374737795
|
||||
2024-06-17,445.775390625,448.3305259626429,438.16966532085047,440.0288392462003,20790000,4.791169033306675,6.70140990774053,4.613444982748316
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||||
2024-06-18,443.75714111328125,447.53516969127554,442.3155500964385,447.10763493198164,17112500,3.157070016890584,4.937234459658946,4.292829423921352
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||||
2024-06-20,443.120849609375,443.946033241849,438.7164619327626,443.7173532757514,19877400,1.052013289702436,3.8830817885034508,5.591431785672474
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||||
2024-06-21,447.17724609375,447.97260457820744,443.9261796037789,444.79114029939626,34486200,1.8569701391516258,4.473662671033152,6.863828167276109
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||||
2024-06-24,445.0794677734375,450.13005783321864,443.82674934456685,447.197116551364,15913700,1.1523618667332869,4.840748333203826,6.418027511117108
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||||
2024-06-25,448.3404541015625,448.80773551860256,444.1647465305247,445.65606632861267,16747500,0.5754161244671208,4.833081631144354,7.378638775584645
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||||
2024-06-26,449.54345703125,450.9751265075422,445.59642930053803,446.4017395883299,16507000,1.3039375329154668,5.07528677423541,6.690430631816735
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||||
2024-06-27,450.2294921875,453.5302875755873,449.1557248487335,449.56335593650766,14806300,1.6042220952571906,5.517634061127064,7.64684009878942
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||||
2024-06-28,444.3636169433594,452.7448272217048,443.8267333016812,450.44819707911165,28362300,-0.6291977454060294,7.784502457089304,6.494509803978921
|
||||
2024-07-01,454.0870361328125,454.72331684606445,443.0810879907853,446.0637277902953,17662800,2.023811254299468,10.020960107031351,9.494072634274708
|
||||
2024-07-02,456.62225341796875,456.9304570935814,450.48794440717063,450.57745029839504,13979800,1.8472121443964484,11.065964994167077,8.128499971057511
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||||
2024-07-03,458.1036376953125,458.3521910129211,455.23037712106725,455.5385808076234,9932800,1.9041942508947418,10.743379859972269,8.7169055130639
|
||||
2024-07-05,464.8543395996094,465.6397765538939,456.3140515175161,456.95033221316646,16000300,3.248309510123959,10.270980852943111,9.881610167510813
|
||||
2024-07-08,463.5419921875,464.99356542878803,461.77229375422786,463.8501958785038,12962300,4.315919331124074,9.827577717212943,10.353205081726657
|
||||
2024-07-09,456.8807678222656,464.6256672353131,455.3496709136752,464.29759021110544,17207200,0.615241455304627,8.420428600179308,7.580421761311396
|
||||
2024-07-10,463.55194091796875,463.7607172108967,456.20469022907776,458.55104934272356,18196100,1.517597411893301,8.970012293289663,10.711307543525095
|
||||
2024-07-11,452.0687561035156,462.0904118522062,448.9369602373819,460.30084022096906,23111200,-1.317361639422454,5.089212105579066,10.12476712565029
|
||||
2024-07-12,450.9254150390625,453.71915189160546,448.0422026334216,451.70090017355875,16324300,-2.996406266217544,2.8318145565946695,9.597207422682619
|
||||
2024-07-15,451.33306884765625,454.61399099803907,448.8177103695207,450.6768844175797,14429400,-2.6338332978698697,2.803573567313289,10.426104176519502
|
||||
2024-07-16,446.9187316894531,451.67106983710227,444.07529634239484,451.5915461266938,17175700,-2.1804454979133414,1.5703678694185097,11.393578092468193
|
||||
2024-07-17,440.9534606933594,442.2757813397234,436.63857872187197,440.0288496296795,21778000,-4.875069701975088,-1.0816949596253012,11.32491098113977
|
||||
2024-07-18,437.82171630859375,442.07694811849893,431.88626155510383,441.76874441556754,20794800,-3.1515205602175134,-1.3375389948197647,10.027020253225905
|
||||
2024-07-19,434.5805358886719,438.58724438350157,429.5001207828966,430.59376141790096,20940400,-3.624741166779144,-1.927310287528039,7.4412723523894275
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||||
2024-07-22,440.3768310546875,442.0272287343498,436.37015276462773,439.23349185507885,15808800,-2.4275282599926062,-1.5207426358265108,8.477718278599578
|
||||
2024-07-23,442.2757873535156,445.7953108894537,440.53591409904936,441.33127259326983,13107100,-1.0388788848447073,-0.6299280517134687,11.681131470467276
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||||
2024-07-24,426.4180603027344,438.9252800797557,425.11564336198785,437.90124163761953,26805800,-3.2963570277392495,-4.88967560216238,5.7475830434448705
|
||||
2024-07-25,415.9788513183594,427.31287721528406,415.09401723172687,426.31866388501027,29943800,-4.988986196116107,-7.466376206329118,4.202526400765683
|
||||
2024-07-26,422.8090515136719,426.4379540941027,414.8553456338981,415.7799870015666,23583800,-2.708700322007873,-6.0903253006821645,9.428260414896128
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||||
2024-07-29,424.2606506347656,429.6492697069918,422.2423988579534,429.0825608465564,15125800,-3.6596340414467687,-4.523990160777758,8.24422683229027
|
||||
2024-07-30,420.47265625,426.5671576267596,414.9448029922065,425.24486743225,32687600,-4.929759151858826,-7.402629277657002,6.495779332980711
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||||
2024-07-31,415.92913818359375,419.33928250485553,409.8246539863894,418.0666907004293,42891400,-2.4597743612674527,-8.911767862773567,3.06019802228763
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||||
2024-08-01,414.6962585449219,424.98637136355273,410.6995323530128,418.3549862264431,30296400,-0.3083312455362974,-9.47544956612223,1.0452026091807287
|
||||
2024-08-02,406.12615966796875,412.59849761680636,402.0001807599968,410.1030126570464,29437900,-3.9457272227209295,-12.633673589500027,-0.02766003607073131
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||||
2024-08-05,392.8633728027344,398.7193036046689,383.34874440032485,386.91799678720787,40709200,-7.400468977044095,-15.247511676606972,-3.5751148558481938
|
||||
2024-08-06,397.29754638671875,403.3225066578681,396.1939842314513,397.6853041219084,24946500,-5.511680609619008,-13.041306535959452,-2.907745605559209
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||||
2024-08-07,396.1243591308594,407.7069368759002,395.16992295159474,406.27529777749277,20650900,-4.761575286411512,-14.545852543208637,-3.759311585848246
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||||
2024-08-08,400.3597412109375,403.51138026295973,397.62565473832814,400.11118789524573,20203000,-3.4571127755741227,-11.43830760131932,-2.490489859566558
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||||
2024-08-09,403.67047119140625,405.68872296700823,399.9322498333492,401.6919964430869,19276700,-0.6046614871029643,-10.479547674988044,-2.3544382514164686
|
||||
2024-08-12,404.4559020996094,406.39463013243375,401.9007666876047,404.7044554196647,16762900,2.950778845625779,-10.386379812082836,-3.845606638370991
|
||||
2024-08-13,411.6142578125,412.54882074125726,407.1999483356839,407.2198216789193,19414300,3.603523745864212,-7.899528789830379,-1.657995856122263
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||||
2024-08-14,414.4477233886719,415.30276256625774,410.0632696291805,412.3996465083127,18267000,4.625659552473871,-6.011005620187138,-0.7972235600022581
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||||
2024-08-15,419.34808349609375,419.42775054091777,415.991550712489,418.1229861127925,20752100,4.742820101672485,-4.219441869685392,-0.8348844874032646
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||||
2024-08-16,416.7983093261719,419.6568394696199,415.6329698343419,418.919805326896,22775600,3.2521175244797362,-4.0918138512893165,-2.287845640281916
|
||||
2024-08-19,419.8460693359375,420.0651916950313,414.79631569386714,417.28632868553893,15234000,3.8051533322754683,-4.662089435899597,-1.911698314886645
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||||
2024-08-20,423.10302734375,424.15879050030776,419.9556774327427,420.015435317403,16387600,2.7911495564576505,-4.335023656730419,-0.33591477344245835
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||||
2024-08-21,422.4456787109375,424.69662989295495,420.03533264675815,422.38589043229285,16067300,1.9297862844731117,-0.9315697344002505,-1.2217570021113344
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||||
2024-08-22,413.88995361328125,425.0850728631847,412.95370628251766,422.66475709775676,19361900,-1.3015750155117467,-0.5021644005356984,-3.258283735030898
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||||
2024-08-23,415.1250305175781,417.58516466451346,410.44379375355777,415.3142739439322,18493800,-0.40146007580954546,-1.8173738165218278,-2.709591841828829
|
||||
2024-08-26,411.8382263183594,415.6130949578331,409.6968209788455,414.70672647734364,13152800,-1.907328328747715,-2.92801708049526,-0.1048316649366221
|
||||
2024-08-27,412.18682861328125,412.7047404254691,408.61117324322794,411.2107324794244,13492900,-2.5800332365856327,-1.9705984476175442,-0.13106074615674146
|
||||
2024-08-28,408.9597473144531,413.3421641808517,405.6828816466664,413.22264841837114,14882700,-3.1923468687467094,-1.6756197701311981,-0.5271673921815379
|
||||
2024-08-29,411.4696960449219,420.3640158924635,408.95977368399144,413.2824329478728,17045200,-0.5847587135735965,-0.7780544033170966,-0.5300523715173755
|
||||
