{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "139fd1cb-aedf-4186-8408-4d630ba69599",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dolphindb as ddb\n",
    "\n",
    "sess = ddb.session(\"192.168.1.167\", 8848)\n",
    "sess.login('admin', '123456')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "98ef95cf-0a7f-4e9d-8c7c-bc1d2a6268bd",
   "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>tableName</th>\n",
       "      <th>physicalIndex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>divident</td>\n",
       "      <td>Gws</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>preliminary_earnings_estimate</td>\n",
       "      <td>FyP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>is_common_ori</td>\n",
       "      <td>DvA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cfs_common_ori</td>\n",
       "      <td>AUH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bs_common_adj</td>\n",
       "      <td>x2R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>earnings_preannouncement</td>\n",
       "      <td>EOu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>cfs_common_adj</td>\n",
       "      <td>zCC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>is_common_adj</td>\n",
       "      <td>Cdl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>bs_common_ori</td>\n",
       "      <td>ykc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       tableName physicalIndex\n",
       "0                       divident           Gws\n",
       "1  preliminary_earnings_estimate           FyP\n",
       "2                  is_common_ori           DvA\n",
       "3                 cfs_common_ori           AUH\n",
       "4                  bs_common_adj           x2R\n",
       "5       earnings_preannouncement           EOu\n",
       "6                 cfs_common_adj           zCC\n",
       "7                  is_common_adj           Cdl\n",
       "8                  bs_common_ori           ykc"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"listTables('dfs://pit_stock_ts')\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "12d5328e-ee57-4cf6-adeb-863649cbb19d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'partitionType': 5,\n",
       " 'partitionColumnType': 17,\n",
       " 'partitionColumnIndex': 0,\n",
       " 'chunkPath': None,\n",
       " 'colDefs':                           name typeString  typeInt comment\n",
       " 0                         code     SYMBOL       17        \n",
       " 1                report_period       DATE        6        \n",
       " 2               appear_at_date       DATE        6        \n",
       " 3         S_PROFITNOTICE_STYLE     STRING       18        \n",
       " 4     S_PROFITNOTICE_CHANGEMIN     DOUBLE       16        \n",
       " 5     S_PROFITNOTICE_CHANGEMAX     DOUBLE       16        \n",
       " 6  S_PROFITNOTICE_NETPROFITMIN     DOUBLE       16        \n",
       " 7  S_PROFITNOTICE_NETPROFITMAX     DOUBLE       16        \n",
       " 8        S_PROFITNOTICE_REASON     STRING       18        ,\n",
       " 'chunkGranularity': 'TABLE',\n",
       " 'partitionTypeName': 'HASH',\n",
       " 'keepDuplicates': 'ALL',\n",
       " 'engineType': 'TSDB',\n",
       " 'partitionColumnName': 'code',\n",
       " 'partitionSchema': 50,\n",
       " 'sortColumns': array(['code', 'report_period', 'appear_at_date'], dtype=object),\n",
       " 'partitionSites': None}"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"\"\"\n",
    "    schema(loadTable(\"dfs://pit_stock_ts\", \"earnings_preannouncement\"))\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "46547093-9ee6-46ed-a821-73f3237b3c5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlalchemy as sa\n",
    "engine = sa.create_engine(\n",
    "    'mssql+pyodbc://sa:xn.123@192.168.1.91/tr_statement?driver=ODBC+Driver+18+for+SQL+Server',\n",
    "    connect_args = {\n",
    "        \"TrustServerCertificate\": \"yes\"\n",
    "    }, echo=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "26b5701e-17e5-439e-8921-e7523384eee7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('tr_statement', 'dbo', 'SRC_TS_DIVIDEND_ANNOUNCEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_PRELIMINARY_EARNING_EST', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_FINCOMP_CASHFLOWSTATEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_FINCOMP_INCOMESTATEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_FINCOMP_BALANCESHEET', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_CONSOLIDATED_CASHFLOWSTATEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_CONSOLIDATED_INCOMESTATEMENT', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_CONSOLIDATED_BALANCESHEET', 'BASE TABLE'),\n",
      " ('tr_statement', 'dbo', 'CBS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CBS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CBS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CIS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CIS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CIS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CCFS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CCFS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'CCFS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FBS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FBS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FBS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FIS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FIS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FIS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FCFS_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FCFS_BEFORE_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'FCFS_AFTER_ADJ', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'PEE_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'PEE_WIND', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'EP_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'DIV_META', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'DIV_WIND', 'VIEW'),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_NON_RECURRING_PNL', 'BASE TABLE')]\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint \n",
    "\n",
    "with engine.connect() as conn:\n",
    "    rs = conn.execute(\"\"\"\n",
    "SELECT\n",
    "  *\n",
    "FROM\n",
    "  tr_statement.INFORMATION_SCHEMA.TABLES;\n",
    "\"\"\").fetchall()\n",
    "\n",
