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.ipynb_checkpoints/share_holders-checkpoint.ipynb

@@ -0,0 +1,1053 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "hybrid-emerald",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/home/jovyan/work',\n",
+       " '/opt/conda/lib/python38.zip',\n",
+       " '/opt/conda/lib/python3.8',\n",
+       " '/opt/conda/lib/python3.8/lib-dynload',\n",
+       " '',\n",
+       " '/opt/conda/lib/python3.8/site-packages',\n",
+       " '/opt/conda/lib/python3.8/site-packages/IPython/extensions',\n",
+       " '/home/jovyan/.ipython']"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "sys.path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "spectacular-cleaner",
+   "metadata": {},
+   "source": [
+    "<h1>Instruct python to load external modules not bundled with the jupyter container</h1>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "extraordinary-generation",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.append('/home/jovyan/work/modules')\n",
+    "import youtube"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "serious-playing",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.hkexnews.hk/sdw/search/searchsdw_c.aspx\n",
+      "----\n",
+      "2021/02/04Data available\n",
+      "香港上海匯豐銀行有限公司\n",
+      "JPMORGAN CHASE BANK, NATIONAL ASSOCIATION\n",
+      "花旗銀行\n",
+      "CHINA SECURITIES DEPOSITORY AND CLEARING\n",
+      "中國証券登記結算有限責任公司\n",
+      "UBS SECURITIES HONG KONG LTD\n",
+      "高盛(亞洲)證券有限公司\n",
+      "中銀國際證券有限公司\n",
+      "渣打銀行(香港)有限公司\n",
+      "MORGAN STANLEY HONG KONG SECURITIES LTD\n",
+      "德意志銀行\n",
+      "盈透證券香港有限公司\n",
+      "中國銀行(香港)有限公司\n",
+      "BNP PARIBAS SECURITIES SERVICES\n",
+      "MLFE LTD\n",
+      "富途證券國際(香港)有限公司\n",
+      "恒生證券有限公司\n",
+      "DBS BANK LTD\n",
+      "中國國際金融香港證券有限公司\n",
+      "國泰君安證券(香港)有限公司\n",
+      "中信証券經紀(香港)有限公司\n",
+      "海通國際證券有限公司\n",
+      "招商永隆銀行有限公司\n",
+      "東亞銀行有限公司\n",
+      "申萬宏源證券(香港)有限公司\n",
+      "ABN AMRO CLEARING HONG KONG LTD\n",
+      "新鴻基投資服務有限公司\n",
+      "匯豐金融證券(香港)有限公司\n",
+      "招商銀行股份有限公司\n",
+      "上海浦東發展銀行股份有限公司\n",
+      "雲鋒證券有限公司\n",
+      "招商證券(香港)有限公司\n",
+      "中國建設銀行(亞洲)股份有限公司\n",
+      "法國興業證券(香港)有限公司\n",
+      "上海商業銀行有限公司\n",
+      "興證國際證券有限公司\n",
+      "大華繼顯(香港)有限公司\n",
+      "CREDIT SUISSE SECURITIES (HONG KONG) LTD\n",
+      "招銀國際證券有限公司\n",
+      "交通銀行信託有限公司\n",
+      "輝立証券(香港)有限公司\n",
+      "大眾証券有限公司\n",
+      "南洋商業銀行有限公司\n",
+      "工銀亞洲証券有限公司\n",
+      "核聚證券有限公司\n",
+      "富銀證券(香港)有限公司\n",
+      "廣發証券(香港)經紀有限公司\n",
+      "結好證券有限公司\n",
+      "交銀國際證券有限公司\n",
+      "耀才證券國際(香港)有限公司\n",
+      "國都證券(香港)有限公司\n",
+      "星展銀行(香港)有限公司\n",
+      "華泰金融控股(香港)有限公司\n",
+      "英皇證券(香港)有限公司\n",
+      "中信銀行(國際)有限公司\n",
+      "安信國際證券(香港)有限公司\n",
+      "中國銀河國際證券(香港)有限公司\n",
+      "國元証券經紀(香港)有限公司\n",
+      "恒生銀行有限公司\n",
+      "大新證券有限公司\n",
+      "東亞證券有限公司\n",
+      "直達國際金融服務有限公司\n",
+      "凱基證券亞洲有限公司\n",
+      "東方財富國際證券有限公司\n",
+      "國信證券(香港)經紀有限公司\n",
+      "集友銀行有限公司\n",
+      "金英證券(香港)有限公司\n",
+      "華盛資本証券有限公司\n",
+      "創興證券有限公司\n",
+      "大和資本市場香港有限公司\n",
+      "致富證券有限公司\n",
+      "第一上海證券有限公司\n",
+      "尚乘環球市場有限公司\n",
+      "銀河—聯昌證券(香港)有限公司\n",
+      "華僑永亨銀行有限公司\n",
+      "寶盛證券(香港)有限公司\n",
+      "永豐金證券(亞洲)有限公司\n",
+      "華僑永亨証券有限公司\n",
+      "滙富金融服務有限公司\n",
+      "大豐崑泰證券有限公司\n",
+      "東方證券(香港)有限公司\n",
+      "奕豐證券(香港)有限公司\n",
+      "利弗莫爾證券有限公司\n",
+      "星展唯高達香港有限公司\n",
+      "大眾銀行(香港)有限公司\n",
+      "鷹達證券有限公司\n",
+      "中國工商銀行(亞洲)有限公司\n",
+      "六福證券(香港)有限公司\n",
+      "太平証券(香港)有限公司\n",
+      "中信建投(國際)証券有限公司\n",
+      "一通投資者有限公司\n",
+      "創興銀行有限公司\n",
+      "元大證券(香港)有限公司\n",
+      "建銀國際證券有限公司\n",
+      "德意志證券亞洲有限公司\n",
+      "平證證券(香港)有限公司\n",
+      "浦銀國際證券有限公司\n",
+      "富昌證券有限公司\n",
+      "中泰國際證券有限公司\n",
+      "順安證券資產管理有限公司\n",
+      "京華山一國際(香港)有限公司\n",
+      "國金證券(香港)有限公司\n",
+      "信達國際證券有限公司\n",
+      "加皇投資理財有限公司\n",
+      "東洋証券亞洲有限公司\n",
+      "邦盟滙駿證券有限公司\n",
+      "信誠證券有限公司\n",
+      "國泰證券(香港)有限公司\n",
+      "中信里昂證券有限公司\n",
+      "金利豐證券有限公司\n",
+      "中國通海證券有限公司\n",
+      "農銀國際證券有限公司\n",
+      "祺昌證券有限公司\n",
+      "勝利證券有限公司\n",
+      "匯濤證券有限公司\n",
+      "富邦證券(香港)有限公司\n",
+      "高鉦証券有限公司\n",
+      "佳兆業金融集團有限公司\n",
+      "東吳證券國際經紀有限公司\n",
+      "友信證券有限公司\n",
+      "茂宸證券有限公司\n",
+      "財通國際證券有限公司\n",
+      "尊嘉證券國際有限公司\n",
+      "瑞士盈豐銀行股份有限公司\n",
+      "寶通證券亞洲有限公司\n",
+      "宏高證券有限公司\n",
+      "工銀國際證券有限公司\n",
+      "新富證券有限公司\n",
+      "嘉實國際證券有限公司\n",
+      "恆大證券(香港)有限公司\n",
+      "溢利證券有限公司\n",
+      "橫華國際証券有限公司\n",
+      "周生生證券有限公司\n",
+      "復星恆利證券有限公司\n",
+      "SOFI SECURITIES (HONG KONG) LTD\n",
+      "高信證券有限公司\n",
+      "長江證券經紀(香港)有限公司\n",
+      "大眾金融証券有限公司\n",
+      "中順證券期貨有限公司\n",
+      "南華證券投資有限公司\n",
+      "未來資產證券(香港)有限公司\n",
+      "金鷹證券有限公司\n",
+      "峰匯金融集團有限公司\n",
+      "潮商證券有限公司\n",
+      "寶新證券有限公司\n",
+      "常匯證券有限公司\n",
+      "時富證券有限公司\n",
+      "蘇佩瓚證券有限公司\n",
+      "華融國際證券有限公司\n",
+      "方德證券有限公司\n",
+      "方正證券(香港)有限公司\n",
+      "環一證券有限公司\n",
+      "富元證券有限公司\n",
+      "亨達証券有限公司\n",
+      "天發證券有限公司\n",
+      "瑞穗證券亞洲有限公司\n",
+      "訊匯證券有限公司\n",
+      "瑞豐證券有限公司\n",
+      "山證國際證券有限公司\n",
+      "立橋證券有限公司\n",
+      "山金證券(香港)有限公司\n",
+      "利銘證券有限公司\n",
+      "大盛証券投資有限公司\n",
+      "寶鉅證券有限公司\n",
+      "海富證券投資有限公司\n",
+      "青石證券(香港)有限公司\n",
+      "新寶城證券有限公司\n",
+      "艾德證券期貨有限公司\n",
+      "協聯證券有限公司\n",
+      "統一證券(香港)有限公司\n",
+      "電訊濎匯證券有限公司\n",
+      "源盛證券有限公司\n",
+      "盈泰證券有限公司\n",
+      "永豐證券有限公司\n",
+      "東方匯財證券有限公司\n",
+      "匯業證券有限公司\n",
+      "嘉利證券投資有限公司\n",
+      "發利證券有限公司\n",
+      "嘉謨證券有限公司\n",
+      "西證(香港)證券經紀有限公司\n",
+      "越秀証券有限公司\n",
+      "華信證券有限公司\n",
+      "鴻昇證券有限公司\n",
+      "博大證券有限公司\n",
+      "富強證券有限公司\n",
+      "日發證券有限公司\n",
+      "朗盈證券有限公司\n",
+      "恆豐證券有限公司\n",
+      "安捷證券有限公司\n",
+      "佐雄證券有限公司\n",
+      "名匯證券有限公司\n",
+      "盛源證券有限公司\n",
+      "恒泰証券有限公司\n",
+      "滙信理財有限公司\n",
+      "中達證券投資有限公司\n",
+      "偉富證券有限公司\n",
+      "群益證券(香港)有限公司\n",
+      "東信證券有限公司\n",
+      "星火證券有限公司\n",
+      "大唐資本證券有限公司\n",
+      "利興股票有限公司\n",
+      "首控證券有限公司\n",
+      "聯發證券有限公司\n",
+      "方達資本管理有限公司\n",
+      "世博證券有限公司\n",
+      "果樹證券有限公司\n",
+      "偉民股票買賣有限公司\n",
+      "東興證券(香港)有限公司\n",
+      "實德證券有限公司\n",
+      "大德證券(亞洲)有限公司\n",
+      "東英亞洲證券有限公司\n",
+      "高陞證券有限公司\n",
+      "浩豐證券投資有限公司\n",
+      "中原證券有限公司\n",
+      "騰記證券有限公司\n",
+      "微牛證券有限公司\n",
+      "英明證券有限公司\n",
+      "鉅亨證券有限公司\n",
+      "步基證券有限公司\n",
+      "雅利多證券有限公司\n",
+      "第一證券(香港)有限公司\n",
+      "集美證券有限公司\n",
+      "華誠證券有限公司\n",
+      "興業金融證券有限公司\n",
+      "泰山證券有限公司\n",
+      "天風國際證券與期貨有限公司\n",
+      "太平基業證券有限公司\n",
+      "達利證券有限公司\n",
+      "益高證券有限公司\n",
+      "新永安國際證券有限公司\n",
+      "美建證券有限公司\n",
+      "鎧盛證券有限公司\n",
+      "恩明資產証券有限公司\n",
+      "高誠證券有限公司\n",
+      "百裕證券有限公司\n",
+      "阿仕特朗資本管理有限公司\n",
+      "匯盈證券有限公司\n",
+      "威靈頓金融有限公司\n",
+      "恆盛證券有限公司\n",
+      "和豐證券有限公司\n",
+      "齊榮證券有限公司\n",
+      "第一金和昇證券有限公司\n",
+      "展兆投資有限公司\n",
+      "永富證券有限公司\n",
+      "佳富達證券有限公司\n",
+      "軟庫中華金融服務有限公司\n",
+      "宏旺證券有限公司\n",
+      "AAA SECURITIES CO. LTD\n",
+      "榮興證券有限公司\n",
+      "永聯財富管理有限公司\n",
+      "興業證券有限公司\n",
+      "鼎珮證券有限公司\n",
+      "長雄證券有限公司\n",
+      "元富證券(香港)有限公司\n",
+      "FUNDERSTONE SECURITIES LTD\n",
+      "恒億證券有限公司\n",
+      "協興股票有限公司\n",
+      "華德國際證券有限公司\n",
+      "永勝證券有限公司\n",
+      "大輝證券有限公司\n",
+      "龍匯證券有限公司\n",
+      "興偉聯合證券有限公司\n",
+      "嘉信証券有限公司\n",
+      "同德証券(香港)有限公司\n",
+      "李氏證券有限公司\n",
+      "恒昇證券有限公司\n",
+      "克而瑞證券有限公司\n",
+      "萬海證券有限公司\n",
+      "萬利豐證券有限公司\n",
+      "晉億證券有限公司\n",
+      "興旺證券有限公司\n",
+      "利星行證券有限公司\n",
+      "東航國際金融(香港)有限公司\n",
+      "海富證券有限公司\n",
+      "元庫證券有限公司\n",
+      "勤豐證券有限公司\n",
+      "中州國際證券有限公司\n",
+      "創市証券有限公司\n",
+      "益群證券有限公司\n",
+      "民眾證券有限公司\n",
+      "堅固證券有限公司\n",
+      "恒富證券有限公司\n",
+      "大業證券有限公司\n",
+      "大寧證券有限公司\n",
+      "包大衛証券投資有限公司\n",
+      "海悅證券有限公司\n",
+      "穎翔證券有限公司\n",
+      "祖達股票行有限公司\n",
+      "大豐證券有限公司\n",
+      "岡地投資(香港)有限公司\n",
+      "加多利證券有限公司\n",
+      "滿好證券有限公司\n",
+      "華南永昌證券(香港)有限公司\n",
+      "一中證券有限公司\n",
+      "秦志遠證券有限公司\n",
+      "中國民生銀行股份有限公司\n",
+      "萬達基證券有限公司\n",
+      "NERICO BROTHERS LTD\n",
+      "華大證券有限公司\n",
+      "安裕證券投資有限公司\n",
+      "廣發行証券有限公司\n",
+      "華生證券有限公司\n",
+      "路華證券有限公司\n",
+      "華億證券有限公司\n",
+      "昇悅證券有限公司\n",
+      "永安證券有限公司\n",
+      "金輝証券有限公司\n",
+      "偉祿亞太證券有限公司\n",
+      "匯誠證券有限公司\n",
+      "中融平和證券有限公司\n",
+      "阿爾法國際證券(香港)有限公司\n",
+      "民銀證券有限公司\n",
+      "太陽國際証券有限公司\n",
+      "T & F EQUITIES LTD\n",
+      "貝格隆証券有限公司\n",
+      "未來金融有限公司\n",
+      "易昇證券有限公司\n",
+      "創陞證券有限公司\n",
+      "東泰證券有限公司\n",
+      "聯勝網上證券有限公司\n",
+      "聯合證券有限公司\n",
+      "萬興證券有限公司\n",
+      "興利証券有限公司\n",
+      "瑭明金融集團有限公司\n",
+      "富業證券投資有限公司\n",
+      "耀佳金融集團有限公司\n",
+      "長复證券有限公司\n",
+      "昭海金融證券有限公司\n",
+      "豐年証券投資有限公司\n",
+      "百利證券有限公司\n",
+      "富匯證券有限公司\n",
+      "信亨証券有限公司\n",
+      "新基立證券有限公司\n",
+      "羅沙證券有限公司\n",
+      "弘業國際金融控股有限公司\n",
+      "擎天證券有限公司\n",
+      "英華證券有限公司\n",
+      "致德證券有限公司\n",
+      "均益證券(國際)有限公司\n",
+      "漢華證券有限公司\n",
+      "匯金(證券)有限公司\n",
+      "SIU YUK LUNG *\n",
+      "中潤證券有限公司\n",
+      "詠誼證券投資有限公司\n",
+      "寶利證券有限公司\n",
+      "禹洲金融控股(香港)有限公司\n",
+      "明漢證券有限公司\n",
+      "中華匯財金融有限公司\n",
+      "文漢揚証券有限公司\n",
+      "鼎展證券及期貨有限公司\n",
+      "弘量研究有限公司\n",
+      "香港國際證券有限公司\n",
+      "瑞豐國際證券有限公司\n",
+      "亞華證券有限公司\n",
+      "漢英證券有限公司\n",
+      "江陸證券有限公司\n",
+      "智易東方證券有限公司\n",
+      "中國信託綜合證券(香港)有限公司\n",
+      "立生證券有限公司\n",
+      "京基證券集團有限公司\n",
+      "華業證券有限公司\n",
+      "廣利証券有限公司\n",
+      "浙商國際金融控股有限公司\n",
+      "德豐證券投資有限公司\n",
+      "富榮證券集團有限公司\n",
+      "中策富匯證券有限公司\n",
+      "匯生證券有限公司\n",
+      "昊天國際證券有限公司\n",
+      "智華證券有限公司\n",
+      "友盈證券有限公司\n",
+      "勁域證券有限公司\n",
+      "怡發證券有限公司\n",
+      "飛達證券有限公司\n",
+      "太陽證券有限公司\n",
+      "凱敏證券有限公司\n",
+      "上高證券有限公司\n",
+      "駿溢環球金融集團有限公司\n",
+      "盛大証券期貨有限公司\n",
+      "新同得有限公司\n",
+      "華金證券(國際)有限公司\n",
+      "佳隆證券有限公司\n",
+      "盛德證券有限公司\n",
+      "三泰富金融投資有限公司\n",
+      "中南金融有限公司\n",
+      "昌盛證券有限公司\n",
+      "鼎新證券有限公司\n",
+      "環球大通證券有限公司\n",
+      "韓國投資證券亞洲有限公司\n",
+      "國投證券有限公司\n",
+      "易易壹證券有限公司\n",
+      "冠力金融服務有限公司\n",
+      "威發證券有限公司\n",
+      "進陞證券有限公司\n",
+      "權威證券有限公司\n",
+      "利盟證券有限公司\n",
+      "金鵬證券有限公司\n",
+      "中國北方證券集團有限公司\n",
+      "冠泓證券有限公司\n",
+      "陳岳明證券有限公司\n",
+      "嘉銀證券有限公司\n",
+      "昌萬年有限公司\n",
+      "千里碩證券有限公司\n",
+      "東海國際證券(香港)有限公司\n",
+      "兆安證券有限公司\n",
+      "泓福證券有限公司\n",
+      "華邦證券有限公司\n",
+      "香江證券有限公司\n",
+      "金旭證券有限公司\n",
+      "FIRST FIDELITY CAPITAL (INTERNATIONAL) LTD\n",
+      "國新證券有限公司\n",
+      "金裕富證券有限公司\n",
+      "金橋證券有限公司\n",
+      "敏哲証券有限公司\n",
+      "公平證券有限公司\n",
+      "中富證券有限公司\n",
+      "偉文証券有限公司\n",
+      "新城晉峰證券有限公司\n",
+      "山高國際證券有限公司\n",
+      "宏匯證券有限公司\n",
+      "利得證券(香港)有限公司\n",
+      "中融國際証券有限公司\n",
+      "CONRAD INVESTMENT SERVICES LTD\n",
+      "溢勝證券亞洲有限公司\n",
+      "泰嘉證券資產管理有限公司\n",
+      "環球證券有限公司\n",
+      "聚富證券有限公司\n",
+      "華贏東方(亞洲)控股有限公司\n",
+      "加福證券有限公司\n",
+      "東匯證券有限公司\n",
+      "軟庫金匯證券有限公司\n",
+      "妙然基金管理有限公司\n",
+      "格理昂證券有限公司\n",
+      "保興匯財證券有限公司\n",
+      "海盈證券有限公司\n",
+      "寶泰證券(香港)有限公司\n",
+      "融德證券有限公司\n",
+      "港股通証券有限公司\n",
+      "匯心金融有限公司\n",
+      "乾立亨證券有限公司\n",
+      "摩根富國證券有限公司\n",
+      "日盛嘉富證券國際有限公司\n",
+      "摩石證券有限公司\n",
+      "中港通證券有限公司\n",
+      "富利證券有限公司\n",
+      "億聲證券有限公司\n",
+      "匯澤證券有限公司\n",
+      "富國證券有限公司\n",
+      "粵商國際證券有限公司\n",
+      "萬金來證券有限公司\n",
+      "巴西證券有限公司\n",
+      "中國國際證券有限公司\n",
+      "安里證券有限公司\n",
+      "中財證券有限公司\n",
+      "金源證券有限公司\n",
+      "天大証券有限公司\n",
+      "力高證券有限公司\n",
+      "永高證券有限公司\n",
+      "國興証券有限公司\n",
+      "中發証券有限公司\n",
+      "亞投證券有限公司\n",
+      "通陸證券有限公司\n",
+      "匯恆證券(香港)有限公司\n",
+      "金聯證券有限公司\n",
+      "南方匯發國際有限公司\n",
+      "台新國際商業銀行股份有限公司\n",
+      "百德能經紀有限公司\n",
+      "高寶集團證券有限公司\n",
+      "金滿天投資有限公司\n",
+      "大聖證券有限公司\n",
+      "西牛證券有限公司\n",
+      "建豐証券有限公司\n",
+      "川文證券有限公司\n",
+      "藍山證券有限公司\n",
+      "中國證券有限公司\n",
+      "富盛證券有限公司\n",
+      "榮通證券有限公司\n",
+      "樹熊證券有限公司\n",
+      "萬盛金融控股有限公司\n",
+      "一盈證券有限公司\n",
+      "進匯證券有限公司\n",
+      "大灣區深港證券有限公司\n",
+      "雅景證券股份有限公司\n",
+      "高富金融有限公司\n",
+      "IMAGI BROKERAGE LTD\n",
+      "岡三國際(亞洲)有限公司\n",
+      "博威環球證券有限公司\n",
+      "駿昇証券有限公司\n",
+      "黃河證券有限公司\n",
+      "中國銀盛國際有限公司\n",
+      "鼎鑫(證券)有限公司\n",
+      "亞丁金融集團有限公司\n",
+      "大田證券期貨有限公司\n",
+      "世傳證券有限公司\n",
+      "瑞邦證券有限公司\n",
+      "威華達證券有限公司\n",
+      "晉安証券有限公司\n",
+      "惠興証券有限公司\n",
+      "中天證券有限公司\n",
+      "耀豐證券有限公司\n",
+      "華晉證券資產管理有限公司\n",
+      "中陽證券有限公司\n",
+      "永裕證券有限公司\n",
+      "泉湧證券有限公司\n",
+      "團結證券有限公司\n",
+      "萬基證券有限公司\n",
+      "弘富投資服務有限公司\n",
+      "小牛金服證券有限公司\n",
+      "天宸康合證券有限公司\n",
+      "亞洲太平証券有限公司\n",
+      "RAFFAELLO SECURITIES (HK) LTD\n",
+      "中金三甲證券有限公司\n",
+      "鼎石證券有限公司\n",
+      "信銀(香港)資本有限公司\n",
+      "晉立峰證券有限公司\n",
+      "貝德斯證券有限公司\n",
+      "富明證券有限公司\n",
+      "中國中期證券有限公司\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\n",
+    "# https://programmer.ink/think/5d872dc23f36a.html\n",
+    "# \n",
+    "from  lxml import etree\n",
+    "import requests\n",
+    "import csv\n",
+    "import os\n",
+    "\n",
+    "def get_shareholdings(stkcode, tdate, lang='c'):\n",
+    "\n",
+    "    headers={\"User-Agent\":\"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.112 Safari/537.36\"}\n",
+    "    \n",
+    "    url= \"https://www.hkexnews.hk/sdw/search/searchsdw%s.aspx\" % ('_c' if lang == 'c' else '')\n",
+    "    print(url)\n",
+    "    shs_hold_date = '%s/%s/%s' % (tdate[0:4], tdate[4:6], tdate[6:8])\n",
+    "    datatime = {'__EVENTTARGET': 'btnSearch',\n",
+    "                '__EVENTARGUMENT':'',\n",
+    "                '__VIEWSTATE': '/wEPDwULLTIwNTMyMzMwMThkZHNjXATvSlyVIlPSDhuziMEZMG94',\n",
+    "                '__VIEWSTATEGENERATOR': '3B50BBBD',\n",
+    "                'today': tdate,\n",
+    "                'sortBy': 'shareholding',\n",
+    "                'sortDirection': 'desc',\n",
+    "                'alertMsg':'',\n",
+    "                'txtShareholdingDate': shs_hold_date,\n",
+    "                'txtStockCode': stkcode,\n",
+    "                'txtStockName': '',\n",
+    "                'txtParticipantID':'',\n",
+    "                'txtParticipantName':''\n",
+    "                }\n",
+    "    repensoe=requests.post(url,headers=headers,data=datatime)\n",
+    "    text=repensoe.text\n",
+    "    html1 = etree.HTML(text)\n",
+    "    div = html1.xpath(\"//div[@id='pnlResultNormal']//tbody%s\" % ('/tr' if lang != 'en' else ''))\n",
+    "    data = []\n",
+    "    print(\"--\" * 2)\n",
+    "    valuetime = html1.xpath(\"//input[@id='txtShareholdingDate']/@value\")\n",
+    "    print(valuetime[0]+\"Data available\")\n",
+    "    filename = 'shshold-%s-%s%s.csv' % (stkcode, tdate, ('_c' if lang != 'en' else ''))\n",
+    "    \n",
+    "    for tb in div:\n",
+    "        try:\n",
+    "            participant_id = tb.xpath(\"./td[1]/div/text()\")[1]\n",
+    "        except IndexError:\n",
+    "            participant_id = ''\n",
+    "        participant_name = tb.xpath(\"./td[2]/div/text()\")[1]\n",
+    "        print (participant_name)\n",
+    "        participant_address = tb.xpath(\"./td[3]/div/text()\")[1]\n",
+    "        right = tb.xpath(\"./td[4]/div/text()\")[1]\n",
+    "        percent = tb.xpath(\"./td[5]/div/text()\")[1]\n",
+    "        datadic = {\"date\": valuetime[0], \"Participant number\": participant_id, \"Central System Participant Name\": participant_name, \"address\": participant_address, \"Shareholding\": right,\"Proportion\": percent}\n",
+    "        data.append(datadic)\n",
+    "        \n",
+    "        \n",
+    "\n",
+    "\n",
+    "    csvhead = [\"date\", \"Participant number\", \"Central System Participant Name\", \"address\", \"Shareholding\",\"Proportion\"]\n",
+    "    with open(filename, 'w', newline='') as fp:\n",
+    "        write = csv.DictWriter(fp, csvhead)\n",
+    "        write.writeheader()\n",
+    "        write.writerows(data)\n",
+    "    \n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    os.getcwd()\n",
+    "    os.chdir(\"./\")    \n",
+    "    get_shareholdings('01810', '20210204')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "reasonable-cambridge",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00019</td>\n",
+       "      <td>香港上海匯豐銀行有限公司</td>\n",
+       "      <td>HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 &amp; 3 ...</td>\n",
+       "      <td>6,174,683,773</td>\n",
+       "      <td>24.51%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00100</td>\n",
+       "      <td>JPMORGAN CHASE BANK, NATIONAL ASSOCIATION</td>\n",
+       "      <td>18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...</td>\n",
+       "      <td>2,469,268,967</td>\n",
+       "      <td>9.80%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00010</td>\n",
+       "      <td>花旗銀行</td>\n",
+       "      <td>9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...</td>\n",
+       "      <td>2,331,702,033</td>\n",
+       "      <td>9.25%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00004</td>\n",
+       "      <td>CHINA SECURITIES DEPOSITORY AND CLEARING</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,607,058,225</td>\n",
+       "      <td>6.38%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00003</td>\n",
+       "      <td>中國証券登記結算有限責任公司</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,460,955,022</td>\n",
+       "      <td>5.80%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date Participant number            Central System Participant Name  \\\n",
+       "0  2021/02/04             C00019                               香港上海匯豐銀行有限公司   \n",
+       "1  2021/02/04             C00100  JPMORGAN CHASE BANK, NATIONAL ASSOCIATION   \n",
+       "2  2021/02/04             C00010                                       花旗銀行   \n",
+       "3  2021/02/04             A00004   CHINA SECURITIES DEPOSITORY AND CLEARING   \n",
+       "4  2021/02/04             A00003                             中國証券登記結算有限責任公司   \n",
+       "\n",
+       "                                             address   Shareholding Proportion  \n",
+       "0  HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 & 3 ...  6,174,683,773     24.51%  \n",
+       "1  18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...  2,469,268,967      9.80%  \n",
+       "2  9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...  2,331,702,033      9.25%  \n",
+       "3  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,607,058,225      6.38%  \n",
+       "4  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,460,955,022      5.80%  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "data = pd.read_csv('./shshold-01810-20210204_c.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "deadly-error",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>517</td>\n",