2024-08-30,415.4736328125,415.822210323597,410.48363692465733,413.93977626013776,24308300,0.0839752530670701,2.3016180864028346,-1.4429228557245821
|
||||
2024-09-03,407.80438232421875,418.20267931936957,405.4040060811421,416.2405478075573,20313600,-0.9794729426166437,3.8031057501984433,-3.3784031479577314
|
||||
2024-09-04,407.26654052734375,409.5971891641853,402.7546379619835,404.2884945573242,15135800,-1.193703375357924,2.5092010336558834,-3.353312311748824
|
||||
2024-09-05,406.75860595703125,411.4497822581618,404.50762432491115,405.9916624475026,14195500,-0.5382293420993833,2.684572806758112,-4.3807470555218275
|
||||
2024-09-06,400.0953369140625,409.00956601687597,399.1989078370585,407.42592125419515,19609500,-2.764324867709722,-0.0660416794344143,-6.992679419350701
|
||||
2024-09-09,404.0992431640625,407.01753119323797,400.5434971977151,405.6131601713445,15295100,-2.7376922986519947,0.10621831500103873,-7.846714668084531
|
||||
2024-09-10,412.5453796386719,414.66684525245614,406.0713456246143,406.56934824108026,19594300,1.1625665441436839,2.0000888841202435,-6.03139407926937
|
||||
2024-09-11,421.3500671386719,422.29625388353406,407.9438146629927,413.84017908445105,19266900,3.4580612964404622,2.3652750460861682,-4.240573763158184
|
||||
2024-09-12,425.29425048828125,425.6627675750461,418.07321227741465,421.6189886086143,17418800,4.5569151481476,2.6171037956064236,-4.594497715094392
|
||||
2024-09-13,428.869873046875,430.1049097614262,423.7603615358477,424.12887859450143,15874600,7.191919894580789,2.270617161618649,-3.3548233227430724
|
||||
2024-09-16,429.61688232421875,431.79813615912246,426.50935094179886,428.879848197679,13834700,6.314696102956119,3.0754858432056498,-3.0474682689971444
|
||||
2024-09-17,433.41168212890625,440.08492951868885,430.5431821213062,438.47140586333086,18874200,5.057941142986544,3.2310920081793926,-3.0783238827759685
|
||||
2024-09-18,429.0890197753906,434.28816840172493,428.6906237541022,433.2622842089649,18898000,1.8367037863012303,1.414783644830142,-3.592717515827226
|
||||
2024-09-19,436.9375305175781,439.73630274210893,435.15467267064554,439.4673922763036,21706600,2.7376998433271016,3.4304651549192045,-2.543362634280888
|
||||
2024-09-20,433.53118896484375,437.4853309751932,432.4853956233,435.47341133704515,55167100,1.08688350731021,4.745521165733413,-3.561895477725341
|
||||
2024-09-23,431.77825927734375,434.7164566201473,428.6707276626035,432.5451724016005,15128900,0.5030940454276323,4.011617593620498,-4.098183977355296
|
||||
2024-09-24,427.45556640625,431.6188608604207,424.3978231376462,431.2702529601879,17015800,-1.3742397743872425,3.7921055137358994,-3.80500335590358
|
||||
2024-09-25,430.3838195800781,431.38979462226376,426.8579828341436,428.11292879639643,13396400,0.3017555204198219,4.4147434375855665,-5.219972090505043
|
||||
2024-09-26,429.5870056152344,433.5610566850483,427.41572154773536,433.3519041012862,14492000,-1.6822827953544395,5.043835838670141,-5.9207030757626455
|
||||
2024-09-27,426.3101501464844,430.1248672217253,425.762359424982,429.7961684722898,14896100,-1.6656330622028093,3.6066943068250312,-6.940239049132845
|
||||
2024-09-30,428.5810241699219,428.70057032593814,423.67072584299484,426.49937695538483,16807300,-0.7404807997449914,3.1548070255849714,-7.803157320405052
|
||||
2024-10-01,419.0094299316406,426.7683189487975,417.13693529272734,426.73844000863045,19092900,-1.9759098110754825,2.747652573903303,-9.607017919931238
|
||||
2024-10-02,415.46368408203125,421.1309565128566,415.0453484935869,420.89189457845896,16582300,-3.4667045598053225,2.012722072398465,-9.065184323176922
|
||||
2024-10-03,414.87603759765625,417.8739927473743,412.63502577299244,415.9616796785687,13686400,-3.4244443675640945,1.9956385732825765,-10.500636287687614
|
||||
2024-10-04,414.39794921875,418.07321108796054,413.3123071245128,416.5692334072243,19169700,-2.794256933277617,3.5748010499206506,-8.332981736994826
|
||||
2024-10-07,407.9040222167969,415.4437592952022,407.3661708398638,414.3382079936023,20919800,-4.824525769234034,0.9415457012349915,-9.540689299701322
|
||||
2024-10-08,413.0533447265625,413.99956190900485,406.5394920239681,409.25856700863125,19229300,-1.421468057663955,0.12312950597956895,-8.481480033986777
|
||||
2024-10-09,415.7923278808594,418.70067647812056,412.6449477589923,414.19871346026423,14974300,0.07910289428889605,-1.3190312975512986,-6.964667533833047
|
||||
2024-10-10,414.1788024902344,415.68278008253634,411.4995460461954,413.5712539026246,13848400,-0.16805865951169396,-2.613589999226462,-6.071991851707947
|
||||
2024-10-11,414.65692138671875,415.46368322393135,411.59917791222887,414.4776477330423,14144900,0.06249359304431046,-3.3140475825875537,-5.290919581875553
|
||||
2024-10-14,417.46563720703125,422.34605664401147,415.8520832387316,416.1010845405741,16653100,2.34408450749537,-2.8283909727777723,-3.9382570704972863
|
||||
2024-10-15,417.0672302246094,420.7923105426525,413.60115139482065,420.4934907291295,18900200,0.9717595921427513,-3.7711147572242143,-5.293103357470564
|
||||
2024-10-16,414.45770263671875,414.6967341717602,408.84024879356656,413.51151588006746,15508900,-0.3209836148114431,-3.4098558724086514,-6.289759808750639
|
||||
2024-10-17,415.0553283691406,420.81223776702603,413.92983752079977,420.6727824355961,14820000,0.21162982596796276,-5.008084822220871,-2.6646929366750616
|
||||
2024-10-18,416.4895324707031,417.97357047210465,414.59712869532103,415.4736181228242,17145300,0.44195839728313757,-3.930895153087266,0.12276613359676336
|
||||
2024-10-21,417.1070861816406,417.2863598354636,412.09718088424023,414.457708513249,14206100,-0.08588755419235428,-3.3978489607739637,-1.3485911220722513
|
||||
2024-10-22,425.8022155761719,428.85992860317606,416.3700446113444,416.8182287379404,25482200,2.094383043917958,-0.38678893433962136,0.3633532685861418
|
||||
2024-10-23,422.9038391113281,429.3579337373482,420.8421009299413,429.13881136450993,19654400,2.037876584480469,-1.7379790151144991,0.578202369450298
|
||||
2024-10-24,423.0332946777344,424.2783011634291,420.71258556682636,423.6308734743349,13581600,1.9221452571013264,-1.5255840730364012,1.7080208722969559
|
||||
2024-10-25,426.43963623046875,430.79217425375066,424.8659613297776,425.0552047565001,16899100,2.389040536202569,0.030373680743900344,2.8318021789614845
|
||||
2024-10-28,424.8858947753906,430.21452917811945,424.59704472930554,429.93564891158985,14882400,1.86494280520626,-0.8621775548014465,4.619189052672468
|
||||
2024-10-29,430.2244873046875,431.43961494644003,424.09903059516625,426.29025434116863,17644100,1.0385741470442245,2.6765644331385507,9.509951064008447
|
||||
2024-10-30,430.8021545410156,436.7483071680008,430.3738795735308,435.69254402246366,29749100,1.8676386211779583,3.691891986389817,8.433127377455385
|
||||
2024-10-31,404.72674560546875,414.4975548257246,404.67692710480617,413.70073237613923,53971000,-4.327448761736708,-2.446343262184303,2.1716378395622904
|
||||
2024-11-01,408.73065185546875,413.8401634297127,405.87212177522963,407.3760993641267,24230400,-4.152752903444745,-1.3675978305311642,2.090847251327621
|
||||
2024-11-04,406.8282775878906,408.78046967487955,403.9498383507318,408.1629209153218,19672300,-4.249992153080506,-0.2637249378076745,0.7822733199097653
|
||||
2024-11-05,409.8163146972656,413.24257521436044,406.4498120639611,406.73866209939297,17626000,-4.743610187155312,-0.7836832870678601,1.3253391951580706
|
||||
2024-11-06,418.50146484375,418.77040570560524,408.8800507986786,410.77248502778195,26681800,-2.855299020120039,0.6515601133618931,1.6732187723164982
|
||||
2024-11-07,423.73052978515625,425.1448706929316,418.2027124984046,419.5971138468432,19901800,4.695460427567721,2.3061844878329074,2.2398015172057972
|
||||
2024-11-08,420.85205078125,424.7962229099081,420.095077093531,423.6209440547306,16891400,2.9656202368858464,1.4940373776502147,0.358644129864083
|
||||
2024-11-11,416.34014892578125,423.11297221775334,414.3381687204943,420.83211176857736,24503300,2.3380556027931654,-0.2696002211774462,-0.10992376651702829
|
||||
2024-11-12,421.340087890625,422.744458901271,415.533390819855,416.57918414479684,19401200,2.8119361723976333,1.0245009332702892,0.35584912276314107
|
||||
2024-11-13,423.50146484375,427.61494119189337,416.5393671420712,419.9556884147255,21502200,1.194738948373053,2.182071210040526,0.09417032596088504
|
||||
2024-11-14,425.1846923828125,426.4595778768523,418.3222016749388,423.30222788535474,30246900,0.34318098306336253,2.440485236865353,0.6483706213383122
|
||||
2024-11-15,413.3421936035156,421.1110226744225,411.98764100476023,418.14294637599176,28247600,-1.7844411507068614,-0.7556825854702298,-0.13234435989172288
|
||||
2024-11-18,414.0991516113281,416.72858966014985,410.45376875637714,413.21269235073834,24742000,-0.5382611598317433,-0.7211420448039574,-0.24712528294690284
|
||||
2024-11-19,416.1210632324219,416.270457948444,409.90596948487496,411.45973532284427,18133500,-1.238672703642174,-2.2736265781637566,1.0399318568237392
|
||||
2024-11-20,413.8302001953125,415.62302783332285,408.93981090505724,415.2046922657536,19191700,-2.283643730017726,-2.1455560524308748,0.3986958019886355
|
||||
2024-11-21,412.0437927246094,418.9399686403921,409.4689690149979,418.6605301722443,20780200,-3.090633292689615,-2.5977865315534476,0.7541195509847887
|
||||
2024-11-22,416.16552734375,416.56472079906104,410.2374116400306,410.5467888521348,24814600,0.6830499726196759,-2.409276252446224,1.1412338123474974
|
||||