    "pprint(rs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "2dcd793a-2442-4b4e-b261-b2cead090efc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'StockID', 1, 'char', 8, 8, None, None, 0, None, None, 1, None, 8, 1, 'NO', 47),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'StockName', 12, 'varchar', 20, 20, None, None, 1, None, None, 12, None, 20, 2, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'ReportPeriod', 4, 'int', 10, 4, 0, 10, 0, None, None, 4, None, None, 3, 'NO', 56),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'AppearAtDate', 4, 'int', 10, 4, 0, 10, 0, None, None, 4, None, None, 4, 'NO', 56),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_CONTENT', -1, 'text', 2147483647, 2147483647, None, None, 1, None, None, -1, None, 2147483647, 5, 'YES', 35),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_STYLE', 12, 'varchar', 20, 20, None, None, 1, None, None, 12, None, 20, 6, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_CHANG_SOURCE', 12, 'varchar', 20, 20, None, None, 1, None, None, 12, None, 20, 7, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_REASON', -1, 'text', 2147483647, 2147483647, None, None, 1, None, None, -1, None, 2147483647, 8, 'YES', 35),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'REMARK', -1, 'text', 2147483647, 2147483647, None, None, 1, None, None, -1, None, 2147483647, 9, 'YES', 35),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_NETPROFITMAX', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 10, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_NETPROFITUNIT', 12, 'varchar', 20, 20, None, None, 1, None, None, 12, None, 20, 11, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_NETPROFITMIN', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 12, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_CHANGEMIN', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 13, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'SRC_TS_EARNINGS_PREANNOUNCEMENT', 'S_PROFITNOTICE_CHANGEMAX', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 14, 'YES', 109)]\n"
     ]
    }
   ],
   "source": [
    "with engine.connect() as conn:\n",
    "    rs = conn.execute(\"EXEC sp_columns SRC_TS_EARNINGS_PREANNOUNCEMENT\").fetchall()\n",
    "\n",
    "pprint(rs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "id": "e5904cbf-4405-4d2e-bc5b-88706273f5d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('NE430047', '诺思兰德', 20211231, 20220225, '净利润亏损5174.6万元', '增亏', '天软计算', '本报告期内，公司经营业绩较去年亏损增加。主要原因为:1、报告期内公司研发费用、管理费用较上年度有所增加；2、报告期内毛利率较高的技术转让收入减少，导致本报告期亏损增加。', 'nan', -5174.6, '万元', -5174.6, -104.1182, -104.1182),\n",
      " ('NE430489', '佳先股份', 20211231, 20220228, '净利润盈利6193.94万元，比上年同期增长125.26%', '预增', '公告中公布', '本报告期归属于上市公司股东的净利润预计增长125.26%的主要原因如下:\\r\\n1、报告期内，公司新厂区生产经营稳定，产能逐步放大，为公司满足旺盛\\r\\n的市场需求提供了重要保障；公司通过不断地拓展销售渠道，销售业务实现较好\\r\\n增长；同时，因疫情、海运费上涨以及原料价格上涨、供求关系紧张等影响 ... (254 characters truncated) ... 和盈利水平得到进一步提升。\\r\\n3、报告期内，公司将控股子公司安徽沙丰新材料有限公司全年数据纳入合\\r\\n并报表；而上年同期，由于收购日为2020年12月8日，合并报表中仅合并了安\\r\\n徽沙丰新材料有限公司12月份数据。上述合并范围的差异也导致了公司报告期\\r\\n营业收入、利润较去年同期增长。', 'nan', 6193.94, '万元', 6193.94, 125.26, 125.26),\n",
      " ('NE430510', '丰光精密', 20211231, 20220121, '净利润盈利4800万元-5100万元，比上年同期增长43.62%-52.6%', '预增', '公告中公布', '(1)报告期内公司下游行业需求旺盛，同时公司市场拓展取得较好效果，公司半导体装备制造类产品和工业自动化类产品营业收入较上年同期增加；(2)公司汽车类产品营业收入较上年同期增加；(3)公司前期开发的新客户、新项目逐步实现量产，相关产品营业收入相应增加。\\r\\n', 'nan', 5100.0, '万元', 4800.0, 43.62, 52.6),\n",
      " ('NE430564', '天润科技', 20220331, 20220525, '净利润盈利250万元-320万元，比上年同期增长74.14%-122.9%', '预增', '公告中公布', '2022年1月份受西安疫情的影响，公司在陕西省内的部分项目完工及验收时间有所推迟，公司2022年第一季度收入较上年同期有所下降；但由于2021年第一季度确认收入占比84.87%的汕头市中心城区(金平、龙湖区)农村地籍调查服务采购项目毛利率较低，导致2022年第一季度公司预计收入规模虽较去年同期有所下降，但净利润却较同期有所增长。', 'nan', 320.0, '万元', 250.0, 74.14, 122.9),\n",
      " ('NE831370', '新安洁  ', 20211231, 20220225, '净利润盈利4159万元，比上年同期下降55.38%', '预减', '公告中公布', '1、公司本报告期增值税及社保支出较上年同期有增长；\\r\\n2、公司因应收账款账龄和金额发生变化，本报告期的信用减值损失增加；\\r\\n3、本报告期，公司因部分项目撤场等原因导致资产处置损失增加。\\r\\n', 'nan', 4159.0, '万元', 4159.0, -55.38, -55.38),\n",
      " ('NE831689', '克莱特  ', 20211231, 20220321, '净利润盈利4577.19万元，比上年同期增长80.24%', '预增', '公告中公布', '公司归属于母公司所有者净利润上升，主要系受行业政策等因素影响，风电\\r\\n新能源装备等下游行业景气度不断提升，对公司产品需求增长较快，使得公司订\\r\\n单不断增长，公司盈利能力进一步提升。\\r\\n受益于国家产业政策的支持，国内海上风力发电行业进入快速发展阶段。公\\r\\n司顺势而为，积极拓展海上风力 ... (34 characters truncated) ... 合作关系，如空空冷却器、水冷系统等海上风力发电产品。\\r\\n受到上述因素的影响，公司新能源装备领域的收入出现了大幅的增长，带动公司\\r\\n收入从2020年的28,491.97万元上升至2021年的39,156.58万元，同时带动公司\\r\\n的净利润从2,539.48万元上升至4,577.19万元。', 'nan', 4577.19, '万元', 4577.19, 80.24, 80.24),\n",
      " ('NE831689', '克莱特  ', 20220331, 20220302, '净利润盈利900万元-950万元，比上年同期增长6.57%-12.49%', '预增', '公告中公布', 'nan', 'nan', 950.0, '万元', 900.0, 6.57, 12.49),\n",
      " ('NE831832', '科达自控', 20211231, 20220124, '净利润盈利3600万元-4000万元，比上年同期增长23.88%-37.64%', '预增', '公告中公布', '报告期内公司省内外市场拓展取得较好效果,营业收入与上年同期相比有所提升净利润相应增加。', 'nan', 4000.0, '万元', 3600.0, 23.88, 37.64),\n",
      " ('NE832145', '恒合股份', 20211231, 20220228, '净利润盈利1670.1万元，比上年同期下降45.6%', '预减', '公告中公布', '1、公司油气回收在线监测收入的下降是导致营业收入和净利润降低的主要因素。该业务受疫情等因素的影响，下游客户暂停或延缓招标，加之疫情的反复\\r\\n使得已经开始的项目有所放缓，致使公司油气回收在线监测系统总体收入有所降\\r\\n低，进而影响了公司的营收和净利润。\\r\\n2、同时，液位量测系统已过政策大力推动期，公司液位量测业务量有所下\\r\\n降，导致2021年营业收入也随之降低。\\r\\n3、公司预计归属于上市公司股东的扣除非经常性损益后的净利润变动幅度\\r\\n较大，主要系公司在2021年度收到计入非经常性损益的上市补助及重大贡献奖\\r\\n励所致。', 'nan', 1670.1, '万元', 1670.1, -45.6, -45.6),\n",
      " ('NE832419', '路斯股份', 20211231, 20220223, '净利润盈利2900万元-3500万元，比上年同期下降9.72%-25.19%', '预减', '公告中公布', 'nan', 'nan', 3500.0, '万元', 2900.0, -25.19, -9.72)]\n"
     ]
    }
   ],
   "source": [
    "with engine.connect() as conn:\n",
    "    rs = conn.execute(\"select top 10 * from SRC_TS_EARNINGS_PREANNOUNCEMENT\").fetchall()\n",
    "\n",
    "pprint(rs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "f6e2ef1d-2e68-49c1-8c57-a0b937037831",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('tr_statement', 'dbo', 'EP_WIND', 'WIND_CODE', 12, 'varchar', 13, 13, None, None, 1, None, None, 12, None, 13, 1, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'IntCode', 4, 'int', 10, 4, 0, 10, 1, None, None, 4, None, None, 2, 'YES', 38),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'ReportPeriod', 4, 'int', 10, 4, 0, 10, 0, None, None, 4, None, None, 3, 'NO', 56),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'AppearAtDate', 4, 'int', 10, 4, 0, 10, 0, None, None, 4, None, None, 4, 'NO', 56),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_STYLE', 12, 'varchar', 20, 20, None, None, 1, None, None, 12, None, 20, 5, 'YES', 39),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_CHANGEMIN', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 6, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_CHANGEMAX', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 7, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_NETPROFITMIN', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 8, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_NETPROFITMAX', 6, 'float', 15, 8, None, 10, 1, None, None, 6, None, None, 9, 'YES', 109),\n",
      " ('tr_statement', 'dbo', 'EP_WIND', 'S_PROFITNOTICE_REASON', -1, 'text', 2147483647, 2147483647, None, None, 1, None, None, -1, None, 2147483647, 10, 'YES', 35)]\n"
     ]
    }
   ],
   "source": [
    "with engine.connect() as conn:\n",
    "    rs = conn.execute(\"EXEC sp_columns EP_WIND\").fetchall()\n",
    "\n",
    "pprint(rs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "86d6ce04-b5ae-410b-af8d-9d9b5d87a959",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    dropFunctionView('pit_at_date')\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5482fa63-23e7-48e7-9636-5628faef7b73",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "def pit_at_date(table_name, date, report_period_list, code_partition_id) {\n",
    "\tsource_table = loadTable(\"dfs://pit_stock_ts\", table_name);\n",
    "\t\n",
    "\tm_nDate = take(date, size(report_period_list));\n",
    "\treport_period = report_period_list;\n",