+       "      <td>516</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>1</td>\n",
+       "      <td>516</td>\n",
+       "      <td>517</td>\n",
+       "      <td>510</td>\n",
+       "      <td>420</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>B01651</td>\n",
+       "      <td>CREDIT SUISSE SECURITIES (HONG KONG) LTD</td>\n",
+       "      <td>11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI...</td>\n",
+       "      <td>1,000</td>\n",
+       "      <td>0.00%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>517</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>422</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              date Participant number  \\\n",
+       "count          517                516   \n",
+       "unique           1                516   \n",
+       "top     2021/02/04             B01651   \n",
+       "freq           517                  1   \n",
+       "\n",
+       "                 Central System Participant Name  \\\n",
+       "count                                        517   \n",
+       "unique                                       517   \n",
+       "top     CREDIT SUISSE SECURITIES (HONG KONG) LTD   \n",
+       "freq                                           1   \n",
+       "\n",
+       "                                                  address Shareholding  \\\n",
+       "count                                                 517          517   \n",
+       "unique                                                510          420   \n",
+       "top     11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI...        1,000   \n",
+       "freq                                                    3            9   \n",
+       "\n",
+       "       Proportion  \n",
+       "count         517  \n",
+       "unique         36  \n",
+       "top         0.00%  \n",
+       "freq          422  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "wicked-pound",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2s 10x 24s\n",
+      "fmtstring: '2s 10x 24s', recsize: 36 chars\n",
+      "fields: (b'AB', b'MNOPQRSTUVWXYZ0123456789')\n"
+     ]
+    }
+   ],
+   "source": [
+    "import struct\n",
+    "fieldwidths = (2, -10, 24)  # negative widths represent ignored padding fields\n",
+    "fmtstring = ' '.join('{}{}'.format(abs(fw), 'x' if fw < 0 else 's')\n",
+    "                        for fw in fieldwidths)\n",
+    "print(fmtstring)\n",
+    "fieldstruct = struct.Struct(fmtstring)\n",
+    "parse = fieldstruct.unpack_from\n",
+    "print('fmtstring: {!r}, recsize: {} chars'.format(fmtstring, fieldstruct.size))\n",
+    "\n",
+    "line = b'ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789\\n'\n",
+    "fields = parse(line)\n",
+    "print('fields: {}'.format(fields))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "chemical-india",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['     1', 'CKH HOLDINGS ', ' 長和\\u3000\\u3000\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '53.50', '55.15', '55.20', '55.65', '53.75', '55.20', '12,973,202', '711,584,606']\n",
+      "['     2', 'CLP HOLDINGS ', ' 中電控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '72.20', '72.95', '73.00', '73.30', '72.20', '72.95', '3,644,168', '266,015,613']\n",
+      "['     3', 'HK & CHINA GA', ' 香港中華煤氣\\u3000\\u3000', 'HKD  ', '10.98', '11.14', '11.16', '11.18', '11.02', '11.14', '26,260,359', '292,125,882']\n",
+      "['     4', 'WHARF HOLDING', ' 九龍倉集團\\u3000\\u3000\\u3000', 'HKD  ', '17.30', '17.76', '17.78', '17.82', '17.28', '17.76', '2,526,857', '44,579,717']\n",
+      "['*    5', 'HSBC HOLDINGS', ' 匯豐控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '42.50', '45.70', '45.75', '45.75', '43.95', '45.75', '90,085,953', '4,036,220,730']\n",
+      "['     6', 'POWER ASSETS ', ' 電能實業\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '41.35', '41.65', '41.70', '42.00', '41.35', '41.65', '3,173,684', '132,327,497']\n",
+      "['     7', 'HK FINANCE IN', ' 香港金融集團\\u3000\\u3000', 'HKD  ', '0.121', '0.123', '0.124', '0.125', '0.121', '0.124', '17,418,000', '2,145,374']\n",
+      "['     8', 'PCCW         ', ' 電訊盈科\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '4.58', '4.52', '4.53', '4.61', '4.52', '4.52', '18,559,781', '84,232,534']\n",
+      "['     9', 'KEYNE LTD    ', ' 金奧國際\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '0.06', '0.06', '0.063', '0.063', '0.059', '0.06', '1,722,800', '104,713']\n",
+      "['    10', 'HANG LUNG GRO', 'P恒隆集團\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '19.76', '20.65', '20.70', '20.75', '20.25', '20.70', '863,000', '17,748,550']\n",
+      "['    11', 'HANG SENG BAN', ' 恒生銀行\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '146.20', '151.80', '151.90', '152.70', '146.50', '151.90', '4,947,892', '743,743,873']\n",
+      "['    12', 'HENDERSON LAN', ' 恒基地產\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '31.25', '32.30', '32.35', '32.35', '31.30', '32.30', '3,906,607', '124,939,360']\n",
+      "['    14', 'HYSAN DEV    ', ' 希慎興業\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '28.85', '29.50', '29.55', '29.65', '28.85', '29.50', '5,949,785', '175,090,215']\n",
+      "['    16', 'SHK PPT      ', ' 新鴻基地產\\u3000\\u3000\\u3000', 'HKD  ', '108.80', '111.90', '112.00', '112.90', '109.20', '111.90', '4,720,562', '525,327,173']\n",
+      "['    17', 'NEW WORLD DEV', ' 新世界發展\\u3000\\u3000\\u3000', 'HKD  ', '35.50', '37.15', '37.20', '37.50', '35.60', '37.20', '8,025,155', '295,921,026']\n",
+      "['    18', 'ORIENTAL PRES', ' 東方報業集團\\u3000\\u3000', 'HKD  ', '0.51', '0.51', '0.52', '0.52', '0.50', '0.51', '1,065,280', '539,767']\n",
+      "['    19', 'SWIRE PACIFIC', 'A太古股份公司Ａ\\u3000', 'HKD  ', '49.30', '56.35', '56.50', '57.20', '51.25', '56.50', '6,477,521', '354,595,812']\n",
+      "['    21', 'GREAT CHI PPT', ' 大中華地產控股\\u3000', 'HKD  ', '0.124', '0.128', '0.14', '0.135', '0.12', '0.128', '330,000', '41,635']\n",
+      "['    22', 'MEXAN        ', ' 茂盛控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '0.125', '0.118', '0.139', '-', '-', '0.125', '-', '-']\n",
+      "['    23', 'BANK OF E ASI', ' 東亞銀行\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '17.74', '17.96', '17.98', '18.20', '17.62', '17.98', '1,388,549', '24,859,427']\n",
+      "['    24', 'BURWILL      ', ' 寶威控股\\u3000\\u3000\\u3000\\u3000', 'HKD T', 'TRADING', 'SUSPENDED', '暫停買賣']\n"
+     ]
+    }
+   ],
+   "source": [
+    "#line = u'     1 CKH HOLDINGS   長和　　　　　　 HKD   53.50   55.15   55.20   55.65   53.75   55.20      12,973,202       711,584,606'\n",
+    "#                     代號    name     股票名稱     貨幣     前收市     BID 買    ASK 賣    最高     最低     收市    成交股數 成交金額                \n",
+    "col_specification = [(0, 6), (7, 20), (21, 30), (31, 36), (34,42), (42, 50), (50, 58), (58,66),(66,74),(74,80),(82,98),(98,116)]\n",
+    "\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from io import StringIO\n",
+    "import sys, locale\n",
+    "import codecs\n",
+    "\n",
+    "\n",
+    "with codecs.open('./datasets/dailystk.txt','r',encoding='utf8') as f:\n",
+    "    data = f.readlines()\n",
+    "\n",
+    "csv=[]\n",
+    "for l in data:\n",
+    "    \n",
+    "    toks =[]\n",
+    "    toks.append(l[0:6])\n",
+    "    toks.append(l[7:20])\n",
+    "    toks.append(l[21:30])\n",
+    "    toks.append(l[31:36])\n",
+    "    toks += l[34:].split()\n",
+    "    csv.append(toks)\n",
+    "    print (toks)\n",
+    "    \n",
+    "    \n",
+    "# widths = [6,22,33,38, 43,117]\n",
+    "# #data = pd.read_fwf(StringIO(data), widths=widths, encoding='utf8')\n",
+    "# data = pd.read_fwf(StringIO(data), colspecs=col_specification, encoding='utf8')\n",
+    "\n",
+    "# for col in data.columns: \n",
+    "#     print(col) \n",
+    "# data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "anonymous-attitude",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['     4', 'WHARF HOLDING', ' 九龍倉集團\\u3000\\u3000\\u3000', 'HKD  ', '17.30', '17.76', '17.78', '17.82', '17.28', '17.76', '2,526,857', '44,579,717']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (csv[3])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "danish-seventh",
+   "metadata": {},
+   "source": [
+    "<h1>Simple Multivariate Gaussian Anomaly Detection </h1>\n",
+    "\n",
+    "https://www.kaggle.com/clemensmzr/simple-multivariate-gaussian-anomaly-detection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dimensional-imagination",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "piano-drama",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

.ipynb_checkpoints/testbed-checkpoint.ipynb

@@ -0,0 +1,815 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "hybrid-emerald",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/home/jovyan/work',\n",
+       " '/opt/conda/lib/python38.zip',\n",
+       " '/opt/conda/lib/python3.8',\n",
+       " '/opt/conda/lib/python3.8/lib-dynload',\n",
+       " '',\n",
+       " '/opt/conda/lib/python3.8/site-packages',\n",
+       " '/opt/conda/lib/python3.8/site-packages/IPython/extensions',\n",
+       " '/home/jovyan/.ipython']"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "sys.path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "brief-chamber",
+   "metadata": {},
+   "source": [
+    "Instruct python to load external modules not bundled with the "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "trying-sewing",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'youtube'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-3-8766823a4502>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/home/jovyan/work/modules'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0myoutube\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'youtube'"
+     ]
+    }
+   ],
+   "source": [
+    "sys.path.append('/home/jovyan/work/modules')\n",
+    "import youtube"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "chemical-width",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.hkexnews.hk/sdw/search/searchsdw_c.aspx\n",
+      "----\n",
+      "2021/02/04Data available\n",
+      "香港上海匯豐銀行有限公司\n",
+      "JPMORGAN CHASE BANK, NATIONAL ASSOCIATION\n",
+      "花旗銀行\n",
+      "CHINA SECURITIES DEPOSITORY AND CLEARING\n",
+      "中國証券登記結算有限責任公司\n",
+      "UBS SECURITIES HONG KONG LTD\n",
+      "高盛(亞洲)證券有限公司\n",
+      "中銀國際證券有限公司\n",
+      "渣打銀行(香港)有限公司\n",
+      "MORGAN STANLEY HONG KONG SECURITIES LTD\n",
+      "德意志銀行\n",
+      "盈透證券香港有限公司\n",
+      "中國銀行(香港)有限公司\n",
+      "BNP PARIBAS SECURITIES SERVICES\n",
+      "MLFE LTD\n",
+      "富途證券國際(香港)有限公司\n",
+      "恒生證券有限公司\n",
+      "DBS BANK LTD\n",
+      "中國國際金融香港證券有限公司\n",
+      "國泰君安證券(香港)有限公司\n",
+      "中信証券經紀(香港)有限公司\n",
+      "海通國際證券有限公司\n",
+      "招商永隆銀行有限公司\n",
+      "東亞銀行有限公司\n",
+      "申萬宏源證券(香港)有限公司\n",
+      "ABN AMRO CLEARING HONG KONG LTD\n",
+      "新鴻基投資服務有限公司\n",
+      "匯豐金融證券(香港)有限公司\n",
+      "招商銀行股份有限公司\n",
+      "上海浦東發展銀行股份有限公司\n",
+      "雲鋒證券有限公司\n",
+      "招商證券(香港)有限公司\n",
+      "中國建設銀行(亞洲)股份有限公司\n",
+      "法國興業證券(香港)有限公司\n",
+      "上海商業銀行有限公司\n",
+      "興證國際證券有限公司\n",
+      "大華繼顯(香港)有限公司\n",
+      "CREDIT SUISSE SECURITIES (HONG KONG) LTD\n",
+      "招銀國際證券有限公司\n",
+      "交通銀行信託有限公司\n",
+      "輝立証券(香港)有限公司\n",
+      "大眾証券有限公司\n",
+      "南洋商業銀行有限公司\n",
+      "工銀亞洲証券有限公司\n",
+      "核聚證券有限公司\n",
+      "富銀證券(香港)有限公司\n",
+      "廣發証券(香港)經紀有限公司\n",
+      "結好證券有限公司\n",
+      "交銀國際證券有限公司\n",
+      "耀才證券國際(香港)有限公司\n",
+      "國都證券(香港)有限公司\n",
+      "星展銀行(香港)有限公司\n",
+      "華泰金融控股(香港)有限公司\n",
+      "英皇證券(香港)有限公司\n",
+      "中信銀行(國際)有限公司\n",
+      "安信國際證券(香港)有限公司\n",
+      "中國銀河國際證券(香港)有限公司\n",
+      "國元証券經紀(香港)有限公司\n",
+      "恒生銀行有限公司\n",
+      "大新證券有限公司\n",
+      "東亞證券有限公司\n",
+      "直達國際金融服務有限公司\n",
+      "凱基證券亞洲有限公司\n",
+      "東方財富國際證券有限公司\n",
+      "國信證券(香港)經紀有限公司\n",
+      "集友銀行有限公司\n",
+      "金英證券(香港)有限公司\n",
+      "華盛資本証券有限公司\n",
+      "創興證券有限公司\n",
+      "大和資本市場香港有限公司\n",
+      "致富證券有限公司\n",
+      "第一上海證券有限公司\n",
+      "尚乘環球市場有限公司\n",
+      "銀河—聯昌證券(香港)有限公司\n",
+      "華僑永亨銀行有限公司\n",
+      "寶盛證券(香港)有限公司\n",
+      "永豐金證券(亞洲)有限公司\n",
+      "華僑永亨証券有限公司\n",
+      "滙富金融服務有限公司\n",
+      "大豐崑泰證券有限公司\n",
+      "東方證券(香港)有限公司\n",
+      "奕豐證券(香港)有限公司\n",
+      "利弗莫爾證券有限公司\n",
+      "星展唯高達香港有限公司\n",
+      "大眾銀行(香港)有限公司\n",
+      "鷹達證券有限公司\n",
+      "中國工商銀行(亞洲)有限公司\n",
+      "六福證券(香港)有限公司\n",
+      "太平証券(香港)有限公司\n",
+      "中信建投(國際)証券有限公司\n",
+      "一通投資者有限公司\n",
+      "創興銀行有限公司\n",
+      "元大證券(香港)有限公司\n",
+      "建銀國際證券有限公司\n",
+      "德意志證券亞洲有限公司\n",
+      "平證證券(香港)有限公司\n",
+      "浦銀國際證券有限公司\n",
+      "富昌證券有限公司\n",
+      "中泰國際證券有限公司\n",
+      "順安證券資產管理有限公司\n",
+      "京華山一國際(香港)有限公司\n",
+      "國金證券(香港)有限公司\n",
+      "信達國際證券有限公司\n",
+      "加皇投資理財有限公司\n",
+      "東洋証券亞洲有限公司\n",
+      "邦盟滙駿證券有限公司\n",
+      "信誠證券有限公司\n",
+      "國泰證券(香港)有限公司\n",
+      "中信里昂證券有限公司\n",
+      "金利豐證券有限公司\n",
+      "中國通海證券有限公司\n",
+      "農銀國際證券有限公司\n",
+      "祺昌證券有限公司\n",
+      "勝利證券有限公司\n",
+      "匯濤證券有限公司\n",
+      "富邦證券(香港)有限公司\n",
+      "高鉦証券有限公司\n",
+      "佳兆業金融集團有限公司\n",
+      "東吳證券國際經紀有限公司\n",
+      "友信證券有限公司\n",
+      "茂宸證券有限公司\n",
+      "財通國際證券有限公司\n",
+      "尊嘉證券國際有限公司\n",
+      "瑞士盈豐銀行股份有限公司\n",
+      "寶通證券亞洲有限公司\n",
+      "宏高證券有限公司\n",
+      "工銀國際證券有限公司\n",
+      "新富證券有限公司\n",
+      "嘉實國際證券有限公司\n",
+      "恆大證券(香港)有限公司\n",
+      "溢利證券有限公司\n",
+      "橫華國際証券有限公司\n",
+      "周生生證券有限公司\n",
+      "復星恆利證券有限公司\n",
+      "SOFI SECURITIES (HONG KONG) LTD\n",
+      "高信證券有限公司\n",
+      "長江證券經紀(香港)有限公司\n",
+      "大眾金融証券有限公司\n",
+      "中順證券期貨有限公司\n",
+      "南華證券投資有限公司\n",
+      "未來資產證券(香港)有限公司\n",
+      "金鷹證券有限公司\n",
+      "峰匯金融集團有限公司\n",
+      "潮商證券有限公司\n",
+      "寶新證券有限公司\n",
+      "常匯證券有限公司\n",
+      "時富證券有限公司\n",
+      "蘇佩瓚證券有限公司\n",
+      "華融國際證券有限公司\n",
+      "方德證券有限公司\n",
+      "方正證券(香港)有限公司\n",
+      "環一證券有限公司\n",
+      "富元證券有限公司\n",
+      "亨達証券有限公司\n",
+      "天發證券有限公司\n",
+      "瑞穗證券亞洲有限公司\n",
+      "訊匯證券有限公司\n",
+      "瑞豐證券有限公司\n",
+      "山證國際證券有限公司\n",
+      "立橋證券有限公司\n",
+      "山金證券(香港)有限公司\n",
+      "利銘證券有限公司\n",
+      "大盛証券投資有限公司\n",
+      "寶鉅證券有限公司\n",
+      "海富證券投資有限公司\n",
+      "青石證券(香港)有限公司\n",
+      "新寶城證券有限公司\n",
+      "艾德證券期貨有限公司\n",
+      "協聯證券有限公司\n",
+      "統一證券(香港)有限公司\n",
+      "電訊濎匯證券有限公司\n",
+      "源盛證券有限公司\n",
+      "盈泰證券有限公司\n",
+      "永豐證券有限公司\n",
+      "東方匯財證券有限公司\n",
+      "匯業證券有限公司\n",
+      "嘉利證券投資有限公司\n",
+      "發利證券有限公司\n",
+      "嘉謨證券有限公司\n",
+      "西證(香港)證券經紀有限公司\n",
+      "越秀証券有限公司\n",
+      "華信證券有限公司\n",
+      "鴻昇證券有限公司\n",
+      "博大證券有限公司\n",
+      "富強證券有限公司\n",
+      "日發證券有限公司\n",
+      "朗盈證券有限公司\n",
+      "恆豐證券有限公司\n",
+      "安捷證券有限公司\n",
+      "佐雄證券有限公司\n",
+      "名匯證券有限公司\n",
+      "盛源證券有限公司\n",
+      "恒泰証券有限公司\n",
+      "滙信理財有限公司\n",
+      "中達證券投資有限公司\n",
+      "偉富證券有限公司\n",
+      "群益證券(香港)有限公司\n",
+      "東信證券有限公司\n",
+      "星火證券有限公司\n",
+      "大唐資本證券有限公司\n",
+      "利興股票有限公司\n",
+      "首控證券有限公司\n",
+      "聯發證券有限公司\n",
+      "方達資本管理有限公司\n",
+      "世博證券有限公司\n",
+      "果樹證券有限公司\n",
+      "偉民股票買賣有限公司\n",
+      "東興證券(香港)有限公司\n",
+      "實德證券有限公司\n",
+      "大德證券(亞洲)有限公司\n",
+      "東英亞洲證券有限公司\n",
+      "高陞證券有限公司\n",
+      "浩豐證券投資有限公司\n",
+      "中原證券有限公司\n",
+      "騰記證券有限公司\n",
+      "微牛證券有限公司\n",
+      "英明證券有限公司\n",
+      "鉅亨證券有限公司\n",
+      "步基證券有限公司\n",
+      "雅利多證券有限公司\n",
+      "第一證券(香港)有限公司\n",
+      "集美證券有限公司\n",
+      "華誠證券有限公司\n",
+      "興業金融證券有限公司\n",
+      "泰山證券有限公司\n",
+      "天風國際證券與期貨有限公司\n",
+      "太平基業證券有限公司\n",
+      "達利證券有限公司\n",
+      "益高證券有限公司\n",
+      "新永安國際證券有限公司\n",
+      "美建證券有限公司\n",
+      "鎧盛證券有限公司\n",
+      "恩明資產証券有限公司\n",
+      "高誠證券有限公司\n",
+      "百裕證券有限公司\n",
+      "阿仕特朗資本管理有限公司\n",
+      "匯盈證券有限公司\n",
+      "威靈頓金融有限公司\n",
+      "恆盛證券有限公司\n",
+      "和豐證券有限公司\n",
+      "齊榮證券有限公司\n",
+      "第一金和昇證券有限公司\n",
+      "展兆投資有限公司\n",
+      "永富證券有限公司\n",
+      "佳富達證券有限公司\n",
+      "軟庫中華金融服務有限公司\n",
+      "宏旺證券有限公司\n",
+      "AAA SECURITIES CO. LTD\n",
+      "榮興證券有限公司\n",
+      "永聯財富管理有限公司\n",
+      "興業證券有限公司\n",
+      "鼎珮證券有限公司\n",
+      "長雄證券有限公司\n",
+      "元富證券(香港)有限公司\n",
+      "FUNDERSTONE SECURITIES LTD\n",
+      "恒億證券有限公司\n",
+      "協興股票有限公司\n",
+      "華德國際證券有限公司\n",
+      "永勝證券有限公司\n",
+      "大輝證券有限公司\n",
+      "龍匯證券有限公司\n",
+      "興偉聯合證券有限公司\n",
+      "嘉信証券有限公司\n",
+      "同德証券(香港)有限公司\n",
+      "李氏證券有限公司\n",
+      "恒昇證券有限公司\n",
+      "克而瑞證券有限公司\n",
+      "萬海證券有限公司\n",
+      "萬利豐證券有限公司\n",
+      "晉億證券有限公司\n",
+      "興旺證券有限公司\n",
+      "利星行證券有限公司\n",
+      "東航國際金融(香港)有限公司\n",
+      "海富證券有限公司\n",
+      "元庫證券有限公司\n",
+      "勤豐證券有限公司\n",
+      "中州國際證券有限公司\n",
+      "創市証券有限公司\n",
+      "益群證券有限公司\n",
+      "民眾證券有限公司\n",
+      "堅固證券有限公司\n",
+      "恒富證券有限公司\n",
+      "大業證券有限公司\n",
+      "大寧證券有限公司\n",
+      "包大衛証券投資有限公司\n",
+      "海悅證券有限公司\n",
+      "穎翔證券有限公司\n",
+      "祖達股票行有限公司\n",
+      "大豐證券有限公司\n",
+      "岡地投資(香港)有限公司\n",
+      "加多利證券有限公司\n",
+      "滿好證券有限公司\n",
+      "華南永昌證券(香港)有限公司\n",
+      "一中證券有限公司\n",
+      "秦志遠證券有限公司\n",
+      "中國民生銀行股份有限公司\n",
+      "萬達基證券有限公司\n",
+      "NERICO BROTHERS LTD\n",
+      "華大證券有限公司\n",
+      "安裕證券投資有限公司\n",
+      "廣發行証券有限公司\n",
+      "華生證券有限公司\n",
+      "路華證券有限公司\n",
+      "華億證券有限公司\n",
+      "昇悅證券有限公司\n",
+      "永安證券有限公司\n",
+      "金輝証券有限公司\n",
+      "偉祿亞太證券有限公司\n",
+      "匯誠證券有限公司\n",
+      "中融平和證券有限公司\n",
+      "阿爾法國際證券(香港)有限公司\n",
+      "民銀證券有限公司\n",
+      "太陽國際証券有限公司\n",
+      "T & F EQUITIES LTD\n",
+      "貝格隆証券有限公司\n",
+      "未來金融有限公司\n",
+      "易昇證券有限公司\n",
+      "創陞證券有限公司\n",
+      "東泰證券有限公司\n",
+      "聯勝網上證券有限公司\n",
+      "聯合證券有限公司\n",
+      "萬興證券有限公司\n",
+      "興利証券有限公司\n",
+      "瑭明金融集團有限公司\n",
+      "富業證券投資有限公司\n",
+      "耀佳金融集團有限公司\n",
+      "長复證券有限公司\n",
+      "昭海金融證券有限公司\n",
+      "豐年証券投資有限公司\n",
+      "百利證券有限公司\n",
+      "富匯證券有限公司\n",
+      "信亨証券有限公司\n",
+      "新基立證券有限公司\n",
+      "羅沙證券有限公司\n",
+      "弘業國際金融控股有限公司\n",
+      "擎天證券有限公司\n",
+      "英華證券有限公司\n",
+      "致德證券有限公司\n",
+      "均益證券(國際)有限公司\n",
+      "漢華證券有限公司\n",
+      "匯金(證券)有限公司\n",
+      "SIU YUK LUNG *\n",
+      "中潤證券有限公司\n",
+      "詠誼證券投資有限公司\n",
+      "寶利證券有限公司\n",
+      "禹洲金融控股(香港)有限公司\n",
+      "明漢證券有限公司\n",
+      "中華匯財金融有限公司\n",
+      "文漢揚証券有限公司\n",
+      "鼎展證券及期貨有限公司\n",
+      "弘量研究有限公司\n",
+      "香港國際證券有限公司\n",
+      "瑞豐國際證券有限公司\n",
+      "亞華證券有限公司\n",
+      "漢英證券有限公司\n",
+      "江陸證券有限公司\n",
+      "智易東方證券有限公司\n",
+      "中國信託綜合證券(香港)有限公司\n",
+      "立生證券有限公司\n",
+      "京基證券集團有限公司\n",
+      "華業證券有限公司\n",
+      "廣利証券有限公司\n",
+      "浙商國際金融控股有限公司\n",
+      "德豐證券投資有限公司\n",
+      "富榮證券集團有限公司\n",
+      "中策富匯證券有限公司\n",
+      "匯生證券有限公司\n",
+      "昊天國際證券有限公司\n",
+      "智華證券有限公司\n",
+      "友盈證券有限公司\n",
+      "勁域證券有限公司\n",
+      "怡發證券有限公司\n",
+      "飛達證券有限公司\n",
+      "太陽證券有限公司\n",
+      "凱敏證券有限公司\n",
+      "上高證券有限公司\n",
+      "駿溢環球金融集團有限公司\n",
+      "金禧國際證券 (香港) 有限公司\n",
+      "新同得有限公司\n",
+      "華金證券(國際)有限公司\n",
+      "佳隆證券有限公司\n",
+      "盛德證券有限公司\n",
+      "三泰富金融投資有限公司\n",
+      "中南金融有限公司\n",
+      "昌盛證券有限公司\n",
+      "鼎新證券有限公司\n",
+      "環球大通證券有限公司\n",
+      "韓國投資證券亞洲有限公司\n",
+      "國投證券有限公司\n",