2024-11-25,417.95196533203125,420.23736087052777,414.0198472532827,417.54278213072394,27691100,0.9304085037873611,-1.631950961098605,0.5965077742128733
|
||||
2024-11-26,427.133544921875,428.18146205416855,418.01185069672323,418.75036014607525,23458900,2.6464610091852414,-0.718448734096222,4.739812379526831
|
||||
2024-11-27,422.1435546875,426.37509083138485,421.17549451394376,424.2593075311874,18332400,2.008880571853844,-2.009878493467765,3.6528937881547874
|
||||
2024-11-29,422.61260986328125,424.0297817162198,416.9639323784013,419.24935840992123,16271900,2.5649742394579844,4.419244453700566,3.897644370411868
|
||||
2024-12-02,430.1175842285156,432.13353107658475,420.4669212999132,420.72641076442574,20207200,3.352525850427135,5.232524714248621,7.5037733621228675
|
||||
2024-12-03,430.3371276855469,431.60457529422956,426.88402964452257,428.9798333762607,18302000,2.9632980296375733,5.778568352485625,6.492930874119929
|
||||
2024-12-04,436.544677734375,438.79017518476684,431.7642546343851,432.1634480898198,26009400,2.203323275445701,6.522034891864625,5.817371683261352
|
||||
2024-12-05,441.7342529296875,443.770179142923,435.2971785217715,437.0436765362191,21697800,4.640766872939683,5.551423361113339,4.837826638890008
|
||||
2024-12-06,442.682373046875,445.2073090094776,440.88595677867977,441.4148949698492,18821000,4.7489740521671875,4.472616894356873,4.08849227061745
|
||||
2024-12-09,445.12744140625,447.4328163406456,439.6184986530788,441.7143023543043,19144400,3.489710192773665,5.768153102720142,3.790792821112454
|
||||
2024-12-10,442.4428405761719,448.7202622082635,440.71632196493806,443.500747434082,18469500,2.813076565280892,6.269559089542387,2.98544093113029
|
||||
2024-12-11,448.0915222167969,449.4488165759074,443.1614051498909,443.1614051498909,19200200,2.6450544632336204,6.349131045208356,3.3870430108813965
|
||||
2024-12-12,448.6603698730469,455.24716851093444,448.2112581986308,448.2112581986308,20834800,1.5679374867182405,5.9406890218382635,4.561139809147519
|
||||
2024-12-13,446.37493896484375,450.5266178755225,444.6883184556146,447.5426110314286,20177800,0.8341343913365495,4.9837745717695725,2.1598987928746816
|
||||
2024-12-16,450.6863098144531,451.27512549789225,444.38893932865295,446.37494735046533,23598800,1.2488262666173755,9.03467315673041,3.9570672851868327
|
||||
2024-12-17,453.5505676269531,454.3789237624039,448.67036888572403,450.10748972576295,22733500,2.5105450991852907,9.527045844482673,5.042474437237554
|
||||
2024-12-18,436.5147399902344,451.7441820228141,436.1454548251872,450.4168569277278,24444500,-2.5835753752469715,4.9008998966297845,2.1193252108394844
|
||||
2024-12-19,436.15545654296875,442.29314366547726,435.4468858542376,440.73626782337294,22963700,-2.78716690168479,5.394786638848381,1.3410441332394774
|
||||
2024-12-20,435.726318359375,442.85201454579715,427.7722660445124,432.2432815476765,64263700,-2.385577611091516,5.747574906581332,1.4291197508053521
|
||||
2024-12-23,434.3790283203125,436.7742196281346,431.96385754199804,435.86603695951885,19152500,-3.618321910167255,4.3765040061855665,1.8927248556140697
|
||||
2024-12-24,438.4508361816406,438.7203153724094,433.32113775673025,433.7802087154167,7164500,-3.329227769312837,4.904599702821,2.3029045746564947
|
||||
2024-12-26,437.2332763671875,440.0576302640168,435.7562575113133,438.20133650274425,8194200,0.16460758621099636,2.36453717236369,4.349268807272422
|
||||
2024-12-27,429.66845703125,434.3490742197977,425.49682901810996,433.73031978660106,18117700,-1.4873136205002746,1.7825458330923638,3.4190167500690816
|
||||
2024-12-30,423.9798583984375,426.6944166190143,421.05572893712207,425.2074080072107,13158700,-2.6958343955825415,0.3235228914723054,2.194347220798054
|
||||
2024-12-31,420.6565246582031,425.8760697244736,419.81820926028456,425.24732556190753,13246500,-3.1591082366873247,-2.1996449150718633,1.5102814700826084
|
||||
|
@ -1,255 +0,0 @@
|
||||
Price,Close,High,Low,Open,Volume,5d_change,20d_change,60d_change
|
||||
Ticker,RERE,RERE,RERE,RERE,RERE,,,
|
||||
Date,,,,,,,,
|
||||
2024-01-02,1.7400000095367432,1.899999976158142,1.7100000381469727,1.8899999856948853,227300,,,
|
||||
2024-01-03,1.7599999904632568,1.7799999713897705,1.7200000286102295,1.7799999713897705,142300,,,
|
||||
2024-01-04,1.6699999570846558,1.7599999904632568,1.6399999856948853,1.7400000095367432,143600,,,
|
||||
2024-01-05,1.6200000047683716,1.659999966621399,1.590000033378601,1.649999976158142,145100,,,
|
||||
2024-01-08,1.600000023841858,1.6299999952316284,1.5700000524520874,1.6100000143051147,200200,,,
|
||||
2024-01-09,1.5499999523162842,1.600000023841858,1.5499999523162842,1.5800000429153442,177400,-10.919543458568404,,
|
||||
2024-01-10,1.5,1.559999942779541,1.5,1.5499999523162842,109300,-14.772726810914428,,
|
||||
2024-01-11,1.4500000476837158,1.5199999809265137,1.4500000476837158,1.5,100600,-13.173647608051265,,
|
||||
2024-01-12,1.4199999570846558,1.4579999446868896,1.409999966621399,1.4500000476837158,133700,-12.345681919446161,,
|
||||
2024-01-16,1.2799999713897705,1.399999976158142,1.2599999904632568,1.399999976158142,289100,-20.00000298023219,,
|
||||
2024-01-17,1.2999999523162842,1.309999942779541,1.2380000352859497,1.2599999904632568,355400,-16.129032754253036,,
|
||||
2024-01-18,1.2699999809265137,1.3200000524520874,1.159999966621399,1.2999999523162842,281400,-15.333334604899084,,
|
||||
2024-01-19,1.2200000286102295,1.3200000524520874,1.2000000476837158,1.309999942779541,228500,-15.862069759300834,,
|
||||
2024-01-22,1.2100000381469727,1.25,1.1699999570846558,1.1699999570846558,184400,-14.788727132698332,,
|
||||
2024-01-23,1.2200000286102295,1.2799999713897705,1.2200000286102295,1.2799999713897705,227100,-4.687495634425332,,
|
||||
2024-01-24,1.2200000286102295,1.25600004196167,1.2200000286102295,1.2200000286102295,213900,-6.153840510802655,,
|
||||
2024-01-25,1.1799999475479126,1.2999999523162842,1.1799999475479126,1.2999999523162842,140100,-7.08661690789496,,
|
||||
2024-01-26,1.2300000190734863,1.2300000190734863,1.1699999570846558,1.190000057220459,212800,0.8196713302251579,,
|
||||
2024-01-29,1.1399999856948853,1.2400000095367432,1.1399999856948853,1.2100000381469727,354800,-5.785128119441008,,
|
||||
2024-01-30,1.100000023841858,1.149999976158142,1.059999942779541,1.1399999856948853,353200,-9.836065733954968,,
|
||||
2024-01-31,1.0800000429153442,1.1150000095367432,1.059999942779541,1.090000033378601,295800,-11.475408394405296,-37.93103235655252,
|
||||
2024-02-01,1.0800000429153442,1.1100000143051147,1.0700000524520874,1.0800000429153442,270900,-8.474568565903095,-38.63636086548654,
|
||||
2024-02-02,1.0700000524520874,1.0800000429153442,1.059999942779541,1.0700000524520874,117500,-13.008127165877692,-35.928138925224715,
|
||||
2024-02-05,1.0299999713897705,1.0800000429153442,1.0099999904632568,1.0800000429153442,178300,-9.649124182932722,-36.41975503962789,
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||||
2024-02-06,1.1200000047683716,1.1299999952316284,1.0199999809265137,1.059999942779541,304400,1.8181800448205276,-30.000000745058053,
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||||
2024-02-07,1.1200000047683716,1.1410000324249268,1.090000033378601,1.090000033378601,189700,3.703700024404788,-27.74193295330949,
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||||
2024-02-08,1.100000023841858,1.1399999856948853,1.100000023841858,1.1200000047683716,176100,1.851850012202405,-26.666665077209473,
|
||||
2024-02-09,1.090000033378601,1.100000023841858,1.059999942779541,1.090000033378601,103700,1.869157004308586,-24.82758637699304,
|
||||
2024-02-12,1.100000023841858,1.1200000047683716,1.0800000429153442,1.0800000429153442,140300,6.79612178606539,-22.535207247454903,
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||||
2024-02-13,1.100000023841858,1.1200000047683716,1.0700000524520874,1.0700000524520874,160800,-1.7857125751218117,-14.062496216501952,
|
||||
2024-02-14,1.090000033378601,1.1100000143051147,1.0800000429153442,1.0800000429153442,123200,-2.6785688626827175,-16.153840510802652,
|
||||
2024-02-15,1.1100000143051147,1.1299999952316284,1.0700000524520874,1.0700000524520874,133600,0.9090900224102638,-12.598422757823414,
|
||||
2024-02-16,1.100000023841858,1.1399999856948853,1.090000033378601,1.1100000143051147,158700,0.9174302896359121,-9.836065733954968,
|
||||
2024-02-20,1.1200000047683716,1.1299999952316284,1.100000023841858,1.100000023841858,134200,1.8181800448205276,-7.43801905299355,
|
||||
2024-02-21,1.100000023841858,1.1399999856948853,1.100000023841858,1.1200000047683716,147900,0.0,-9.836065733954968,
|
||||
2024-02-22,1.1200000047683716,1.1299999952316284,1.1100000143051147,1.1100000143051147,121100,2.7522908689077363,-8.196723073504641,
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||||
2024-02-23,1.159999966621399,1.2100000381469727,1.1399999856948853,1.2000000476837158,396500,4.504500150622537,-1.6949137131806236,
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||||
2024-02-26,1.2000000476837158,1.2330000400543213,1.1699999570846558,1.190000057220459,145100,9.090911061310525,-2.4390220263873164,
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||||
2024-02-27,1.2000000476837158,1.2100000381469727,1.1799999475479126,1.1799999475479126,142900,7.142860944173757,5.263163398397563,
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||||
2024-02-28,1.1699999570846558,1.2000000476837158,1.159999966621399,1.1799999475479126,115700,6.3636301568718245,6.3636301568718245,