    "\t\n",
    "\tquery_table = table(report_period, m_nDate);\n",
    "\tquery_table_exp = select * from cj(query_table, select code from source_table where partition(code, code_partition_id) group by code map);\n",
    "\t\n",
    "\tsource_table_part = select source_table.* from ej(source_table, query_table_exp, `code`report_period) where partition(code, code_partition_id);\n",
    "\t\n",
    "\treturn select source_table_part.* from aj(query_table_exp, source_table_part, `code`report_period`m_nDate, `code`report_period`appear_at_date) where not isNull(source_table_part.code)\n",
    "}\n",
    "\n",
    "addFunctionView(pit_at_date)\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4e0eaa4d-80c9-4925-8496-a7d133fc0fda",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>appear_in_period</th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "      <th>OPER_REV</th>\n",
       "      <th>INT_INC</th>\n",
       "      <th>INSUR_PREM_UNEARNED</th>\n",
       "      <th>HANDLING_CHRG_COMM_INC</th>\n",
       "      <th>NET_INC_OTHER_OPS</th>\n",
       "      <th>PLUS_NET_INC_OTHER_BUS</th>\n",
       "      <th>PLUS_NET_GAIN_CHG_FV</th>\n",
       "      <th>PLUS_NET_INVEST_INC</th>\n",
       "      <th>...</th>\n",
       "      <th>OTHER_INCOME</th>\n",
       "      <th>MEMO</th>\n",
       "      <th>ASSET_DISPOSAL_INCOME</th>\n",
       "      <th>CONTINUED_NET_PROFIT</th>\n",
       "      <th>END_NET_PROFIT</th>\n",
       "      <th>CREDIT_IMPAIRMENT_LOSS</th>\n",
       "      <th>RD_EXPENSE</th>\n",
       "      <th>STMNOTE_FINEXP</th>\n",
       "      <th>FIN_EXP_INT_INC</th>\n",
       "      <th>TOT_OPER_COST2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>appear_at_date</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>688039.SH</th>\n",
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       "      <td>1.511902e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688368.SH</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2019-09-17</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>7.665912e+08</td>\n",
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       "      <td>972435.31</td>\n",
       "      <td>...</td>\n",
       "      <td>6568742.64</td>\n",
       "      <td>nan</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.081719e+07</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>6.890894e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688396.SH</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2020-01-31</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>6.270797e+09</td>\n",
       "      <td>6.270797e+09</td>\n",
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       "      <td>10592096.66</td>\n",
       "      <td>...</td>\n",
       "      <td>91086261.29</td>\n",
       "      <td>nan</td>\n",
       "      <td>9434573.46</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.497610e+08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.796301e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831010.NE</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2020-07-01</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2.936331e+08</td>\n",
       "      <td>2.936331e+08</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>262112.16</td>\n",
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       "      <td>262112.16</td>\n",
       "      <td>...</td>\n",
       "      <td>380000.00</td>\n",
       "      <td>nan</td>\n",
       "      <td>-258845.78</td>\n",
       "      <td>4.129632e+07</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>2.437095e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833874.NE</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2020-06-29</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>1.974978e+08</td>\n",
       "      <td>1.974978e+08</td>\n",
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       "      <td>5841180.61</td>\n",
       "      <td>...</td>\n",
       "      <td>882100.00</td>\n",
       "      <td>nan</td>\n",
       "      <td>9554.96</td>\n",
       "      <td>9.051358e+07</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       appear_in_period  TOT_OPER_REV  \\\n",
       "code      report_period appear_at_date                                  \n",
       "000400.SZ 2018-12-31    2019-03-29           2018-12-31  8.216559e+09   \n",
       "000558.SZ 2018-12-31    2019-04-26           2018-12-31  7.024741e+08   \n",
       "000677.SZ 2018-12-31    2019-03-29           2018-12-31  7.068198e+08   \n",
       "000731.SZ 2018-12-31    2019-04-16           2018-12-31  2.639920e+09   \n",
       "000752.SZ 2018-12-31    2019-05-16           2018-12-31  3.231171e+08   \n",
       "...                                                 ...           ...   \n",
       "688039.SH 2018-12-31    2019-11-22           2018-12-31  2.035519e+08   \n",
       "688368.SH 2018-12-31    2019-09-17           2018-12-31  7.665912e+08   \n",
       "688396.SH 2018-12-31    2020-01-31           2018-12-31  6.270797e+09   \n",
       "831010.NE 2018-12-31    2020-07-01           2018-12-31  2.936331e+08   \n",
       "833874.NE 2018-12-31    2020-06-29           2018-12-31  1.974978e+08   \n",
       "\n",
       "                                            OPER_REV  INT_INC  \\\n",
       "code      report_period appear_at_date                          \n",
       "000400.SZ 2018-12-31    2019-03-29      8.216559e+09      0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26      7.024741e+08      0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29      7.068198e+08      0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16      2.639920e+09      0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16      3.231171e+08      0.0   \n",
       "...                                              ...      ...   \n",
       "688039.SH 2018-12-31    2019-11-22      2.035519e+08      0.0   \n",
       "688368.SH 2018-12-31    2019-09-17      7.665912e+08      0.0   \n",
       "688396.SH 2018-12-31    2020-01-31      6.270797e+09      0.0   \n",
       "831010.NE 2018-12-31    2020-07-01      2.936331e+08      0.0   \n",
       "833874.NE 2018-12-31    2020-06-29      1.974978e+08      0.0   \n",
       "\n",
       "                                        INSUR_PREM_UNEARNED  \\\n",
       "code      report_period appear_at_date                        \n",
       "000400.SZ 2018-12-31    2019-03-29                      0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26                      0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29                      0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16                      0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16                      0.0   \n",
       "...                                                     ...   \n",
       "688039.SH 2018-12-31    2019-11-22                      0.0   \n",
       "688368.SH 2018-12-31    2019-09-17                      0.0   \n",
       "688396.SH 2018-12-31    2020-01-31                      0.0   \n",