+      "易易壹證券有限公司\n",
+      "冠力金融服務有限公司\n",
+      "威發證券有限公司\n",
+      "進陞證券有限公司\n",
+      "權威證券有限公司\n",
+      "利盟證券有限公司\n",
+      "金鵬證券有限公司\n",
+      "中國北方證券集團有限公司\n",
+      "冠泓證券有限公司\n",
+      "陳岳明證券有限公司\n",
+      "嘉銀證券有限公司\n",
+      "昌萬年有限公司\n",
+      "千里碩證券有限公司\n",
+      "東海國際證券(香港)有限公司\n",
+      "兆安證券有限公司\n",
+      "泓福證券有限公司\n",
+      "華邦證券有限公司\n",
+      "香江證券有限公司\n",
+      "金旭證券有限公司\n",
+      "FIRST FIDELITY CAPITAL (INTERNATIONAL) LTD\n",
+      "國新證券有限公司\n",
+      "金裕富證券有限公司\n",
+      "金橋證券有限公司\n",
+      "敏哲証券有限公司\n",
+      "公平證券有限公司\n",
+      "中富證券有限公司\n",
+      "偉文証券有限公司\n",
+      "新城晉峰證券有限公司\n",
+      "山高國際證券有限公司\n",
+      "宏匯證券有限公司\n",
+      "利得證券(香港)有限公司\n",
+      "中融國際証券有限公司\n",
+      "CONRAD INVESTMENT SERVICES LTD\n",
+      "溢勝證券亞洲有限公司\n",
+      "泰嘉證券資產管理有限公司\n",
+      "環球證券有限公司\n",
+      "聚富證券有限公司\n",
+      "華贏東方(亞洲)控股有限公司\n",
+      "加福證券有限公司\n",
+      "東匯證券有限公司\n",
+      "軟庫金匯證券有限公司\n",
+      "妙然基金管理有限公司\n",
+      "格理昂證券有限公司\n",
+      "保興匯財證券有限公司\n",
+      "海盈證券有限公司\n",
+      "寶泰證券(香港)有限公司\n",
+      "融德證券有限公司\n",
+      "港股通証券有限公司\n",
+      "匯心金融有限公司\n",
+      "乾立亨證券有限公司\n",
+      "摩根富國證券有限公司\n",
+      "日盛嘉富證券國際有限公司\n",
+      "摩石證券有限公司\n",
+      "中港通證券有限公司\n",
+      "富利證券有限公司\n",
+      "億聲證券有限公司\n",
+      "匯澤證券有限公司\n",
+      "富國證券有限公司\n",
+      "粵商國際證券有限公司\n",
+      "萬金來證券有限公司\n",
+      "巴西證券有限公司\n",
+      "中國國際證券有限公司\n",
+      "安里證券有限公司\n",
+      "中財證券有限公司\n",
+      "金源證券有限公司\n",
+      "天大証券有限公司\n",
+      "力高證券有限公司\n",
+      "永高證券有限公司\n",
+      "國興証券有限公司\n",
+      "中發証券有限公司\n",
+      "亞投證券有限公司\n",
+      "通陸證券有限公司\n",
+      "匯恆證券(香港)有限公司\n",
+      "金聯證券有限公司\n",
+      "南方匯發國際有限公司\n",
+      "台新國際商業銀行股份有限公司\n",
+      "百德能經紀有限公司\n",
+      "高寶集團證券有限公司\n",
+      "金滿天投資有限公司\n",
+      "大聖證券有限公司\n",
+      "西牛證券有限公司\n",
+      "建豐証券有限公司\n",
+      "川文證券有限公司\n",
+      "藍山證券有限公司\n",
+      "中國證券有限公司\n",
+      "富盛證券有限公司\n",
+      "榮通證券有限公司\n",
+      "樹熊證券有限公司\n",
+      "萬盛金融控股有限公司\n",
+      "一盈證券有限公司\n",
+      "進匯證券有限公司\n",
+      "大灣區深港證券有限公司\n",
+      "雅景證券股份有限公司\n",
+      "高富金融有限公司\n",
+      "IMAGI BROKERAGE LTD\n",
+      "岡三國際(亞洲)有限公司\n",
+      "博威環球證券有限公司\n",
+      "駿昇証券有限公司\n",
+      "黃河證券有限公司\n",
+      "中國銀盛國際有限公司\n",
+      "鼎鑫(證券)有限公司\n",
+      "亞丁金融集團有限公司\n",
+      "大田證券期貨有限公司\n",
+      "世傳證券有限公司\n",
+      "瑞邦證券有限公司\n",
+      "威華達證券有限公司\n",
+      "晉安証券有限公司\n",
+      "惠興証券有限公司\n",
+      "中天證券有限公司\n",
+      "耀豐證券有限公司\n",
+      "華晉證券資產管理有限公司\n",
+      "中陽證券有限公司\n",
+      "永裕證券有限公司\n",
+      "泉湧證券有限公司\n",
+      "團結證券有限公司\n",
+      "萬基證券有限公司\n",
+      "弘富投資服務有限公司\n",
+      "原創集團證券有限公司\n",
+      "天宸康合證券有限公司\n",
+      "恆星證券有限公司\n",
+      "RAFFAELLO SECURITIES (HK) LTD\n",
+      "中金三甲證券有限公司\n",
+      "鼎石證券有限公司\n",
+      "信銀(香港)資本有限公司\n",
+      "晉立峰證券有限公司\n",
+      "貝德斯證券有限公司\n",
+      "富明證券有限公司\n",
+      "中國中期證券有限公司\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\n",
+    "# https://programmer.ink/think/5d872dc23f36a.html\n",
+    "# \n",
+    "from  lxml import etree\n",
+    "import requests\n",
+    "import csv\n",
+    "import os\n",
+    "\n",
+    "def get_shareholdings(stkcode, tdate, lang='c'):\n",
+    "\n",
+    "    headers={\"User-Agent\":\"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.112 Safari/537.36\"}\n",
+    "    \n",
+    "    url= \"https://www.hkexnews.hk/sdw/search/searchsdw%s.aspx\" % ('_c' if lang == 'c' else '')\n",
+    "    print(url)\n",
+    "    shs_hold_date = '%s/%s/%s' % (tdate[0:4], tdate[4:6], tdate[6:8])\n",
+    "    datatime = {'__EVENTTARGET': 'btnSearch',\n",
+    "                '__EVENTARGUMENT':'',\n",
+    "                '__VIEWSTATE': '/wEPDwULLTIwNTMyMzMwMThkZHNjXATvSlyVIlPSDhuziMEZMG94',\n",
+    "                '__VIEWSTATEGENERATOR': '3B50BBBD',\n",
+    "                'today': tdate,\n",
+    "                'sortBy': 'shareholding',\n",
+    "                'sortDirection': 'desc',\n",
+    "                'alertMsg':'',\n",
+    "                'txtShareholdingDate': shs_hold_date,\n",
+    "                'txtStockCode': stkcode,\n",
+    "                'txtStockName': '',\n",
+    "                'txtParticipantID':'',\n",
+    "                'txtParticipantName':''\n",
+    "                }\n",
+    "    repensoe=requests.post(url,headers=headers,data=datatime)\n",
+    "    text=repensoe.text\n",
+    "    html1 = etree.HTML(text)\n",
+    "    div = html1.xpath(\"//div[@id='pnlResultNormal']//tbody%s\" % ('/tr' if lang != 'en' else ''))\n",
+    "    data = []\n",
+    "    print(\"--\" * 2)\n",
+    "    valuetime = html1.xpath(\"//input[@id='txtShareholdingDate']/@value\")\n",
+    "    print(valuetime[0]+\"Data available\")\n",
+    "    filename = 'shshold-%s-%s%s.csv' % (stkcode, tdate, ('_c' if lang != 'en' else ''))\n",
+    "    \n",
+    "    for tb in div:\n",
+    "        try:\n",
+    "            participant_id = tb.xpath(\"./td[1]/div/text()\")[1]\n",
+    "        except IndexError:\n",
+    "            participant_id = ''\n",
+    "        participant_name = tb.xpath(\"./td[2]/div/text()\")[1]\n",
+    "        print (participant_name)\n",
+    "        participant_address = tb.xpath(\"./td[3]/div/text()\")[1]\n",
+    "        right = tb.xpath(\"./td[4]/div/text()\")[1]\n",
+    "        percent = tb.xpath(\"./td[5]/div/text()\")[1]\n",
+    "        datadic = {\"date\": valuetime[0], \"Participant number\": participant_id, \"Central System Participant Name\": participant_name, \"address\": participant_address, \"Shareholding\": right,\"Proportion\": percent}\n",
+    "        data.append(datadic)\n",
+    "        \n",
+    "        \n",
+    "\n",
+    "\n",
+    "    csvhead = [\"date\", \"Participant number\", \"Central System Participant Name\", \"address\", \"Shareholding\",\"Proportion\"]\n",
+    "    with open(filename, 'w', newline='') as fp:\n",
+    "        write = csv.DictWriter(fp, csvhead)\n",
+    "        write.writeheader()\n",
+    "        write.writerows(data)\n",
+    "    \n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    os.getcwd()\n",
+    "    os.chdir(\"./\")    \n",
+    "    get_shareholdings('01810', '20210204')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "legendary-blocking",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00019</td>\n",
+       "      <td>香港上海匯豐銀行有限公司</td>\n",
+       "      <td>HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 &amp; 3 ...</td>\n",
+       "      <td>6,174,683,773</td>\n",
+       "      <td>24.51%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00100</td>\n",
+       "      <td>JPMORGAN CHASE BANK, NATIONAL ASSOCIATION</td>\n",
+       "      <td>18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...</td>\n",
+       "      <td>2,469,268,967</td>\n",
+       "      <td>9.80%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00010</td>\n",
+       "      <td>花旗銀行</td>\n",
+       "      <td>9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...</td>\n",
+       "      <td>2,331,702,033</td>\n",
+       "      <td>9.25%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00004</td>\n",
+       "      <td>CHINA SECURITIES DEPOSITORY AND CLEARING</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,607,058,225</td>\n",
+       "      <td>6.38%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00003</td>\n",
+       "      <td>中國証券登記結算有限責任公司</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,460,955,022</td>\n",
+       "      <td>5.80%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date Participant number            Central System Participant Name  \\\n",
+       "0  2021/02/04             C00019                               香港上海匯豐銀行有限公司   \n",
+       "1  2021/02/04             C00100  JPMORGAN CHASE BANK, NATIONAL ASSOCIATION   \n",
+       "2  2021/02/04             C00010                                       花旗銀行   \n",
+       "3  2021/02/04             A00004   CHINA SECURITIES DEPOSITORY AND CLEARING   \n",
+       "4  2021/02/04             A00003                             中國証券登記結算有限責任公司   \n",
+       "\n",
+       "                                             address   Shareholding Proportion  \n",
+       "0  HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 & 3 ...  6,174,683,773     24.51%  \n",
+       "1  18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...  2,469,268,967      9.80%  \n",
+       "2  9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...  2,331,702,033      9.25%  \n",
+       "3  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,607,058,225      6.38%  \n",
+       "4  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,460,955,022      5.80%  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "data = pd.read_csv('./shshold-01810-20210204_c.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "upper-welsh",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

share_holders.ipynb

@@ -0,0 +1,1053 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "hybrid-emerald",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/home/jovyan/work',\n",
+       " '/opt/conda/lib/python38.zip',\n",
+       " '/opt/conda/lib/python3.8',\n",
+       " '/opt/conda/lib/python3.8/lib-dynload',\n",
+       " '',\n",
+       " '/opt/conda/lib/python3.8/site-packages',\n",
+       " '/opt/conda/lib/python3.8/site-packages/IPython/extensions',\n",
+       " '/home/jovyan/.ipython']"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "sys.path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "spectacular-cleaner",
+   "metadata": {},
+   "source": [
+    "<h1>Instruct python to load external modules not bundled with the jupyter container</h1>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "extraordinary-generation",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.append('/home/jovyan/work/modules')\n",
+    "import youtube"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "serious-playing",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.hkexnews.hk/sdw/search/searchsdw_c.aspx\n",
+      "----\n",
+      "2021/02/04Data available\n",
+      "香港上海匯豐銀行有限公司\n",
+      "JPMORGAN CHASE BANK, NATIONAL ASSOCIATION\n",
+      "花旗銀行\n",
+      "CHINA SECURITIES DEPOSITORY AND CLEARING\n",
+      "中國証券登記結算有限責任公司\n",
+      "UBS SECURITIES HONG KONG LTD\n",
+      "高盛(亞洲)證券有限公司\n",
+      "中銀國際證券有限公司\n",
+      "渣打銀行(香港)有限公司\n",
+      "MORGAN STANLEY HONG KONG SECURITIES LTD\n",
+      "德意志銀行\n",
+      "盈透證券香港有限公司\n",
+      "中國銀行(香港)有限公司\n",
+      "BNP PARIBAS SECURITIES SERVICES\n",
+      "MLFE LTD\n",
+      "富途證券國際(香港)有限公司\n",
+      "恒生證券有限公司\n",
+      "DBS BANK LTD\n",
+      "中國國際金融香港證券有限公司\n",
+      "國泰君安證券(香港)有限公司\n",
+      "中信証券經紀(香港)有限公司\n",
+      "海通國際證券有限公司\n",
+      "招商永隆銀行有限公司\n",
+      "東亞銀行有限公司\n",
+      "申萬宏源證券(香港)有限公司\n",
+      "ABN AMRO CLEARING HONG KONG LTD\n",
+      "新鴻基投資服務有限公司\n",
+      "匯豐金融證券(香港)有限公司\n",
+      "招商銀行股份有限公司\n",
+      "上海浦東發展銀行股份有限公司\n",
+      "雲鋒證券有限公司\n",
+      "招商證券(香港)有限公司\n",
+      "中國建設銀行(亞洲)股份有限公司\n",
+      "法國興業證券(香港)有限公司\n",
+      "上海商業銀行有限公司\n",
+      "興證國際證券有限公司\n",
+      "大華繼顯(香港)有限公司\n",
+      "CREDIT SUISSE SECURITIES (HONG KONG) LTD\n",
+      "招銀國際證券有限公司\n",
+      "交通銀行信託有限公司\n",
+      "輝立証券(香港)有限公司\n",
+      "大眾証券有限公司\n",
+      "南洋商業銀行有限公司\n",
+      "工銀亞洲証券有限公司\n",
+      "核聚證券有限公司\n",
+      "富銀證券(香港)有限公司\n",
+      "廣發証券(香港)經紀有限公司\n",
+      "結好證券有限公司\n",
+      "交銀國際證券有限公司\n",
+      "耀才證券國際(香港)有限公司\n",
+      "國都證券(香港)有限公司\n",
+      "星展銀行(香港)有限公司\n",
+      "華泰金融控股(香港)有限公司\n",
+      "英皇證券(香港)有限公司\n",
+      "中信銀行(國際)有限公司\n",
+      "安信國際證券(香港)有限公司\n",
+      "中國銀河國際證券(香港)有限公司\n",
+      "國元証券經紀(香港)有限公司\n",
+      "恒生銀行有限公司\n",
+      "大新證券有限公司\n",
+      "東亞證券有限公司\n",
+      "直達國際金融服務有限公司\n",
+      "凱基證券亞洲有限公司\n",
+      "東方財富國際證券有限公司\n",
+      "國信證券(香港)經紀有限公司\n",
+      "集友銀行有限公司\n",
+      "金英證券(香港)有限公司\n",
+      "華盛資本証券有限公司\n",
+      "創興證券有限公司\n",
+      "大和資本市場香港有限公司\n",
+      "致富證券有限公司\n",
+      "第一上海證券有限公司\n",
+      "尚乘環球市場有限公司\n",
+      "銀河—聯昌證券(香港)有限公司\n",
+      "華僑永亨銀行有限公司\n",
+      "寶盛證券(香港)有限公司\n",
+      "永豐金證券(亞洲)有限公司\n",
+      "華僑永亨証券有限公司\n",
+      "滙富金融服務有限公司\n",
+      "大豐崑泰證券有限公司\n",
+      "東方證券(香港)有限公司\n",
+      "奕豐證券(香港)有限公司\n",
+      "利弗莫爾證券有限公司\n",
+      "星展唯高達香港有限公司\n",
+      "大眾銀行(香港)有限公司\n",
+      "鷹達證券有限公司\n",
+      "中國工商銀行(亞洲)有限公司\n",
+      "六福證券(香港)有限公司\n",
+      "太平証券(香港)有限公司\n",
+      "中信建投(國際)証券有限公司\n",
+      "一通投資者有限公司\n",
+      "創興銀行有限公司\n",
+      "元大證券(香港)有限公司\n",
+      "建銀國際證券有限公司\n",
+      "德意志證券亞洲有限公司\n",
+      "平證證券(香港)有限公司\n",
+      "浦銀國際證券有限公司\n",
+      "富昌證券有限公司\n",
+      "中泰國際證券有限公司\n",
+      "順安證券資產管理有限公司\n",
+      "京華山一國際(香港)有限公司\n",
+      "國金證券(香港)有限公司\n",
+      "信達國際證券有限公司\n",
+      "加皇投資理財有限公司\n",
+      "東洋証券亞洲有限公司\n",
+      "邦盟滙駿證券有限公司\n",
+      "信誠證券有限公司\n",
+      "國泰證券(香港)有限公司\n",
+      "中信里昂證券有限公司\n",
+      "金利豐證券有限公司\n",
+      "中國通海證券有限公司\n",
+      "農銀國際證券有限公司\n",
+      "祺昌證券有限公司\n",
+      "勝利證券有限公司\n",
+      "匯濤證券有限公司\n",
+      "富邦證券(香港)有限公司\n",
+      "高鉦証券有限公司\n",
+      "佳兆業金融集團有限公司\n",
+      "東吳證券國際經紀有限公司\n",
+      "友信證券有限公司\n",
+      "茂宸證券有限公司\n",
+      "財通國際證券有限公司\n",
+      "尊嘉證券國際有限公司\n",
+      "瑞士盈豐銀行股份有限公司\n",
+      "寶通證券亞洲有限公司\n",
+      "宏高證券有限公司\n",
+      "工銀國際證券有限公司\n",
+      "新富證券有限公司\n",
+      "嘉實國際證券有限公司\n",
+      "恆大證券(香港)有限公司\n",
+      "溢利證券有限公司\n",
+      "橫華國際証券有限公司\n",
+      "周生生證券有限公司\n",
+      "復星恆利證券有限公司\n",
+      "SOFI SECURITIES (HONG KONG) LTD\n",
+      "高信證券有限公司\n",
+      "長江證券經紀(香港)有限公司\n",
+      "大眾金融証券有限公司\n",
+      "中順證券期貨有限公司\n",
+      "南華證券投資有限公司\n",
+      "未來資產證券(香港)有限公司\n",
+      "金鷹證券有限公司\n",
+      "峰匯金融集團有限公司\n",
+      "潮商證券有限公司\n",
+      "寶新證券有限公司\n",
+      "常匯證券有限公司\n",
+      "時富證券有限公司\n",
+      "蘇佩瓚證券有限公司\n",
+      "華融國際證券有限公司\n",
+      "方德證券有限公司\n",
+      "方正證券(香港)有限公司\n",
+      "環一證券有限公司\n",
+      "富元證券有限公司\n",
+      "亨達証券有限公司\n",
+      "天發證券有限公司\n",
+      "瑞穗證券亞洲有限公司\n",
+      "訊匯證券有限公司\n",
+      "瑞豐證券有限公司\n",
+      "山證國際證券有限公司\n",
+      "立橋證券有限公司\n",
+      "山金證券(香港)有限公司\n",
+      "利銘證券有限公司\n",
+      "大盛証券投資有限公司\n",
+      "寶鉅證券有限公司\n",
+      "海富證券投資有限公司\n",
+      "青石證券(香港)有限公司\n",
+      "新寶城證券有限公司\n",
+      "艾德證券期貨有限公司\n",
+      "協聯證券有限公司\n",
+      "統一證券(香港)有限公司\n",
+      "電訊濎匯證券有限公司\n",
+      "源盛證券有限公司\n",
+      "盈泰證券有限公司\n",
+      "永豐證券有限公司\n",
+      "東方匯財證券有限公司\n",
+      "匯業證券有限公司\n",
+      "嘉利證券投資有限公司\n",
+      "發利證券有限公司\n",
+      "嘉謨證券有限公司\n",
+      "西證(香港)證券經紀有限公司\n",
+      "越秀証券有限公司\n",
+      "華信證券有限公司\n",
+      "鴻昇證券有限公司\n",
+      "博大證券有限公司\n",
+      "富強證券有限公司\n",
+      "日發證券有限公司\n",
+      "朗盈證券有限公司\n",
+      "恆豐證券有限公司\n",
+      "安捷證券有限公司\n",
+      "佐雄證券有限公司\n",
+      "名匯證券有限公司\n",
+      "盛源證券有限公司\n",
+      "恒泰証券有限公司\n",
+      "滙信理財有限公司\n",
+      "中達證券投資有限公司\n",
+      "偉富證券有限公司\n",
+      "群益證券(香港)有限公司\n",
+      "東信證券有限公司\n",
+      "星火證券有限公司\n",
+      "大唐資本證券有限公司\n",
+      "利興股票有限公司\n",
+      "首控證券有限公司\n",
+      "聯發證券有限公司\n",
+      "方達資本管理有限公司\n",
+      "世博證券有限公司\n",
+      "果樹證券有限公司\n",
+      "偉民股票買賣有限公司\n",
+      "東興證券(香港)有限公司\n",
+      "實德證券有限公司\n",
+      "大德證券(亞洲)有限公司\n",
+      "東英亞洲證券有限公司\n",
+      "高陞證券有限公司\n",
+      "浩豐證券投資有限公司\n",
+      "中原證券有限公司\n",
+      "騰記證券有限公司\n",
+      "微牛證券有限公司\n",
+      "英明證券有限公司\n",
+      "鉅亨證券有限公司\n",
+      "步基證券有限公司\n",
+      "雅利多證券有限公司\n",
+      "第一證券(香港)有限公司\n",
+      "集美證券有限公司\n",
+      "華誠證券有限公司\n",
+      "興業金融證券有限公司\n",
+      "泰山證券有限公司\n",
+      "天風國際證券與期貨有限公司\n",
+      "太平基業證券有限公司\n",
+      "達利證券有限公司\n",
+      "益高證券有限公司\n",
+      "新永安國際證券有限公司\n",
+      "美建證券有限公司\n",
+      "鎧盛證券有限公司\n",
+      "恩明資產証券有限公司\n",
+      "高誠證券有限公司\n",
+      "百裕證券有限公司\n",
+      "阿仕特朗資本管理有限公司\n",
+      "匯盈證券有限公司\n",
+      "威靈頓金融有限公司\n",
+      "恆盛證券有限公司\n",
+      "和豐證券有限公司\n",
+      "齊榮證券有限公司\n",
+      "第一金和昇證券有限公司\n",
+      "展兆投資有限公司\n",
+      "永富證券有限公司\n",
+      "佳富達證券有限公司\n",
+      "軟庫中華金融服務有限公司\n",
+      "宏旺證券有限公司\n",
+      "AAA SECURITIES CO. LTD\n",
+      "榮興證券有限公司\n",
+      "永聯財富管理有限公司\n",
+      "興業證券有限公司\n",
+      "鼎珮證券有限公司\n",
+      "長雄證券有限公司\n",
+      "元富證券(香港)有限公司\n",
+      "FUNDERSTONE SECURITIES LTD\n",
+      "恒億證券有限公司\n",
+      "協興股票有限公司\n",
+      "華德國際證券有限公司\n",
+      "永勝證券有限公司\n",
+      "大輝證券有限公司\n",
+      "龍匯證券有限公司\n",
+      "興偉聯合證券有限公司\n",
+      "嘉信証券有限公司\n",
+      "同德証券(香港)有限公司\n",
+      "李氏證券有限公司\n",
+      "恒昇證券有限公司\n",
+      "克而瑞證券有限公司\n",
+      "萬海證券有限公司\n",
+      "萬利豐證券有限公司\n",
+      "晉億證券有限公司\n",
+      "興旺證券有限公司\n",
+      "利星行證券有限公司\n",
+      "東航國際金融(香港)有限公司\n",
+      "海富證券有限公司\n",
+      "元庫證券有限公司\n",
+      "勤豐證券有限公司\n",
+      "中州國際證券有限公司\n",
+      "創市証券有限公司\n",
+      "益群證券有限公司\n",
+      "民眾證券有限公司\n",
+      "堅固證券有限公司\n",
+      "恒富證券有限公司\n",
+      "大業證券有限公司\n",
+      "大寧證券有限公司\n",
+      "包大衛証券投資有限公司\n",
+      "海悅證券有限公司\n",
+      "穎翔證券有限公司\n",
+      "祖達股票行有限公司\n",
+      "大豐證券有限公司\n",
+      "岡地投資(香港)有限公司\n",
+      "加多利證券有限公司\n",
+      "滿好證券有限公司\n",
+      "華南永昌證券(香港)有限公司\n",
+      "一中證券有限公司\n",
+      "秦志遠證券有限公司\n",
+      "中國民生銀行股份有限公司\n",
+      "萬達基證券有限公司\n",
+      "NERICO BROTHERS LTD\n",
+      "華大證券有限公司\n",
+      "安裕證券投資有限公司\n",
+      "廣發行証券有限公司\n",
+      "華生證券有限公司\n",
+      "路華證券有限公司\n",
+      "華億證券有限公司\n",
+      "昇悅證券有限公司\n",
+      "永安證券有限公司\n",
+      "金輝証券有限公司\n",
+      "偉祿亞太證券有限公司\n",
+      "匯誠證券有限公司\n",
+      "中融平和證券有限公司\n",
+      "阿爾法國際證券(香港)有限公司\n",
+      "民銀證券有限公司\n",
+      "太陽國際証券有限公司\n",
+      "T & F EQUITIES LTD\n",
+      "貝格隆証券有限公司\n",
+      "未來金融有限公司\n",
+      "易昇證券有限公司\n",
+      "創陞證券有限公司\n",
+      "東泰證券有限公司\n",
+      "聯勝網上證券有限公司\n",
+      "聯合證券有限公司\n",
+      "萬興證券有限公司\n",
+      "興利証券有限公司\n",
+      "瑭明金融集團有限公司\n",
+      "富業證券投資有限公司\n",
+      "耀佳金融集團有限公司\n",
+      "長复證券有限公司\n",
+      "昭海金融證券有限公司\n",
+      "豐年証券投資有限公司\n",
+      "百利證券有限公司\n",
+      "富匯證券有限公司\n",
+      "信亨証券有限公司\n",
+      "新基立證券有限公司\n",
+      "羅沙證券有限公司\n",
+      "弘業國際金融控股有限公司\n",
+      "擎天證券有限公司\n",
+      "英華證券有限公司\n",
+      "致德證券有限公司\n",
+      "均益證券(國際)有限公司\n",
+      "漢華證券有限公司\n",
+      "匯金(證券)有限公司\n",
+      "SIU YUK LUNG *\n",
+      "中潤證券有限公司\n",
+      "詠誼證券投資有限公司\n",
+      "寶利證券有限公司\n",
+      "禹洲金融控股(香港)有限公司\n",
+      "明漢證券有限公司\n",
+      "中華匯財金融有限公司\n",
+      "文漢揚証券有限公司\n",
+      "鼎展證券及期貨有限公司\n",
+      "弘量研究有限公司\n",
+      "香港國際證券有限公司\n",
+      "瑞豐國際證券有限公司\n",
+      "亞華證券有限公司\n",
+      "漢英證券有限公司\n",
+      "江陸證券有限公司\n",
+      "智易東方證券有限公司\n",
+      "中國信託綜合證券(香港)有限公司\n",
+      "立生證券有限公司\n",
+      "京基證券集團有限公司\n",
+      "華業證券有限公司\n",
+      "廣利証券有限公司\n",
+      "浙商國際金融控股有限公司\n",
+      "德豐證券投資有限公司\n",
+      "富榮證券集團有限公司\n",
+      "中策富匯證券有限公司\n",
+      "匯生證券有限公司\n",
+      "昊天國際證券有限公司\n",
+      "智華證券有限公司\n",
+      "友盈證券有限公司\n",
+      "勁域證券有限公司\n",
+      "怡發證券有限公司\n",
+      "飛達證券有限公司\n",
+      "太陽證券有限公司\n",
+      "凱敏證券有限公司\n",
+      "上高證券有限公司\n",
+      "駿溢環球金融集團有限公司\n",
+      "盛大証券期貨有限公司\n",
+      "新同得有限公司\n",
+      "華金證券(國際)有限公司\n",
+      "佳隆證券有限公司\n",
+      "盛德證券有限公司\n",
+      "三泰富金融投資有限公司\n",
+      "中南金融有限公司\n",
+      "昌盛證券有限公司\n",
+      "鼎新證券有限公司\n",
+      "環球大通證券有限公司\n",
+      "韓國投資證券亞洲有限公司\n",
+      "國投證券有限公司\n",
+      "易易壹證券有限公司\n",
+      "冠力金融服務有限公司\n",