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||||
2024-02-29,1.1799999475479126,1.2100000381469727,1.149999976158142,1.149999976158142,123400,5.357137725365435,9.259250061011981,
|
||||
2024-03-01,1.1699999570846558,1.2000000476837158,1.159999966621399,1.159999966621399,109800,0.8620681681899223,8.333325054910778,
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||||
2024-03-04,1.1699999570846558,1.2000000476837158,1.159999966621399,1.2000000476837158,163600,-2.5000074505802994,9.345785021542907,
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||||
2024-03-05,1.149999976158142,1.1749999523162842,1.1299999952316284,1.159999966621399,95700,-4.1666724615624595,11.650486223456546,
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||||
2024-03-06,1.149999976158142,1.1799999475479126,1.1399999856948853,1.1399999856948853,111600,-1.7094001418896276,2.6785688626827175,
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||||
2024-03-07,1.1399999856948853,1.159999966621399,1.1100000143051147,1.1299999952316284,90100,-3.389827426361236,1.7857125751218117,
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||||
2024-03-08,1.1399999856948853,1.159999966621399,1.1299999952316284,1.1299999952316284,146100,-2.5641002128344415,3.6363600896410553,
|
||||
2024-03-11,1.190000057220459,1.190000057220459,1.149999976158142,1.149999976158142,213400,1.709410330718164,9.174313832990855,
|
||||
2024-03-12,1.5099999904632568,1.7000000476837158,1.3700000047683716,1.559999942779541,16112600,31.304349719013324,37.27272343044448,
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||||
2024-03-13,1.590000033378601,1.6399999856948853,1.440000057220459,1.4600000381469727,2234400,38.26087533413587,44.54545444693447,
|
||||
2024-03-14,1.6799999475479126,1.7400000095367432,1.5399999618530273,1.590000033378601,1998800,47.36841830080123,54.12843083504573,
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||||
2024-03-15,1.6799999475479126,1.75,1.659999966621399,1.690000057220459,1259900,47.36841830080123,51.35134467539901,
|
||||
2024-03-18,1.809999942779541,1.9199999570846558,1.6950000524520874,1.7100000381469727,1592100,52.100828214012516,64.54544577716814,
|
||||
2024-03-19,1.840000033378601,1.840000033378601,1.7000000476837158,1.8200000524520874,589100,21.854307615863135,64.28571656650426,
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||||
2024-03-20,1.8300000429153442,1.840000033378601,1.7699999809265137,1.7999999523162842,468600,15.094339905563746,66.36363665919657,
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||||
2024-03-21,1.7999999523162842,1.840000033378601,1.7799999713897705,1.8300000429153442,475800,7.1428576496993745,60.71428077257413,
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||||
2024-03-22,1.6699999570846558,1.809999942779541,1.6200000047683716,1.7599999904632568,940700,-0.5952375461590109,43.96551768433894,
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||||
2024-03-25,1.6299999952316284,1.7050000429153442,1.600000023841858,1.6699999570846558,321500,-9.944748797698534,35.83332753843755,
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||||
2024-03-26,1.649999976158142,1.6749999523162842,1.6009999513626099,1.6100000143051147,258300,-10.326089879008403,37.499992549419694,
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||||
2024-03-27,1.649999976158142,1.6699999570846558,1.6139999628067017,1.6200000047683716,205300,-9.836068991039305,41.02564416066519,
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||||
2024-03-28,1.7599999904632568,1.7599999904632568,1.649999976158142,1.649999976158142,560800,-2.222220161814692,49.152548194651004,1.1494241848790887
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||||
2024-04-01,1.840000033378601,1.8700000047683716,1.75,1.7599999904632568,660600,10.179645548657202,57.26496588627372,4.5454570084564105
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||||
2024-04-02,1.850000023841858,1.8700000047683716,1.7899999618530273,1.8200000524520874,505200,13.496934310049902,58.11966595721854,10.778447388192202
|
||||
2024-04-03,1.7899999618530273,1.8600000143051147,1.7899999618530273,1.840000033378601,320200,8.484847740474578,55.652173822904125,10.493824480510572
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||||
2024-04-04,1.75,1.850000023841858,1.7400000095367432,1.809999942779541,312700,6.060607593140577,52.17391619835556,9.374998370185516
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||||
2024-04-05,1.659999966621399,1.7899999618530273,1.6200000047683716,1.75,557900,-5.6818195672567295,45.61403398698716,7.096775334781991
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||||
2024-04-08,1.690000057220459,1.7000000476837158,1.6100000143051147,1.659999966621399,869200,-8.152172469405484,48.245620914663604,12.66667048136394
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||||
2024-04-09,1.7000000476837158,1.7200000286102295,1.6699999570846558,1.6699999570846558,703600,-8.108106714865881,42.85713999497518,17.241378743356538
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||||
2024-04-10,1.7100000381469727,1.7389999628067017,1.659999966621399,1.7200000286102295,578100,-4.469269576030488,13.24503635409675,20.422541537093018
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||||
2024-04-11,1.7300000190734863,1.75,1.6799999475479126,1.6799999475479126,523400,-1.1428560529436416,8.805030362005617,35.156254511093834
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||||
2024-04-12,1.7400000095367432,1.7599999904632568,1.7200000286102295,1.7300000190734863,531000,4.819279790599551,3.571432372745331,33.84615948919733
|
||||
2024-04-15,1.7100000381469727,1.7599999904632568,1.7100000381469727,1.7300000190734863,345800,1.183430783985151,1.7857197342682873,34.64567431721235
|
||||
2024-04-16,1.5299999713897705,1.7200000286102295,1.5,1.7200000286102295,1107800,-10.00000420738657,-15.469612168041635,25.409830779486065
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||||
2024-04-17,1.590000033378601,1.600000023841858,1.5499999523162842,1.5499999523162842,540900,-7.01754398195269,-13.58695627526435,31.404957293519665
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||||
2024-04-18,1.559999942779541,1.6200000047683716,1.5399999618530273,1.590000033378601,476000,-9.826593897090829,-14.754103486558956,27.86884477016156
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||||
2024-04-19,1.5800000429153442,1.7050000429153442,1.5499999523162842,1.590000033378601,501600,-9.195400330141224,-12.222217512719302,29.508197201864906
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||||
2024-04-22,1.5499999523162842,1.6200000047683716,1.5399999618530273,1.600000023841858,371500,-9.35672995680581,-7.185629212701139,31.355934001289288
|
||||
2024-04-23,1.5800000429153442,1.6200000047683716,1.5299999713897705,1.5299999713897705,1252200,3.2679785921928106,-3.0674817461688986,28.455286049954708
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||||
2024-04-24,1.5800000429153442,1.6200000047683716,1.5800000429153442,1.600000023841858,1118000,-0.6289302046118661,-4.242420257834523,38.59649673173089
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||||
2024-04-25,1.6100000143051147,1.6200000047683716,1.5499999523162842,1.5700000524520874,672900,3.2051329076644652,-2.4242401473340114,46.363634491755
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||||
2024-04-26,1.9800000190734863,2.0,1.690000057220459,1.7699999809265137,3416400,25.316453499588533,12.500001693313777,83.33332781438496
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||||
2024-04-29,2.069999933242798,2.0899999141693115,1.9500000476837158,2.0,1144700,33.54838689829877,12.499994331080089,91.66665286929575
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||||
2024-04-30,2.0799999237060547,2.0999999046325684,2.0299999713897705,2.049999952316284,669600,31.645561215817033,12.43242685946353,94.39250670496516
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||||
2024-05-01,2.069999933242798,2.0999999046325684,1.8899999856948853,2.0799999237060547,951500,31.01265044419417,15.642456835580676,100.97087288747821
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||||
2024-05-02,2.1500000953674316,2.1500000953674316,2.049999952316284,2.119999885559082,1064600,33.5403774077222,22.85714830671037,91.96429341195187
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||||
2024-05-03,2.259999990463257,2.259999990463257,2.0999999046325684,2.180000066757202,1376200,14.141412560227785,36.144580476289946,101.7857125751218
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||||
2024-05-06,2.3399999141693115,2.380000114440918,2.240000009536743,2.2899999618530273,1498000,13.043477760095378,38.46152869473309,112.72726031374364
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||||
2024-05-07,2.5199999809265137,2.609999895095825,2.190000057220459,2.390000104904175,2535000,21.153849680748337,48.235288837789405,131.19265172088447
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||||
2024-05-08,2.450000047683716,2.630000114440918,2.3299999237060547,2.609999895095825,1219000,18.35749404327862,43.27485339349104,122.72727223467234
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||||
2024-05-09,2.890000104904175,3.0,2.4100000858306885,2.440000057220459,4875600,34.418603568028125,67.052027343441,162.72727656955556
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||||
2024-05-10,2.630000114440918,2.9600000381469727,2.5899999141693115,2.950000047683716,3112600,16.371686970751643,51.14943103598763,141.28440678014294