       "831010.NE 2018-12-31    2020-07-01                      0.0   \n",
       "833874.NE 2018-12-31    2020-06-29                      0.0   \n",
       "\n",
       "                                        HANDLING_CHRG_COMM_INC  \\\n",
       "code      report_period appear_at_date                           \n",
       "000400.SZ 2018-12-31    2019-03-29                         0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26                         0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29                         0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16                         0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16                         0.0   \n",
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       "833874.NE 2018-12-31    2020-06-29                         0.0   \n",
       "\n",
       "                                        NET_INC_OTHER_OPS  \\\n",
       "code      report_period appear_at_date                      \n",
       "000400.SZ 2018-12-31    2019-03-29               73932.94   \n",
       "000558.SZ 2018-12-31    2019-04-26            23984753.52   \n",
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       "000731.SZ 2018-12-31    2019-04-16             4467512.66   \n",
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       "833874.NE 2018-12-31    2020-06-29             5841180.61   \n",
       "\n",
       "                                        PLUS_NET_INC_OTHER_BUS  \\\n",
       "code      report_period appear_at_date                           \n",
       "000400.SZ 2018-12-31    2019-03-29                         0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26                         0.0   \n",
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       "000731.SZ 2018-12-31    2019-04-16                         0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16                         0.0   \n",
       "...                                                        ...   \n",
       "688039.SH 2018-12-31    2019-11-22                         0.0   \n",
       "688368.SH 2018-12-31    2019-09-17                         0.0   \n",
       "688396.SH 2018-12-31    2020-01-31                         0.0   \n",
       "831010.NE 2018-12-31    2020-07-01                         0.0   \n",
       "833874.NE 2018-12-31    2020-06-29                         0.0   \n",
       "\n",
       "                                        PLUS_NET_GAIN_CHG_FV  \\\n",
       "code      report_period appear_at_date                         \n",
       "000400.SZ 2018-12-31    2019-03-29                       0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26                       0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29                       0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16                       0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16                       0.0   \n",
       "...                                                      ...   \n",
       "688039.SH 2018-12-31    2019-11-22                       0.0   \n",
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       "833874.NE 2018-12-31    2020-06-29                       0.0   \n",
       "\n",
       "                                        PLUS_NET_INVEST_INC  ...  \\\n",
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       "000400.SZ 2018-12-31    2019-03-29                 73932.94  ...   \n",
       "000558.SZ 2018-12-31    2019-04-26              23984753.52  ...   \n",
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       "000731.SZ 2018-12-31    2019-04-16               4467512.66  ...   \n",
       "000752.SZ 2018-12-31    2019-05-16             -43852162.57  ...   \n",
       "...                                                     ...  ...   \n",
       "688039.SH 2018-12-31    2019-11-22                156599.67  ...   \n",
       "688368.SH 2018-12-31    2019-09-17                972435.31  ...   \n",
       "688396.SH 2018-12-31    2020-01-31              10592096.66  ...   \n",
       "831010.NE 2018-12-31    2020-07-01                262112.16  ...   \n",
       "833874.NE 2018-12-31    2020-06-29               5841180.61  ...   \n",
       "\n",
       "                                        OTHER_INCOME  MEMO  \\\n",
       "code      report_period appear_at_date                       \n",
       "000400.SZ 2018-12-31    2019-03-29       72773000.86   nan   \n",
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       "...                                              ...   ...   \n",
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       "833874.NE 2018-12-31    2020-06-29         882100.00   nan   \n",
       "\n",
       "                                        ASSET_DISPOSAL_INCOME  \\\n",
       "code      report_period appear_at_date                          \n",
       "000400.SZ 2018-12-31    2019-03-29                       0.00   \n",
       "000558.SZ 2018-12-31    2019-04-26               -12902036.23   \n",
       "000677.SZ 2018-12-31    2019-03-29                -1852690.97   \n",
       "000731.SZ 2018-12-31    2019-04-16                 1992627.87   \n",
       "000752.SZ 2018-12-31    2019-05-16                       0.00   \n",
       "...                                                       ...   \n",
       "688039.SH 2018-12-31    2019-11-22                       0.00   \n",
       "688368.SH 2018-12-31    2019-09-17                       0.00   \n",
       "688396.SH 2018-12-31    2020-01-31                 9434573.46   \n",
       "831010.NE 2018-12-31    2020-07-01                 -258845.78   \n",
       "833874.NE 2018-12-31    2020-06-29                    9554.96   \n",
       "\n",
       "                                        CONTINUED_NET_PROFIT  END_NET_PROFIT  \\\n",
       "code      report_period appear_at_date                                         \n",
       "000400.SZ 2018-12-31    2019-03-29              2.737097e+08             0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26             -5.424955e+07             0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29              6.403690e+06             0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16              2.228619e+08             0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16             -3.830619e+08             0.0   \n",
       "...                                                      ...             ...   \n",
       "688039.SH 2018-12-31    2019-11-22              6.389806e+07             0.0   \n",
       "688368.SH 2018-12-31    2019-09-17              0.000000e+00             0.0   \n",
       "688396.SH 2018-12-31    2020-01-31              0.000000e+00             0.0   \n",
       "831010.NE 2018-12-31    2020-07-01              4.129632e+07             0.0   \n",
       "833874.NE 2018-12-31    2020-06-29              9.051358e+07             0.0   \n",
       "\n",
       "                                        CREDIT_IMPAIRMENT_LOSS    RD_EXPENSE  \\\n",
       "code      report_period appear_at_date                                         \n",