+      "威發證券有限公司\n",
+      "進陞證券有限公司\n",
+      "權威證券有限公司\n",
+      "利盟證券有限公司\n",
+      "金鵬證券有限公司\n",
+      "中國北方證券集團有限公司\n",
+      "冠泓證券有限公司\n",
+      "陳岳明證券有限公司\n",
+      "嘉銀證券有限公司\n",
+      "昌萬年有限公司\n",
+      "千里碩證券有限公司\n",
+      "東海國際證券(香港)有限公司\n",
+      "兆安證券有限公司\n",
+      "泓福證券有限公司\n",
+      "華邦證券有限公司\n",
+      "香江證券有限公司\n",
+      "金旭證券有限公司\n",
+      "FIRST FIDELITY CAPITAL (INTERNATIONAL) LTD\n",
+      "國新證券有限公司\n",
+      "金裕富證券有限公司\n",
+      "金橋證券有限公司\n",
+      "敏哲証券有限公司\n",
+      "公平證券有限公司\n",
+      "中富證券有限公司\n",
+      "偉文証券有限公司\n",
+      "新城晉峰證券有限公司\n",
+      "山高國際證券有限公司\n",
+      "宏匯證券有限公司\n",
+      "利得證券(香港)有限公司\n",
+      "中融國際証券有限公司\n",
+      "CONRAD INVESTMENT SERVICES LTD\n",
+      "溢勝證券亞洲有限公司\n",
+      "泰嘉證券資產管理有限公司\n",
+      "環球證券有限公司\n",
+      "聚富證券有限公司\n",
+      "華贏東方(亞洲)控股有限公司\n",
+      "加福證券有限公司\n",
+      "東匯證券有限公司\n",
+      "軟庫金匯證券有限公司\n",
+      "妙然基金管理有限公司\n",
+      "格理昂證券有限公司\n",
+      "保興匯財證券有限公司\n",
+      "海盈證券有限公司\n",
+      "寶泰證券(香港)有限公司\n",
+      "融德證券有限公司\n",
+      "港股通証券有限公司\n",
+      "匯心金融有限公司\n",
+      "乾立亨證券有限公司\n",
+      "摩根富國證券有限公司\n",
+      "日盛嘉富證券國際有限公司\n",
+      "摩石證券有限公司\n",
+      "中港通證券有限公司\n",
+      "富利證券有限公司\n",
+      "億聲證券有限公司\n",
+      "匯澤證券有限公司\n",
+      "富國證券有限公司\n",
+      "粵商國際證券有限公司\n",
+      "萬金來證券有限公司\n",
+      "巴西證券有限公司\n",
+      "中國國際證券有限公司\n",
+      "安里證券有限公司\n",
+      "中財證券有限公司\n",
+      "金源證券有限公司\n",
+      "天大証券有限公司\n",
+      "力高證券有限公司\n",
+      "永高證券有限公司\n",
+      "國興証券有限公司\n",
+      "中發証券有限公司\n",
+      "亞投證券有限公司\n",
+      "通陸證券有限公司\n",
+      "匯恆證券(香港)有限公司\n",
+      "金聯證券有限公司\n",
+      "南方匯發國際有限公司\n",
+      "台新國際商業銀行股份有限公司\n",
+      "百德能經紀有限公司\n",
+      "高寶集團證券有限公司\n",
+      "金滿天投資有限公司\n",
+      "大聖證券有限公司\n",
+      "西牛證券有限公司\n",
+      "建豐証券有限公司\n",
+      "川文證券有限公司\n",
+      "藍山證券有限公司\n",
+      "中國證券有限公司\n",
+      "富盛證券有限公司\n",
+      "榮通證券有限公司\n",
+      "樹熊證券有限公司\n",
+      "萬盛金融控股有限公司\n",
+      "一盈證券有限公司\n",
+      "進匯證券有限公司\n",
+      "大灣區深港證券有限公司\n",
+      "雅景證券股份有限公司\n",
+      "高富金融有限公司\n",
+      "IMAGI BROKERAGE LTD\n",
+      "岡三國際(亞洲)有限公司\n",
+      "博威環球證券有限公司\n",
+      "駿昇証券有限公司\n",
+      "黃河證券有限公司\n",
+      "中國銀盛國際有限公司\n",
+      "鼎鑫(證券)有限公司\n",
+      "亞丁金融集團有限公司\n",
+      "大田證券期貨有限公司\n",
+      "世傳證券有限公司\n",
+      "瑞邦證券有限公司\n",
+      "威華達證券有限公司\n",
+      "晉安証券有限公司\n",
+      "惠興証券有限公司\n",
+      "中天證券有限公司\n",
+      "耀豐證券有限公司\n",
+      "華晉證券資產管理有限公司\n",
+      "中陽證券有限公司\n",
+      "永裕證券有限公司\n",
+      "泉湧證券有限公司\n",
+      "團結證券有限公司\n",
+      "萬基證券有限公司\n",
+      "弘富投資服務有限公司\n",
+      "小牛金服證券有限公司\n",
+      "天宸康合證券有限公司\n",
+      "亞洲太平証券有限公司\n",
+      "RAFFAELLO SECURITIES (HK) LTD\n",
+      "中金三甲證券有限公司\n",
+      "鼎石證券有限公司\n",
+      "信銀(香港)資本有限公司\n",
+      "晉立峰證券有限公司\n",
+      "貝德斯證券有限公司\n",
+      "富明證券有限公司\n",
+      "中國中期證券有限公司\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\n",
+    "# https://programmer.ink/think/5d872dc23f36a.html\n",
+    "# \n",
+    "from  lxml import etree\n",
+    "import requests\n",
+    "import csv\n",
+    "import os\n",
+    "\n",
+    "def get_shareholdings(stkcode, tdate, lang='c'):\n",
+    "\n",
+    "    headers={\"User-Agent\":\"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.112 Safari/537.36\"}\n",
+    "    \n",
+    "    url= \"https://www.hkexnews.hk/sdw/search/searchsdw%s.aspx\" % ('_c' if lang == 'c' else '')\n",
+    "    print(url)\n",
+    "    shs_hold_date = '%s/%s/%s' % (tdate[0:4], tdate[4:6], tdate[6:8])\n",
+    "    datatime = {'__EVENTTARGET': 'btnSearch',\n",
+    "                '__EVENTARGUMENT':'',\n",
+    "                '__VIEWSTATE': '/wEPDwULLTIwNTMyMzMwMThkZHNjXATvSlyVIlPSDhuziMEZMG94',\n",
+    "                '__VIEWSTATEGENERATOR': '3B50BBBD',\n",
+    "                'today': tdate,\n",
+    "                'sortBy': 'shareholding',\n",
+    "                'sortDirection': 'desc',\n",
+    "                'alertMsg':'',\n",
+    "                'txtShareholdingDate': shs_hold_date,\n",
+    "                'txtStockCode': stkcode,\n",
+    "                'txtStockName': '',\n",
+    "                'txtParticipantID':'',\n",
+    "                'txtParticipantName':''\n",
+    "                }\n",
+    "    repensoe=requests.post(url,headers=headers,data=datatime)\n",
+    "    text=repensoe.text\n",
+    "    html1 = etree.HTML(text)\n",
+    "    div = html1.xpath(\"//div[@id='pnlResultNormal']//tbody%s\" % ('/tr' if lang != 'en' else ''))\n",
+    "    data = []\n",
+    "    print(\"--\" * 2)\n",
+    "    valuetime = html1.xpath(\"//input[@id='txtShareholdingDate']/@value\")\n",
+    "    print(valuetime[0]+\"Data available\")\n",
+    "    filename = 'shshold-%s-%s%s.csv' % (stkcode, tdate, ('_c' if lang != 'en' else ''))\n",
+    "    \n",
+    "    for tb in div:\n",
+    "        try:\n",
+    "            participant_id = tb.xpath(\"./td[1]/div/text()\")[1]\n",
+    "        except IndexError:\n",
+    "            participant_id = ''\n",
+    "        participant_name = tb.xpath(\"./td[2]/div/text()\")[1]\n",
+    "        print (participant_name)\n",
+    "        participant_address = tb.xpath(\"./td[3]/div/text()\")[1]\n",
+    "        right = tb.xpath(\"./td[4]/div/text()\")[1]\n",
+    "        percent = tb.xpath(\"./td[5]/div/text()\")[1]\n",
+    "        datadic = {\"date\": valuetime[0], \"Participant number\": participant_id, \"Central System Participant Name\": participant_name, \"address\": participant_address, \"Shareholding\": right,\"Proportion\": percent}\n",
+    "        data.append(datadic)\n",
+    "        \n",
+    "        \n",
+    "\n",
+    "\n",
+    "    csvhead = [\"date\", \"Participant number\", \"Central System Participant Name\", \"address\", \"Shareholding\",\"Proportion\"]\n",
+    "    with open(filename, 'w', newline='') as fp:\n",
+    "        write = csv.DictWriter(fp, csvhead)\n",
+    "        write.writeheader()\n",
+    "        write.writerows(data)\n",
+    "    \n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    os.getcwd()\n",
+    "    os.chdir(\"./\")    \n",
+    "    get_shareholdings('01810', '20210204')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "reasonable-cambridge",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00019</td>\n",
+       "      <td>香港上海匯豐銀行有限公司</td>\n",
+       "      <td>HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 &amp; 3 ...</td>\n",
+       "      <td>6,174,683,773</td>\n",
+       "      <td>24.51%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00100</td>\n",
+       "      <td>JPMORGAN CHASE BANK, NATIONAL ASSOCIATION</td>\n",
+       "      <td>18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...</td>\n",
+       "      <td>2,469,268,967</td>\n",
+       "      <td>9.80%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00010</td>\n",
+       "      <td>花旗銀行</td>\n",
+       "      <td>9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...</td>\n",
+       "      <td>2,331,702,033</td>\n",
+       "      <td>9.25%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00004</td>\n",
+       "      <td>CHINA SECURITIES DEPOSITORY AND CLEARING</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,607,058,225</td>\n",
+       "      <td>6.38%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00003</td>\n",
+       "      <td>中國証券登記結算有限責任公司</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,460,955,022</td>\n",
+       "      <td>5.80%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date Participant number            Central System Participant Name  \\\n",
+       "0  2021/02/04             C00019                               香港上海匯豐銀行有限公司   \n",
+       "1  2021/02/04             C00100  JPMORGAN CHASE BANK, NATIONAL ASSOCIATION   \n",
+       "2  2021/02/04             C00010                                       花旗銀行   \n",
+       "3  2021/02/04             A00004   CHINA SECURITIES DEPOSITORY AND CLEARING   \n",
+       "4  2021/02/04             A00003                             中國証券登記結算有限責任公司   \n",
+       "\n",
+       "                                             address   Shareholding Proportion  \n",
+       "0  HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 & 3 ...  6,174,683,773     24.51%  \n",
+       "1  18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...  2,469,268,967      9.80%  \n",
+       "2  9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...  2,331,702,033      9.25%  \n",
+       "3  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,607,058,225      6.38%  \n",
+       "4  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,460,955,022      5.80%  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "data = pd.read_csv('./shshold-01810-20210204_c.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "deadly-error",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>517</td>\n",
+       "      <td>516</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "      <td>517</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>1</td>\n",
+       "      <td>516</td>\n",
+       "      <td>517</td>\n",
+       "      <td>510</td>\n",
+       "      <td>420</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>B01651</td>\n",
+       "      <td>CREDIT SUISSE SECURITIES (HONG KONG) LTD</td>\n",
+       "      <td>11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI...</td>\n",
+       "      <td>1,000</td>\n",
+       "      <td>0.00%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>517</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>422</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              date Participant number  \\\n",
+       "count          517                516   \n",
+       "unique           1                516   \n",
+       "top     2021/02/04             B01651   \n",
+       "freq           517                  1   \n",
+       "\n",
+       "                 Central System Participant Name  \\\n",
+       "count                                        517   \n",
+       "unique                                       517   \n",
+       "top     CREDIT SUISSE SECURITIES (HONG KONG) LTD   \n",
+       "freq                                           1   \n",
+       "\n",
+       "                                                  address Shareholding  \\\n",
+       "count                                                 517          517   \n",
+       "unique                                                510          420   \n",
+       "top     11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI...        1,000   \n",
+       "freq                                                    3            9   \n",
+       "\n",
+       "       Proportion  \n",
+       "count         517  \n",
+       "unique         36  \n",
+       "top         0.00%  \n",
+       "freq          422  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "wicked-pound",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2s 10x 24s\n",
+      "fmtstring: '2s 10x 24s', recsize: 36 chars\n",
+      "fields: (b'AB', b'MNOPQRSTUVWXYZ0123456789')\n"
+     ]
+    }
+   ],
+   "source": [
+    "import struct\n",
+    "fieldwidths = (2, -10, 24)  # negative widths represent ignored padding fields\n",
+    "fmtstring = ' '.join('{}{}'.format(abs(fw), 'x' if fw < 0 else 's')\n",
+    "                        for fw in fieldwidths)\n",
+    "print(fmtstring)\n",
+    "fieldstruct = struct.Struct(fmtstring)\n",
+    "parse = fieldstruct.unpack_from\n",
+    "print('fmtstring: {!r}, recsize: {} chars'.format(fmtstring, fieldstruct.size))\n",
+    "\n",
+    "line = b'ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789\\n'\n",
+    "fields = parse(line)\n",
+    "print('fields: {}'.format(fields))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "chemical-india",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['     1', 'CKH HOLDINGS ', ' 長和\\u3000\\u3000\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '53.50', '55.15', '55.20', '55.65', '53.75', '55.20', '12,973,202', '711,584,606']\n",
+      "['     2', 'CLP HOLDINGS ', ' 中電控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '72.20', '72.95', '73.00', '73.30', '72.20', '72.95', '3,644,168', '266,015,613']\n",
+      "['     3', 'HK & CHINA GA', ' 香港中華煤氣\\u3000\\u3000', 'HKD  ', '10.98', '11.14', '11.16', '11.18', '11.02', '11.14', '26,260,359', '292,125,882']\n",
+      "['     4', 'WHARF HOLDING', ' 九龍倉集團\\u3000\\u3000\\u3000', 'HKD  ', '17.30', '17.76', '17.78', '17.82', '17.28', '17.76', '2,526,857', '44,579,717']\n",
+      "['*    5', 'HSBC HOLDINGS', ' 匯豐控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '42.50', '45.70', '45.75', '45.75', '43.95', '45.75', '90,085,953', '4,036,220,730']\n",
+      "['     6', 'POWER ASSETS ', ' 電能實業\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '41.35', '41.65', '41.70', '42.00', '41.35', '41.65', '3,173,684', '132,327,497']\n",
+      "['     7', 'HK FINANCE IN', ' 香港金融集團\\u3000\\u3000', 'HKD  ', '0.121', '0.123', '0.124', '0.125', '0.121', '0.124', '17,418,000', '2,145,374']\n",
+      "['     8', 'PCCW         ', ' 電訊盈科\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '4.58', '4.52', '4.53', '4.61', '4.52', '4.52', '18,559,781', '84,232,534']\n",
+      "['     9', 'KEYNE LTD    ', ' 金奧國際\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '0.06', '0.06', '0.063', '0.063', '0.059', '0.06', '1,722,800', '104,713']\n",
+      "['    10', 'HANG LUNG GRO', 'P恒隆集團\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '19.76', '20.65', '20.70', '20.75', '20.25', '20.70', '863,000', '17,748,550']\n",
+      "['    11', 'HANG SENG BAN', ' 恒生銀行\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '146.20', '151.80', '151.90', '152.70', '146.50', '151.90', '4,947,892', '743,743,873']\n",
+      "['    12', 'HENDERSON LAN', ' 恒基地產\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '31.25', '32.30', '32.35', '32.35', '31.30', '32.30', '3,906,607', '124,939,360']\n",
+      "['    14', 'HYSAN DEV    ', ' 希慎興業\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '28.85', '29.50', '29.55', '29.65', '28.85', '29.50', '5,949,785', '175,090,215']\n",
+      "['    16', 'SHK PPT      ', ' 新鴻基地產\\u3000\\u3000\\u3000', 'HKD  ', '108.80', '111.90', '112.00', '112.90', '109.20', '111.90', '4,720,562', '525,327,173']\n",
+      "['    17', 'NEW WORLD DEV', ' 新世界發展\\u3000\\u3000\\u3000', 'HKD  ', '35.50', '37.15', '37.20', '37.50', '35.60', '37.20', '8,025,155', '295,921,026']\n",
+      "['    18', 'ORIENTAL PRES', ' 東方報業集團\\u3000\\u3000', 'HKD  ', '0.51', '0.51', '0.52', '0.52', '0.50', '0.51', '1,065,280', '539,767']\n",
+      "['    19', 'SWIRE PACIFIC', 'A太古股份公司Ａ\\u3000', 'HKD  ', '49.30', '56.35', '56.50', '57.20', '51.25', '56.50', '6,477,521', '354,595,812']\n",
+      "['    21', 'GREAT CHI PPT', ' 大中華地產控股\\u3000', 'HKD  ', '0.124', '0.128', '0.14', '0.135', '0.12', '0.128', '330,000', '41,635']\n",
+      "['    22', 'MEXAN        ', ' 茂盛控股\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '0.125', '0.118', '0.139', '-', '-', '0.125', '-', '-']\n",
+      "['    23', 'BANK OF E ASI', ' 東亞銀行\\u3000\\u3000\\u3000\\u3000', 'HKD  ', '17.74', '17.96', '17.98', '18.20', '17.62', '17.98', '1,388,549', '24,859,427']\n",
+      "['    24', 'BURWILL      ', ' 寶威控股\\u3000\\u3000\\u3000\\u3000', 'HKD T', 'TRADING', 'SUSPENDED', '暫停買賣']\n"
+     ]
+    }
+   ],
+   "source": [
+    "#line = u'     1 CKH HOLDINGS   長和　　　　　　 HKD   53.50   55.15   55.20   55.65   53.75   55.20      12,973,202       711,584,606'\n",
+    "#                     代號    name     股票名稱     貨幣     前收市     BID 買    ASK 賣    最高     最低     收市    成交股數 成交金額                \n",
+    "col_specification = [(0, 6), (7, 20), (21, 30), (31, 36), (34,42), (42, 50), (50, 58), (58,66),(66,74),(74,80),(82,98),(98,116)]\n",
+    "\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from io import StringIO\n",
+    "import sys, locale\n",
+    "import codecs\n",
+    "\n",
+    "\n",
+    "with codecs.open('./datasets/dailystk.txt','r',encoding='utf8') as f:\n",
+    "    data = f.readlines()\n",
+    "\n",
+    "csv=[]\n",
+    "for l in data:\n",
+    "    \n",
+    "    toks =[]\n",
+    "    toks.append(l[0:6])\n",
+    "    toks.append(l[7:20])\n",
+    "    toks.append(l[21:30])\n",
+    "    toks.append(l[31:36])\n",
+    "    toks += l[34:].split()\n",
+    "    csv.append(toks)\n",
+    "    print (toks)\n",
+    "    \n",
+    "    \n",
+    "# widths = [6,22,33,38, 43,117]\n",
+    "# #data = pd.read_fwf(StringIO(data), widths=widths, encoding='utf8')\n",
+    "# data = pd.read_fwf(StringIO(data), colspecs=col_specification, encoding='utf8')\n",
+    "\n",
+    "# for col in data.columns: \n",
+    "#     print(col) \n",
+    "# data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "anonymous-attitude",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['     4', 'WHARF HOLDING', ' 九龍倉集團\\u3000\\u3000\\u3000', 'HKD  ', '17.30', '17.76', '17.78', '17.82', '17.28', '17.76', '2,526,857', '44,579,717']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (csv[3])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "danish-seventh",
+   "metadata": {},
+   "source": [
+    "<h1>Simple Multivariate Gaussian Anomaly Detection </h1>\n",
+    "\n",
+    "https://www.kaggle.com/clemensmzr/simple-multivariate-gaussian-anomaly-detection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dimensional-imagination",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "piano-drama",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

shshold-01810-20210204_c.csv

@@ -0,0 +1,518 @@
+date,Participant number,Central System Participant Name,address,Shareholding,Proportion
+2021/02/04,C00019,香港上海匯豐銀行有限公司,HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 & 3 HSBC CENTRE 1 SHAM MONG ROAD KOWLOON,"6,174,683,773",24.51%
+2021/02/04,C00100,"JPMORGAN CHASE BANK, NATIONAL ASSOCIATION",18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN TONG KOWLOON,"2,469,268,967",9.80%
+2021/02/04,C00010,花旗銀行,9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KWUN TONG KOWLOON,"2,331,702,033",9.25%
+2021/02/04,A00004,CHINA SECURITIES DEPOSITORY AND CLEARING,17 TAIPING QIAO STREET XICHENG DISTRICT BEIJING CHINA,"1,607,058,225",6.38%
+2021/02/04,A00003,中國証券登記結算有限責任公司,17 TAIPING QIAO STREET XICHENG DISTRICT BEIJING CHINA,"1,460,955,022",5.80%
+2021/02/04,B01161,UBS SECURITIES HONG KONG LTD,52/F TWO INTERNATIONAL FINANCE CENTRE 8 FINANCE STREET CENTRAL HONG KONG,"1,062,764,886",4.21%
+2021/02/04,B01451,高盛(亞洲)證券有限公司,68TH FLOOR CHEUNG KONG CENTER 2 QUEEN'S ROAD CENTRAL HONG KONG,"722,872,110",2.86%
+2021/02/04,B01130,中銀國際證券有限公司,22/F GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL HONG KONG,"680,641,758",2.70%
+2021/02/04,C00039,渣打銀行(香港)有限公司,18/F STANDARD CHARTERED BANK TOWER MILLENNIUM CITY 388 KWUN TONG ROAD KWUN TONG KOWLOON,"536,683,689",2.13%
+2021/02/04,B01274,MORGAN STANLEY HONG KONG SECURITIES LTD,46/F INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"466,546,840",1.85%
+2021/02/04,C00074,德意志銀行,51/F-66/F INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"355,193,192",1.41%
+2021/02/04,B01590,盈透證券香港有限公司,SUITE 1512 TWO PACIFIC PLACE 88 QUEENSWAY HONG KONG,"272,222,612",1.08%