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||||
2024-05-13,2.7799999713897705,2.8949999809265137,2.640000104904175,2.700000047683716,2411600,18.803421938442977,62.573094115383434,150.45044464527453
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||||
2024-05-14,2.7200000286102295,2.940000057220459,2.630000114440918,2.7799999713897705,3002300,7.9365098887890895,77.77778297208242,147.27272451416528
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||||
2024-05-15,2.7899999618530273,3.0250000953674316,2.549999952316284,2.7200000286102295,3229700,13.877547247019638,75.47169203037933,149.10713839059585
|
||||
2024-05-16,2.9100000858306885,2.930000066757202,2.6510000228881836,2.8499999046325684,1600500,0.6920408373887188,86.5384738826192,164.54545661437606
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||||
2024-05-17,2.8299999237060547,2.940000057220459,2.799999952316284,2.8499999046325684,1248600,7.60455515446441,79.11391435687986,152.67856354083946
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||||
2024-05-20,2.7100000381469727,2.7899999618530273,2.5199999809265137,2.5999999046325684,3667000,-2.5179832360862853,74.83871751719806,133.62069966605983
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||||
2024-05-21,2.640000104904175,2.700000047683716,2.5899999141693115,2.6700000762939453,759800,-2.9411736347271344,67.08860969604575,120.00000000000001
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||||
2024-05-22,2.5,2.640000104904175,2.4600000381469727,2.609999895095825,1874100,-10.394264007818077,58.2278438035428,108.33332505491077
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||||
2024-05-23,2.2899999618530273,2.5399999618530273,2.2699999809265137,2.4000000953674316,2392400,-21.305845556381687,42.236021211552874,95.72649964527594
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||||
2024-05-24,2.309999942779541,2.4100000858306885,2.259999990463257,2.299999952316284,1364300,-18.3745581252717,16.666662652885922,95.76271571704847
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||||
2024-05-28,2.3299999237060547,2.4000000953674316,2.2850000858306885,2.3499999046325684,1166200,-14.022144246933376,12.560386417788383,99.14529992905518
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||||
2024-05-29,2.309999942779541,2.4049999713897705,2.2699999809265137,2.319999933242798,1017800,-12.50000564437902,11.057693630280617,97.43589978716555
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||||
2024-05-30,2.380000114440918,2.440000057220459,2.299999952316284,2.299999952316284,887100,-4.7999954223632795,14.97585464712956,106.95653598114791
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||||
2024-05-31,2.309999942779541,2.4200000762939453,2.259999990463257,2.390000104904175,1445800,0.8733616270600209,7.441853037907231,100.86956440613713
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||||
2024-06-03,2.509999990463257,2.549999952316284,2.369999885559082,2.4100000858306885,1429400,8.658010936704308,11.061946949334045,120.17544052277249
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||||
2024-06-04,2.4200000762939453,2.5199999809265137,2.4000000953674316,2.5,869000,3.8626676195224086,3.4188104726077917,112.28071111060918
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||||
2024-06-05,2.5899999141693115,2.5950000286102295,2.4200000762939453,2.4200000762939453,1231200,12.121211182925684,2.777775149707007,117.64704114543494
|
||||
2024-06-06,2.690000057220459,2.690000057220459,2.549999952316284,2.630000114440918,1280300,13.025207053503141,9.795918565946327,78.14570027879184
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||||
2024-06-07,2.5199999809265137,2.680000066757202,2.509999990463257,2.6700000762939453,1261300,9.09091096748198,-12.802771991246331,58.49056151097996
|
||||
2024-06-10,2.5199999809265137,2.555000066757202,2.443000078201294,2.509999990463257,619800,0.3984059960657982,-4.182514400300241,50.000003547895645
|
||||
2024-06-11,2.549999952316284,2.569999933242798,2.4809999465942383,2.5,688200,5.371895534045779,-8.273382066205748,51.78571618637267
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||||
2024-06-12,2.559999942779541,2.619999885559082,2.494999885559082,2.5799999237060547,813800,-1.1583000920443065,-5.8823560348431165,41.436465398350045
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||||
2024-06-13,2.559999942779541,2.630000114440918,2.5299999713897705,2.549999952316284,734500,-4.832717906156681,-8.243728394918248,39.13042914889946
|
||||
2024-06-14,2.140000104904175,2.5299999713897705,2.109999895095825,2.5,4555700,-15.079360273749941,-26.460479663756075,16.939893700492714
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||||
2024-06-17,2.190000057220459,2.4189999103546143,2.180000066757202,2.2300000190734863,2367100,-13.095235166816376,-22.614836881249012,21.666673068647203
|
||||
2024-06-18,2.1500000953674316,2.259999990463257,2.065000057220459,2.190000057220459,3562400,-15.686269193280333,-20.66420423973331,28.742523989085566
|
||||
2024-06-20,2.0899999141693115,2.200000047683716,2.0799999237060547,2.1700000762939453,623600,-18.35937652795113,-20.833339730296217,28.220854005114006
|
||||
2024-06-21,2.2300000190734863,2.244999885559082,2.052999973297119,2.2300000190734863,2093600,-12.890622307895628,-10.799999237060543,35.151518260370864
|
||||
2024-06-24,2.2699999809265137,2.309999942779541,2.200000047683716,2.240000009536743,979300,6.0747602640028875,-0.873361627060032,37.57575840770488
|
||||
2024-06-25,2.240000009536743,2.2899999618530273,2.190000057220459,2.2799999713897705,762500,2.2831027858393638,-3.030300215443704,27.272728504228194
|
||||
2024-06-26,2.2200000286102295,2.3499999046325684,2.200000047683716,2.25,805400,3.2558107040844053,-4.721025695179481,20.652173279251194
|
||||
2024-06-27,2.200000047683716,2.319999933242798,2.200000047683716,2.319999933242798,751800,5.263164499129891,-4.761900338554392,18.918919963850577
|
||||
2024-06-28,2.369999885559082,2.4700000286102295,2.180000066757202,2.180000066757202,2783700,6.278020864939826,-0.42017766390675115,32.402231065169
|
||||
2024-07-01,2.390000104904175,2.440000057220459,2.2699999809265137,2.299999952316284,1114200,5.286349118323885,3.4632105673722435,36.57143456595284
|
||||
2024-07-02,2.490000009536743,2.5,2.380000114440918,2.4000000953674316,1228400,11.160714238197823,-0.7968119921316186,50.00000359064132
|
||||
2024-07-03,2.549999952316284,2.6050000190734863,2.490000009536743,2.509999990463257,1392800,14.864861236629888,5.371895534045779,50.887566034184985
|
||||
2024-07-05,2.569999933242798,2.619999885559082,2.515000104904175,2.559999942779541,1144100,16.818176251797755,-0.772200061362871,51.17646242095548
|
||||
2024-07-08,2.359999895095825,2.5799999237060547,2.3399999141693115,2.549999952316284,1298400,-0.42194054625018795,-12.26766375855094,38.011686692897364
|
||||
2024-07-09,2.309999942779541,2.4000000953674316,2.190000057220459,2.359999895095825,1591800,-3.347286971263186,-8.333334910175804,33.52600678101019
|
||||
2024-07-10,2.319999933242798,2.384999990463257,2.2799999713897705,2.319999933242798,893000,-6.827312274812936,-7.9365098887890895,33.333328765927625
|
||||
2024-07-11,2.430000066757202,2.434999942779541,2.319999933242798,2.319999933242798,930700,-4.70587795305959,-4.70587795305959,42.105263891716135
|
||||
2024-07-12,2.380000114440918,2.4800000190734863,2.3499999046325684,2.4700000286102295,719400,-7.392989250475979,-7.031243451638003,55.55556594416486
|
||||
2024-07-15,2.259999990463257,2.359999895095825,2.25,2.359999895095825,556700,-4.237284282951547,-11.718748399289291,42.13836119619248
|
||||
2024-07-16,2.2899999618530273,2.3499999046325684,2.2799999713897705,2.3499999046325684,423000,-0.8658000615553441,7.009338766157169,46.79487473395696
|
||||
2024-07-17,2.2300000190734863,2.369999885559082,2.2200000286102295,2.259999990463257,743100,-3.8793067568546613,1.8264822286715,41.139237879942826
|
||||
2024-07-18,2.240000009536743,2.319999933242798,2.2100000381469727,2.2100000381469727,518600,-7.818932181101179,4.186042333822804,44.51613409338102
|
||||
2024-07-19,2.1700000762939453,2.259999990463257,2.140000104904175,2.259999990463257,956900,-8.82353059030434,3.827759110527551,37.34177325020573
|
||||
2024-07-22,2.2799999713897705,2.2899999618530273,2.184999942779541,2.200000047683716,682800,0.8849549119871458,2.242150308907087,44.30379173805705
|
||||
2024-07-23,2.380000114440918,2.440000057220459,2.240000009536743,2.2799999713897705,1190400,3.930137733061967,4.845820900381992,47.82609275119414
|
||||
2024-07-24,2.440000057220459,2.450000047683716,2.3499999046325684,2.380000114440918,931700,9.417041988825758,8.928573519295568,23.232324935139314
|
||||
2024-07-25,2.380000114440918,2.440000057220459,2.3299999237060547,2.380000114440918,621400,6.250004656612851,7.207210980571577,14.97585464712956
|
||||
2024-07-26,2.5399999618530273,2.565000057220459,2.38100004196167,2.4000000953674316,853000,17.050685370988084,15.45454121818237,22.11538726056126
|
||||
2024-07-29,2.4700000286102295,2.549999952316284,2.4649999141693115,2.549999952316284,628300,8.333335947572174,4.219415522358028,19.323676727892636
|
||||
2024-07-30,2.380000114440918,2.509999990463257,2.369999885559082,2.490000009536743,461200,0.0,-0.41840962444885665,10.697674831227367
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||||