       "000400.SZ 2018-12-31    2019-03-29                         0.0  3.350267e+08   \n",
       "000558.SZ 2018-12-31    2019-04-26                         0.0  0.000000e+00   \n",
       "000677.SZ 2018-12-31    2019-03-29                         0.0  3.514984e+05   \n",
       "000731.SZ 2018-12-31    2019-04-16                         0.0  1.653546e+06   \n",
       "000752.SZ 2018-12-31    2019-05-16                         0.0  0.000000e+00   \n",
       "...                                                        ...           ...   \n",
       "688039.SH 2018-12-31    2019-11-22                         0.0  3.660990e+07   \n",
       "688368.SH 2018-12-31    2019-09-17                         0.0  6.081719e+07   \n",
       "688396.SH 2018-12-31    2020-01-31                         0.0  4.497610e+08   \n",
       "831010.NE 2018-12-31    2020-07-01                         0.0  5.236440e+05   \n",
       "833874.NE 2018-12-31    2020-06-29                         0.0  1.092805e+07   \n",
       "\n",
       "                                        STMNOTE_FINEXP  FIN_EXP_INT_INC  \\\n",
       "code      report_period appear_at_date                                    \n",
       "000400.SZ 2018-12-31    2019-03-29         45075829.77              0.0   \n",
       "000558.SZ 2018-12-31    2019-04-26         39309311.59              0.0   \n",
       "000677.SZ 2018-12-31    2019-03-29          5234360.37              0.0   \n",
       "000731.SZ 2018-12-31    2019-04-16         46581902.65              0.0   \n",
       "000752.SZ 2018-12-31    2019-05-16                0.00              0.0   \n",
       "...                                                ...              ...   \n",
       "688039.SH 2018-12-31    2019-11-22                0.00              0.0   \n",
       "688368.SH 2018-12-31    2019-09-17                0.00              0.0   \n",
       "688396.SH 2018-12-31    2020-01-31                0.00              0.0   \n",
       "831010.NE 2018-12-31    2020-07-01           254556.29              0.0   \n",
       "833874.NE 2018-12-31    2020-06-29                0.00              0.0   \n",
       "\n",
       "                                        TOT_OPER_COST2  \n",
       "code      report_period appear_at_date                  \n",
       "000400.SZ 2018-12-31    2019-03-29        7.967406e+09  \n",
       "000558.SZ 2018-12-31    2019-04-26        6.444387e+08  \n",
       "000677.SZ 2018-12-31    2019-03-29        6.821367e+08  \n",
       "000731.SZ 2018-12-31    2019-04-16        2.367904e+09  \n",
       "000752.SZ 2018-12-31    2019-05-16        3.135966e+08  \n",
       "...                                                ...  \n",
       "688039.SH 2018-12-31    2019-11-22        1.511902e+08  \n",
       "688368.SH 2018-12-31    2019-09-17        6.890894e+08  \n",
       "688396.SH 2018-12-31    2020-01-31        5.796301e+09  \n",
       "831010.NE 2018-12-31    2020-07-01        2.437095e+08  \n",
       "833874.NE 2018-12-31    2020-06-29        1.021658e+08  \n",
       "\n",
       "[91 rows x 66 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sess.run(\"\"\"\n",
    "#    is_common_ori = loadTable(\"dfs://pit_stock_ts\", \"is_common_ori\")\n",
    "#\"\"\")\n",
    "\n",
    "# pit_report_period_at_date(table_name, date, report_period_list, code_partition_id)\n",
    "sess.run(\"\"\"\n",
    "    select * from pit_at_date(\"is_common_ori\", 2021.03.14, [2018.12.31], 0) order by code\n",
    "\"\"\").set_index(['code', 'report_period', 'appear_at_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4cd4cd6e-f34e-43a8-98de-c468a54d8081",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    dropFunctionView('pit_col_at_date');\n",
    "\"\"\")\n",
    "\n",
    "sess.run(\"\"\"\n",
    "def pit_col_at_date(table_name, col_name, date, report_period_list, code_partition_id){\n",
    "\tsource_table = loadTable(\"dfs://pit_stock_ts\", table_name);\n",
    "\t\n",
    "\tm_nDate = take(date, size(report_period_list));\n",
    "\treport_period = report_period_list;\n",
    "\t\n",
    "\tquery_table = table(report_period, m_nDate);\n",
    "\tquery_table_exp = select * from cj(\n",
    "            query_table, \n",
    "            select code from source_table where partition(code, code_partition_id\n",
    "        ) group by code map);\n",
    "\t\n",
    "\tcol_list = sqlCol(['code', 'report_period', 'appear_at_date', col_name]);\n",
    "    from_tbl = <ej(source_table, query_table_exp, `code`report_period)>;\n",
    "    where_conditions = [<partition(code, code_partition_id)>];\n",
    "    source_table_part = sql(select=col_list, from=from_tbl, where=where_conditions).eval();\n",
    "\t\n",
    "\treturn select source_table_part.* from aj(query_table_exp, source_table_part, `code`report_period`m_nDate, `code`report_period`appear_at_date) where not isNull(source_table_part.code)\n",
    "}\n",
    "\n",
    "addFunctionView(pit_col_at_date);\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "943b760a-ab39-4291-8a93-81b3e38a70b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>appear_at_date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000400.SZ</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-29</th>\n",
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       "    <tr>\n",
       "      <th>000731.SZ</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-27</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>000752.SZ</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-29</th>\n",
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       "    <tr>\n",
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       "      <th>688039.SH</th>\n",
       "      <th>2019-09-30</th>\n",
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       "    <tr>\n",
       "      <th>688368.SH</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-28</th>\n",
       "      <td>6.139719e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688396.SH</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-20</th>\n",
       "      <td>4.131915e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831010.NE</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-29</th>\n",
       "      <td>2.276040e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833874.NE</th>\n",
       "      <th>2019-09-30</th>\n",
       "      <th>2020-10-26</th>\n",
       "      <td>1.303494e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        TOT_OPER_REV\n",
       "code      report_period appear_at_date              \n",
       "000400.SZ 2019-09-30    2020-10-29      5.658881e+09\n",
       "000558.SZ 2019-09-30    2020-10-29      8.322244e+07\n",
       "000677.SZ 2019-09-30    2020-10-21      6.020088e+08\n",
       "000731.SZ 2019-09-30    2020-10-27      2.311672e+09\n",
       "000752.SZ 2019-09-30    2020-10-29      2.330136e+08\n",
       "...                                              ...\n",
       "688039.SH 2019-09-30    2020-10-28      1.185143e+08\n",
       "688368.SH 2019-09-30    2020-10-28      6.139719e+08\n",
       "688396.SH 2019-09-30    2020-10-20      4.131915e+09\n",