+2021/02/04,C00033,中國銀行(香港)有限公司,11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI FAI ROAD WEST KOWLOON,"261,080,339",1.03%
+2021/02/04,C00093,BNP PARIBAS SECURITIES SERVICES,21/F PCCW TOWER TAIKOO PLACE 979 KING'S ROAD QUARRY BAY HONG KONG,"194,336,973",0.77%
+2021/02/04,B01224,MLFE LTD,C/O BANK OF AMERICA MERRILL LYNCH 38/F CHEUNG KONG CENTER 2 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"127,497,315",0.50%
+2021/02/04,B01955,富途證券國際(香港)有限公司,11/F BANGKOK BANK BUILDING 14-20 BONHAM STRAND WEST SHEUNG WAN HONG KONG,"126,914,588",0.50%
+2021/02/04,B01284,恒生證券有限公司,16/F HANG SENG 113 113 ARGYLE STREET MONGKOK KOWLOON,"113,143,108",0.44%
+2021/02/04,C00016,DBS BANK LTD,7/F TWO HARBOUR SQUARE 180 WAI YIP STREET KWUN TONG KOWLOON,"92,985,470",0.36%
+2021/02/04,B01654,中國國際金融香港證券有限公司,29/F ONE INTERNATIONAL FINANCE CENTRE 1 HARBOUR VIEW STREET CENTRAL HONG KONG,"91,099,154",0.36%
+2021/02/04,B01565,國泰君安證券(香港)有限公司,27/F GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL HONG KONG,"78,289,827",0.31%
+2021/02/04,B01228,中信証券經紀(香港)有限公司,26/F CITIC TOWER 1 TIM MEI AVENUE CENTRAL HONG KONG,"56,274,000",0.22%
+2021/02/04,B01143,海通國際證券有限公司,22/F LI PO CHUN CHAMBERS 189 DES VOEUX ROAD CENTRAL HONG KONG,"54,694,939",0.21%
+2021/02/04,C00042,招商永隆銀行有限公司,RM 1207-1209 12/F WING LUNG BANK CENTRE 636 NATHAN ROAD KOWLOON,"39,669,470",0.15%
+2021/02/04,C00003,東亞銀行有限公司,35/F BEA TOWER MILLENNIUM CITY 5 418 KWUN TONG ROAD KWUN TONG KOWLOON,"39,524,819",0.15%
+2021/02/04,B01115,申萬宏源證券(香港)有限公司,LEVEL 19 28 HENNESSY ROAD HONG KONG,"38,252,000",0.15%
+2021/02/04,B01555,ABN AMRO CLEARING HONG KONG LTD,UNITS 7001-06 & 7008B LEVEL 70 INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"37,595,495",0.14%
+2021/02/04,B01086,新鴻基投資服務有限公司,42/F LEE GARDEN ONE 33 HYSAN AVENUE CAUSEWAY BAY HONG KONG,"34,959,682",0.13%
+2021/02/04,B01089,匯豐金融證券(香港)有限公司,LEVEL 25 HSBC MAIN BUILDING 1 QUEEN'S ROAD CENTRAL HONG KONG,"31,925,004",0.12%
+2021/02/04,C00088,招商銀行股份有限公司,28/F THREE EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"30,584,905",0.12%
+2021/02/04,C00104,上海浦東發展銀行股份有限公司,30/F SPD BANK TOWER ONE HENNESSY 1 HENNESSY ROAD HONG KONG,"30,470,400",0.12%
+2021/02/04,B01967,雲鋒證券有限公司,SUITES 3201-3204 ONE EXCHANGE SQUARE 8 CONNAUGHT ROAD CENTRAL HONG KONG,"30,081,932",0.11%
+2021/02/04,B01148,招商證券(香港)有限公司,48/F ONE EXCHANGE SQUARE 8 CONNAUGHT ROAD CENTRAL HONG KONG,"29,969,800",0.11%
+2021/02/04,C00036,中國建設銀行(亞洲)股份有限公司,20/F CCB CENTRE 18 WANG CHIU ROAD KOWLOON BAY KOWLOON,"28,860,404",0.11%
+2021/02/04,B01121,法國興業證券(香港)有限公司,38/F 3 PACIFIC PLACE 1 QUEEN'S ROAD EAST HONG KONG,"28,649,593",0.11%
+2021/02/04,C00037,上海商業銀行有限公司,C/O SECURITIES PROCESSING CENTRE LEVEL 23 TOWER 2 KOWLOON COMMERCE CENTRE 51 KWAI CHEONG ROAD KWAI CHUNG NEW TERRITORIES,"27,860,000",0.11%
+2021/02/04,B01938,興證國際證券有限公司,32/F INFINITUS PLAZA 199 DES VOEUX ROAD CENTRAL SHEUNG WAN HONG KONG,"27,793,089",0.11%
+2021/02/04,B01353,大華繼顯(香港)有限公司,6/F HARCOURT HOUSE 39 GLOUCESTER ROAD HONG KONG,"26,842,214",0.10%
+2021/02/04,B01491,CREDIT SUISSE SECURITIES (HONG KONG) LTD,LEVEL 88 INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"26,590,180",0.10%
+2021/02/04,B01901,招銀國際證券有限公司,45/F CHAMPION TOWER 3 GARDEN ROAD CENTRAL HONG KONG,"26,442,403",0.10%
+2021/02/04,C00002,交通銀行信託有限公司,16/F COS CENTRE 56 TSUN YIP STREET KWUN TONG KOWLOON,"24,702,872",0.09%
+2021/02/04,B01345,輝立証券(香港)有限公司,11/F UNITED CENTRE 95 QUEENSWAY HONG KONG,"23,028,205",0.09%
+2021/02/04,B01376,大眾証券有限公司,RM 1101-1103 WING ON HOUSE 71 DES VOEUX ROAD CENTRAL HONG KONG,"22,983,800",0.09%
+2021/02/04,C00028,南洋商業銀行有限公司,11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI FAI ROAD WEST KOWLOON,"20,460,829",0.08%
+2021/02/04,B01727,工銀亞洲証券有限公司,LEVEL 16 TOWER 1 MILLENNIUM CITY 1 388 KWUN TONG ROAD KWUN TONG KOWLOON,"20,436,771",0.08%
+2021/02/04,B01912,核聚證券有限公司,28/F 33 DES VOEUX ROAD CENTRAL HONG KONG,"19,738,401",0.07%
+2021/02/04,B01272,富銀證券(香港)有限公司,19/F GREENWICH CENTRE 260 KING'S ROAD NORTH POINT HONG KONG,"19,611,000",0.07%
+2021/02/04,B01826,廣發証券(香港)經紀有限公司,ROOM 1401-10 WING ON CENTER 111 CONNAUGHT ROAD CENTRAL HONG KONG,"19,256,983",0.07%
+2021/02/04,B01298,結好證券有限公司,G/F-3/F COSCO TOWER GRAND MILLENNIUM PLAZA 183 QUEEN'S ROAD CENTRAL HONG KONG,"17,058,200",0.06%
+2021/02/04,B01842,交銀國際證券有限公司,11/F MAN YEE BUILDING 68 DES VOEUX ROAD CENTRAL HONG KONG,"17,013,200",0.06%
+2021/02/04,B01668,耀才證券國際(香港)有限公司,10/F WING ON HOUSE 71 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"16,274,200",0.06%
+2021/02/04,B01875,國都證券(香港)有限公司,RM 1307 13/F BANK OF AMERICA TOWER 12 HARCOURT ROAD CENTRAL HONG KONG,"15,860,968",0.06%
+2021/02/04,C00015,星展銀行(香港)有限公司,7/F TWO HARBOUR SQUARE 180 WAI YIP STREET KWUN TONG KOWLOON,"15,350,571",0.06%
+2021/02/04,B01829,華泰金融控股(香港)有限公司,RM 5807-5812 THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"13,226,167",0.05%
+2021/02/04,B01338,英皇證券(香港)有限公司,23/F-24/F EMPEROR GROUP CENTRE 288 HENNESSY ROAD WANCHAI HONG KONG,"12,602,020",0.05%
+2021/02/04,C00058,中信銀行(國際)有限公司,18/F DEVON HOUSE TAIKOO PLACE 979 KING'S ROAD QUARRY BAY HONG KONG,"12,428,600",0.04%
+2021/02/04,B01905,安信國際證券(香港)有限公司,39/F ONE EXCHANGE SQUARE CENTRAL HONG KONG,"12,271,069",0.04%
+2021/02/04,B01929,中國銀河國際證券(香港)有限公司,20/F WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"12,207,700",0.04%
+2021/02/04,B01825,國元証券經紀(香港)有限公司,17/F THREE EXCHANGE SQUARE 8 CONNAUGHT ROAD CENTRAL CENTRAL HONG KONG,"11,590,400",0.04%
+2021/02/04,C00018,恒生銀行有限公司,16/F HANG SENG 113 113 ARGYLE STREET MONGKOK KOWLOON,"10,600,613",0.04%
+2021/02/04,B01695,大新證券有限公司,SUITE 1910 19/F ISLAND PLACE TOWER 510 KING'S ROAD NORTH POINT HONG KONG,"10,284,744",0.04%
+2021/02/04,B01118,東亞證券有限公司,C/O BEA SETTLEMENT OPERATIONS DEPT-IOS 35/F BEA TOWER MILLENNIUM CITY 5 418 KWUN TONG ROAD KOWLOON,"9,960,242",0.03%
+2021/02/04,B02099,直達國際金融服務有限公司,RM 1408 HARCOURT HOUSE 39 GLOUCESTER ROAD WANCHAI HONG KONG,"8,425,400",0.03%
+2021/02/04,B01610,凱基證券亞洲有限公司,41/F CENTRAL PLAZA 18 HARBOUR ROAD WANCHAI HONG KONG,"7,777,600",0.03%
+2021/02/04,B01885,東方財富國際證券有限公司,UNIT 3203 TOWER 1 ADMIRALTY CENTRE 18 HARCOURT ROAD ADMIRALTY HONG KONG,"7,494,800",0.02%
+2021/02/04,B01890,國信證券(香港)經紀有限公司,SUITES 3207-3212 32/F ONE PACIFIC PLACE 88 QUEENSWAY HONG KONG,"7,283,000",0.02%
+2021/02/04,C00048,集友銀行有限公司,11/F BANK OF CHINA CENTRE OLYMPIAN CITY 11 HOI FAI ROAD WEST KOWLOON,"7,098,200",0.02%
+2021/02/04,B01264,金英證券(香港)有限公司,28/F LEE GARDEN THREE 1 SUNNING ROAD CAUSEWAY BAY HONG KONG,"7,068,600",0.02%
+2021/02/04,B01904,華盛資本証券有限公司,ROOM 2808 28/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"6,971,200",0.02%
+2021/02/04,B01183,創興證券有限公司,2/F CHONG HING BANK CENTRE 24 DES VOEUX ROAD CENTRAL HONG KONG,"6,319,800",0.02%
+2021/02/04,B01777,大和資本市場香港有限公司,LEVEL 26 ONE PACIFIC PLACE 88 QUEENSWAY HONG KONG,"6,253,200",0.02%
+2021/02/04,B01584,致富證券有限公司,11/F FWD FINANCIAL CENTRE 308 DES VOEUX ROAD CENTRAL HONG KONG,"6,143,896",0.02%
+2021/02/04,B01686,第一上海證券有限公司,19/F WING ON HOUSE 71 DES VOEUX ROAD CENTRAL HONG KONG,"5,661,200",0.02%
+2021/02/04,B02008,尚乘環球市場有限公司,23/F-25/F NEXXUS BUILDING 41 CONNAUGHT ROAD CENTRAL CENTRAL HONG KONG,"5,604,000",0.02%
+2021/02/04,B01347,銀河—聯昌證券(香港)有限公司,UNIT 2808B-2811 28/F WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"5,277,400",0.02%
+2021/02/04,C00041,華僑永亨銀行有限公司,UNIT 1702 17/F EASTERN CENTRAL PLAZA 3 YIU HING ROAD SHAU KEI WAN HONG KONG,"5,083,200",0.02%
+2021/02/04,B02132,寶盛證券(香港)有限公司,RM 2501 25/F AIA TOWER 183 ELECTRIC ROAD NORTH POINT HONG KONG,"4,949,800",0.01%
+2021/02/04,B01497,永豐金證券(亞洲)有限公司,7/F LEE GARDEN THREE 1 SUNNING ROAD CAUSEWAY BAY HONG KONG,"4,929,400",0.01%
+2021/02/04,B01265,華僑永亨証券有限公司,1/F CHUN WO COMMERCIAL CENTRE 23-29 WING WO STREET CENTRAL HONG KONG,"4,549,800",0.01%
+2021/02/04,B01581,滙富金融服務有限公司,7/F TOWER 1 LIPPO CENTRE 89 QUEENSWAY HONG KONG,"4,492,200",0.01%
+2021/02/04,B01623,大豐崑泰證券有限公司,RM 3310 33/F BANK OF AMERICA TOWER 12 HARCOURT ROAD CENTRAL HONG KONG,"4,424,300",0.01%
+2021/02/04,B01900,東方證券(香港)有限公司,28/F 100 QUEEN'S ROAD CENTER 100 QRC CENTRAL HONG KONG,"4,326,400",0.01%
+2021/02/04,B01459,奕豐證券(香港)有限公司,SUITE 1303 TWO EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"3,203,600",0.01%
+2021/02/04,B02120,利弗莫爾證券有限公司,UNIT 1214A 12/F TOWER II CHEUNG SHA WAN PLAZA 833 CHEUNG SHA WAN ROAD KOWLOON,"3,169,400",0.01%
+2021/02/04,B01762,星展唯高達香港有限公司,16/F ONE ISLAND EAST 18 WESTLANDS ROAD ISLAND EAST HONG KONG,"3,100,770",0.01%
+2021/02/04,C00011,大眾銀行(香港)有限公司,PUBLIC BANK CENTRE 120 DES VOEUX ROAD CENTRAL HONG KONG,"3,014,000",0.01%
+2021/02/04,B01246,鷹達證券有限公司,ROOM 3908 39/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"2,989,400",0.01%
+2021/02/04,C00040,中國工商銀行(亞洲)有限公司,LEVEL 16 TOWER 1 MILLENNIUM CITY 1 388 KWUN TONG ROAD KWUN TONG KOWLOON,"2,944,200",0.01%
+2021/02/04,B01556,六福證券(香港)有限公司,UNITS 2201-2207 & 2213-2214 22/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"2,829,600",0.01%
+2021/02/04,B01217,太平証券(香港)有限公司,RM 2901 CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"2,732,000",0.01%
+2021/02/04,B01962,中信建投(國際)証券有限公司,18/F TWO EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"2,691,400",0.01%
+2021/02/04,B01818,一通投資者有限公司,SUITES 3208-3211 32/F TOWER TWO TIMES SQUARE 1 MATHESON STREET CAUSEWAY BAY HONG KONG,"2,676,759",0.01%
+2021/02/04,C00026,創興銀行有限公司,11/F CHONG HING BANK CENTRE 24 DES VOEUX ROAD CENTRAL HONG KONG,"2,589,600",0.01%
+2021/02/04,B01858,元大證券(香港)有限公司,23/F TOWER 1 ADMIRALTY CENTRE 18 HARCOURT ROAD ADMIRALTY HONG KONG,"2,560,600",0.01%
+2021/02/04,B01813,建銀國際證券有限公司,12/F CCB TOWER 3 CONNAUGHT ROAD CENTRAL CENTRAL HONG KONG,"2,548,200",0.01%
+2021/02/04,B01323,德意志證券亞洲有限公司,56-61/F INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"2,527,800",0.01%
+2021/02/04,B02176,平證證券(香港)有限公司,"UNITS 3601, 07 & 11-13 36/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG","2,266,964",0.00%
+2021/02/04,B02183,浦銀國際證券有限公司,33/F SPD BANK TOWER ONE HENNESSY 1 HENNESSY ROAD HONG KONG,"2,264,800",0.00%
+2021/02/04,B01673,富昌證券有限公司,9/F TOWER III OF ENTERPRISE SQUARE 9 SHEUNG YUET ROAD KOWLOON BAY KOWLOON,"2,208,400",0.00%
+2021/02/04,B01959,中泰國際證券有限公司,7/F LI PO CHUN CHAMBERS 189 DES VOEUX ROAD CENTRAL HONG KONG,"2,197,200",0.00%
+2021/02/04,B01849,順安證券資產管理有限公司,21/F CENTRE POINT 181-185 GLOUCESTER ROAD WANCHAI HONG KONG,"2,106,600",0.00%
+2021/02/04,B01413,京華山一國際(香港)有限公司,11/F CHINA RESOURCES BUILDING 26 HARBOUR ROAD WANCHAI HONG KONG,"2,092,000",0.00%
+2021/02/04,B01256,國金證券(香港)有限公司,"UNITS 2503, 2505-2506 25/F LOW BLOCK GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL HONG KONG","1,949,600",0.00%
+2021/02/04,B01649,信達國際證券有限公司,45TH FLOOR COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"1,871,000",0.00%
+2021/02/04,B01133,加皇投資理財有限公司,15/F CHEUNG KONG CENTER 2 QUEEN'S ROAD CENTRAL HONG KONG,"1,758,600",0.00%
+2021/02/04,B01773,東洋証券亞洲有限公司,SUITES 2301-02 & 16 23/FL CITY PLAZA ONE 1111 KING'S ROAD TAIKOO SHING HONG KONG,"1,749,000",0.00%
+2021/02/04,B01925,邦盟滙駿證券有限公司,SUITES 2701-2708 27/F SHUI ON CENTRE 6-8 HARBOUR ROAD WANCHAI HONG KONG,"1,714,200",0.00%
+2021/02/04,B01423,信誠證券有限公司,RM 901-904 WORLD WIDE HOUSE 19 DES VOEUX ROAD CENTRAL HONG KONG,"1,713,000",0.00%
+2021/02/04,B01848,國泰證券(香港)有限公司,RM 1001 10/F CHINA BUILDING 29 QUEEN'S ROAD CENTRAL HONG KONG,"1,567,800",0.00%
+2021/02/04,B01138,中信里昂證券有限公司,18/F ONE PACIFIC PLACE 88 QUEENSWAY HONG KONG,"1,503,844",0.00%
+2021/02/04,B01438,金利豐證券有限公司,72/F THE CENTER 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"1,495,200",0.00%
+2021/02/04,B01184,中國通海證券有限公司,18/F-19/F CHINA BUILDING 29 QUEEN'S ROAD CENTRAL HONG KONG,"1,454,200",0.00%
+2021/02/04,B01564,農銀國際證券有限公司,13/F FAIRMONT HOUSE 8 COTTON TREE DRIVE CENTRAL HONG KONG,"1,427,000",0.00%
+2021/02/04,B01525,祺昌證券有限公司,1/F SUN MONG HOUSE 50-56 MONGKOK ROAD MONGKOK KOWLOON,"1,420,200",0.00%
+2021/02/04,B01445,勝利證券有限公司,RM 1101-3 11/F YARDLEY COMMERCIAL BLDG 3 CONNAUGHT ROAD WEST SHEUNG WAN HONG KONG,"1,397,800",0.00%
+2021/02/04,B01893,匯濤證券有限公司,RM 1404 14/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"1,389,000",0.00%
+2021/02/04,B01947,富邦證券(香港)有限公司,UNIT 1002 10/F HARBOUR EAST 218 ELECTRIC ROAD NORTH POINT HONG KONG,"1,381,800",0.00%
+2021/02/04,B02096,高鉦証券有限公司,RM B 17/F FORTUNE HOUSE 61 CONNAUGHT ROAD CENTRAL CENTRAL HONG KONG,"1,309,740",0.00%
+2021/02/04,B01857,佳兆業金融集團有限公司,30/F THE CENTER 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"1,267,400",0.00%
+2021/02/04,B01939,東吳證券國際經紀有限公司,LEVEL 17 THREE PACIFIC PLACE 1 QUEEN'S ROAD EAST HONG KONG,"1,225,400",0.00%
+2021/02/04,B02159,友信證券有限公司,UNIT 2606 26/F FWD FINANCIAL CENTRE 308 DES VOEUX ROAD CENTRAL HONG KONG,"1,213,369",0.00%
+2021/02/04,B01209,茂宸證券有限公司,PORTION 1 12/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"1,210,200",0.00%
+2021/02/04,B01948,財通國際證券有限公司,UNITS 2401-2403 24/F GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL HONG KONG,"1,188,800",0.00%
+2021/02/04,B02102,尊嘉證券國際有限公司,RM 3502 LIPPO CENTRE TOWER 2 89 QUEENSWAY HONG KONG,"1,173,700",0.00%
+2021/02/04,C00095,瑞士盈豐銀行股份有限公司,18/F INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"1,173,118",0.00%
+2021/02/04,B01734,寶通證券亞洲有限公司,UNIT 2 24/F WORLDWIDE HOUSE 19 DES VOEUX ROAD CENTRAL HONG KONG,"1,156,600",0.00%
+2021/02/04,B01129,宏高證券有限公司,RM 1002 WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"1,064,200",0.00%
+2021/02/04,B01866,工銀國際證券有限公司,37/F ICBC TOWER 3 GARDEN ROAD HONG KONG,"1,028,200",0.00%
+2021/02/04,B01275,新富證券有限公司,RM 2001-2006 COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"1,014,200",0.00%
+2021/02/04,B02021,嘉實國際證券有限公司,31/F ONE EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"990,600",0.00%
+2021/02/04,B01685,恆大證券(香港)有限公司,FLAT 2004-2006 20/F CHINA EVERGRANDE CENTRE 38 GLOUCESTER ROAD WAN CHAI HONG KONG,"975,400",0.00%
+2021/02/04,B01493,溢利證券有限公司,20/F V-HEUN BUILDING 138 QUEEN'S ROAD CENTRAL HONG KONG,"974,600",0.00%
+2021/02/04,B01971,橫華國際証券有限公司,17/F CENTRE POINT 181-185 GLOUCESTER ROAD WANCHAI HONG KONG,"969,000",0.00%
+2021/02/04,B01137,周生生證券有限公司,RM 1704-1710 KORNHILL PLAZA-OFFICE TOWER 1 KORNHILL ROAD QUARRY BAY HONG KONG,"954,400",0.00%
+2021/02/04,B01181,復星恆利證券有限公司,SUITE 2101-2105 21/F CHAMPION TOWER 3 GARDEN ROAD CENTRAL HONG KONG,"878,400",0.00%
+2021/02/04,B01940,SOFI SECURITIES (HONG KONG) LTD,21/F H CODE 45 POTTINGER STREET CENTRAL HONG KONG,"848,000",0.00%
+2021/02/04,B01514,高信證券有限公司,RM 607-610 6/F TAI YAU BUILDING 181 JOHNSTON ROAD WANCHAI HONG KONG,"837,000",0.00%
+2021/02/04,B01937,長江證券經紀(香港)有限公司,SUITE 1908 19/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"833,400",0.00%
+2021/02/04,B01169,大眾金融証券有限公司,10/F PUBLIC BANK CENTRE 120 DES VOEUX ROAD CENTRAL HONG KONG,"819,400",0.00%
+2021/02/04,B01710,中順證券期貨有限公司,3702B FAR EAST FINANCE CENTRE 16 HARCOURT ROAD ADMIRALTY HONG KONG,"797,000",0.00%
+2021/02/04,B01289,南華證券投資有限公司,28/F BANK OF CHINA TOWER 1 GARDEN RD CENTRAL HONG KONG,"756,335",0.00%
+2021/02/04,B01830,未來資產證券(香港)有限公司,"SUITE 8501,8507-8508 85/F ICC KOWLOON","747,600",0.00%
+2021/02/04,B02163,金鷹證券有限公司,UNIT 1602 16/F GREENFIELD TOWER CONCORDIA PLAZA NO.1 SCIENCE MUSEUM ROAD KOWLOON,"739,000",0.00%
+2021/02/04,B01894,峰匯金融集團有限公司,25/F HENLEY BUILDING 5 QUEEN'S ROAD CENTRAL HONG KONG,"737,050",0.00%
+2021/02/04,B02022,潮商證券有限公司,ROOM 2206-2210 CHINA RESOURCES BUILDING 26 HARBOUR ROAD WANCHAI HONG KONG,"734,800",0.00%
+2021/02/04,B01666,寶新證券有限公司,18/F WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"718,200",0.00%
+2021/02/04,B01253,常匯證券有限公司,UNITS 406-410 4/F TOWER 2 SILVERCORD 30 CANTON ROAD TSIM SHA TSUI KOWLOON,"709,200",0.00%
+2021/02/04,B01119,時富證券有限公司,22/F MANHATTAN PLACE 23 WANG TAI ROAD KOWLOON BAY KOWLOON,"691,200",0.00%
+2021/02/04,B01787,蘇佩瓚證券有限公司,RM 802 CHEONG K BUILDING 86 DES VOEUX ROAD CENTRAL HONG KONG,"676,800",0.00%
+2021/02/04,B01563,華融國際證券有限公司,UNIT A 16/F & UNIT A 17/F TWO PACIFIC PLACE 88 QUEENSWAY HONG KONG,"666,000",0.00%
+2021/02/04,B02032,方德證券有限公司,19-20/F BOC GROUP LIFE ASSURANCE TOWER 134-136 DES VOEUX ROAD CENTRAL HONG KONG,"636,800",0.00%
+2021/02/04,B01978,方正證券(香港)有限公司,SUITES 1715-1719A JARDINE HOUSE 1 CONNAUGHT PLACE CENTRAL HONG KONG,"635,800",0.00%
+2021/02/04,B01421,環一證券有限公司,13/F TRUST TOWER 68 JOHNSTON ROAD WANCHAI HONG KONG,"624,400",0.00%
+2021/02/04,B01915,富元證券有限公司,SUITE 4806-07 48/F CENTRAL PLAZA 18 HARBOUR ROAD WANCHAI HONG KONG,"624,333",0.00%
+2021/02/04,B01696,亨達証券有限公司,12/F SOUTH CHINA BUILDING 1-3 WYNDHAM STREET CENTRAL HONG KONG,"553,200",0.00%
+2021/02/04,B01259,天發證券有限公司,RM 1701 WINDSOR HOUSE 311 GLOUCESTER ROAD CAUSEWAY BAY HONG KONG,"552,000",0.00%
+2021/02/04,B01832,瑞穗證券亞洲有限公司,14/F-15/F K11 ATELIER 18 SALISBURY ROAD TSIM SHA TSUI KOWLOON,"539,380",0.00%
+2021/02/04,B01427,訊匯證券有限公司,23/F GUANGDONG FINANCE BUILDING 88 CONNAUGHT ROAD WEST HONG KONG,"538,400",0.00%
+2021/02/04,B02091,瑞豐證券有限公司,ROOM 2402 WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"507,600",0.00%
+2021/02/04,B01980,山證國際證券有限公司,UNIT A 29/F ADMIRALTY CENTRE TOWER 1 18 HARCOURT ROAD ADMIRALTY HONG KONG,"505,000",0.00%
+2021/02/04,B01814,立橋證券有限公司,UNIT 13-15 11/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"504,400",0.00%
+2021/02/04,B02167,山金證券(香港)有限公司,SUITES 5806-5807 58/F TWO IFC 8 FINANCE STREET CENTRAL HONG KONG,"500,000",0.00%
+2021/02/04,B01483,利銘證券有限公司,RM B 7/F HILLIER COMMERCIAL BUILDING 89 WING LOK ST EAST CENTRAL HONG KONG,"477,800",0.00%
+2021/02/04,B01676,大盛証券投資有限公司,ROOM 801-804 HALESON BUILDING 1 JUBILEE STREET CENTRAL HONG KONG,"466,200",0.00%
+2021/02/04,B01973,寶鉅證券有限公司,11/F LEE GARDEN FIVE 18 HYSAN AVENUE CAUSEWAY BAY HONG KONG,"461,400",0.00%
+2021/02/04,B02085,海富證券投資有限公司,UNIT 16 22/F SEAPOWER TOWER CONCORDIA PLAZA 1 SCIENCE MUSEUM ROAD KOWLOON,"457,200",0.00%
+2021/02/04,B01981,青石證券(香港)有限公司,SUITES 2301-05 23/F BLOCK 5 THE GATEWAY HARBOUR CITY 15 CANTON ROAD KOWLOON,"446,862",0.00%
+2021/02/04,B01290,新寶城證券有限公司,1/F-2/F PINNACLE BUILDING 9 SHIP STREET WANCHAI HONG KONG,"442,400",0.00%
+2021/02/04,B02047,艾德證券期貨有限公司,23/F YF LIFE TOWER 33 LOCKHART ROAD WANCHAI HONG KONG,"429,400",0.00%
+2021/02/04,B01252,協聯證券有限公司,UNIT 408-409 4/F FORTRESS TOWER 250 KING'S ROAD FORTRESS HILL HONG KONG,"428,200",0.00%
+2021/02/04,B01715,統一證券(香港)有限公司,UNITS 2603-2606 26/F INFINITUS PLAZA 199 DES VOEUX ROAD CENTRAL HONG KONG,"428,000",0.00%
+2021/02/04,B01843,電訊濎匯證券有限公司,UNIT A 10/F YHC TOWER 1 SHEUNG YUET ROAD KOWLOON BAY KOWLOON,"427,800",0.00%
+2021/02/04,B01277,源盛證券有限公司,UNIT 5106-07 51/F THE CENTER 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"415,400",0.00%
+2021/02/04,B01732,盈泰證券有限公司,UNIT F 20/F CHINA OVERSEAS BUILDING 139 HENNESSY ROAD WANCHAI HONG KONG,"414,200",0.00%
+2021/02/04,B01351,永豐證券有限公司,20/F WING ON HOUSE 71 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"410,200",0.00%
+2021/02/04,B01716,東方匯財證券有限公司,RM 3101 31/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"403,800",0.00%
+2021/02/04,B01356,匯業證券有限公司,5/F LUK KWOK CENTRE 72 GLOUCESTER ROAD WANCHAI HONG KONG,"373,800",0.00%
+2021/02/04,B01552,嘉利證券投資有限公司,FLAT 1A 1/F MAN HING COMMERCIAL BUILDING 79-83 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"358,000",0.00%
+2021/02/04,B01567,發利證券有限公司,ROOM 1602 16/F KAI TAK COMMERCIAL BUILDING 317-319 DES VOEUX ROAD CENTRAL HONG KONG,"356,400",0.00%
+2021/02/04,B02162,嘉謨證券有限公司,FLAT 8 11/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"350,800",0.00%
+2021/02/04,B01508,西證(香港)證券經紀有限公司,40/F LEE GARDEN ONE 33 HYSAN AVENUE CAUSEWAY BAY HONG KONG,"340,400",0.00%