2024-07-31,2.680000066757202,2.744999885559082,2.380000114440918,2.390000104904175,1800900,9.836065733954968,7.630524357138779,18.584074250719507
|
||||
2024-08-01,2.5899999141693115,2.6500000953674316,2.5199999809265137,2.609999895095825,965400,8.82352057271747,1.5686259843531891,10.68376107563871
|
||||
2024-08-02,2.5799999237060547,2.609999895095825,2.450000047683716,2.509999990463257,953500,1.5748016714081325,0.3891046973934831,2.3809501283202916
|
||||
2024-08-05,2.490000009536743,2.5250000953674316,2.3299999237060547,2.4600000381469727,710400,0.8097158176053387,5.5084796703196215,1.632651472429325
|
||||
2024-08-06,2.490000009536743,2.5899999141693115,2.4649999141693115,2.4700000286102295,708700,4.621844109518669,7.792210875148964,-13.840833247329398
|
||||
2024-08-07,2.4800000190734863,2.549999952316284,2.424999952316284,2.5199999809265137,703000,-7.462688160516196,6.896555622182587,-5.703425431193121
|
||||
2024-08-08,2.609999895095825,2.625,2.484999895095825,2.5299999713897705,708000,0.772200061362871,7.407400139656373,-6.115110720988937
|
||||
2024-08-09,2.5999999046325684,2.640000104904175,2.5350000858306885,2.5799999237060547,533900,0.7751930820906638,9.243688219037338,-4.411769217479556
|
||||
2024-08-12,2.7300000190734863,2.799999952316284,2.5999999046325684,2.609999895095825,1489200,9.638554562953372,20.79646153068737,-2.1505356128998288
|
||||
2024-08-13,2.7100000381469727,2.8399999141693115,2.680000066757202,2.7200000286102295,1073900,8.835342480627538,18.340614990844315,-6.872853669577261
|
||||
2024-08-14,2.6700000762939453,2.7300000190734863,2.6500000953674316,2.7100000381469727,737200,7.661292570934819,19.73094410121434,-5.653705007969756
|
||||
2024-08-15,2.740000009536743,2.819999933242798,2.690000057220459,2.690000057220459,919700,4.980847496782959,22.321428476395667,1.1070099987999793
|
||||
2024-08-16,2.75,2.7850000858306885,2.7100000381469727,2.7100000381469727,569100,5.769234648823174,26.7281061435082,4.166662527455389
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||||
2024-08-19,2.8399999141693115,2.9000000953674316,2.75,2.75,1526500,4.029300158509064,24.56140130730764,13.599996566772464
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||||
2024-08-20,2.5199999809265137,2.680000066757202,2.4100000858306885,2.680000066757202,1846700,-7.011072123466688,5.882347048478298,10.043669122482179
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||||
2024-08-21,2.619999885559082,2.700000047683716,2.5,2.5199999809265137,1022600,-1.8726662661472826,7.377041972026466,13.4199112752587
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||||
2024-08-22,2.4800000190734863,2.619999885559082,2.4700000286102295,2.619999885559082,801700,-9.489050713806947,4.2016764631988,6.437772544165754
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||||
2024-08-23,2.2799999713897705,2.5,2.259999990463257,2.5,1266500,-17.090910131281067,-10.236220250711215,-1.298700092333016
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||||
2024-08-26,2.2799999713897705,2.309999942779541,2.194999933242798,2.2799999713897705,1563700,-19.7183084402782,-7.692309919824758,-4.201686480785671
|
||||
2024-08-27,2.2300000190734863,2.309999942779541,2.2200000286102295,2.299999952316284,685600,-11.507935081269515,-6.30252471238506,-3.4632002462213762
|
||||
2024-08-28,2.319999933242798,2.369999885559082,2.2200000286102295,2.2300000190734863,1427800,-11.450380359549793,-13.432840468172236,-7.569723423998564
|
||||
2024-08-29,2.2899999618530273,2.3949999809265137,2.2799999713897705,2.319999933242798,897300,-7.661292570934819,-11.58301012579388,-5.371905386052866
|
||||
2024-08-30,2.369999885559082,2.5399999618530273,2.3399999141693115,2.3499999046325684,1321800,3.9473647060816575,-8.13953660298241,-8.494209880342407
|
||||
2024-09-03,2.380000114440918,2.490000009536743,2.3299999237060547,2.380000114440918,1413900,4.385971241490516,-4.417666452792113,-11.524161196481897
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||||
2024-09-04,2.4000000953674316,2.440000057220459,2.359999895095825,2.4000000953674316,541600,7.623321741700084,-3.61445437046628,-4.761900256640573
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||||
2024-09-05,2.559999942779541,2.569999933242798,2.3499999046325684,2.4000000953674316,1285200,10.3448282949423,3.2258033504347416,1.587300085546861
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||||
2024-09-06,2.509999990463257,2.569999933242798,2.430000066757202,2.5,1072800,9.606988308952168,-3.8314141245931688,-1.5686259843532002
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||||
2024-09-09,2.390000104904175,2.5260000228881836,2.380000114440918,2.509999990463257,571500,0.843891152356524,-8.076915670428486,-6.640618815435895
|
||||
2024-09-10,2.440000057220459,2.4749999046325684,2.3399999141693115,2.3499999046325684,418300,2.52100587791928,-10.62270915116873,-4.687495634425332
|
||||
2024-09-11,2.390000104904175,2.4649999141693115,2.390000104904175,2.4200000762939453,350000,-0.4166662527455345,-11.808115451599976,11.682242417983169
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||||
2024-09-12,2.359999895095825,2.424999952316284,2.3499999046325684,2.369999885559082,379000,-7.812502037268176,-11.61049334606804,7.7625494718538635
|
||||
2024-09-13,2.369999885559082,2.4100000858306885,2.319999933242798,2.3499999046325684,558600,-5.57769344366953,-13.503654112768338,10.232547927122425
|
||||
2024-09-16,2.3399999141693115,2.4100000858306885,2.3350000381469727,2.359999895095825,342700,-2.092058097916616,-14.909094030206848,11.961722979274114
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||||
2024-09-17,2.359999895095825,2.4049999713897705,2.322000026702881,2.3399999141693115,321600,-3.2786950921536606,-16.901409633101494,5.829590803158413
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||||
2024-09-18,2.2799999713897705,2.375,2.265000104904175,2.359999895095825,507300,-4.602515844609744,-9.52380997433594,0.44052821794189345
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||||
2024-09-19,2.190000057220459,2.3399999141693115,2.1600000858306885,2.309999942779541,1532600,-7.2033832810176275,-16.41220790537803,-2.2321407189022646
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||||
2024-09-20,2.200000047683716,2.2160000801086426,2.1600000858306885,2.180000066757202,811700,-7.172989286253206,-11.290321340173893,-0.9009000301245074
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||||
2024-09-23,2.2100000381469727,2.2809998989105225,2.200000047683716,2.2100000381469727,510900,-5.55555046114129,-3.0701725491746212,0.4545450112051208
|
||||
2024-09-24,2.200000047683716,2.3499999046325684,2.119999885559082,2.3499999046325684,3628500,-6.779654852722472,-3.508768627628134,-7.172989286253206
|
||||
2024-09-25,2.190000057220459,2.2200000286102295,2.1700000762939453,2.1700000762939453,704700,-3.9473647060816464,-1.793720247125663,-8.368202464649455
|
||||
2024-09-26,2.4800000190734863,2.490000009536743,2.259999990463257,2.319999933242798,3830600,13.242007044561198,6.896555622182587,-0.4016060411629163
|
||||
2024-09-27,2.5299999713897705,2.5899999141693115,2.4800000190734863,2.559999942779541,2211500,14.99999620697723,10.480349936012189,-0.7843129921765946
|
||||
2024-09-30,2.7799999713897705,2.9000000953674316,2.619999885559082,2.8499999046325684,4394100,25.79185173773697,17.299582515970013,8.171207922250678
|
||||
2024-10-01,2.8299999237060547,2.9200000762939453,2.690000057220459,2.7899999618530273,1318500,28.63635738033907,18.90755410198144,19.915256334837483
|
||||
2024-10-02,2.9000000953674316,3.184999942779541,2.815000057220459,2.9700000286102295,3959400,32.420092218997574,20.833332505491086,25.54113277933523
|
||||
2024-10-03,2.8299999237060547,2.869999885559082,2.7200000286102295,2.7899999618530273,899900,14.112899271804302,10.546874490682946,21.98275884216947
|
||||
2024-10-04,2.990000009536743,3.0,2.819999933242798,2.9100000858306885,1841200,18.181819895210793,19.123506808655222,23.045264501858732
|
||||
2024-10-07,2.9200000762939453,2.990000009536743,2.7799999713897705,2.990000009536743,1374900,5.035975048380537,22.175730047134046,22.689072936447218
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||||
2024-10-08,2.7200000286102295,2.765000104904175,2.5799999237060547,2.7200000286102295,1038500,-3.886922192979203,11.475408394405285,20.3539840746938
|
||||
2024-10-09,2.690000057220459,2.7200000286102295,2.5869998931884766,2.690000057220459,686200,-7.241380387622554,12.552298709138032,17.467253363784273
|
||||
2024-10-10,2.759999990463257,2.7950000762939453,2.619999885559082,2.700000047683716,1335600,-2.4734959409867696,16.949157336771403,23.766814657247103
|
||||
2024-10-11,2.7799999713897705,2.8399999141693115,2.6649999618530273,2.700000047683716,835300,-7.023412624654446,17.299582515970013,24.107141051517456
|
||||
2024-10-14,2.7300000190734863,2.7699999809265137,2.680000066757202,2.759999990463257,741700,-6.506851104661838,16.66667176108094,25.806448068699716
|
||||
2024-10-15,2.549999952316284,2.680000066757202,2.5399999618530273,2.680000066757202,1105900,-6.250002739184013,8.050850240090558,11.842104575200295
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||||
2024-10-16,2.630000114440918,2.680000066757202,2.549999952316284,2.559999942779541,686600,-2.230481096775072,15.350883659783786,10.50420117558386
|
||||
2024-10-17,2.509999990463257,2.5899999141693115,2.4700000286102295,2.5899999141693115,913500,-9.057971045791135,14.611868716064812,2.868849655788064
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||||