       "831010.NE 2019-09-30    2020-10-29      2.276040e+08\n",
       "833874.NE 2019-09-30    2020-10-26      1.303494e+08\n",
       "\n",
       "[91 rows x 1 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"\"\"\n",
    "    select * from pit_col_at_date(\"is_common_adj\", \"TOT_OPER_REV\", 2021.03.14, [2019.09.30], 0) order by code\n",
    "\"\"\").set_index(['code', 'report_period', 'appear_at_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "2fea0f1e-5105-4d28-9c36-c5542a5389ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>appear_in_period</th>\n",
       "      <th>appear_at_date</th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
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       "      <td>2.929131e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>688396.SH</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>5.742784e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-04-13</td>\n",
       "      <td>3.552313e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>3.552313e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-03-18</td>\n",
       "      <td>1.785113e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.785113e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          code report_period appear_in_period appear_at_date  TOT_OPER_REV\n",
       "0    000400.SZ    2019-12-31       2019-12-31     2020-04-10  1.015608e+10\n",
       "1    000558.SZ    2019-12-31       2019-12-31     2020-04-27  1.378479e+08\n",
       "2    000558.SZ    2019-12-31       2019-12-31     2020-08-25  1.378479e+08\n",
       "3    000677.SZ    2019-12-31       2019-12-31     2020-04-25  7.906742e+08\n",
       "4    000731.SZ    2019-12-31       2019-12-31     2020-04-24  2.929131e+09\n",
       "..         ...           ...              ...            ...           ...\n",
       "109  688396.SH    2019-12-31       2019-12-31     2020-04-23  5.742784e+09\n",
       "110  831010.NE    2019-12-31       2019-12-31     2020-04-13  3.552313e+08\n",
       "111  831010.NE    2019-12-31       2019-12-31     2020-07-01  3.552313e+08\n",
       "112  833874.NE    2019-12-31       2019-12-31     2020-03-18  1.785113e+08\n",
       "113  833874.NE    2019-12-31       2019-12-31     2020-06-29  1.785113e+08\n",
       "\n",
       "[114 rows x 5 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"\"\"\n",
    "    source_table = loadTable(\"dfs://pit_stock_ts\", \"is_common_ori\");\n",
    "    m_nDate = [2022.03.04]\n",
    "    report_period = [2019.12.31]\n",
    "\tquery_table = table(report_period, m_nDate);\n",
    "\tquery_table_exp = select * from cj(query_table, select code from source_table where partition(code, 0) group by code map);\n",
    "\t\n",
    "    \n",
    "    col_list = sqlCol(['code', 'report_period', 'appear_in_period', 'appear_at_date', 'TOT_OPER_REV']);\n",
    "    from_tbl = <ej(source_table, query_table_exp, `code`report_period)>;\n",
    "    where_conditions = [<partition(code, 0)>];\n",
    "    source_table_part = sql(select=col_list, from=from_tbl, where=where_conditions).eval();\n",
    "\tsource_table_part\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "3c246940-1ad6-414f-b461-2d8ca7cd87f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    def single_quarter(table_name, col_list) {\n",
    "    \n",
    "        sel_col = array(ANY, 4 + size(col_list));\n",
    "        sel_col[0] = sqlCol('code');\n",
    "        sel_col[2] = sqlColAlias(<year(report_period)>, 'year');\n",
    "        \n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[i + 4] = sqlCol(col_list[i]);\n",
    "        }\n",
    "\n",
    "        // 当季累计数据，作为下一季基准\n",
    "        sel_col[1] = sqlColAlias(sqlCol('report_period'), 'base_report_period');\n",
    "        sel_col[3] = sqlColAlias(<quarterOfYear(report_period) + 1>, 'quarter_of_year');\n",
    "        tbl_quarter_accum_base = sql(\n",
    "                select = sel_col,\n",
    "                from = table_name,\n",
    "                where = <quarterOfYear(report_period) < 4>\n",
    "            ).eval();\n",
    "\n",
    "        // 从第二季开始，需要去匹配前一季累计基数\n",
    "        sel_col[1] = sqlColAlias(sqlCol('report_period'), 'current_report_period');\n",
    "        sel_col[3] = sqlColAlias(<quarterOfYear(report_period)>, 'quarter_of_year');\n",
    "        tbl_quarter_accum = sql(\n",
    "                    select = sel_col,\n",
    "                    from = table_name,\n",
    "                    where = <quarterOfYear(report_period) > 1>\n",
    "                ).eval();\n",
    "\n",
    "        // 单季流量，把非第一季的季报都要扣除前一季度的基数\n",
    "        sel_col[1] = sqlColAlias(sqlCol('current_report_period'), 'report_period');\n",
    "        sel_col[2] = sqlCol('year');\n",
    "        sel_col[3] = sqlCol('quarter_of_year');\n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[i + 4] = sqlColAlias(\n",
    "                expr(\n",
    "                    sqlCol('tbl_quarter_accum_' + col_list[i]),\n",
    "                    -,\n",
    "                    sqlCol(col_list[i])\n",
    "                )\n",
    "            , col_list[i] + '_flux');\n",
    "        }\n",
    "        from_obj = ej(\n",
    "                    tbl_quarter_accum_base, \n",
    "                    tbl_quarter_accum, \n",
    "                    `code`year`quarter_of_year, \n",
    "                    `code`year`quarter_of_year);\n",
    "        tbl_quarter_flux = sql(\n",
    "                select = sel_col, \n",
    "                from = from_obj\n",
    "            ).eval();\n",
    "\n",
    "        // 每年第一个季度\n",
    "        sel_col[1] = sqlCol('report_period');\n",
    "        sel_col[2] = sqlColAlias(<year(report_period)>, 'year');\n",
    "        sel_col[3] = sqlColAlias(<quarterOfYear(report_period)>, 'quarter_of_year');\n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[i + 4] = sqlColAlias(sqlCol(col_list[i]), col_list[i] + '_flux');\n",
    "        }\n",
    "        tbl_quarter1 = sql(\n",
    "                select = sel_col,\n",
    "                from = table_name,\n",
    "                where = <quarterOfYear(report_period) == 1>\n",
    "            ).eval();\n",
    "        \n",
    "        // 再拼接回第一季度（无需扣除基数的数据）\n",
    "        tbl_quarter_flux = unionAll(\n",
    "                tbl_quarter1, \n",
    "                tbl_quarter_flux\n",
    "            );\n",
    "            \n",
    "        return tbl_quarter_flux;\n",
    "    }\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "981c8b85-a750-4d6b-bed9-c2567a95b2a3",
   "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>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>year</th>\n",
       "      <th>quarter_of_year</th>\n",
       "      <th>TOT_OPER_REV_flux</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>1.032565e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2.021923e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>3</td>\n",