+2021/02/04,B01551,越秀証券有限公司,28/F SIU ON CENTRE 188 LOCKHART ROAD WANCHAI HONG KONG,"337,800",0.00%
+2021/02/04,B01809,華信證券有限公司,ROOM 1201-02 12/F TUNG HIP COMMERCIAL BUILDING 252 DES VOEUX ROAD CENTRAL HONG KONG,"331,000",0.00%
+2021/02/04,B01470,鴻昇證券有限公司,SUITE 2505 25/F WEST TOWER SHUN TAK CENTRE 200 CONNAUGHT ROAD CENTRAL SHEUNG WAN HONG KONG,"330,000",0.00%
+2021/02/04,B01785,博大證券有限公司,UNIT 4911-12 49/F THE CENTRE 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"323,600",0.00%
+2021/02/04,B01753,富強證券有限公司,UNIT 4102-06 41/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL SHEUNG WAN HONG KONG,"308,600",0.00%
+2021/02/04,B01173,日發證券有限公司,LEVEL 7 28 HENNESSY ROAD WANCHAI HONG KONG,"308,000",0.00%
+2021/02/04,B01297,朗盈證券有限公司,21/F ENTERTAINMENT BLDG 30 QUEEN'S ROAD CENTRAL HONG KONG,"305,000",0.00%
+2021/02/04,B01373,恆豐證券有限公司,28/F TWO CHINACHEM CENTRAL 26 DES VOEUX ROAD CENTRAL HONG KONG,"302,200",0.00%
+2021/02/04,B01728,安捷證券有限公司,UNIT 3908-3909 39/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL SHEUNG WAN HONG KONG,"297,200",0.00%
+2021/02/04,B01450,佐雄證券有限公司,1/F WING'S BLDG 110-116 QUEEN'S ROAD CENTRAL HONG KONG,"293,400",0.00%
+2021/02/04,B01633,名匯證券有限公司,6/F JUBILEE CENTRE 18 FENWICK STREET WANCHAI HONG KONG,"292,200",0.00%
+2021/02/04,B01909,盛源證券有限公司,RM 2202 22/F 238 DES VOEUX ROAD CENTRAL  HONG KONG,"287,400",0.00%
+2021/02/04,B01271,恒泰証券有限公司,2/F ST. JOHN'S BUILDING 33 GARDEN ROAD CENTRAL HONG KONG,"282,000",0.00%
+2021/02/04,B01700,滙信理財有限公司,UNIT 710-715 7/F MILLENNIUM CITY 2 378 KWUN TONG ROAD KOWLOON,"281,200",0.00%
+2021/02/04,B01897,中達證券投資有限公司,UNIT 6708A LEVEL 67 INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"278,000",0.00%
+2021/02/04,B01425,偉富證券有限公司,RM 406 4/F HOUSTON CENTRE 63 MODY ROAD TSIMSHATSUI EAST KOWLOON,"275,600",0.00%
+2021/02/04,B01601,群益證券(香港)有限公司,3/F FWD FINANCIAL CENTRE 308-320 DES VOEUX ROAD CENTRAL SHEUNG WAN HONG KONG,"270,400",0.00%
+2021/02/04,B01636,東信證券有限公司,20-21/F 83 QUEEN'S ROAD EAST WANCHAI HONG KONG,"267,600",0.00%
+2021/02/04,B01771,星火證券有限公司,19/F 88 GLOUCESTER ROAD WANCHAI HONG KONG,"267,600",0.00%
+2021/02/04,B02181,大唐資本證券有限公司,21/F SILVER FORTUNE PLAZA 1 WELLINGTON STREET CENTRAL HONG KONG,"267,200",0.00%
+2021/02/04,B01340,利興股票有限公司,UNIT 1007 10/F CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"264,019",0.00%
+2021/02/04,B01998,首控證券有限公司,UNIT 4512 45/F THE CENTER 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"249,200",0.00%
+2021/02/04,B01320,聯發證券有限公司,UNITS 603-605 6/F FWD FINANCIAL CENTRE 308 DES VOEUX ROAD CENTRAL SHEUNG WAN HONG KONG,"245,200",0.00%
+2021/02/04,B01976,方達資本管理有限公司,23/F THREE EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"229,600",0.00%
+2021/02/04,B01743,世博證券有限公司,FLAT B 19/F GUANGDONG INVESTMENT BUILDING 148 CONNAUGHT ROAD CENTRAL SHEUNG WAN HONG KONG,"225,800",0.00%
+2021/02/04,B02074,果樹證券有限公司,RM 1906 19/F CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"225,000",0.00%
+2021/02/04,B01653,偉民股票買賣有限公司,RM 2 2/F LAI KWAN COURT 438 CASTLE PEAK ROAD CHEUNG SHA WAN KOWLOON,"221,000",0.00%
+2021/02/04,B02003,東興證券(香港)有限公司,RM 6805-6806A INTERNATIONAL COMMERCE CENTRE 1 AUSTIN ROAD WEST KOWLOON,"214,600",0.00%
+2021/02/04,B01680,實德證券有限公司,UNITS 1001A & 04B 10/F TOWER 1 ADMIRALTY CENTRE 18 HARCOURT ROAD HONG KONG,"212,800",0.00%
+2021/02/04,B01439,大德證券(亞洲)有限公司,707A WING ON HOUSE 71 DES VOEUX ROAD CENTRAL HONG KONG,"211,400",0.00%
+2021/02/04,B01510,東英亞洲證券有限公司,27/F TWO EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"210,800",0.00%
+2021/02/04,B01494,高陞證券有限公司,6/F GRAND BUILDING 15-18 CONNAUGHT ROAD CENTRAL HONG KONG,"210,600",0.00%
+2021/02/04,B01789,浩豐證券投資有限公司,OFFICE A 11/F HING LUNG COMMERCIAL BUILDING 68 BONHAM STRAND SHEUNG WAN HONG KONG,"207,200",0.00%
+2021/02/04,B01941,中原證券有限公司,SUITES 805-806 8/F SOUTH TOWER WORLD FINANCE CENTRE HARBOUR CITY 17-19 CANTON ROAD TSIMSHATSUI KOWLOON,"206,600",0.00%
+2021/02/04,B01749,騰記證券有限公司,FLAT A & B 7/F NGAN HOUSE 210 DES VOEUX ROAD CENTRAL HONG KONG,"204,600",0.00%
+2021/02/04,B02175,微牛證券有限公司,UNIT 1806 18/F FWD FINANCIAL CENTRE 308 DES VOEUX ROAD CENTRAL HONG KONG,"202,209",0.00%
+2021/02/04,B01402,英明證券有限公司,2/F LEE KUM KEE CENTRAL 54-58 DES VOEUX ROAD CENTRAL HONG KONG,"200,400",0.00%
+2021/02/04,B01677,鉅亨證券有限公司,28/F GUANGDONG TOURS CENTER 18 PENNINGTON STREET CAUSEWAY BAY HONG KONG,"200,200",0.00%
+2021/02/04,B01198,步基證券有限公司,14/F GRAND BUILDING 15-18 CONNAUGHT ROAD CENTRAL HONG KONG,"189,600",0.00%
+2021/02/04,B01974,雅利多證券有限公司,RM 101 1/F ON HONG COMMERCIAL BUILDING 145 HENNESSY ROAD WANCHAI HONG KONG,"180,800",0.00%
+2021/02/04,B01669,第一證券(香港)有限公司,RM 1708-1710 17/F CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"180,200",0.00%
+2021/02/04,B01868,集美證券有限公司,RM 1305-1306 13/F JUBILEE CENTRE 18 FENWICK STREET / 46 GLOUCESTER ROAD WANCHAI HONG KONG,"180,000",0.00%
+2021/02/04,B01585,華誠證券有限公司,RM 604 TAI PO COMMERCIAL CENTRE 152-172 KWONG FUK ROAD TAI PO NEW TERRITORIES,"169,800",0.00%
+2021/02/04,B01607,興業金融證券有限公司,12/F HIP SHING HONG KOWLOON CENTRE 192-194 NATHAN ROAD JORDAN KOWLOON,"169,600",0.00%
+2021/02/04,B01415,泰山證券有限公司,6/F HING YIP COMMERCIAL CENTRE 272-284 DES VOEUX ROAD CENTRAL HONG KONG,"169,400",0.00%
+2021/02/04,B01963,天風國際證券與期貨有限公司,1108-1111 11/F NEXXUS BUILDING 41 CONNAUGHT ROAD CENTRAL HONG KONG,"169,400",0.00%
+2021/02/04,B01230,太平基業證券有限公司,11/F NEW WORLD TOWER II 16-18 QUEEN'S ROAD CENTRAL  HONG KONG,"166,600",0.00%
+2021/02/04,B01511,達利證券有限公司,RM 1801-1806 PRESIDENT COMMERCIAL CENTRE 608 NATHAN ROAD MONGKOK KOWLOON,"166,200",0.00%
+2021/02/04,B01458,益高證券有限公司,19TH FLOOR TUNG NING BUILDING 125-7 CONNAUGHT ROAD CENTRAL HONG KONG,"163,600",0.00%
+2021/02/04,B02141,新永安國際證券有限公司,12/F & 25/F CMA BUILDING 64-66 CONNAUGHT ROAD CENTRAL HONG KONG,"156,000",0.00%
+2021/02/04,B01540,美建證券有限公司,2/F WAH KIT COMMERCIAL CENTRE 302 DES VOEUX ROAD CENTRAL HONG KONG,"152,400",0.00%
+2021/02/04,B01964,鎧盛證券有限公司,11/F 8 WYNDHAM STREET CENTRAL HONG KONG,"150,400",0.00%
+2021/02/04,B02157,恩明資產証券有限公司,RM 903 9/F LANSING HOUSE 45 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"150,000",0.00%
+2021/02/04,B01993,高誠證券有限公司,5/F CAPITAL CENTRE 151 GLOUCESTER ROAD WANCHAI HONG KONG,"148,800",0.00%
+2021/02/04,B01460,百裕證券有限公司,3/F SHUM TOWER 268 DES VOEUX ROAD CENTRAL HONG KONG,"146,000",0.00%
+2021/02/04,B01810,阿仕特朗資本管理有限公司,RM 2704 TOWER 1 ADMIRALTY CENTRE 18 HARCOURT ROAD ADMIRALTY HONG KONG,"145,000",0.00%
+2021/02/04,B01416,匯盈證券有限公司,6/F CENTRE POINT 181-185 GLOUCESTER ROAD WANCHAI HONG KONG,"143,800",0.00%
+2021/02/04,B02067,威靈頓金融有限公司,ROOM 1012 10/F TSIM SHA TSUI CENTRE EAST WING 66 MODY ROAD KOWLOON,"143,600",0.00%
+2021/02/04,B01481,恆盛證券有限公司,UNIT A 19/F DAH SING LIFE BUILDING 99 DES VOEUX ROAD CENTRAL HONG KONG,"140,200",0.00%
+2021/02/04,B01546,和豐證券有限公司,2/F SIU YING COMM BLDG 151-155 QUEEN'S ROAD CENTRAL HONG KONG,"139,400",0.00%
+2021/02/04,B01788,齊榮證券有限公司,RM 701-702 YUE SHING COMMERCIAL BUILDING 15 QUEEN VICTORIA STREET CENTRAL HONG KONG,"135,600",0.00%
+2021/02/04,B01372,第一金和昇證券有限公司,RM 1003 10/F INFINITUS PLAZA 199 DES VOEUX ROAD CENTRAL HONG KONG,"134,400",0.00%
+2021/02/04,B01343,展兆投資有限公司,ROOM 2202-3 22/F CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"130,600",0.00%
+2021/02/04,B01267,永富證券有限公司,RM 1402 FORTIS BANK TOWER 77-79 GLOUCESTER ROAD WANCHAI HONG KONG,"128,600",0.00%
+2021/02/04,B01741,佳富達證券有限公司,UNIT 2705-2706 27/F TOWER 1 LIPPO CENTRE 89 QUEENSWAY HONG KONG,"127,600",0.00%
+2021/02/04,B01386,軟庫中華金融服務有限公司,4/F HENLEY BUILDING 5 QUEEN'S ROAD CENTRAL HONG KONG,"127,200",0.00%
+2021/02/04,B01407,宏旺證券有限公司,26/F SUPREME COMMERCIAL BUILDING 368 KING'S ROAD NORTH POINT HONG KONG,"126,000",0.00%
+2021/02/04,B02045,AAA SECURITIES CO. LTD,SUITE 6B 89 WING LOK STREET HONG KONG,"126,000",0.00%
+2021/02/04,B01350,榮興證券有限公司,RM 1803 YUE SHING COMM BLDG 15 QUEEN VICTORIA ST CENTRAL HONG KONG,"124,400",0.00%
+2021/02/04,B01759,永聯財富管理有限公司,RM 1901 SOUTH CHINA BUILDING 3 WYNDHAM STREET CENTRAL HONG KONG,"121,800",0.00%
+2021/02/04,B01212,興業證券有限公司,10/F NINE QUEEN'S ROAD CENTRAL HONG KONG,"121,400",0.00%
+2021/02/04,B01080,鼎珮證券有限公司,49/F ONE EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"120,600",0.00%
+2021/02/04,B01523,長雄證券有限公司,ROOMS 1101-02 & 1111-12 WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"120,000",0.00%
+2021/02/04,B01699,元富證券(香港)有限公司,26/F STRAND 50 50 BONHAM STRAND SHEUNG WAN HONG KONG,"119,200",0.00%
+2021/02/04,B01324,FUNDERSTONE SECURITIES LTD,ROOM 1802 18/F CAPITAL CENTRE NO. 151 GLOUCESTER ROAD WANCHAI HONG KONG,"115,800",0.00%
+2021/02/04,B01705,恒億證券有限公司,7/F CHEONG SUN TOWER 118 WING LOK STREET SHEUNG WAN HONG KONG,"115,600",0.00%
+2021/02/04,B01428,協興股票有限公司,11/F DUKE WELLINGTON BLDG 14-24 WELLINGTON ST CENTRAL HONG KONG,"113,800",0.00%
+2021/02/04,B01447,華德國際證券有限公司,26/F TUNG HIP COMMERCIAL BUILDING 252 DES VOEUX ROAD CENTRAL HONG KONG,"113,200",0.00%
+2021/02/04,B01665,永勝證券有限公司,TOP FLOOR WING SHUN BUILDING 64-66 BONHAM STRAND WEST HONG KONG,"110,400",0.00%
+2021/02/04,B01392,大輝證券有限公司,RM 701 DINA HOUSE RUTTONJEE CENTRE 11 DUDDELL STREET CENTRAL HONG KONG,"110,000",0.00%
+2021/02/04,B02111,龍匯證券有限公司,8/F CS TOWER 50 WING LOK STREET SHEUNG WAN HONG KONG,"110,000",0.00%
+2021/02/04,B01433,興偉聯合證券有限公司,RM 2902-2903 118 CONNAUGHT ROAD WEST HONG KONG,"108,602",0.00%
+2021/02/04,B01469,嘉信証券有限公司,UNITS 08-10 28/F WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"106,000",0.00%
+2021/02/04,B01310,同德証券(香港)有限公司,G/F 169 TAI NAM ST SHAMSHUIPO KOWLOON,"102,800",0.00%
+2021/02/04,B01779,李氏證券有限公司,UNIT B 19/F TWO CHINACHEM PLAZA 135 DES VOEUX ROAD CENTRAL HONG KONG,"102,400",0.00%
+2021/02/04,B01782,恒昇證券有限公司,3/F MONARCH HOUSE II 501-503 HENNESSY ROAD CAUSEWAY BAY HONG KONG,"97,600",0.00%
+2021/02/04,B02027,克而瑞證券有限公司,RM 2007-2008 GREAT EAGLE CENTRE 23 HARBOUR ROAD WANCHAI HONG KONG,"95,400",0.00%
+2021/02/04,B02065,萬海證券有限公司,UNIT 1605 16/F WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD SHEUNG WAN HONG KONG,"95,000",0.00%
+2021/02/04,B01213,萬利豐證券有限公司,5/F & 6/F MALAHON CENTRE 10-12 STANLEY STREET CENTRAL HONG KONG,"94,600",0.00%
+2021/02/04,B02093,晉億證券有限公司,RM 1717 CHINA MERCHANTS TOWER SHUN TAK CENTRE 168 CONNAUGHT ROAD CENTRAL HONG KONG,"90,626",0.00%
+2021/02/04,B01123,興旺證券有限公司,19/F UNIT A&B UNITED CENTRE 95 QUEENSWAY HONG KONG,"87,400",0.00%
+2021/02/04,B01588,利星行證券有限公司,8/F NEW WORLD TOWER I 18 QUEEN'S ROAD CENTRAL HONG KONG,"86,400",0.00%
+2021/02/04,B01738,東航國際金融(香港)有限公司,22/F JUBILEE CENTRE 18 FENWICK STREET WANCHAI HONG KONG,"86,400",0.00%
+2021/02/04,B01385,海富證券有限公司,RM 11 7/F LIPPO SUN PLAZA 28 CANTON ROAD TSIM SHA TSUI KOWLOON,"85,600",0.00%
+2021/02/04,B02128,元庫證券有限公司,40/F MONTERY PLAZA 15-17 CHONG YIP STREET KWUN TONG KOWLOON,"85,600",0.00%
+2021/02/04,B02068,勤豐證券有限公司,UNITS 4201-05 COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"81,600",0.00%
+2021/02/04,B01982,中州國際證券有限公司,SUITES 1505-1508 TWO EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"80,600",0.00%
+2021/02/04,B02105,創市証券有限公司,SUITE 2308 23/F TOWER 1 LIPPO CENTRE 89 QUEENSWAY HONG KONG,"80,400",0.00%
+2021/02/04,B01509,益群證券有限公司,RM 503 GENERAL COMMERCIAL BUILDING 156-164 DES VOEUX ROAD CENTRAL HONG KONG,"79,000",0.00%
+2021/02/04,B01852,民眾證券有限公司,13/F FORTIS TOWER 77-79 GLOUCESTER ROAD WANCHAI HONG KONG,"78,600",0.00%
+2021/02/04,B01158,堅固證券有限公司,UNITS 1205-6 12/F WEST TOWER SHUN TAK CENTRE 200 CONNAUGHT ROAD CENTRAL HONG KONG,"78,200",0.00%
+2021/02/04,B01575,恒富證券有限公司,12/F SHUM TOWER 268 DES VOEUX ROAD CENTRAL HONG KONG,"78,200",0.00%
+2021/02/04,B01238,大業證券有限公司,RM 304-307 CHINA INSURANCE GROUP BLDG 141 DES VOEUX ROAD CENTRAL HONG KONG,"77,200",0.00%
+2021/02/04,B01646,大寧證券有限公司,13/F WINGS BUILDING 110-116 QUEEN'S ROAD CENTRAL HONG KONG,"76,600",0.00%
+2021/02/04,B01662,包大衛証券投資有限公司,19/F TAK WOO HOUSE 17-19 D'AGUILAR STREET CENTRAL HONG KONG,"76,600",0.00%
+2021/02/04,B02142,海悅證券有限公司,18/F CENTRAL 88 88-98 DES VOEUX ROAD CENTRAL HONG KONG,"76,600",0.00%
+2021/02/04,B01606,穎翔證券有限公司,FLAT A 8/F SUI SING BUILDING 202-204 CHEUNG SHA WAN ROAD SHAMSHUIPO KOWLOON,"74,800",0.00%
+2021/02/04,B01362,祖達股票行有限公司,RM 303-5 YUE SHING COMM. BUILDING 15-16 QUEEN VICTORIA STREET CENTRAL HONG KONG,"74,600",0.00%
+2021/02/04,B01679,大豐證券有限公司,UNIT 301 3/F INNOCENTRE 72 TAT CHEE AVENUE KOWLOON TONG KOWLOON,"72,800",0.00%
+2021/02/04,B01191,岡地投資(香港)有限公司,OFFICE B 1/F CENTRE MARK II 305-313 QUEEN'S ROAD CENTRAL HONG KONG,"71,600",0.00%
+2021/02/04,B01995,加多利證券有限公司,ROOM 1201 12/F ELITE CENTRE 22 HUNG TO ROAD KWUN TONG KOWLOON,"70,400",0.00%
+2021/02/04,B01659,滿好證券有限公司,15/F WORLD TRUST TOWER 50 STANLEY STREET CENTRAL HONG KONG,"70,200",0.00%
+2021/02/04,B01721,華南永昌證券(香港)有限公司,21/F 141 CONNAUGHT ROAD WEST  HONG KONG,"65,000",0.00%
+2021/02/04,B01769,一中證券有限公司,2/F CHEONG K. BUILDING 84-86 DES VOEUX ROAD CENTRAL HONG KONG,"64,780",0.00%
+2021/02/04,B01240,秦志遠證券有限公司,20/F MAN ON COMM BLDG 12 JUBILEE ST CENTRAL HONG KONG,"63,283",0.00%
+2021/02/04,C00108,中國民生銀行股份有限公司,FLAT/RM 4106-4108 40/F & 41/F TWO INTERNATIONAL FINANCE CENTRE 8 FINANCE STREET CENTRAL HONG KONG,"62,000",0.00%
+2021/02/04,B01401,萬達基證券有限公司,RM 608-609 6/F ONE ISLAND SOUTH 2 HEUNG YIP ROAD HONG KONG,"61,000",0.00%
+2021/02/04,B01831,NERICO BROTHERS LTD,ROOM 1101 11/F LEE GARDEN ONE 33 HYSAN AVENUE CAUSEWAY BAY HONG KONG,"60,800",0.00%
+2021/02/04,B02035,華大證券有限公司,RM B & C 31/F BLOCK B BILLION CENTRE 1 WANG KWONG ROAD KOWLOON,"60,600",0.00%
+2021/02/04,B01930,安裕證券投資有限公司,UNIT A 23/F 88 LOCKHART ROAD WANCHAI HONG KONG,"60,000",0.00%
+2021/02/04,B01543,廣發行証券有限公司,23/F & 24/F KWONG FAT HONG BUILDING 1 RUMSEY STREET CENTRAL HONG KONG,"58,600",0.00%
+2021/02/04,B01712,華生證券有限公司,UNIT B 16/F WINBASE CENTRE 208 QUEEN'S ROAD CENTRAL HONG KONG,"58,600",0.00%
+2021/02/04,B01664,路華證券有限公司,7/F PEARL ORIENTAL HOUSE 60 STANLEY STREET CENTRAL HONG KONG,"58,200",0.00%
+2021/02/04,B01754,華億證券有限公司,16/F CMA BUILDING 64-66 CONNAUGHT ROAD CENTRAL HONG KONG,"58,000",0.00%
+2021/02/04,B02026,昇悅證券有限公司,RM 902 9/F HARCOURT HOUSE 39 GLOUCESTER ROAD WANCHAI HONG KONG,"56,200",0.00%
+2021/02/04,B01684,永安證券有限公司,RM 1706-7 CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"55,400",0.00%
+2021/02/04,B01615,金輝証券有限公司,21/F CHAMPION BUILDING 287-291 DES VOEUX ROAD CENTRAL HONG KONG,"54,800",0.00%
+2021/02/04,B01918,偉祿亞太證券有限公司,SUITE 2402 24/F JARDINE HOUSE 1 CONNAUGHT PLACE CENTRAL HONG KONG,"53,400",0.00%
+2021/02/04,B01945,匯誠證券有限公司,UNIT 3 18/F YUE XIU BUILDING 160-174 LOCKHART ROAD WANCHAI HONG KONG,"53,400",0.00%
+2021/02/04,B01389,中融平和證券有限公司,RM 201A 2/F CHINA BUILDING 29 QUEEN'S ROAD CENTRAL HONG KONG,"52,600",0.00%
+2021/02/04,B01910,阿爾法國際證券(香港)有限公司,RM 10 9/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"52,600",0.00%
+2021/02/04,B01853,民銀證券有限公司,45/F ONE EXCHANGE SQUARE 8 CONNAUGHT PLACE CENTRAL HONG KONG,"51,400",0.00%
+2021/02/04,B01906,太陽國際証券有限公司,RM 2603A 26/F ONE HARBOUR SQUARE 181 HOI BUN ROAD KWUN TONG KOWLOON,"51,200",0.00%
+2021/02/04,B01815,T & F EQUITIES LTD,9/F HONG KONG DIAMOND EXCHANGE BUILDING 8-10 DUDDELL STREET CENTRAL HONG KONG,"50,200",0.00%
+2021/02/04,B01702,貝格隆証券有限公司,20/F SKYWAY CENTRE 23-25 QUEEN'S ROAD WEST SHEUNG WAN HONG KONG,"50,000",0.00%
+2021/02/04,B02186,未來金融有限公司,ROOM 3812-3813 38/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"50,000",0.00%
+2021/02/04,B01923,易昇證券有限公司,UNIT 2101 21/F WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT RD CENTRAL SHEUNG WAN HONG KONG,"49,200",0.00%
+2021/02/04,B02075,創陞證券有限公司,UNIT A-C 20/F NEICH TOWER 128 GLOUCESTER ROAD WANCHAI HONG KONG,"49,200",0.00%
+2021/02/04,B01341,東泰證券有限公司,2/F ST. JOHN'S BUILDING 33 GARDEN ROAD CENTRAL HONG KONG,"48,000",0.00%
+2021/02/04,B01748,聯勝網上證券有限公司,RM 803-804  LUK YU BLDG 24-26 STANLEY STREET CENTRAL HONG KONG,"45,000",0.00%
+2021/02/04,B01714,聯合證券有限公司,29/F QUEEN'S ROAD CENTRE 152 QUEEN'S ROAD CENTRAL HONG KONG,"44,600",0.00%
+2021/02/04,B01328,萬興證券有限公司,RM 901-2 LANSING HSE 41-47 QUEEN'S RD C CENTRAL HONG KONG,"43,400",0.00%
+2021/02/04,B01559,興利証券有限公司,RM 3008 TOWER 6 THE GATEWAY HARBOUR CITY TSIMSHATSUI KOWLOON,"43,000",0.00%
+2021/02/04,B01958,瑭明金融集團有限公司,ROOMS 2709-12 27/F WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"42,800",0.00%
+2021/02/04,B01784,富業證券投資有限公司,FLAT F 4/F SHING LEE COMMERCIAL BUILDING 6-12 WING KUT STREET CENTRAL HONG KONG,"42,000",0.00%
+2021/02/04,B02179,耀佳金融集團有限公司,UNIT 1605B-1606A 16/F TOWER A MANULIFE FINANCIAL CENTRE 223-231 WAI YIP STREET KWUN TONG KOWLOON,"41,000",0.00%
+2021/02/04,B01999,長复證券有限公司,UNIT B 25/F TOWER B BILLION CENTRE 1 WANG KWONG ROAD KOWLOON,"40,800",0.00%
+2021/02/04,B01282,昭海金融證券有限公司,"RM 702, 704-705 YU YUET LAI BUILDING 43-55 WYNDHAM STREET CENTRAL HONG KONG","40,000",0.00%
+2021/02/04,B01519,豐年証券投資有限公司,7/F HARBOUR COMMERCIAL BUILDING 122-124 CONNAUGHT ROAD CENTRAL CENTRAL HONG KONG,"38,600",0.00%
+2021/02/04,B01444,百利證券有限公司,FLAT A 3/F KONG LING BUILDING 100-102 JERVOIS STREET SHEUNG WAN HONG KONG,"37,800",0.00%
+2021/02/04,B02020,富匯證券有限公司,SUITE 1504 15/F BANGKOK BANK BUILDING 28 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"37,800",0.00%
+2021/02/04,B01731,信亨証券有限公司,SUITE 5107 51/F CENTRAL PLAZA 18 HARBOUR ROAD WANCHAI HONG KONG,"37,000",0.00%
+2021/02/04,B01767,新基立證券有限公司,RM 1106 REGENT CENTRE 88 QUEEN'S ROAD CENTRAL HONG KONG,"35,800",0.00%
+2021/02/04,B01708,羅沙證券有限公司,ROOM 701 9 QUEEN'S ROAD CENTRAL HONG KONG,"35,400",0.00%
+2021/02/04,B02106,弘業國際金融控股有限公司,FLAT/RM 03-5 20/F JUBILEE CENTRE 46 GLOUCESTER ROAD WANCHAI HONG KONG,"35,400",0.00%
+2021/02/04,B02028,擎天證券有限公司,11/F THE WELLINGTON 198 WELLINGTON STREET CENTRAL HONG KONG,"35,200",0.00%
+2021/02/04,B01443,英華證券有限公司,ROOM C 1/F HARVEST BUILDING 29-35 WING KUT STREET CENTRAL HONG KONG,"34,800",0.00%
+2021/02/04,B01417,致德證券有限公司,13/F WING YEE COMMERCIAL BLDG 5 WING KUT STREET CENTRAL HONG KONG,"34,600",0.00%
+2021/02/04,B01248,均益證券(國際)有限公司,FLAT B & C 3/F HO LEE COMM BLDG 38-44 D'AGUILAR ST CENTRAL HONG KONG,"34,400",0.00%
+2021/02/04,B01745,漢華證券有限公司,RM B-D 3/F SHING HING COMMERCIAL BUILDING 21-27 WING KUT STREET HONG KONG,"34,400",0.00%
+2021/02/04,B01855,匯金(證券)有限公司,19A HIP SHING HONG CENTRE 55 DES VOEUX ROAD CENTRAL HONG KONG,"33,800",0.00%
+2021/02/04,,SIU YUK LUNG *,UNIT A 15/F KINGS WING PLAZA 2 1 ON KWAN STREET SHATIN NEW TERRITORIES,"33,600",0.00%
+2021/02/04,B01455,中潤證券有限公司,RM 102 1/F ON HONG COMMERCIAL BUILDING 145 HENNESSY ROAD WANCHAI HONG KONG,"33,000",0.00%
+2021/02/04,B01535,詠誼證券投資有限公司,RM 1803 CHAMPION BUILDING 287-291 DES VOEUX ROAD CENTRAL SHEUNG WAN HONG KONG,"32,600",0.00%
+2021/02/04,B01374,寶利證券有限公司,UNIT 906 9/F CAPITAL CENTRE 151 GLOUCESTER ROAD WANCHAI HONG KONG,"31,800",0.00%
+2021/02/04,B02052,禹洲金融控股(香港)有限公司,UNIT 5805 58/F THE CENTER 99 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"31,200",0.00%
+2021/02/04,B01651,明漢證券有限公司,RM 602 10 POTTINGER STREET CENTRAL HONG KONG,"30,400",0.00%
+2021/02/04,B01806,中華匯財金融有限公司,UNIT A1 & A2 12/F LIPPO LEIGHTON TOWER 103 LEIGHTON ROAD CAUSEWAY BAY HONG KONG,"30,200",0.00%
+2021/02/04,B01706,文漢揚証券有限公司,FLAT B 7/F SHUN ON COMMERCIAL BUILDING 112-114 DES VOEUX ROAD CENTRAL HONG KONG,"30,000",0.00%
+2021/02/04,B02117,鼎展證券及期貨有限公司,FLAT E 30/F EGL TOWER 83 HUNG TO ROAD KWUN TONG HONG KONG,"30,000",0.00%
+2021/02/04,B02154,弘量研究有限公司,19/F CAMBRIDGE HOUSE TAIKOO PLACE 979 KING'S ROAD QUARRY BAY HONG KONG,"30,000",0.00%
+2021/02/04,B01231,香港國際證券有限公司,ROOM 2305-2306 23/F CHINA RESOURCES BUILDING 26 HARBOUR ROAD WANCHAI HONG KONG,"28,400",0.00%