2024-10-18,2.609999895095825,2.6600000858306885,2.575000047683716,2.5899999141693115,554200,-6.115110720988937,18.636356296618285,9.66385586535723
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||||
2024-10-21,2.509999990463257,2.619999885559082,2.4700000286102295,2.569999933242798,876200,-8.058609050299337,13.574658241536785,-1.1811012535560939
|
||||
2024-10-22,2.619999885559082,2.7699999809265137,2.509999990463257,2.5399999618530273,891900,2.7450954726180976,19.090901307823405,6.072868632040107
|
||||
2024-10-23,2.5899999141693115,2.690000057220459,2.5799999237060547,2.630000114440918,848700,-1.520920096237699,18.264833173407812,8.82352057271747
|
||||
2024-10-24,2.5199999809265137,2.5899999141693115,2.509999990463257,2.559999942779541,652700,0.3984059960657982,1.6129016752173708,-5.97015230765604
|
||||
2024-10-25,2.5799999237060547,2.5950000286102295,2.5,2.5299999713897705,689800,-1.1494242373779495,1.976282722596956,-0.3861000306814355
|
||||
2024-10-28,2.619999885559082,2.6500000953674316,2.5399999618530273,2.569999933242798,831400,4.382465956723891,-5.755398830119473,1.5503861641813277
|
||||
2024-10-29,2.559999942779541,2.6500000953674316,2.5399999618530273,2.6500000953674316,418600,-2.2900742519207262,-9.540635625633954,2.8112422881404475
|
||||
2024-10-30,2.4700000286102295,2.5399999618530273,2.430000066757202,2.5399999618530273,548600,-4.633200368177215,-14.827588021259041,-0.8032120823258437
|
||||
2024-10-31,2.380000114440918,2.4649999141693115,2.359999895095825,2.450000047683716,1256700,-5.555550299414003,-15.901053759599925,-4.032254188043427
|
||||
2024-11-01,2.4000000953674316,2.424999952316284,2.369999885559082,2.369999885559082,494700,-6.976737738815952,-19.732438538042796,-8.045969661645657
|
||||
2024-11-04,2.3499999046325684,2.444999933242798,2.3450000286102295,2.390000104904175,672800,-10.305343233589426,-19.520553313985502,-9.615384968074835
|
||||
2024-11-05,2.4600000381469727,2.494999885559082,2.4000000953674316,2.4200000762939453,410100,-3.906246362021115,-9.558823078252043,-9.8901091223489
|
||||
2024-11-06,2.440000057220459,2.450000047683716,2.3399999141693115,2.4100000858306885,615800,-1.2145737264080192,-9.293680099706824,-9.963098786933323
|
||||
2024-11-07,2.640000104904175,2.6549999713897705,2.5,2.5,621800,10.92436882190373,-4.347821955569664,-1.1235944019676425
|
||||
2024-11-08,2.549999952316284,2.5999999046325684,2.5199999809265137,2.5799999237060547,480400,6.249993791183073,-8.273382066205748,-6.934308633545683
|
||||
2024-11-11,2.559999942779541,2.625,2.555000066757202,2.5799999237060547,319900,8.93617219868812,-6.227108978249762,-6.909092989834875
|
||||
2024-11-12,2.430000066757202,2.5199999809265137,2.430000066757202,2.4800000190734863,569800,-1.2195110131936526,-4.70587795305959,-14.436614781801238
|
||||
2024-11-13,2.4100000858306885,2.450000047683716,2.299999952316284,2.430000066757202,426200,-1.229506995337748,-8.365019735255675,-4.365075235253856
|
||||
2024-11-14,2.380000114440918,2.4100000858306885,2.3499999046325684,2.4000000953674316,261400,-9.848484095900979,-5.17927794885551,-9.160297007682905
|
||||
2024-11-15,2.390000104904175,2.4100000858306885,2.359999895095825,2.369999885559082,167300,-6.27450393741279,-8.429111074104977,-3.6290287692390844
|
||||
2024-11-18,2.4700000286102295,2.5,2.4149999618530273,2.430000066757202,284900,-3.515621725818996,-1.5936239842632371,8.333335947572174
|
||||
2024-11-19,2.4600000381469727,2.4749999046325684,2.4049999713897705,2.4600000381469727,364200,1.2345666899427288,-6.106864671788603,7.894739869118661
|
||||
2024-11-20,2.799999952316284,2.9000000953674316,2.619999885559082,2.619999885559082,2540800,16.18256649775882,8.108109849660972,25.56053490437278
|
||||
2024-11-21,2.799999952316284,2.8499999046325684,2.6500000953674316,2.740000009536743,1121100,17.64705116302181,11.11111005988279,20.689656589884574
|
||||
2024-11-22,2.8299999237060547,2.9000000953674316,2.7200000286102295,2.7300000190734863,2693700,18.410033451422024,9.68992276716374,23.580784753204487
|
||||
2024-11-25,2.740000009536743,2.869999885559082,2.7300000190734863,2.8499999046325684,1702400,10.931173190246145,4.580157603787627,15.611820330969262
|
||||
2024-11-26,3.119999885559082,3.130000114440918,2.700000047683716,2.7699999809265137,2395000,26.829261673884485,21.87499825377013,31.09242586284482
|
||||
2024-11-27,3.440000057220459,3.4800000190734863,3.0299999713897705,3.259999990463257,4287500,22.85714699297543,39.27125576415518,43.333330021964315
|
||||
2024-11-29,3.2899999618530273,3.4200000762939453,3.2699999809265137,3.3499999046325684,1881600,17.500000638621206,38.23528586786964,28.515626382431968
|
||||
2024-12-02,3.369999885559082,3.4000000953674316,3.2100000381469727,3.299999952316284,2202300,19.081271251267907,40.416656318638466,34.262944157904144
|
||||
2024-12-03,3.380000114440918,3.3949999809265137,3.130000114440918,3.2699999809265137,2425500,23.357667980898313,43.82979794075328,41.422592723126115
|
||||
2024-12-04,3.190000057220459,3.369999885559082,3.1600000858306885,3.369999885559082,1366600,2.243595327851544,29.67479706314835,30.737704197202653
|
||||
2024-12-05,3.200000047683716,3.25,3.1600000858306885,3.190000057220459,1428100,-6.976744347227271,31.14753986231522,33.89120950737436
|
||||
2024-12-06,3.240000009536743,3.319999933242798,3.200000047683716,3.2100000381469727,1121100,-1.519755407174006,22.727268211769513,37.28814209990405
|
||||
2024-12-09,3.5199999809265137,3.700000047683716,3.299999952316284,3.4000000953674316,4869100,4.451041556713475,38.0392175195585,48.52321311805241
|
||||
2024-12-10,3.200000047683716,3.309999942779541,2.809999942779541,3.309999942779541,2147100,-5.3254455817370765,25.000004656612983,36.75214380594112
|
||||
2024-12-11,3.0199999809265137,3.200000047683716,3.009999990463257,3.200000047683716,1066000,-5.329155901083949,24.27983119180146,27.96610657492804
|
||||
2024-12-12,2.9700000286102295,3.069999933242798,2.9100000858306885,3.049999952316284,1149600,-7.187500488944343,23.23651132097442,30.263160784158714
|
||||
2024-12-13,2.9600000381469727,3.059999942779541,2.930000066757202,2.9700000286102295,1019800,-8.64197440017307,24.36974352172674,35.15981556200482
|
||||
2024-12-16,3.0199999809265137,3.049999952316284,2.9200000762939453,2.9200000762939453,768900,-14.204545531514267,26.35982629162261,37.27272343044448
|
||||
2024-12-17,3.0199999809265137,3.1500000953674316,2.930000066757202,3.049999952316284,903400,-5.625002002343504,22.267204289294984,36.65158048860058
|
||||
2024-12-18,2.819999933242798,3.049999952316284,2.7899999618530273,3.049999952316284,1480400,-6.622518177048375,14.634141850135896,28.18181236913395
|
||||
2024-12-19,2.75,2.9000000953674316,2.6700000762939453,2.809999942779541,1601200,-7.4074082993586865,-1.7857126131349377,25.570772974786628
|
||||
2024-12-20,2.809999942779541,2.8550000190734863,2.700000047683716,2.7699999809265137,458600,-5.067570724131986,0.3571425226269964,13.306448434195616
|
||||
2024-12-23,2.8399999141693115,2.8499999046325684,2.7750000953674316,2.819999933242798,423600,-5.96026714880904,0.35335656299810836,12.25296230376054
|
||||
2024-12-24,2.880000114440918,2.9200000762939453,2.8410000801086426,2.890000104904175,332200,-4.635757197675372,5.109492861930498,3.5971274849026624
|
||||
2024-12-26,2.809999942779541,2.819999933242798,2.549999952316284,2.819999933242798,2031000,-0.3546095992902232,-9.935895966354858,-0.7067131259962167
|
||||
2024-12-27,3.0399999618530273,3.069999933242798,2.7699999809265137,2.7799999713897705,1745100,10.545453158291895,-11.627909555636295,4.827581444195017
|
||||
2024-12-30,2.890000104904175,2.9700000286102295,2.8499999046325684,2.9700000286102295,1142600,2.846980916501396,-12.158050504157469,2.1201478026736664
|
||||
2024-12-31,2.880000114440918,3.005000114440918,2.8499999046325684,2.9000000953674316,569500,1.4084577986089863,-14.540053049196866,-3.6789262456513483
|
||||
|
124
src/strategy/prepare.py
Normal file
124
src/strategy/prepare.py
Normal file
@ -0,0 +1,124 @@
|
||||
|
||||
import logging
|
||||
import csv
|
||||
import os
|
||||
import time
|
||||
import json
|
||||
from pathlib import Path
|
||||
from datetime import datetime
|
||||
import pandas as pd
|
||||
import src.logger.logger as logger
|
||||
import src.config.config as config
|
||||
import src.crawler.em.stock as em_stock
|
||||
|
||||
logger.setup_logging()
|
||||
|
||||
# 获取当前日期
|
||||
current_date = pd.to_datetime('today').strftime("%Y%m%d")
|
||||
default_snapshot_file = f"{config.global_stock_data_dir}/snapshot_em_{current_date}.csv"
|
||||
default_daily_kline_dir = f"{config.global_stock_data_dir}/em_kline_{current_date}"
|
||||
default_stock_list_dir = f"{config.global_stock_data_dir}/em_plate"
|
||||
|
||||
# 本年第一天
|
||||
first_day_of_year = pd.to_datetime('today').replace(month=1, day=1).strftime("%Y%m%d")
|
||||
# 一年前、三年前、五年前
|
||||
one_year_ago = (pd.to_datetime('today') - pd.DateOffset(years=1)).strftime("%Y%m%d")
|
||||
three_years_ago = (pd.to_datetime('today') - pd.DateOffset(years=3)).strftime("%Y%m%d")
|
||||
five_years_ago = (pd.to_datetime('today') - pd.DateOffset(years=5)).strftime("%Y%m%d")
|
||||
|
||||
# 判断文件是否存在
|
||||
def file_exists(file):
|
||||
return Path(file).exists()
|
||||
|
||||
# 获取所有市场的当前股价快照，带重试机制。
|
||||
def fetch_snap_all(save_path=default_snapshot_file, force=False):
|
||||
if not force and file_exists(save_path):
|
||||
logging.info(f"file {save_path} already exists. skipping...")