       "      <td>2.183729e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>4.917866e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2.361816e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>688396.SH</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>1.610869e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>3.720237e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>4.538674e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>3</td>\n",
       "      <td>4.776034e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>4.816188e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>326 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          code report_period  year  quarter_of_year  TOT_OPER_REV_flux\n",
       "0    000400.SZ    2019-03-31  2019                1       1.032565e+09\n",
       "82   000400.SZ    2019-06-30  2019                2       2.021923e+09\n",
       "81   000400.SZ    2019-09-30  2019                3       2.183729e+09\n",
       "80   000400.SZ    2019-12-31  2019                4       4.917866e+09\n",
       "1    000558.SZ    2019-03-31  2019                1       2.361816e+07\n",
       "..         ...           ...   ...              ...                ...\n",
       "321  688396.SH    2019-12-31  2019                4       1.610869e+09\n",
       "79   833874.NE    2019-03-31  2019                1       3.720237e+07\n",
       "325  833874.NE    2019-06-30  2019                2       4.538674e+07\n",
       "324  833874.NE    2019-09-30  2019                3       4.776034e+07\n",
       "323  833874.NE    2019-12-31  2019                4       4.816188e+07\n",
       "\n",
       "[326 rows x 5 columns]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"single_quarter(tmp_table, ['TOT_OPER_REV'])\").sort_values(['code', 'report_period'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "1ceea0a7-7218-4aa7-be8a-ebb655dcbc93",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    tmp_table = select * from pit_col_at_date(\n",
    "            \"is_common_ori\", \n",
    "            \"TOT_OPER_REV\", \n",
    "            2021.03.14, \n",
    "            [2019.12.31, 2019.09.30, 2019.06.30, 2019.03.31], \n",
    "            0) order by code\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "d01d6fc2-15ed-4e40-9181-0f3e3a96d2cb",
   "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>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>appear_at_date</th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-04-10</td>\n",
       "      <td>1.015608e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>2019-10-12</td>\n",
       "      <td>5.238217e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019-08-24</td>\n",
       "      <td>3.054488e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019-04-26</td>\n",
       "      <td>1.032565e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>1.378479e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019-08-09</td>\n",
       "      <td>1.970813e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.785113e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>1.303494e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019-08-16</td>\n",
       "      <td>8.258911e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019-04-30</td>\n",
       "      <td>3.720237e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>338 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          code report_period appear_at_date  TOT_OPER_REV\n",
       "0    000400.SZ    2019-12-31     2020-04-10  1.015608e+10\n",
       "1    000400.SZ    2019-09-30     2019-10-12  5.238217e+09\n",
       "2    000400.SZ    2019-06-30     2019-08-24  3.054488e+09\n",
       "3    000400.SZ    2019-03-31     2019-04-26  1.032565e+09\n",
       "4    000558.SZ    2019-12-31     2020-08-25  1.378479e+08\n",
       "..         ...           ...            ...           ...\n",
       "333  831010.NE    2019-06-30     2019-08-09  1.970813e+08\n",
       "334  833874.NE    2019-12-31     2020-06-29  1.785113e+08\n",
       "335  833874.NE    2019-09-30     2019-10-22  1.303494e+08\n",
       "336  833874.NE    2019-06-30     2019-08-16  8.258911e+07\n",
       "337  833874.NE    2019-03-31     2019-04-30  3.720237e+07\n",
       "\n",
       "[338 rows x 4 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"tmp_table\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "5ac22809-9ba9-4a01-b76a-591558c4cc52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'< select symbol,date,cumsum(volume) as cumVol from tmp_tablef0e858a3837f0000 >'"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"\"\"\n",
    "sql(select=sqlCol(['symbol', 'date', 'cumsum(volume) as cumVol']), from = tmp_table)\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "dc36ca56-07e0-4912-b5d2-da192a1c3c62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'< select symbol,date,cumsum(volume) as cumVol from tmp_tablef0e858a3837f0000 >'"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"\"\"\n",
    "sql(select=(sqlCol(`symbol),sqlCol(`date),sqlColAlias(<cumsum(volume)>, `cumVol)), from=tmp_table)\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "c3be05b5-c9b9-4df5-8481-b3092c25125e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    def yoy(table_name, col_list) {\n",
    "        sel_col = array(ANY, 4 + size(col_list));\n",
    "        sel_col[0] = sqlCol('code');\n",
    "        sel_col[3] = sqlColAlias(<quarterOfYear(report_period)>, 'quarter_of_year');\n",
    "        \n",
    "        // 上一年数据\n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[i + 4] = sqlColAlias(sqlCol(col_list[i]), col_list[i] + '_base');\n",
    "        }\n",
    "        sel_col[1] = sqlColAlias(sqlCol('report_period'), 'report_period_last_year');\n",
    "        sel_col[2] = sqlColAlias(<year(report_period) + 1>, 'year');\n",
    "        tbl_last_year = sql(\n",
    "                select = sel_col,\n",
    "                from = table_name\n",
    "            ).eval();\n",
    "\n",
    "        // 本年度数据\n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[i + 4] = sqlCol(col_list[i]);\n",
    "        }\n",
    "        sel_col[1] = sqlColAlias(sqlCol('report_period'), 'report_period_current_year');\n",
    "        sel_col[2] = sqlColAlias(<year(report_period)>, 'year');\n",
    "        tbl_this_year = sql(\n",
    "                select = sel_col,\n",
    "                from = table_name\n",
    "            ).eval();\n",
    "        \n",
    "        // 计算同比增长率\n",
    "        sel_col = array(ANY, 4 + (3 * size(col_list)));\n",
    "\n",
    "        sel_col[0] = sqlCol('code');\n",
    "        sel_col[1] = sqlColAlias(sqlCol('report_period_current_year'), 'report_period');\n",
    "        sel_col[2] = sqlCol('year');\n",
    "        sel_col[3] = sqlCol('quarter_of_year');\n",
    "        \n",
    "        for (i in 0..(size(col_list) - 1)) {\n",
    "            sel_col[3 * i + 4] = sqlCol(col_list[i] + '_base');\n",
    "            sel_col[3 * i + 5] = sqlCol(col_list[i]);\n",
    "            sel_col[3 * i + 6] = sqlColAlias(\n",
    "                expr(expr(sqlCol(col_list[i]), -, sqlCol(col_list[i] + '_base')), /, expr(abs, sqlCol(col_list[i] + '_base'))), \n",
    "                col_list[i] + '_yoy');\n",
    "        }\n",