+2021/02/04,B02166,瑞豐國際證券有限公司,ROOM 1807 18/F OFFICE TOWER CONVENTION PLAZA 1 HARBOUR ROAD WANCHAI HONG KONG,"28,400",0.00%
+2021/02/04,B01292,亞華證券有限公司,RM 3702A 37/F FAR EAST FINANCE CENTRE 16 HARCOURT ROAD ADMIRALTY HONG KONG,"28,000",0.00%
+2021/02/04,B02110,漢英證券有限公司,UNIT 1107 11/F COSCO TOWER GRAND MILLENNIUM PLAZA 183 QUEEN'S ROAD CENTRAL HONG KONG,"28,000",0.00%
+2021/02/04,B01720,江陸證券有限公司,RM 504 MONGKOK COMMERCIAL CENTRE 16 ARGYLE STREET MONGKOK KOWLOON,"27,000",0.00%
+2021/02/04,B02019,智易東方證券有限公司,ROOM 601-3 6/F SIU ON PLAZA 482 JAFFE ROAD CAUSEWAY BAY HONG KONG,"26,600",0.00%
+2021/02/04,B01833,中國信託綜合證券(香港)有限公司,RM 2809 28/F TWO INTERNATIONAL FINANCE CENTRE 8 FINANCE STREET CENTRAL HONG KONG,"26,400",0.00%
+2021/02/04,B01520,立生證券有限公司,2/F UNIT B WINBASE CENTRE 208 QUEEN'S ROAD CENTRAL HONG KONG,"26,000",0.00%
+2021/02/04,B01927,京基證券集團有限公司,44/F CONVENTION CENTRE OFFICE TOWER 1 HARBOUR ROAD WANCHAI HONG KONG,"25,200",0.00%
+2021/02/04,B01949,華業證券有限公司,RM 503 5/F LOKE YEW 50-52 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"25,000",0.00%
+2021/02/04,B01141,廣利証券有限公司,ROOM 2101 21/F 28 HENNESSY ROAD HONG KONG,"24,600",0.00%
+2021/02/04,B02177,浙商國際金融控股有限公司,RM 4405 44/F HOPEWELL CENTRE QUEEN'S ROAD EAST WANCHAI HONG KONG,"24,400",0.00%
+2021/02/04,B01144,德豐證券投資有限公司,8/F WAH YUEN BLDG 145-149 QUEEN'S RD CENTRAL HONG KONG,"24,000",0.00%
+2021/02/04,B01984,富榮證券集團有限公司,RM 2201 OFFICE TOWER CONVENTION PLAZA 1 HARBOUR ROAD WANCHAI HONG KONG,"24,000",0.00%
+2021/02/04,B01294,中策富匯證券有限公司,RM 3206 32/F CHINA RESOURCES BUILDING 26 HARBOUR ROAD WANCHAI HONG KONG,"23,800",0.00%
+2021/02/04,B02017,匯生證券有限公司,UNIT 19 11/F PENINSULA CENTRE 67 MODY ROAD TSIMSHATSUI EAST KOWLOON,"23,400",0.00%
+2021/02/04,B01454,昊天國際證券有限公司,ROOM 2510-2518 25/F SHUI ON CENTRE 6-8 HARBOUR ROAD WANCHAI HONG KONG,"22,600",0.00%
+2021/02/04,B01975,智華證券有限公司,SUITES 2701-2702 27/F EVERBRIGHT CENTRE 108 GLOUCESTER ROAD WANCHAI HONG KONG,"22,400",0.00%
+2021/02/04,B02107,友盈證券有限公司,15/F SIU ON CENTRE NO.188 LOCKHART ROAD WANCHAI HONG KONG,"22,400",0.00%
+2021/02/04,B02108,勁域證券有限公司,UNIT 2802 28/F SHUN FENG INTERNATIONAL CENTRE 182 QUEEN'S ROAD EAST WANCHAI HONG KONG,"22,200",0.00%
+2021/02/04,B01577,怡發證券有限公司,11/F CMA BUILDING 64-66 CONNAUGHT ROAD CENTRAL HONG KONG,"22,000",0.00%
+2021/02/04,B01642,飛達證券有限公司,G/F SUNSHINE MANSION 46/46A FORT STREET HONG KONG,"22,000",0.00%
+2021/02/04,B01922,太陽證券有限公司,RM 805-806 8/F FAR EAST CONSORTIUM BUILDING 121 DES VOEUX ROAD CENTRAL HONG KONG,"22,000",0.00%
+2021/02/04,B01661,凱敏證券有限公司,UNIT 2810 28/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"21,200",0.00%
+2021/02/04,B02078,上高證券有限公司,ROOM 06 11/F EMPEROR GROUP CENTRE 288 HENNESSY ROAD WAN CHAI HONG KONG,"20,800",0.00%
+2021/02/04,B02139,駿溢環球金融集團有限公司,RM 2512 COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"20,800",0.00%
+2021/02/04,B02071,金禧國際證券 (香港) 有限公司,45/F TOWER ONE TIMES SQUARE CAUSEWAY BAY HONG KONG,"20,400",0.00%
+2021/02/04,B01566,新同得有限公司,10/F 77-83 WANCHAI ROAD WANCHAI HONG KONG,"20,200",0.00%
+2021/02/04,B01986,華金證券(國際)有限公司,SUITE 1101-1106 11/F CHAMPION TOWER 3 GARDEN ROAD CENTRAL HONG KONG,"20,200",0.00%
+2021/02/04,B01678,佳隆證券有限公司,ROOM 1001 HONG KONG HOUSE 17-19 WELLINGTON STREET CENTRAL HONG KONG,"20,000",0.00%
+2021/02/04,B01989,盛德證券有限公司,SUITE 5102 51/F CHEUNG KONG CENTER 2 QUEEN'S ROAD CENTRAL HONG KONG,"20,000",0.00%
+2021/02/04,B02160,三泰富金融投資有限公司,FLAT E 24/F CHINA OVERSEAS BUILDING 139 HENNESSY ROAD WANCHAI HONG KONG,"20,000",0.00%
+2021/02/04,B01192,中南金融有限公司,26/F CHINA UNITED CENTRE 28 MARBLE ROAD NORTH POINT HONG KONG,"19,800",0.00%
+2021/02/04,B01765,昌盛證券有限公司,22/F CHUN WO COMMERCIAL CENTRE 23-27 WING WO STREET HONG KONG,"19,800",0.00%
+2021/02/04,B02004,鼎新證券有限公司,SUITE 606A ONE PACIFIC PLACE 88 QUEENSWAY HONG KONG,"19,800",0.00%
+2021/02/04,B02087,環球大通證券有限公司,UNIT 1201-02 12/F WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"19,600",0.00%
+2021/02/04,B02185,韓國投資證券亞洲有限公司,SUITES 3716-3719 JARDINE HOUSE 1 CONNAUGHT PLACE CENTRAL HONG KONG,"19,400",0.00%
+2021/02/04,B01660,國投證券有限公司,UNIT 2508 25/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"18,800",0.00%
+2021/02/04,B02037,易易壹證券有限公司,ROOM 2108 21/F WING ON CENTRE 111 CONNAUGHT ROAD CENTRAL HONG KONG,"18,400",0.00%
+2021/02/04,B01990,冠力金融服務有限公司,16/F 83 WAN CHAI ROAD WANCHAI HONG KONG,"18,200",0.00%
+2021/02/04,B01632,威發證券有限公司,FLAT D  4/F  MONGKOK BUILDING 546-548 NATHAN ROAD MONGKOK KOWLOON,"18,000",0.00%
+2021/02/04,B01928,進陞證券有限公司,37/F TIMES TOWER 393 JAFFE ROAD CAUSEWAY BAY HONG KONG,"18,000",0.00%
+2021/02/04,B01694,權威證券有限公司,UNIT 101 1/F ENERGY PLAZA 92 GRANVILLE ROAD TSIM SHA TSUI KOWLOON,"17,000",0.00%
+2021/02/04,B02061,利盟證券有限公司,9/F CONNAUGHT HARBOURFRONT HOUSE 35-36 CONNAUGHT ROAD WEST HONG KONG,"17,000",0.00%
+2021/02/04,B01410,金鵬證券有限公司,UNIT 1401 14/F LOW BLOCK GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL HONG KONG,"16,400",0.00%
+2021/02/04,B01886,中國北方證券集團有限公司,UNIT A 36/F CHINA ONLINE CENTRE 333 LOCKHART ROAD WANCHAI HONG KONG,"16,200",0.00%
+2021/02/04,B02114,冠泓證券有限公司,UNITS 3208-3209 32/F COSCO TOWER GRAND MILLENNIUM PLAZA 183 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"16,000",0.00%
+2021/02/04,B01521,陳岳明證券有限公司,RM 201 CONWELL HOUSE 34-38 STANLEY STREET CENTRAL HONG KONG,"15,800",0.00%
+2021/02/04,B02119,嘉銀證券有限公司,SUITE 1605 16/F 9 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"15,800",0.00%
+2021/02/04,B01329,昌萬年有限公司,FLAT A & B 20/F YUE ON COMMERCIAL BUILDING 385-387 LOCKHART ROAD WANCHAI HONG KONG,"15,600",0.00%
+2021/02/04,B01579,千里碩證券有限公司,SUITE 1601-1604 16/F WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL HONG KONG,"15,000",0.00%
+2021/02/04,B02023,東海國際證券(香港)有限公司,20/F SHANGHAI COMMERCIAL BANK TOWER 12 QUEEN'S ROAD CENTRAL HONG KONG,"15,000",0.00%
+2021/02/04,B01576,兆安證券有限公司,32/F SIU ON CENTRE 188 LOCKHART ROAD WANCHAI HONG KONG,"14,600",0.00%
+2021/02/04,B01802,泓福證券有限公司,RM 2705 27/F SINO PLAZA 255-257 GLOUCESTER ROAD CAUSEWAY BAY HONG KONG,"14,400",0.00%
+2021/02/04,B01604,華邦證券有限公司,UNIT 3308 33/F ENTERPRISE SQUARE THREE 39 WANG CHIU ROAD KOWLOON BAY KOWLOON,"13,800",0.00%
+2021/02/04,B02080,香江證券有限公司,SUITE 622 OCEAN CENTRE HARBOUR CITY TSIM SHA TSUI KOWLOON,"13,600",0.00%
+2021/02/04,B01501,金旭證券有限公司,15/F NO.1 LAN KWAI FONG CENTRAL HONG KONG,"13,400",0.00%
+2021/02/04,B02081,FIRST FIDELITY CAPITAL (INTERNATIONAL) LTD,UNIT 1405 ALLIED KAJIMA BUILDING 138 GLOUCESTER ROAD WANCHAI HONG KONG,"13,400",0.00%
+2021/02/04,B01942,國新證券有限公司,UNIT 1904 19/F EMPEROR GROUP CENTRE 288 HENNESSY ROAD WANCHAI HONG KONG,"13,200",0.00%
+2021/02/04,B02009,金裕富證券有限公司,22/F SIU ON CENTRE 188 LOCKHART ROAD WANCHAI HONG KONG,"13,200",0.00%
+2021/02/04,B01478,金橋證券有限公司,ROOM 1002H TOWER 1 ADMIRALTY CENTRE 18 HARCOURT ROAD WANCHAI HONG KONG,"13,000",0.00%
+2021/02/04,B01936,敏哲証券有限公司,10/F ORIENTAL CRYSTAL FINANCE CENTRE 107-109 CHATHAM ROAD SOUTH TSIMSHATSUI KOWLOON,"13,000",0.00%
+2021/02/04,B01921,公平證券有限公司,UNIT D 8/F TOWER B BILLION CENTRE 1 WANG KWONG ROAD KOWLOON BAY KOWLOON,"12,600",0.00%
+2021/02/04,B02030,中富證券有限公司,RM 201 2/F KAM SANG BUILDING 257 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"12,600",0.00%
+2021/02/04,B01724,偉文証券有限公司,RM 201-5 2/F KOWLOON CENTRE 29-39 ASHLEY ROAD KOWLOON,"12,200",0.00%
+2021/02/04,B02002,新城晉峰證券有限公司,UNIT NO.4503-7 45/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"12,200",0.00%
+2021/02/04,B01627,山高國際證券有限公司,RM.701 SOUTHLAND BUILDING NO.48 CONNAUGHT ROAD CENTRAL  HONG KONG,"12,000",0.00%
+2021/02/04,B02051,宏匯證券有限公司,SUITE 3303 33/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"12,000",0.00%
+2021/02/04,B02057,利得證券(香港)有限公司,UNIT A 23/F THE WELLINGTON 198 WELLINGTON STREET SHEUNG WAN HONG KONG,"12,000",0.00%
+2021/02/04,B01985,中融國際証券有限公司,"SUITE 1901-2&14, 19/F TOWER 6 THE GATEWAY HARBOUR CITY TSIM SHA TSUI KOWLOON","11,800",0.00%
+2021/02/04,B02077,CONRAD INVESTMENT SERVICES LTD,23/F TUNG HIP COMMERCIAL BUILDING 244-248 DES VOEUX ROAD CENTRAL SHEUNG WAN HONG KONG,"11,600",0.00%
+2021/02/04,B01527,溢勝證券亞洲有限公司,SUITE 709 7/F JARDINE HOUSE 1 CONNAUGHT PLACE CENTRAL HONG KONG,"11,000",0.00%
+2021/02/04,B01919,泰嘉證券資產管理有限公司,RM B3 29/F TML TOWER 3 HOI SHING ROAD TSUEN WAN NEW TERRITORIES,"11,000",0.00%
+2021/02/04,B01672,環球證券有限公司,RM 503 5/F HING YIP COMMERCIAL CENTRE 272-284 DES VOEUX ROAD CENTRAL HONG KONG,"10,200",0.00%
+2021/02/04,B01972,聚富證券有限公司,RM 1301 13/F PROSPERITY TOWER 39 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"10,200",0.00%
+2021/02/04,B02073,華贏東方(亞洲)控股有限公司,ROOM 1910-1912A TOWER 3 CHINA HONG KONG CITY 33 CANTON ROAD TSIM SHA TSUI KOWLOON,"10,200",0.00%
+2021/02/04,B01571,加福證券有限公司,FLAT D 7/F MAN LOK BUILDING 89-93 BONHAM STRAND EAST HONG KONG,"10,000",0.00%
+2021/02/04,B01619,東匯證券有限公司,RM 802-803 TUNG MING BUILDING 40-42 DES VOEUX ROAD CENTRAL CENTRAL HONG KONG,"10,000",0.00%
+2021/02/04,B02072,軟庫金匯證券有限公司,UNIT 1204 12/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL SHEUNG WAN HONG KONG,"10,000",0.00%
+2021/02/04,B02079,妙然基金管理有限公司,RM 303 3/F WING FU BUILDING 18-24 WING KUT STREET HONG KONG,"10,000",0.00%
+2021/02/04,B02088,格理昂證券有限公司,UNIT E 22/F TOWER A BILLION CENTRE 1 WANG KWONG ROAD KOWLOON BAY KOWLOON,"10,000",0.00%
+2021/02/04,B02097,保興匯財證券有限公司,RM 2106 21/F GREAT EAGLE CENTRE 23 HARBOUR ROAD WANCHAI HONG KONG,"10,000",0.00%
+2021/02/04,B02116,海盈證券有限公司,FLAT 1301 13/F TUNG WAI COMMERCIAL BUILDING 109-111 GLOUCESTER ROAD WANCHAI HONG KONG,"10,000",0.00%
+2021/02/04,B02118,寶泰證券(香港)有限公司,G/F 20 KWUN CHUNG STREET YAUMATEI KOWLOON,"10,000",0.00%
+2021/02/04,B01863,融德證券有限公司,FLAT 9-10A 10/F WING TUCK COMMERCIAL CENTRE 177-183 WING LOK STREET SHEUNG WAN HONG KONG,"9,600",0.00%
+2021/02/04,B01404,港股通証券有限公司,11A CKK COMMERCIAL CENTRE 289 HENNESSY ROAD WANCHAI HONG KONG,"9,400",0.00%
+2021/02/04,B01869,匯心金融有限公司,UNIT 1608 & 1609 NEO 123 HOI BUN ROAD KWUN TONG KOWLOON,"9,200",0.00%
+2021/02/04,B01266,乾立亨證券有限公司,SUITE 801 CENTRAL PLAZA 18 HARBOUR ROAD WANCHAI HONG KONG,"9,000",0.00%
+2021/02/04,B01326,摩根富國證券有限公司,RM 3302 33/F TOWER ONE LIPPO CENTRE 89 QUEENSWAY HONG KONG,"9,000",0.00%
+2021/02/04,B01657,日盛嘉富證券國際有限公司,UNITS 905-906 9/F TWO HARBOURFRONT 22 TAK FUNG STREET HUNGHOM KOWLOON,"9,000",0.00%
+2021/02/04,B01935,摩石證券有限公司,UNIT 2209 22/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"9,000",0.00%
+2021/02/04,B02007,中港通證券有限公司,19/F 80 GLOUCESTER ROAD WANCHAI HONG KONG,"9,000",0.00%
+2021/02/04,B01803,富利證券有限公司,22/F TIEN CHU COMMERCIAL BUILDING 173-174 GLOUCESTER ROAD WANCHAI HONG KONG,"8,800",0.00%
+2021/02/04,B01933,億聲證券有限公司,SUITE 804 8/F JUBILEE CENTRE 46 GLOUCESTER ROAD WANCHAI HONG KONG,"8,600",0.00%
+2021/02/04,B01755,匯澤證券有限公司,RM 602 6/F CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"8,400",0.00%
+2021/02/04,B01908,富國證券有限公司,RM 1803-1810 CHINA INSURANCE GROUP BUILDING 141 DES VOEUX ROAD CENTRAL HONG KONG,"8,400",0.00%
+2021/02/04,B02014,粵商國際證券有限公司,RM 1711 WEST TOWER SHUN TAK CENTRE 200 CONNAUGHT ROAD CENTRAL HONG KONG,"8,200",0.00%
+2021/02/04,B01296,萬金來證券有限公司,RM 1203-1204 12/F TAI SANG BANK BLDG 130-132 DES VOEUX ROAD CENTRAL HONG KONG,"8,000",0.00%
+2021/02/04,B01157,巴西證券有限公司,RM 905 WORLD-WIDE HSE 19 DES VOEUX RD CENTRAL HONG KONG,"7,400",0.00%
+2021/02/04,B02062,中國國際證券有限公司,RM 806 8/F K. WAH CENTRE 191 JAVA ROAD NORTH POINT HONG KONG,"7,200",0.00%
+2021/02/04,B01630,安里證券有限公司,RM 1903-4 19/F SHANGHAI INDUSTRIAL INVESTMENT BUILDING 48-62 HENNESSY ROAD WANCHAI HONG KONG,"7,000",0.00%
+2021/02/04,B01977,中財證券有限公司,3/F ZHONGCAI CENTRE 131 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"6,800",0.00%
+2021/02/04,B02059,金源證券有限公司,FLAT 4&5 25/F JUBILEE CENTRE 18 FENWICK STREET WANCHAI HONG KONG,"6,600",0.00%
+2021/02/04,B01920,天大証券有限公司,SUITES 2401-2410 24/F CITIC TOWER 1 TIM MEI AVENUE CENTRAL HONG KONG,"5,600",0.00%
+2021/02/04,B02060,力高證券有限公司,ROOM 301 3/F CHINA BUILDING 29 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"5,600",0.00%
+2021/02/04,B01645,永高證券有限公司,RM 601-602 6/F PETER BUILDING 58-60 QUEEN'S ROAD CENTRAL HONG KONG,"5,400",0.00%
+2021/02/04,B01547,國興証券有限公司,RM 702 FAR EAST CONSORTIUM BUILDING 121 DES VOEUX ROAD CENTRAL HONG KONG,"5,200",0.00%
+2021/02/04,B01783,中發証券有限公司,RM 2102 21/F MELBOURNE PLAZA 33 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"5,200",0.00%
+2021/02/04,B01776,亞投證券有限公司,RM 2220 22/F 3 LOCKHART ROAD WANCHAI HONG KONG,"5,000",0.00%
+2021/02/04,B01794,通陸證券有限公司,RM 1802 CAR PO COMMERCIAL BUILDING 37-43 POTTINGER STREET HONG KONG,"5,000",0.00%
+2021/02/04,B02029,匯恆證券(香港)有限公司,704 7/F TESBURY CENTRE 28 QUEEN'S ROAD EAST WANCHAI HONG KONG,"5,000",0.00%
+2021/02/04,B02031,金聯證券有限公司,RMS 501-3 5/F KAI TAK COMMERCIAL BUILDING 317 DES VOEUX ROAD CENTRAL HONG KONG,"5,000",0.00%
+2021/02/04,B02123,南方匯發國際有限公司,UNIT 04 19/F TWO CHINACHEM EXCHANGE SQUARE 338 KINGS ROAD NORTH POINT HONG KONG,"5,000",0.00%
+2021/02/04,C00099,台新國際商業銀行股份有限公司,6/F SUN LIFE TOWER THE GATEWAY 15 CANTON ROAD TSIMSHATSUI KOWLOON,"5,000",0.00%
+2021/02/04,B01592,百德能經紀有限公司,21/F LHT TOWER 31 QUEEN'S ROAD CENTRAL HONG KONG,"4,400",0.00%
+2021/02/04,B01950,高寶集團證券有限公司,RM 1509 THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"4,400",0.00%
+2021/02/04,B02172,金滿天投資有限公司,UNIT 13 12/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"4,400",0.00%
+2021/02/04,B02042,大聖證券有限公司,UNIT 2418 24/F CHINA MERCHANTS TOWER SHUN TAK CENTRE 168 CONNAUGHT ROAD CENTRAL HONG KONG,"4,296",0.00%
+2021/02/04,B02038,西牛證券有限公司,UNIT 2008 20/F SUNLIGHT TOWER 248 QUEEN'S ROAD EAST WANCHAI HONG KONG,"4,200",0.00%
+2021/02/04,B01801,建豐証券有限公司,RM 2105 21/F MELBOURNE PLAZA 33 QUEEN'S ROAD CENTRAL CENTRAL HONG KONG,"4,000",0.00%
+2021/02/04,B02034,川文證券有限公司,OFFICE A 10/F SANG WOO BUILDING 227-228 GLOUCESTER ROAD WANCHAI HONG KONG,"3,400",0.00%
+2021/02/04,B02054,藍山證券有限公司,RM 2403-2405 JUBILEE CENTRE 18 FENWICK STREET WANCHAI HONG KONG,"3,400",0.00%
+2021/02/04,B02133,中國證券有限公司,SUITE 4206 42/F LIPPO CENTER TOWER 1 89 QUEENSWAY ADMIRALTY HONG KONG,"3,400",0.00%
+2021/02/04,B01641,富盛證券有限公司,RM 1101 11/F YUE SHING COMMERCIAL BUILDING 15-16 QUEEN VICTORIA STREET CENTRAL HONG KONG,"3,000",0.00%
+2021/02/04,B01768,榮通證券有限公司,UNIT 3 9/F YUE XIU BUILDING 160-174 LOCKHART ROAD WANCHAI HONG KONG,"3,000",0.00%
+2021/02/04,B01988,樹熊證券有限公司,UNITS 1301-1302 13/F EVERBRIGHT CENTRE 108 GLOUCESTER ROAD WANCHAI HONG KONG,"3,000",0.00%
+2021/02/04,B02015,萬盛金融控股有限公司,RM A01-A02 11/F GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL SHEUNG WAN HONG KONG,"3,000",0.00%
+2021/02/04,B02092,一盈證券有限公司,RM 1916 HONG KONG PLAZA 188 CONNAUGHT ROAD WEST SAI WAN HONG KONG,"3,000",0.00%
+2021/02/04,B01322,進匯證券有限公司,18/F 8 LYNDHURST TERRACE 2-10 LYNDHURST TERRACE CENTRAL HONG KONG,"2,800",0.00%
+2021/02/04,B01471,大灣區深港證券有限公司,RM 2115 21/F GREAT EAGLE CENTRE 23 HARBOUR ROAD WANCHAI HONG KONG,"2,600",0.00%
+2021/02/04,B02101,雅景證券股份有限公司,RM 4613 46/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,"2,600",0.00%
+2021/02/04,B01725,高富金融有限公司,UNITS 2209-10 22/F FORTRESS TOWER 250 KING'S ROAD HONG KONG,"2,400",0.00%
+2021/02/04,B01751,IMAGI BROKERAGE LTD,SUITE 1610-1611 16/F CHINA UNITED CENTRE 28 MARBLE ROAD NORTH POINT HONG KONG,"2,200",0.00%
+2021/02/04,B01318,岡三國際(亞洲)有限公司,RM 4601-4603 46/F THE CENTER 99 QUEEN'S ROAD CENTRAL HONG KONG,"2,000",0.00%
+2021/02/04,B02063,博威環球證券有限公司,WHOLE OF 26/F OVERSEAS TRUST BANK BUILDING 160 GLOUCESTER ROAD WANCHAI HONG KONG,"2,000",0.00%
+2021/02/04,B02050,駿昇証券有限公司,UNIT A 12/F HARBOUR COMMERCIAL BUILDING 122-124 CONNAUGHT ROAD CENTRAL SHEUNG WAN HONG KONG,"1,800",0.00%
+2021/02/04,B02082,黃河證券有限公司,ROOM A 24/F TAI YAU BUILDING 181 JOHNSTON ROAD WANCHAI HONG KONG,"1,800",0.00%
+2021/02/04,B02125,中國銀盛國際有限公司,6/F 9 DES VOEUX ROAD WEST SHEUNG WAN HONG KONG,"1,800",0.00%
+2021/02/04,B02184,鼎鑫(證券)有限公司,ROOM 1812 18/F STAR HOUSE NO.3 SALISBURY ROAD KOWLOON HONG KONG,"1,800",0.00%
+2021/02/04,B02155,亞丁金融集團有限公司,NO. 303 3/F NEW EAST OCEAN CENTRE 9 SCIENCE MUSEUM ROAD TSIMSHATSUI KOWLOON,"1,400",0.00%
+2021/02/04,B02158,大田證券期貨有限公司,RM 2312 23/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL  HONG KONG,"1,400",0.00%
+2021/02/04,B02190,世傳證券有限公司,UNIT 703 7/F TOWER 1 THE QUAYSIDE 77 HOI BUN ROAD KWUN TONG KOWLOON,"1,400",0.00%
+2021/02/04,B02056,瑞邦證券有限公司,9/F SANG WOO BUILDING 227-228 GLOUCESTER ROAD WANCHAI HONG KONG,"1,200",0.00%
+2021/02/04,B01580,威華達證券有限公司,25/F CHINA UNITED CENTRE 28 MARBLE ROAD NORTH POINT HONG KONG,"1,000",0.00%
+2021/02/04,B01582,晉安証券有限公司,17/F BANK OF EAST ASIA HARBOUR VIEW CENTRE 56 GLOUCESTER ROAD WANCHAI HONG KONG,"1,000",0.00%
+2021/02/04,B01609,惠興証券有限公司,14/F OTB BUILDING 259-265 DES VOEUX ROAD CENTRAL HONG KONG,"1,000",0.00%
+2021/02/04,B01756,中天證券有限公司,UNIT 2302-03 23/F WEST TOWER SHUN TAK CENTRE 200 CONNAUGHT ROAD CENTRAL HONG KONG,"1,000",0.00%
+2021/02/04,B01790,耀豐證券有限公司,ROOM A 7/F PICO TOWER 64-66 GLOUCESTER ROAD WANCHAI HONG KONG,"1,000",0.00%
+2021/02/04,B01883,華晉證券資產管理有限公司,10/F ISLAND PLACE TOWER 510 KING'S ROAD NORTH POINT HONG KONG,"1,000",0.00%
+2021/02/04,B02011,中陽證券有限公司,ROOM 1101 118 CONNAUGHT ROAD WEST HONG KONG,"1,000",0.00%
+2021/02/04,B02100,永裕證券有限公司,1305 WEST TOWER SHUN TAK CENTRE 168-200 CONNAUGHT ROAD CENTRAL SHEUNG WAN HONG KONG,"1,000",0.00%
+2021/02/04,B02121,泉湧證券有限公司,5/F E168 166-168 DES VOEUX ROAD CENTRAL HONG KONG,"1,000",0.00%
+2021/02/04,B02113,團結證券有限公司,36/F CHAMPION TOWER 3 GARDEN ROAD CENTRAL HONG KONG,800,0.00%
+2021/02/04,B01538,萬基證券有限公司,RM 1804-1805 18/F ALLIED KAJIMA BUILDING 138 GLOUCESTER ROAD WANCHAI HONG KONG,600,0.00%
+2021/02/04,B01934,弘富投資服務有限公司,RM 1713B-1714 17/F HONG KONG PLAZA 188 CONNAUGHT ROAD WEST WESTERN DISTRICT HONG KONG,600,0.00%
+2021/02/04,B02053,原創集團證券有限公司,UNIT 2211 22/F COSCO TOWER 183 QUEEN'S ROAD CENTRAL HONG KONG,600,0.00%
+2021/02/04,B01608,天宸康合證券有限公司,ROOM 3203-3204 THE GATEWAY TOWER 6 9 CANTON ROAD TSIM SHA TSUI KOWLOON,400,0.00%
+2021/02/04,B01648,恆星證券有限公司,SUITE 3707-09 37/F TIMES SQUARE TOWER 2 1 MATHESON STREET CAUSEWAY BAY HONG KONG,400,0.00%
+2021/02/04,B01795,RAFFAELLO SECURITIES (HK) LTD,UNIT 1701 17/F LOW BLOCK GRAND MILLENNIUM PLAZA 181 QUEEN'S ROAD CENTRAL SHEUNG WAN HONG KONG,400,0.00%
+2021/02/04,B01821,中金三甲證券有限公司,30/F CHINACHEM CENTURY TOWER 178 GLOUCESTER ROAD WANCHAI HONG KONG,400,0.00%
+2021/02/04,B01957,鼎石證券有限公司,UNIT 1506 15/F WHEELOCK HOUSE 20 PEDDER STREET CENTRAL HONG KONG,400,0.00%
+2021/02/04,B02041,信銀(香港)資本有限公司,RM 2801 LIPPO CENTRE TOWER TWO 89 QUEENSWAY HONG KONG,400,0.00%
+2021/02/04,B02148,晉立峰證券有限公司,ROOM 2220 22/F JARDINE HOUSE 1 CONNAUGHT PLACE CENTRAL HONG KONG,400,0.00%
+2021/02/04,B02180,貝德斯證券有限公司,8/F 80 GLOUCESTER ROAD WANCHAI HONG KONG,400,0.00%
+2021/02/04,B01851,富明證券有限公司,UNIT 813 & 815 LEVEL 8 CORE F CYBERPORT 3 100 CYBERPORT ROAD HONG KONG,200,0.00%
+2021/02/04,B01992,中國中期證券有限公司,RM B 23/F YARDLEY COMMERCIAL BUILDING 3 CONNAUGHT ROAD WEST SHEUNG WAN HONG KONG,200,0.00%

testbed.ipynb

@@ -0,0 +1,831 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "hybrid-emerald",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/home/jovyan/work',\n",
+       " '/opt/conda/lib/python38.zip',\n",
+       " '/opt/conda/lib/python3.8',\n",
+       " '/opt/conda/lib/python3.8/lib-dynload',\n",
+       " '',\n",
+       " '/opt/conda/lib/python3.8/site-packages',\n",
+       " '/opt/conda/lib/python3.8/site-packages/IPython/extensions',\n",
+       " '/home/jovyan/.ipython']"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "sys.path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "brief-chamber",
+   "metadata": {},
+   "source": [