|
||||
return True
|
||||
|
||||
market_fs = em_stock.em_market_fs_all
|
||||
result = pd.DataFrame()
|
||||
for market_id, fs in market_fs.items():
|
||||
df = em_stock.stock_spot(fs=fs, max_retries=10)
|
||||
if df.empty:
|
||||
logging.warning(f'{market_id} empty data.')
|
||||
return False
|
||||
else:
|
||||
print(f'get {market_id} stock snapshot. stock count: {len(df)}')
|
||||
result = pd.concat([result, df], ignore_index=True)
|
||||
|
||||
# 获取到数据，保存到文件
|
||||
|
||||
result.to_csv(save_path, index=False, encoding='utf-8')
|
||||
logging.info(f"snapshot data writen in {save_path}, total lines: {len(result)}")
|
||||
|
||||
return True
|
||||
|
||||
|
||||
# 获取某只股票的历史数据，按天
|
||||
def fetch_his_kline(code, begin_date=three_years_ago, force=False, save_path=None) -> pd.DataFrame :
|
||||
if not save_path:
|
||||
os.makedirs(default_daily_kline_dir, exist_ok=True)
|
||||
save_path = f"{default_daily_kline_dir}/{code}.csv"
|
||||
if not force and file_exists(save_path):
|
||||
return pd.read_csv(save_path, encoding='utf-8')
|
||||
|
||||
logging.debug(f"fetching data for {code}")
|
||||
df = em_stock.stock_zh_a_hist(
|
||||
em_code=code,
|
||||
period="daily",
|
||||
start_date=begin_date,
|
||||
end_date=current_date,
|
||||
adjust='qfq',
|
||||
)
|
||||
# 如果获取到的数据为空，记录日志并重试
|
||||
if df.empty:
|
||||
logging.warning(f'{code} empty data. ')
|
||||
else:
|
||||
df.to_csv(save_path, index=False, encoding='utf-8')
|
||||
|
||||
return df
|
||||
|
||||
|
||||
# 主流程
|
||||
def main_process():
|
||||
res = fetch_snap_all()
|
||||
if not res:
|
||||
logging.warning(f"fetch snapshot data error.")
|
||||
return False
|
||||
|
||||
# 获取指定板块的code列表
|
||||
us_china_list = em_stock.code_by_fs('us_china', em_stock.em_market_fs_types['us_china'])
|
||||
if not us_china_list:
|
||||
logging.warning(f"get us_china stock list error.")
|
||||
return False
|
||||
logging.info(f"fetched us_china stock list. total count: {len(us_china_list)}")
|
||||
|
||||
# 获取数据
|
||||
os.makedirs(default_daily_kline_dir, exist_ok=True)
|
||||
for code, name in us_china_list.items():
|
||||
save_path = f"{default_daily_kline_dir}/{code}.csv"
|
||||
df = fetch_his_kline(code, save_path)
|
||||
# 如果获取到的数据为空，记录日志并重试
|
||||
if df.empty:
|
||||
logging.warning(f'{code} empty data. ')
|
||||
|
||||
# 测试一下拉取各板块的列表
|
||||
def test_list():
|
||||
os.makedirs(default_stock_list_dir, exist_ok=True)
|
||||
|
||||
for id, fs in em_stock.em_market_fs_types.items():
|
||||
list = em_stock.code_by_fs(id, fs)
|
||||
if list:
|
||||
full_path = f"{default_stock_list_dir}/{id}.json"
|
||||
try:
|
||||
with open(full_path, 'w', encoding='utf-8') as json_file:
|
||||
json.dump(list, json_file, indent=4, ensure_ascii=False)
|
||||
|
||||
logging.info(f"fetched list and written to {full_path}, total lines: {len(list)}")
|
||||
except Exception as e:
|
||||
logging.error(f"Error writing file {full_path}: {e}")
|
||||
|
||||
if __name__ == "__main__":
|
||||
#main_process()
|
||||
test_list()
|
||||
109
src/strategy/rsi.py
Normal file
109
src/strategy/rsi.py
Normal file
@ -0,0 +1,109 @@
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
import os
|
||||
from src.strategy.prepare import fetch_his_kline
|
||||
import src.config.config as config
|
||||
import src.crawler.em.stock as em_stock
|
||||
from MyTT import * #myTT麦语言工具函数指标库
|
||||
|
||||
|
||||
default_rsi_dir = f"{config.global_stock_data_dir}/em_strategy"
|
||||
|
||||
def select_stocks(stock_map):
|
||||
all_stock_info = []
|
||||
for stock_code, stock_name in stock_map.items():
|
||||
df = fetch_his_kline(stock_code)
|
||||
close_prices = df['close'].values
|
||||
|
||||
# 使用 MyTT 库计算不同周期的 RSI
|
||||
rsi_6 = RSI(close_prices, 6)
|
||||
rsi_12 = RSI(close_prices, 12)
|
||||
rsi_24 = RSI(close_prices, 24)
|
||||
|
||||
df['rsi_6'] = rsi_6
|
||||
df['rsi_12'] = rsi_12
|
||||
df['rsi_24'] = rsi_24
|
||||
|
||||
# 生成买入和卖出信号
|
||||
df['buy_signal'] = ((df['rsi_6'] <= 30) & (df['rsi_24'] > 50)) | (df['rsi_6'] <= 15)
|
||||
df['sell_signal'] = (df['rsi_6'] > 70) & (df['rsi_24'] > 50)
|
||||
|
||||
# 获取最大日期的数据
|
||||
latest_data = df[df['date'] == df['date'].max()]
|
||||
if latest_data['buy_signal'].values[0]:
|
||||
print(f"current stock {stock_code} {stock_name} has buy signal.")
|
||||
else:
|
||||
continue
|
||||
|
||||
# 过滤出有买入信号的记录
|
||||
buy_dates = df[df['buy_signal']]['date'].tolist()
|
||||
|
||||
if buy_dates:
|
||||
max_gains = []
|
||||
for buy_date in buy_dates:
|
||||
buy_index = df[df['date'] == buy_date].index[0]
|
||||
best_max_gain = -np.inf
|
||||
for holding_period in range(7, 32):
|
||||
end_index = min(buy_index + holding_period, len(df) - 1)
|
||||
buy_price = df.loc[buy_index, 'close']
|
||||
future_prices = df.loc[buy_index + 1:end_index, 'close']
|
||||
if not future_prices.empty:
|
||||
max_price = future_prices.max()
|
||||
gain = (max_price - buy_price) / buy_price
|
||||
if gain > best_max_gain:
|
||||
best_max_gain = gain
|
||||
max_gains.append(best_max_gain)
|
||||
|
||||
# 评估策略
|
||||
feasible_count = sum([gain > 0 for gain in max_gains])
|
||||
excellent_count = sum([gain > 0.05 for gain in max_gains])
|
||||
total_buys = len(max_gains)
|
||||
|
||||
if total_buys > 0:
|
||||
feasible_ratio = feasible_count / total_buys
|
||||
excellent_ratio = excellent_count / total_buys
|
||||
else:
|
||||
feasible_ratio = 0
|
||||
excellent_ratio = 0
|
||||
|
||||
stock_info = {
|
||||
'股票代码': stock_code,
|
||||
'股票名称': stock_name,
|
||||
'赢率': feasible_ratio,
|
||||
'优秀率': excellent_ratio,
|
||||
'买入信号次数': total_buys
|
||||
}
|
||||
print(stock_info)
|
||||
print('\n\n')
|
||||
all_stock_info.append(stock_info)
|
||||
|
||||
# 筛选出赢率较高和优秀率较高的股票
|
||||
result_df = pd.DataFrame(all_stock_info)
|
||||
recommended_stocks = result_df[(result_df['赢率'] > 0.5) & (result_df['优秀率'] > 0.3)]
|
||||
|
||||
print("推荐买入股：")
|
||||
print(recommended_stocks)
|
||||
|
||||
return recommended_stocks
|
||||
|
||||
# 过滤出有买入或卖出信号的记录
|
||||
# selected_df = df[df['buy_signal'] | df['sell_signal']]
|
||||
#return selected_df
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
os.makedirs(default_rsi_dir, exist_ok=True)
|
||||
|
||||
codes = ['105.QFIN', '105.FUTU']
|
||||
# 从网络上获取
|
||||
stock_map = em_stock.code_by_fs('hk_famous', em_stock.em_market_fs_types['hk_famous'])
|
||||
if stock_map:
|
||||
select_stocks(stock_map)
|
||||
|
||||
for code in []:
|
||||
print(f"caculate stock {code}")
|
||||
result = select_stocks(code)
|
||||
full_path = f"{default_rsi_dir}/{code}.csv"
|
||||
result.to_csv(full_path, index=False, encoding='utf-8')
|
||||
print(f'task complete! see result in {full_path}\n\n')
|
||||
|
||||
Reference in New Issue
Block a user