    "        from_obj = ej(\n",
    "                tbl_last_year, \n",
    "                tbl_this_year, \n",
    "                `code`year`quarter_of_year, \n",
    "                `code`year`quarter_of_year);\n",
    "                \n",
    "        return sql(\n",
    "                select = sel_col,\n",
    "                from = from_obj).eval();\n",
    "    }\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "63492d0c-c348-4e8b-a08b-5feb279cee5e",
   "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>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>year</th>\n",
       "      <th>quarter_of_year</th>\n",
       "      <th>TOT_OPER_REV_base</th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "      <th>TOT_OPER_REV_yoy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>8.216559e+09</td>\n",
       "      <td>1.015608e+10</td>\n",
       "      <td>0.236051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>1.033072e+10</td>\n",
       "      <td>8.216559e+09</td>\n",
       "      <td>-0.204648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>7.024741e+08</td>\n",
       "      <td>1.378479e+08</td>\n",
       "      <td>-0.803768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>1.324249e+09</td>\n",
       "      <td>7.024741e+08</td>\n",
       "      <td>-0.469530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000677.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>7.068198e+08</td>\n",
       "      <td>7.906742e+08</td>\n",
       "      <td>0.118636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>688396.SH</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>5.875590e+09</td>\n",
       "      <td>6.270797e+09</td>\n",
       "      <td>0.067262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>2.936331e+08</td>\n",
       "      <td>3.552313e+08</td>\n",
       "      <td>0.209780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>2.209252e+08</td>\n",
       "      <td>2.936331e+08</td>\n",
       "      <td>0.329106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>1.974978e+08</td>\n",
       "      <td>1.785113e+08</td>\n",
       "      <td>-0.096135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>1.986075e+08</td>\n",
       "      <td>1.974978e+08</td>\n",
       "      <td>-0.005588</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>182 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          code report_period  year  quarter_of_year  TOT_OPER_REV_base  \\\n",
       "0    000400.SZ    2019-12-31  2019                4       8.216559e+09   \n",
       "1    000400.SZ    2018-12-31  2018                4       1.033072e+10   \n",
       "2    000558.SZ    2019-12-31  2019                4       7.024741e+08   \n",
       "3    000558.SZ    2018-12-31  2018                4       1.324249e+09   \n",
       "4    000677.SZ    2019-12-31  2019                4       7.068198e+08   \n",
       "..         ...           ...   ...              ...                ...   \n",
       "177  688396.SH    2018-12-31  2018                4       5.875590e+09   \n",
       "178  831010.NE    2019-12-31  2019                4       2.936331e+08   \n",
       "179  831010.NE    2018-12-31  2018                4       2.209252e+08   \n",
       "180  833874.NE    2019-12-31  2019                4       1.974978e+08   \n",
       "181  833874.NE    2018-12-31  2018                4       1.986075e+08   \n",
       "\n",
       "     TOT_OPER_REV  TOT_OPER_REV_yoy  \n",
       "0    1.015608e+10          0.236051  \n",
       "1    8.216559e+09         -0.204648  \n",
       "2    1.378479e+08         -0.803768  \n",
       "3    7.024741e+08         -0.469530  \n",
       "4    7.906742e+08          0.118636  \n",
       "..            ...               ...  \n",
       "177  6.270797e+09          0.067262  \n",
       "178  3.552313e+08          0.209780  \n",
       "179  2.936331e+08          0.329106  \n",
       "180  1.785113e+08         -0.096135  \n",
       "181  1.974978e+08         -0.005588  \n",
       "\n",
       "[182 rows x 7 columns]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"yoy(tmp_table, ['TOT_OPER_REV'])\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "5273ebfc-25bd-4b38-9605-d3109cf2280f",
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.run(\"\"\"\n",
    "    tmp_table = select * from pit_col_at_date(\n",
    "            \"is_common_ori\", \n",
    "            \"TOT_OPER_REV\", \n",
    "            2021.03.14, \n",
    "            [2019.12.31, 2018.12.31, 2017.12.31], \n",
    "            0) order by code\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "99af13cd-5918-4d21-9067-d3da86d19c15",
   "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>code</th>\n",
       "      <th>report_period</th>\n",
       "      <th>appear_at_date</th>\n",
       "      <th>TOT_OPER_REV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-04-10</td>\n",
       "      <td>1.015608e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2019-03-29</td>\n",
       "      <td>8.216559e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000400.SZ</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2018-03-24</td>\n",
       "      <td>1.033072e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>1.378479e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000558.SZ</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2019-04-26</td>\n",
       "      <td>7.024741e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>2.936331e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>831010.NE</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>2.209252e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.785113e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.974978e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>833874.NE</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.986075e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>273 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          code report_period appear_at_date  TOT_OPER_REV\n",
       "0    000400.SZ    2019-12-31     2020-04-10  1.015608e+10\n",
       "1    000400.SZ    2018-12-31     2019-03-29  8.216559e+09\n",
       "2    000400.SZ    2017-12-31     2018-03-24  1.033072e+10\n",
       "3    000558.SZ    2019-12-31     2020-08-25  1.378479e+08\n",
       "4    000558.SZ    2018-12-31     2019-04-26  7.024741e+08\n",
       "..         ...           ...            ...           ...\n",
       "268  831010.NE    2018-12-31     2020-07-01  2.936331e+08\n",
       "269  831010.NE    2017-12-31     2020-07-01  2.209252e+08\n",
       "270  833874.NE    2019-12-31     2020-06-29  1.785113e+08\n",
       "271  833874.NE    2018-12-31     2020-06-29  1.974978e+08\n",
       "272  833874.NE    2017-12-31     2020-06-29  1.986075e+08\n",
       "\n",
       "[273 rows x 4 columns]"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(\"tmp_table\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87820a2a-1ddf-4950-b0d4-a3e7d4a61b16",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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