+    "Instruct python to load external modules not bundled with the "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "trying-sewing",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'youtube'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-2-8766823a4502>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/home/jovyan/work/modules'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0myoutube\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'youtube'"
+     ]
+    }
+   ],
+   "source": [
+    "sys.path.append('/home/jovyan/work/modules')\n",
+    "import youtube"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "chemical-width",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.hkexnews.hk/sdw/search/searchsdw_c.aspx\n",
+      "----\n",
+      "2021/02/04Data available\n",
+      "香港上海匯豐銀行有限公司\n",
+      "JPMORGAN CHASE BANK, NATIONAL ASSOCIATION\n",
+      "花旗銀行\n",
+      "CHINA SECURITIES DEPOSITORY AND CLEARING\n",
+      "中國証券登記結算有限責任公司\n",
+      "UBS SECURITIES HONG KONG LTD\n",
+      "高盛(亞洲)證券有限公司\n",
+      "中銀國際證券有限公司\n",
+      "渣打銀行(香港)有限公司\n",
+      "MORGAN STANLEY HONG KONG SECURITIES LTD\n",
+      "德意志銀行\n",
+      "盈透證券香港有限公司\n",
+      "中國銀行(香港)有限公司\n",
+      "BNP PARIBAS SECURITIES SERVICES\n",
+      "MLFE LTD\n",
+      "富途證券國際(香港)有限公司\n",
+      "恒生證券有限公司\n",
+      "DBS BANK LTD\n",
+      "中國國際金融香港證券有限公司\n",
+      "國泰君安證券(香港)有限公司\n",
+      "中信証券經紀(香港)有限公司\n",
+      "海通國際證券有限公司\n",
+      "招商永隆銀行有限公司\n",
+      "東亞銀行有限公司\n",
+      "申萬宏源證券(香港)有限公司\n",
+      "ABN AMRO CLEARING HONG KONG LTD\n",
+      "新鴻基投資服務有限公司\n",
+      "匯豐金融證券(香港)有限公司\n",
+      "招商銀行股份有限公司\n",
+      "上海浦東發展銀行股份有限公司\n",
+      "雲鋒證券有限公司\n",
+      "招商證券(香港)有限公司\n",
+      "中國建設銀行(亞洲)股份有限公司\n",
+      "法國興業證券(香港)有限公司\n",
+      "上海商業銀行有限公司\n",
+      "興證國際證券有限公司\n",
+      "大華繼顯(香港)有限公司\n",
+      "CREDIT SUISSE SECURITIES (HONG KONG) LTD\n",
+      "招銀國際證券有限公司\n",
+      "交通銀行信託有限公司\n",
+      "輝立証券(香港)有限公司\n",
+      "大眾証券有限公司\n",
+      "南洋商業銀行有限公司\n",
+      "工銀亞洲証券有限公司\n",
+      "核聚證券有限公司\n",
+      "富銀證券(香港)有限公司\n",
+      "廣發証券(香港)經紀有限公司\n",
+      "結好證券有限公司\n",
+      "交銀國際證券有限公司\n",
+      "耀才證券國際(香港)有限公司\n",
+      "國都證券(香港)有限公司\n",
+      "星展銀行(香港)有限公司\n",
+      "華泰金融控股(香港)有限公司\n",
+      "英皇證券(香港)有限公司\n",
+      "中信銀行(國際)有限公司\n",
+      "安信國際證券(香港)有限公司\n",
+      "中國銀河國際證券(香港)有限公司\n",
+      "國元証券經紀(香港)有限公司\n",
+      "恒生銀行有限公司\n",
+      "大新證券有限公司\n",
+      "東亞證券有限公司\n",
+      "直達國際金融服務有限公司\n",
+      "凱基證券亞洲有限公司\n",
+      "東方財富國際證券有限公司\n",
+      "國信證券(香港)經紀有限公司\n",
+      "集友銀行有限公司\n",
+      "金英證券(香港)有限公司\n",
+      "華盛資本証券有限公司\n",
+      "創興證券有限公司\n",
+      "大和資本市場香港有限公司\n",
+      "致富證券有限公司\n",
+      "第一上海證券有限公司\n",
+      "尚乘環球市場有限公司\n",
+      "銀河—聯昌證券(香港)有限公司\n",
+      "華僑永亨銀行有限公司\n",
+      "寶盛證券(香港)有限公司\n",
+      "永豐金證券(亞洲)有限公司\n",
+      "華僑永亨証券有限公司\n",
+      "滙富金融服務有限公司\n",
+      "大豐崑泰證券有限公司\n",
+      "東方證券(香港)有限公司\n",
+      "奕豐證券(香港)有限公司\n",
+      "利弗莫爾證券有限公司\n",
+      "星展唯高達香港有限公司\n",
+      "大眾銀行(香港)有限公司\n",
+      "鷹達證券有限公司\n",
+      "中國工商銀行(亞洲)有限公司\n",
+      "六福證券(香港)有限公司\n",
+      "太平証券(香港)有限公司\n",
+      "中信建投(國際)証券有限公司\n",
+      "一通投資者有限公司\n",
+      "創興銀行有限公司\n",
+      "元大證券(香港)有限公司\n",
+      "建銀國際證券有限公司\n",
+      "德意志證券亞洲有限公司\n",
+      "平證證券(香港)有限公司\n",
+      "浦銀國際證券有限公司\n",
+      "富昌證券有限公司\n",
+      "中泰國際證券有限公司\n",
+      "順安證券資產管理有限公司\n",
+      "京華山一國際(香港)有限公司\n",
+      "國金證券(香港)有限公司\n",
+      "信達國際證券有限公司\n",
+      "加皇投資理財有限公司\n",
+      "東洋証券亞洲有限公司\n",
+      "邦盟滙駿證券有限公司\n",
+      "信誠證券有限公司\n",
+      "國泰證券(香港)有限公司\n",
+      "中信里昂證券有限公司\n",
+      "金利豐證券有限公司\n",
+      "中國通海證券有限公司\n",
+      "農銀國際證券有限公司\n",
+      "祺昌證券有限公司\n",
+      "勝利證券有限公司\n",
+      "匯濤證券有限公司\n",
+      "富邦證券(香港)有限公司\n",
+      "高鉦証券有限公司\n",
+      "佳兆業金融集團有限公司\n",
+      "東吳證券國際經紀有限公司\n",
+      "友信證券有限公司\n",
+      "茂宸證券有限公司\n",
+      "財通國際證券有限公司\n",
+      "尊嘉證券國際有限公司\n",
+      "瑞士盈豐銀行股份有限公司\n",
+      "寶通證券亞洲有限公司\n",
+      "宏高證券有限公司\n",
+      "工銀國際證券有限公司\n",
+      "新富證券有限公司\n",
+      "嘉實國際證券有限公司\n",
+      "恆大證券(香港)有限公司\n",
+      "溢利證券有限公司\n",
+      "橫華國際証券有限公司\n",
+      "周生生證券有限公司\n",
+      "復星恆利證券有限公司\n",
+      "SOFI SECURITIES (HONG KONG) LTD\n",
+      "高信證券有限公司\n",
+      "長江證券經紀(香港)有限公司\n",
+      "大眾金融証券有限公司\n",
+      "中順證券期貨有限公司\n",
+      "南華證券投資有限公司\n",
+      "未來資產證券(香港)有限公司\n",
+      "金鷹證券有限公司\n",
+      "峰匯金融集團有限公司\n",
+      "潮商證券有限公司\n",
+      "寶新證券有限公司\n",
+      "常匯證券有限公司\n",
+      "時富證券有限公司\n",
+      "蘇佩瓚證券有限公司\n",
+      "華融國際證券有限公司\n",
+      "方德證券有限公司\n",
+      "方正證券(香港)有限公司\n",
+      "環一證券有限公司\n",
+      "富元證券有限公司\n",
+      "亨達証券有限公司\n",
+      "天發證券有限公司\n",
+      "瑞穗證券亞洲有限公司\n",
+      "訊匯證券有限公司\n",
+      "瑞豐證券有限公司\n",
+      "山證國際證券有限公司\n",
+      "立橋證券有限公司\n",
+      "山金證券(香港)有限公司\n",
+      "利銘證券有限公司\n",
+      "大盛証券投資有限公司\n",
+      "寶鉅證券有限公司\n",
+      "海富證券投資有限公司\n",
+      "青石證券(香港)有限公司\n",
+      "新寶城證券有限公司\n",
+      "艾德證券期貨有限公司\n",
+      "協聯證券有限公司\n",
+      "統一證券(香港)有限公司\n",
+      "電訊濎匯證券有限公司\n",
+      "源盛證券有限公司\n",
+      "盈泰證券有限公司\n",
+      "永豐證券有限公司\n",
+      "東方匯財證券有限公司\n",
+      "匯業證券有限公司\n",
+      "嘉利證券投資有限公司\n",
+      "發利證券有限公司\n",
+      "嘉謨證券有限公司\n",
+      "西證(香港)證券經紀有限公司\n",
+      "越秀証券有限公司\n",
+      "華信證券有限公司\n",
+      "鴻昇證券有限公司\n",
+      "博大證券有限公司\n",
+      "富強證券有限公司\n",
+      "日發證券有限公司\n",
+      "朗盈證券有限公司\n",
+      "恆豐證券有限公司\n",
+      "安捷證券有限公司\n",
+      "佐雄證券有限公司\n",
+      "名匯證券有限公司\n",
+      "盛源證券有限公司\n",
+      "恒泰証券有限公司\n",
+      "滙信理財有限公司\n",
+      "中達證券投資有限公司\n",
+      "偉富證券有限公司\n",
+      "群益證券(香港)有限公司\n",
+      "東信證券有限公司\n",
+      "星火證券有限公司\n",
+      "大唐資本證券有限公司\n",
+      "利興股票有限公司\n",
+      "首控證券有限公司\n",
+      "聯發證券有限公司\n",
+      "方達資本管理有限公司\n",
+      "世博證券有限公司\n",
+      "果樹證券有限公司\n",
+      "偉民股票買賣有限公司\n",
+      "東興證券(香港)有限公司\n",
+      "實德證券有限公司\n",
+      "大德證券(亞洲)有限公司\n",
+      "東英亞洲證券有限公司\n",
+      "高陞證券有限公司\n",
+      "浩豐證券投資有限公司\n",
+      "中原證券有限公司\n",
+      "騰記證券有限公司\n",
+      "微牛證券有限公司\n",
+      "英明證券有限公司\n",
+      "鉅亨證券有限公司\n",
+      "步基證券有限公司\n",
+      "雅利多證券有限公司\n",
+      "第一證券(香港)有限公司\n",
+      "集美證券有限公司\n",
+      "華誠證券有限公司\n",
+      "興業金融證券有限公司\n",
+      "泰山證券有限公司\n",
+      "天風國際證券與期貨有限公司\n",
+      "太平基業證券有限公司\n",
+      "達利證券有限公司\n",
+      "益高證券有限公司\n",
+      "新永安國際證券有限公司\n",
+      "美建證券有限公司\n",
+      "鎧盛證券有限公司\n",
+      "恩明資產証券有限公司\n",
+      "高誠證券有限公司\n",
+      "百裕證券有限公司\n",
+      "阿仕特朗資本管理有限公司\n",
+      "匯盈證券有限公司\n",
+      "威靈頓金融有限公司\n",
+      "恆盛證券有限公司\n",
+      "和豐證券有限公司\n",
+      "齊榮證券有限公司\n",
+      "第一金和昇證券有限公司\n",
+      "展兆投資有限公司\n",
+      "永富證券有限公司\n",
+      "佳富達證券有限公司\n",
+      "軟庫中華金融服務有限公司\n",
+      "宏旺證券有限公司\n",
+      "AAA SECURITIES CO. LTD\n",
+      "榮興證券有限公司\n",
+      "永聯財富管理有限公司\n",
+      "興業證券有限公司\n",
+      "鼎珮證券有限公司\n",
+      "長雄證券有限公司\n",
+      "元富證券(香港)有限公司\n",
+      "FUNDERSTONE SECURITIES LTD\n",
+      "恒億證券有限公司\n",
+      "協興股票有限公司\n",
+      "華德國際證券有限公司\n",
+      "永勝證券有限公司\n",
+      "大輝證券有限公司\n",
+      "龍匯證券有限公司\n",
+      "興偉聯合證券有限公司\n",
+      "嘉信証券有限公司\n",
+      "同德証券(香港)有限公司\n",
+      "李氏證券有限公司\n",
+      "恒昇證券有限公司\n",
+      "克而瑞證券有限公司\n",
+      "萬海證券有限公司\n",
+      "萬利豐證券有限公司\n",
+      "晉億證券有限公司\n",
+      "興旺證券有限公司\n",
+      "利星行證券有限公司\n",
+      "東航國際金融(香港)有限公司\n",
+      "海富證券有限公司\n",
+      "元庫證券有限公司\n",
+      "勤豐證券有限公司\n",
+      "中州國際證券有限公司\n",
+      "創市証券有限公司\n",
+      "益群證券有限公司\n",
+      "民眾證券有限公司\n",
+      "堅固證券有限公司\n",
+      "恒富證券有限公司\n",
+      "大業證券有限公司\n",
+      "大寧證券有限公司\n",
+      "包大衛証券投資有限公司\n",
+      "海悅證券有限公司\n",
+      "穎翔證券有限公司\n",
+      "祖達股票行有限公司\n",
+      "大豐證券有限公司\n",
+      "岡地投資(香港)有限公司\n",
+      "加多利證券有限公司\n",
+      "滿好證券有限公司\n",
+      "華南永昌證券(香港)有限公司\n",
+      "一中證券有限公司\n",
+      "秦志遠證券有限公司\n",
+      "中國民生銀行股份有限公司\n",
+      "萬達基證券有限公司\n",
+      "NERICO BROTHERS LTD\n",
+      "華大證券有限公司\n",
+      "安裕證券投資有限公司\n",
+      "廣發行証券有限公司\n",
+      "華生證券有限公司\n",
+      "路華證券有限公司\n",
+      "華億證券有限公司\n",
+      "昇悅證券有限公司\n",
+      "永安證券有限公司\n",
+      "金輝証券有限公司\n",
+      "偉祿亞太證券有限公司\n",
+      "匯誠證券有限公司\n",
+      "中融平和證券有限公司\n",
+      "阿爾法國際證券(香港)有限公司\n",
+      "民銀證券有限公司\n",
+      "太陽國際証券有限公司\n",
+      "T & F EQUITIES LTD\n",
+      "貝格隆証券有限公司\n",
+      "未來金融有限公司\n",
+      "易昇證券有限公司\n",
+      "創陞證券有限公司\n",
+      "東泰證券有限公司\n",
+      "聯勝網上證券有限公司\n",
+      "聯合證券有限公司\n",
+      "萬興證券有限公司\n",
+      "興利証券有限公司\n",
+      "瑭明金融集團有限公司\n",
+      "富業證券投資有限公司\n",
+      "耀佳金融集團有限公司\n",
+      "長复證券有限公司\n",
+      "昭海金融證券有限公司\n",
+      "豐年証券投資有限公司\n",
+      "百利證券有限公司\n",
+      "富匯證券有限公司\n",
+      "信亨証券有限公司\n",
+      "新基立證券有限公司\n",
+      "羅沙證券有限公司\n",
+      "弘業國際金融控股有限公司\n",
+      "擎天證券有限公司\n",
+      "英華證券有限公司\n",
+      "致德證券有限公司\n",
+      "均益證券(國際)有限公司\n",
+      "漢華證券有限公司\n",
+      "匯金(證券)有限公司\n",
+      "SIU YUK LUNG *\n",
+      "中潤證券有限公司\n",
+      "詠誼證券投資有限公司\n",
+      "寶利證券有限公司\n",
+      "禹洲金融控股(香港)有限公司\n",
+      "明漢證券有限公司\n",
+      "中華匯財金融有限公司\n",
+      "文漢揚証券有限公司\n",
+      "鼎展證券及期貨有限公司\n",
+      "弘量研究有限公司\n",
+      "香港國際證券有限公司\n",
+      "瑞豐國際證券有限公司\n",
+      "亞華證券有限公司\n",
+      "漢英證券有限公司\n",
+      "江陸證券有限公司\n",
+      "智易東方證券有限公司\n",
+      "中國信託綜合證券(香港)有限公司\n",
+      "立生證券有限公司\n",
+      "京基證券集團有限公司\n",
+      "華業證券有限公司\n",
+      "廣利証券有限公司\n",
+      "浙商國際金融控股有限公司\n",
+      "德豐證券投資有限公司\n",
+      "富榮證券集團有限公司\n",
+      "中策富匯證券有限公司\n",
+      "匯生證券有限公司\n",
+      "昊天國際證券有限公司\n",
+      "智華證券有限公司\n",
+      "友盈證券有限公司\n",
+      "勁域證券有限公司\n",
+      "怡發證券有限公司\n",
+      "飛達證券有限公司\n",
+      "太陽證券有限公司\n",
+      "凱敏證券有限公司\n",
+      "上高證券有限公司\n",
+      "駿溢環球金融集團有限公司\n",
+      "金禧國際證券 (香港) 有限公司\n",
+      "新同得有限公司\n",
+      "華金證券(國際)有限公司\n",
+      "佳隆證券有限公司\n",
+      "盛德證券有限公司\n",
+      "三泰富金融投資有限公司\n",
+      "中南金融有限公司\n",
+      "昌盛證券有限公司\n",
+      "鼎新證券有限公司\n",
+      "環球大通證券有限公司\n",
+      "韓國投資證券亞洲有限公司\n",
+      "國投證券有限公司\n",
+      "易易壹證券有限公司\n",
+      "冠力金融服務有限公司\n",
+      "威發證券有限公司\n",
+      "進陞證券有限公司\n",
+      "權威證券有限公司\n",
+      "利盟證券有限公司\n",
+      "金鵬證券有限公司\n",
+      "中國北方證券集團有限公司\n",
+      "冠泓證券有限公司\n",
+      "陳岳明證券有限公司\n",
+      "嘉銀證券有限公司\n",
+      "昌萬年有限公司\n",
+      "千里碩證券有限公司\n",
+      "東海國際證券(香港)有限公司\n",
+      "兆安證券有限公司\n",
+      "泓福證券有限公司\n",
+      "華邦證券有限公司\n",
+      "香江證券有限公司\n",
+      "金旭證券有限公司\n",
+      "FIRST FIDELITY CAPITAL (INTERNATIONAL) LTD\n",
+      "國新證券有限公司\n",
+      "金裕富證券有限公司\n",
+      "金橋證券有限公司\n",
+      "敏哲証券有限公司\n",
+      "公平證券有限公司\n",
+      "中富證券有限公司\n",
+      "偉文証券有限公司\n",
+      "新城晉峰證券有限公司\n",
+      "山高國際證券有限公司\n",
+      "宏匯證券有限公司\n",
+      "利得證券(香港)有限公司\n",
+      "中融國際証券有限公司\n",
+      "CONRAD INVESTMENT SERVICES LTD\n",
+      "溢勝證券亞洲有限公司\n",
+      "泰嘉證券資產管理有限公司\n",
+      "環球證券有限公司\n",
+      "聚富證券有限公司\n",
+      "華贏東方(亞洲)控股有限公司\n",
+      "加福證券有限公司\n",
+      "東匯證券有限公司\n",
+      "軟庫金匯證券有限公司\n",
+      "妙然基金管理有限公司\n",
+      "格理昂證券有限公司\n",
+      "保興匯財證券有限公司\n",
+      "海盈證券有限公司\n",
+      "寶泰證券(香港)有限公司\n",
+      "融德證券有限公司\n",
+      "港股通証券有限公司\n",
+      "匯心金融有限公司\n",
+      "乾立亨證券有限公司\n",
+      "摩根富國證券有限公司\n",
+      "日盛嘉富證券國際有限公司\n",
+      "摩石證券有限公司\n",
+      "中港通證券有限公司\n",
+      "富利證券有限公司\n",
+      "億聲證券有限公司\n",
+      "匯澤證券有限公司\n",
+      "富國證券有限公司\n",
+      "粵商國際證券有限公司\n",
+      "萬金來證券有限公司\n",
+      "巴西證券有限公司\n",
+      "中國國際證券有限公司\n",
+      "安里證券有限公司\n",
+      "中財證券有限公司\n",
+      "金源證券有限公司\n",
+      "天大証券有限公司\n",
+      "力高證券有限公司\n",
+      "永高證券有限公司\n",
+      "國興証券有限公司\n",
+      "中發証券有限公司\n",
+      "亞投證券有限公司\n",
+      "通陸證券有限公司\n",
+      "匯恆證券(香港)有限公司\n",
+      "金聯證券有限公司\n",
+      "南方匯發國際有限公司\n",
+      "台新國際商業銀行股份有限公司\n",
+      "百德能經紀有限公司\n",
+      "高寶集團證券有限公司\n",
+      "金滿天投資有限公司\n",
+      "大聖證券有限公司\n",
+      "西牛證券有限公司\n",
+      "建豐証券有限公司\n",
+      "川文證券有限公司\n",
+      "藍山證券有限公司\n",
+      "中國證券有限公司\n",
+      "富盛證券有限公司\n",
+      "榮通證券有限公司\n",
+      "樹熊證券有限公司\n",
+      "萬盛金融控股有限公司\n",
+      "一盈證券有限公司\n",
+      "進匯證券有限公司\n",
+      "大灣區深港證券有限公司\n",
+      "雅景證券股份有限公司\n",
+      "高富金融有限公司\n",
+      "IMAGI BROKERAGE LTD\n",
+      "岡三國際(亞洲)有限公司\n",
+      "博威環球證券有限公司\n",
+      "駿昇証券有限公司\n",
+      "黃河證券有限公司\n",
+      "中國銀盛國際有限公司\n",
+      "鼎鑫(證券)有限公司\n",
+      "亞丁金融集團有限公司\n",
+      "大田證券期貨有限公司\n",
+      "世傳證券有限公司\n",
+      "瑞邦證券有限公司\n",
+      "威華達證券有限公司\n",
+      "晉安証券有限公司\n",
+      "惠興証券有限公司\n",
+      "中天證券有限公司\n",
+      "耀豐證券有限公司\n",
+      "華晉證券資產管理有限公司\n",
+      "中陽證券有限公司\n",
+      "永裕證券有限公司\n",
+      "泉湧證券有限公司\n",
+      "團結證券有限公司\n",
+      "萬基證券有限公司\n",
+      "弘富投資服務有限公司\n",
+      "原創集團證券有限公司\n",
+      "天宸康合證券有限公司\n",
+      "恆星證券有限公司\n",
+      "RAFFAELLO SECURITIES (HK) LTD\n",
+      "中金三甲證券有限公司\n",
+      "鼎石證券有限公司\n",
+      "信銀(香港)資本有限公司\n",
+      "晉立峰證券有限公司\n",
+      "貝德斯證券有限公司\n",
+      "富明證券有限公司\n",
+      "中國中期證券有限公司\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\n",
+    "# https://programmer.ink/think/5d872dc23f36a.html\n",
+    "# \n",
+    "from  lxml import etree\n",
+    "import requests\n",
+    "import csv\n",
+    "import os\n",
+    "\n",
+    "def get_shareholdings(stkcode, tdate, lang='c'):\n",
+    "\n",
+    "    headers={\"User-Agent\":\"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.112 Safari/537.36\"}\n",
+    "    \n",
+    "    url= \"https://www.hkexnews.hk/sdw/search/searchsdw%s.aspx\" % ('_c' if lang == 'c' else '')\n",
+    "    print(url)\n",
+    "    shs_hold_date = '%s/%s/%s' % (tdate[0:4], tdate[4:6], tdate[6:8])\n",
+    "    datatime = {'__EVENTTARGET': 'btnSearch',\n",
+    "                '__EVENTARGUMENT':'',\n",
+    "                '__VIEWSTATE': '/wEPDwULLTIwNTMyMzMwMThkZHNjXATvSlyVIlPSDhuziMEZMG94',\n",
+    "                '__VIEWSTATEGENERATOR': '3B50BBBD',\n",
+    "                'today': tdate,\n",
+    "                'sortBy': 'shareholding',\n",
+    "                'sortDirection': 'desc',\n",
+    "                'alertMsg':'',\n",
+    "                'txtShareholdingDate': shs_hold_date,\n",
+    "                'txtStockCode': stkcode,\n",
+    "                'txtStockName': '',\n",
+    "                'txtParticipantID':'',\n",
+    "                'txtParticipantName':''\n",
+    "                }\n",
+    "    repensoe=requests.post(url,headers=headers,data=datatime)\n",
+    "    text=repensoe.text\n",
+    "    html1 = etree.HTML(text)\n",
+    "    div = html1.xpath(\"//div[@id='pnlResultNormal']//tbody%s\" % ('/tr' if lang != 'en' else ''))\n",
+    "    data = []\n",
+    "    print(\"--\" * 2)\n",
+    "    valuetime = html1.xpath(\"//input[@id='txtShareholdingDate']/@value\")\n",
+    "    print(valuetime[0]+\"Data available\")\n",
+    "    filename = 'shshold-%s-%s%s.csv' % (stkcode, tdate, ('_c' if lang != 'en' else ''))\n",
+    "    \n",
+    "    for tb in div:\n",
+    "        try:\n",
+    "            participant_id = tb.xpath(\"./td[1]/div/text()\")[1]\n",
+    "        except IndexError:\n",
+    "            participant_id = ''\n",
+    "        participant_name = tb.xpath(\"./td[2]/div/text()\")[1]\n",
+    "        print (participant_name)\n",
+    "        participant_address = tb.xpath(\"./td[3]/div/text()\")[1]\n",
+    "        right = tb.xpath(\"./td[4]/div/text()\")[1]\n",
+    "        percent = tb.xpath(\"./td[5]/div/text()\")[1]\n",
+    "        datadic = {\"date\": valuetime[0], \"Participant number\": participant_id, \"Central System Participant Name\": participant_name, \"address\": participant_address, \"Shareholding\": right,\"Proportion\": percent}\n",
+    "        data.append(datadic)\n",
+    "        \n",
+    "        \n",
+    "\n",
+    "\n",
+    "    csvhead = [\"date\", \"Participant number\", \"Central System Participant Name\", \"address\", \"Shareholding\",\"Proportion\"]\n",
+    "    with open(filename, 'w', newline='') as fp:\n",
+    "        write = csv.DictWriter(fp, csvhead)\n",
+    "        write.writeheader()\n",
+    "        write.writerows(data)\n",
+    "    \n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    os.getcwd()\n",
+    "    os.chdir(\"./\")    \n",
+    "    get_shareholdings('01810', '20210204')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "legendary-blocking",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Participant number</th>\n",
+       "      <th>Central System Participant Name</th>\n",
+       "      <th>address</th>\n",
+       "      <th>Shareholding</th>\n",
+       "      <th>Proportion</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00019</td>\n",
+       "      <td>香港上海匯豐銀行有限公司</td>\n",
+       "      <td>HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 &amp; 3 ...</td>\n",
+       "      <td>6,174,683,773</td>\n",
+       "      <td>24.51%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00100</td>\n",
+       "      <td>JPMORGAN CHASE BANK, NATIONAL ASSOCIATION</td>\n",
+       "      <td>18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...</td>\n",
+       "      <td>2,469,268,967</td>\n",
+       "      <td>9.80%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>C00010</td>\n",
+       "      <td>花旗銀行</td>\n",
+       "      <td>9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...</td>\n",
+       "      <td>2,331,702,033</td>\n",
+       "      <td>9.25%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00004</td>\n",
+       "      <td>CHINA SECURITIES DEPOSITORY AND CLEARING</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,607,058,225</td>\n",
+       "      <td>6.38%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021/02/04</td>\n",
+       "      <td>A00003</td>\n",
+       "      <td>中國証券登記結算有限責任公司</td>\n",
+       "      <td>17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...</td>\n",
+       "      <td>1,460,955,022</td>\n",
+       "      <td>5.80%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date Participant number            Central System Participant Name  \\\n",
+       "0  2021/02/04             C00019                               香港上海匯豐銀行有限公司   \n",
+       "1  2021/02/04             C00100  JPMORGAN CHASE BANK, NATIONAL ASSOCIATION   \n",
+       "2  2021/02/04             C00010                                       花旗銀行   \n",
+       "3  2021/02/04             A00004   CHINA SECURITIES DEPOSITORY AND CLEARING   \n",
+       "4  2021/02/04             A00003                             中國証券登記結算有限責任公司   \n",
+       "\n",
+       "                                             address   Shareholding Proportion  \n",
+       "0  HSBC WEALTH BUSINESS SERVICES 8/F TOWER 2 & 3 ...  6,174,683,773     24.51%  \n",
+       "1  18/F TOWER 2 THE QUAYSIDE 77 HOI BUN ROAD KWUN...  2,469,268,967      9.80%  \n",
+       "2  9/F CITI TOWER ONE BAY EAST 83 HOI BUN ROAD KW...  2,331,702,033      9.25%  \n",
+       "3  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,607,058,225      6.38%  \n",
+       "4  17 TAIPING QIAO STREET XICHENG DISTRICT BEIJIN...  1,460,955,022      5.80%  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "data = pd.read_csv('./shshold-01810-20210204_c.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "upper-welsh",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c1f22ec1",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d20f6898",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}